From b7526f92183eebfbd2bb3b049f803fb16239b772 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 18 Mar 2022 11:35:50 -0400 Subject: [PATCH 001/286] typing hints --- tuplex/test/io/JsonTypeTest.cc | 45 +++++++++++++++++++++++ tuplex/utils/include/JsonStatistic.h | 53 ++++++++++++++++++++++++++++ 2 files changed, 98 insertions(+) create mode 100644 tuplex/test/io/JsonTypeTest.cc create mode 100644 tuplex/utils/include/JsonStatistic.h diff --git a/tuplex/test/io/JsonTypeTest.cc b/tuplex/test/io/JsonTypeTest.cc new file mode 100644 index 000000000..c37b6fc0a --- /dev/null +++ b/tuplex/test/io/JsonTypeTest.cc @@ -0,0 +1,45 @@ +// +// Created by Leonhard Spiegelberg on 3/18/22. +// + +// @TODO: March, add to this file tests regarding JSON types + +#include +#include +#include + +inline std::string testFolderName() { + return "test_" + std::string(::testing::UnitTest::GetInstance()->current_test_info()->name()); +} + +TEST(JsonTypes, FlatTypes) { + using namespace tuplex; + using namespace std; + + // get unique directory for this test --> allows to run tests in parallel! + auto folder_name = testFolderName(); + + // write a test file + auto test_uri = URI("./" + folder_name + "/flat_typesI.json"); + stringToFile(test_uri, "{\"num_bedrooms\":10,\"price\":80.9}\n{\"num_bedrooms\":9,\"price\":20.9}"); + + // want to use something similar to CSVStat -> JsonStat + // reuse code from https://github.com/LeonhardFS/Tuplex/pull/82/files + // write some more tests, add more test files + // use simdjson instead of rapidjson (replace there!) + + // files: utils/src/JsonStatistic.cc and utils/include/JsonStatistic.h + auto buf = fileToString(test_uri); + + // hand over to JSON Statistic, use some offset to make it a bit more challenging + JsonStatistic stat(0.9); + + stat.estimate(buf.c_str() + 5, buf.size() - 5); + + EXPECT_EQ(stat.columns(), {"num_bedrooms", "price"}); // fix this! + EXPECT_EQ(stat.type(), stat.superType()); // <-- no specialization here + EXPECT_EQ(stat.type().desc(), "(i64,f64)"); + +} + +// @March: TODO, more tests... \ No newline at end of file diff --git a/tuplex/utils/include/JsonStatistic.h b/tuplex/utils/include/JsonStatistic.h new file mode 100644 index 000000000..07985e2a2 --- /dev/null +++ b/tuplex/utils/include/JsonStatistic.h @@ -0,0 +1,53 @@ +// +// Created by Leonhard Spiegelberg on 3/18/22. +// + +#ifndef TUPLEX_JSONSTATISTIC_H +#define TUPLEX_JSONSTATISTIC_H + +#include "CSVUtils.h" +#include +#include "TypeSystem.h" + +namespace tuplex { + + //@March implement: finding Json Offset + //@March + write tests. + // we need this function to chunk JSON files later. + /*! + * finds the start of a valid newline-delimited JSON entry. + * @param buf buffer + * @param buf_size size in bytes of buffer (not necessarily '\0' terminated) + * @return offset from start of buf to first valid line entry, -1 if not found. + */ + int64_t findNLJsonStart(const char* buf, size_t buf_size); + + + // --> put implementation of this into JsonStatistic.cc file in utils/src/JsonStatistic.cc + + // for this https://github.com/LeonhardFS/Tuplex/pull/82/files + // may be helpful + class JsonStatistic { + public: + JsonStatistic(double threshold, const std::vector& null_values=std::vector{""}) : _threshold(threshold), _null_values(null_values) {} + + //@March: Implement, this function basically takes a buffer, needs to find the start of a valid JSON (i.e. \n{, \r\n{ if start[0] is not {) + void estimate(const char* start, size_t size, bool disableNullColumns=false); + + //@March: implement, columns present in json file + std::vector columns() const; + + //@March: implement, how many full rows are contained in the sample + size_t rowCount() const; + + //@March: implement, normal-case type. I.e. specialized according to threshold + python::Type type() const; + //@March: implement, general-case type. I.e. type has to be a subtyoe of superType, i.e. canUpcastRowType(type(), superType()) must always hold + python::Type superType() const; + private: + double _threshold; + std::vector _null_values; + }; +} + +#endif //TUPLEX_JSONSTATISTIC_H From 42996c4fecf1c58355c1c3ed58ffb63310f529d5 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 18 Mar 2022 11:46:09 -0400 Subject: [PATCH 002/286] more infrastructure --- tuplex/core/include/physical/JsonReader.h | 32 ++++++++++++++++++++ tuplex/test/core/JsonReaderTest.cc | 37 +++++++++++++++++++++++ 2 files changed, 69 insertions(+) create mode 100644 tuplex/core/include/physical/JsonReader.h create mode 100644 tuplex/test/core/JsonReaderTest.cc diff --git a/tuplex/core/include/physical/JsonReader.h b/tuplex/core/include/physical/JsonReader.h new file mode 100644 index 000000000..5f1e2f77a --- /dev/null +++ b/tuplex/core/include/physical/JsonReader.h @@ -0,0 +1,32 @@ +// +// Created by Leonhard Spiegelberg on 3/18/22. +// + +#ifndef TUPLEX_JSONREADER_H +#define TUPLEX_JSONREADER_H + +#include "FileInputReader.h" + +namespace tuplex { + // @March: implement here + // cf. TextReader, OrcReader, CSVReader(that's the most complex one) + // cf. OrcReaderTest.cc etc. on how to test this end-to-end + + // later: column pushdown etc., will have to think about good interface for this + class JsonReader : public FileInputReader { + public: + JsonReader() = delete; + JsonReader(void *userData, codegen::cells_row_f rowFunctor); + + // use here VirtualFileSystem when reading files... + //@March: for testing, just don't call the rowFunctor yet, but rather construct a Row object and then print row.desc(); + void read(const URI& inputFilePath) override; + + size_t inputRowCount() const override; + + // read all valid JSON lines from >= start to the line that just ends after end. + void setRange(size_t start, size_t end); + void setFunctor(codegen::cells_row_f functor); + }; +} +#endif //TUPLEX_JSONREADER_H diff --git a/tuplex/test/core/JsonReaderTest.cc b/tuplex/test/core/JsonReaderTest.cc new file mode 100644 index 000000000..94e1aa8fe --- /dev/null +++ b/tuplex/test/core/JsonReaderTest.cc @@ -0,0 +1,37 @@ +// +// Created by Leonhard Spiegelberg on 3/18/22. +// + +// @March, you can test the JsonReader here + +#include +#include + +//@March: you can test here +TEST(JsonReader, Basic) { + using namespace tuplex; + using namespace std; + + auto reader = make_unique(nullptr, nullptr); + auto test_uri = "../resources/sample_file.json"; //@TODO: edit + reader->read(test_uri); + + EXPECT_EQ(reader->inputRowCount, 42); //@TODO: edit +} + + +TEST(JsonReader, Chunked) { + using namespace tuplex; + using namespace std; + + auto reader = make_unique(nullptr, nullptr); + auto test_uri = "../resources/sample_file.json"; //@TODO: edit + auto file_size = ...; + + reader->setRange(0, file_size/2); + reader->read(test_uri); + + reader->setRange(file_size/2, file_size); + + EXPECT_EQ(reader->inputRowCount, 42); //@TODO: edit +} \ No newline at end of file From 2722c35613ebdb2916ccc0a4bdf3635e45806a7e Mon Sep 17 00:00:00 2001 From: KorlaMarch Date: Mon, 11 Apr 2022 11:49:14 -0400 Subject: [PATCH 003/286] add jsonStatistic.cpp --- tuplex/utils/src/JsonStatistic.cpp | 46 ++++++++++++++++++++++++++++++ 1 file changed, 46 insertions(+) create mode 100644 tuplex/utils/src/JsonStatistic.cpp diff --git a/tuplex/utils/src/JsonStatistic.cpp b/tuplex/utils/src/JsonStatistic.cpp new file mode 100644 index 000000000..f82e89100 --- /dev/null +++ b/tuplex/utils/src/JsonStatistic.cpp @@ -0,0 +1,46 @@ +// +// Created by kboonyap on 4/11/22. +// + +#include "JsonStatistic.h" + +namespace tuplex { + + //@March implement: finding Json Offset + //@March + write tests. + // we need this function to chunk JSON files later. + /*! + * finds the start of a valid newline-delimited JSON entry. + * @param buf buffer + * @param buf_size size in bytes of buffer (not necessarily '\0' terminated) + * @return offset from start of buf to first valid line entry, -1 if not found. + */ + int64_t findNLJsonStart(const char *buf, size_t buf_size) { + + } + + //@March: Implement, this function basically takes a buffer, needs to find the start of a valid JSON (i.e. \n{, \r\n{ if start[0] is not {) + void JsonStatistic::estimate(const char *start, size_t size, bool disableNullColumns = false) { + + } + + //@March: implement, columns present in json file + std::vector JsonStatistic::columns() const { + + } + + //@March: implement, how many full rows are contained in the sample + size_t JsonStatistic::rowCount() const { + + } + + //@March: implement, normal-case type. I.e. specialized according to threshold + python::Type JsonStatistic::type() const { + + } + + //@March: implement, general-case type. I.e. type has to be a subtyoe of superType, i.e. canUpcastRowType(type(), superType()) must always hold + python::Type JsonStatistic::superType() const { + + } +} \ No newline at end of file From 580a55d64cf8bc69b3372c3cf245d8191e775972 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Tue, 21 Jun 2022 15:49:15 -0400 Subject: [PATCH 004/286] finding start of JSON --- tuplex/test/utils/TestJSONUtils.cc | 23 ++++++ tuplex/utils/src/JsonStatistic.cc | 111 +++++++++++++++++++++++++++++ tuplex/utils/src/JsonStatistic.cpp | 46 ------------ 3 files changed, 134 insertions(+), 46 deletions(-) create mode 100644 tuplex/utils/src/JsonStatistic.cc delete mode 100644 tuplex/utils/src/JsonStatistic.cpp diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 8a387fa63..c0e3c462f 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -11,6 +11,29 @@ #include "gtest/gtest.h" #include #include +#include + +TEST(JSONUtils, Chunker) { + using namespace std; + using namespace tuplex; + // test over json files the chunking + + string test_str; + + // reference is SIMDJSON. + test_str="{}"; + EXPECT_EQ(findNLJsonStart(test_str.c_str(), test_str.size()), 0); // this should work! + test_str = "{}}\n{}"; // this should not give 0 + EXPECT_NE(findNLJsonStart(test_str.c_str(), test_str.size()), 0); // this should work! + test_str = "abc{},\n{\"hello world\"}"; + EXPECT_EQ(findNLJsonStart(test_str.c_str(), test_str.size()), strlen("abc{},\n")); // this should work! + + test_str = " world\"}"; + EXPECT_EQ(findNLJsonStart(test_str.c_str(), test_str.size()), -1); +} + + +// files to test: some with empty lines, etc. TEST(JSONUtils, arrayConv) { diff --git a/tuplex/utils/src/JsonStatistic.cc b/tuplex/utils/src/JsonStatistic.cc new file mode 100644 index 000000000..dcb265c00 --- /dev/null +++ b/tuplex/utils/src/JsonStatistic.cc @@ -0,0 +1,111 @@ +// +// Created by kboonyap on 4/11/22. +// + +#include +#ifdef BUILD_WITH_AWS +#include +#else +#include +#endif + +namespace tuplex { + + //@March implement: finding Json Offset + //@March + write tests. + // we need this function to chunk JSON files later. + /*! + * finds the start of a valid newline-delimited JSON entry. + * @param buf buffer + * @param buf_size size in bytes of buffer (not necessarily '\0' terminated) + * @return offset from start of buf to first valid line entry, -1 if not found. + */ + int64_t findNLJsonStart(const char *buf, size_t buf_size) { + // we use ndjson, so finding a new line is as simple as searching forr '\n' or '\r\n', yet we can also be at + // the beginning of a valid json object. Hence, basically try to parse and see whether it works! + int64_t pos = 0; + + char ws[256]; + memset(ws, 0, sizeof(char) * 256); + ws[' '] = 1; + ws['\n'] = 1; + ws['\t'] = 1; + ws['\r'] = 1; + + // parse possible from the start? + const char *end_ptr = nullptr; + auto json_obj = cJSON_ParseWithLengthOpts(buf, buf_size, &end_ptr, false); + if(json_obj) { + cJSON_free(json_obj); + + // needs to newline (else partial parse to end...) + if(*end_ptr == '\n' || *end_ptr == '\r' || *end_ptr == '\0') + return 0; + } + + while(pos < buf_size && buf[pos] != '\0') { + if(buf[pos] == '\n' || buf[pos] == '\r') { + // can we parse from the start (minus whitespace?) + auto ptr = buf; + auto buf_size_to_parse = pos + 1; + while(ptr < buf + buf_size && ptr < buf + pos && ws[*ptr]) { + ptr++; + buf_size_to_parse--; + } + + // parse cJSON from start of ptr + json_obj = cJSON_ParseWithLengthOpts(ptr, buf_size_to_parse, &end_ptr, false); + if(json_obj) { + cJSON_free(json_obj); + if(*end_ptr == '\n' || *end_ptr == '\r') + return buf - ptr; + } + + // consume as much whitespace as possible + ptr = buf + pos; + while(ptr < buf + buf_size && ws[*ptr]) { + pos++; + ptr = buf + pos; + } + + // can we parse now? + json_obj = cJSON_ParseWithLengthOpts(ptr, buf_size - pos + 1, &end_ptr, false); + if(json_obj) { + cJSON_free(json_obj); + if(*end_ptr == '\n' || *end_ptr == '\r' || *end_ptr == '\0') + return buf - ptr; + } + return pos; + } + + pos++; + } + // not found + return -1; + } + + //@March: Implement, this function basically takes a buffer, needs to find the start of a valid JSON (i.e. \n{, \r\n{ if start[0] is not {) + void JsonStatistic::estimate(const char *start, size_t size, bool disableNullColumns) { + throw std::runtime_error("not yet implemented"); + } + + //@March: implement, columns present in json file + std::vector JsonStatistic::columns() const { + throw std::runtime_error("not yet implemented"); + } + + //@March: implement, how many full rows are contained in the sample + size_t JsonStatistic::rowCount() const { + throw std::runtime_error("not yet implemented"); + } + + //@March: implement, normal-case type. I.e. specialized according to threshold + python::Type JsonStatistic::type() const { + throw std::runtime_error("not yet implemented"); + } + + //@March: implement, general-case type. I.e. type has to be a subtyoe of superType, i.e. canUpcastRowType(type(), superType()) must always hold + python::Type JsonStatistic::superType() const { + throw std::runtime_error("not yet implemented"); + } +} \ No newline at end of file diff --git a/tuplex/utils/src/JsonStatistic.cpp b/tuplex/utils/src/JsonStatistic.cpp deleted file mode 100644 index f82e89100..000000000 --- a/tuplex/utils/src/JsonStatistic.cpp +++ /dev/null @@ -1,46 +0,0 @@ -// -// Created by kboonyap on 4/11/22. -// - -#include "JsonStatistic.h" - -namespace tuplex { - - //@March implement: finding Json Offset - //@March + write tests. - // we need this function to chunk JSON files later. - /*! - * finds the start of a valid newline-delimited JSON entry. - * @param buf buffer - * @param buf_size size in bytes of buffer (not necessarily '\0' terminated) - * @return offset from start of buf to first valid line entry, -1 if not found. - */ - int64_t findNLJsonStart(const char *buf, size_t buf_size) { - - } - - //@March: Implement, this function basically takes a buffer, needs to find the start of a valid JSON (i.e. \n{, \r\n{ if start[0] is not {) - void JsonStatistic::estimate(const char *start, size_t size, bool disableNullColumns = false) { - - } - - //@March: implement, columns present in json file - std::vector JsonStatistic::columns() const { - - } - - //@March: implement, how many full rows are contained in the sample - size_t JsonStatistic::rowCount() const { - - } - - //@March: implement, normal-case type. I.e. specialized according to threshold - python::Type JsonStatistic::type() const { - - } - - //@March: implement, general-case type. I.e. type has to be a subtyoe of superType, i.e. canUpcastRowType(type(), superType()) must always hold - python::Type JsonStatistic::superType() const { - - } -} \ No newline at end of file From d017e2b265580119745e670f3e63450efe12e3e5 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Wed, 22 Jun 2022 13:50:53 -0400 Subject: [PATCH 005/286] json wip --- .../resources/ndjson/amazon_cellphones.json | 793 ++++++++++++++++++ tuplex/test/resources/ndjson/github.json | 200 +++++ tuplex/test/resources/ndjson/origins.txt | 1 + tuplex/test/utils/TestJSONUtils.cc | 80 +- tuplex/utils/CMakeLists.txt | 13 +- tuplex/utils/include/JsonStatistic.h | 2 + 6 files changed, 1087 insertions(+), 2 deletions(-) create mode 100644 tuplex/test/resources/ndjson/amazon_cellphones.json create mode 100644 tuplex/test/resources/ndjson/github.json create mode 100644 tuplex/test/resources/ndjson/origins.txt diff --git a/tuplex/test/resources/ndjson/amazon_cellphones.json b/tuplex/test/resources/ndjson/amazon_cellphones.json new file mode 100644 index 000000000..1f852dc6d --- /dev/null +++ b/tuplex/test/resources/ndjson/amazon_cellphones.json @@ -0,0 +1,793 @@ +["asin","brand","title","url","image","rating","reviewUrl","totalReviews","prices"] +["B0000SX2UC","Nokia","Dual-Band / Tri-Mode Sprint PCS Phone w/ Voice Activated Dialing & Bright White Backlit Screen","https://www.amazon.com/Dual-Band-Tri-Mode-Activated-Dialing-Backlit/dp/B0000SX2UC","https://m.media-amazon.com/images/I/2143EBQ210L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B0000SX2UC",14,""] +["B0009N5L7K","Motorola","Motorola I265 phone","https://www.amazon.com/Motorola-i265-I265-phone/dp/B0009N5L7K","https://m.media-amazon.com/images/I/419WBAVDARL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.9,"https://www.amazon.com/product-reviews/B0009N5L7K",7,"$49.95"] +["B000SKTZ0S","Motorola","MOTOROLA C168i AT&T CINGULAR PREPAID GOPHONE CELL PHONE","https://www.amazon.com/MOTOROLA-C168i-CINGULAR-PREPAID-GOPHONE/dp/B000SKTZ0S","https://m.media-amazon.com/images/I/71b+q3ydkIS._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.6,"https://www.amazon.com/product-reviews/B000SKTZ0S",22,""] +["B00198M12M","Nokia","Nokia 6500 Slide Black/silver Unlocked Cell Phone","https://www.amazon.com/Nokia-6500-Slide-silver-Unlocked/dp/B00198M12M","https://m.media-amazon.com/images/I/41ss4HpLkLL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.4,"https://www.amazon.com/product-reviews/B00198M12M",5,""] +["B001AO4OUC","Motorola","Motorola i335 Cell Phone Boost Mobile","https://www.amazon.com/Motorola-i335-Phone-Boost-Mobile/dp/B001AO4OUC","https://m.media-amazon.com/images/I/710UO8gdT+L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B001AO4OUC",21,""] +["B001DCJAJG","Motorola","Motorola V365 no contract cellular phone AT&T","https://www.amazon.com/Motorola-V365-contract-cellular-phone/dp/B001DCJAJG","https://m.media-amazon.com/images/I/61LYNCVrrKL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B001DCJAJG",12,""] +["B001DZY4KI","Sony","Sony Ericsson G700 Triband GSM Phone Bronze (Unlocked)","https://www.amazon.com/Sony-Ericsson-Triband-Bronze-Unlocked/dp/B001DZY4KI","https://m.media-amazon.com/images/I/51mL10InzcL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2,"https://www.amazon.com/product-reviews/B001DZY4KI",1,"$78.99"] +["B001GQ3DJM","Nokia","Nokia 1680 Black Phone (T-Mobile)","https://www.amazon.com/Nokia-1680-Black-Phone-T-Mobile/dp/B001GQ3DJM","https://m.media-amazon.com/images/I/41X4VeqkFOL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.7,"https://www.amazon.com/product-reviews/B001GQ3DJM",3,""] +["B0027VKQPE","Nokia","Nokia New 1100 for Tracfone","https://www.amazon.com/New-Nokia-1100-for-Tracfone/dp/B0027VKQPE","https://m.media-amazon.com/images/I/91IUe3nDP7L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B0027VKQPE",8,"$99.99"] +["B00280QJFU","Samsung","Samsung T301G Prepaid Phone (Tracfone)","https://www.amazon.com/Samsung-T301G-Prepaid-Phone-Tracfone/dp/B00280QJFU","https://m.media-amazon.com/images/I/71QX+Kiri4L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B00280QJFU",133,"$59.89"] +["B0029X7UHC","Motorola","Motorola I205 cell phone nextel/Boost","https://www.amazon.com/Motorola-I205-phone-nextel-Boost/dp/B0029X7UHC","https://m.media-amazon.com/images/I/81RGb1X2dpL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.9,"https://www.amazon.com/product-reviews/B0029X7UHC",2,"$99.95"] +["B002AS9WEA","Samsung","Samsung a167 Prepaid GoPhone (AT&T)","https://www.amazon.com/Samsung-a167-Prepaid-GoPhone-AT/dp/B002AS9WEA","https://m.media-amazon.com/images/I/61OXcZ-oefL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.9,"https://www.amazon.com/product-reviews/B002AS9WEA",18,"$149.95"] +["B002UHS0UI","Motorola","Verizon Wireless Motorola RAZR V3m - Silver","https://www.amazon.com/Verizon-Wireless-Motorola-RAZR-V3m/dp/B002UHS0UI","https://m.media-amazon.com/images/I/61pVtPaTkML._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.8,"https://www.amazon.com/product-reviews/B002UHS0UI",201,""] +["B003FCO9XE","Samsung","Samsung Smooth Verizon Wireless Prepaid Mobile Cell Camera Phone CDMA","https://www.amazon.com/Samsung-Smooth-Verizon-Wireless-Prepaid/dp/B003FCO9XE","https://m.media-amazon.com/images/I/61nD-TYqHmL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.8,"https://www.amazon.com/product-reviews/B003FCO9XE",76,""] +["B003MW0OIQ","Samsung","Samsung a107 Prepaid GoPhone (AT&T)","https://www.amazon.com/Samsung-a107-Prepaid-GoPhone-AT/dp/B003MW0OIQ","https://m.media-amazon.com/images/I/71QGO7a7YNL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.6,"https://www.amazon.com/product-reviews/B003MW0OIQ",131,""] +["B003P2VNAQ","Samsung","\"Samsung Rugby II, Black (AT&T)\"","https://www.amazon.com/Samsung-Rugby-II-Black-AT/dp/B003P2VNAQ","https://m.media-amazon.com/images/I/81RAS6NJR5L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B003P2VNAQ",66,""] +["B003W646YK","Motorola","Motorola i570 Nextel iDen PTT rugged black cell phone","https://www.amazon.com/Motorola-i570-Nextel-rugged-black/dp/B003W646YK","https://m.media-amazon.com/images/I/51oFJfZ-LcL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.9,"https://www.amazon.com/product-reviews/B003W646YK",3,"$79.00"] +["B003XREZ4O","Samsung","\"Samsung Gusto, Black (Verizon Wireless)\"","https://www.amazon.com/Samsung-Gusto-Black-Verizon-Wireless/dp/B003XREZ4O","https://m.media-amazon.com/images/I/8119wz+eORL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2,"https://www.amazon.com/product-reviews/B003XREZ4O",15,""] +["B004C7NVD0","Samsung","Samsung Convoy SCH-U640 Cell Phone Ruggedized PTT 2+ megapixel Camera for Verizon","https://www.amazon.com/Samsung-SCH-U640-Ruggedized-megapixel-Verizon/dp/B004C7NVD0","https://m.media-amazon.com/images/I/61ve0RjDSUL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B004C7NVD0",102,""] +["B004GLQTG8","Samsung","Samsung R355C Net 10 Unlimited","https://www.amazon.com/Samsung-R355C-Net-10-Unlimited/dp/B004GLQTG8","https://m.media-amazon.com/images/I/51p8LMQ-rIL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B004GLQTG8",146,"$79.99"] +["B004H23JXW","Samsung","\"Samsung Focus I917 Unlocked Phone with Windows 7 OS, 5 MP Camera, and Wi-Fi--No Warranty (Black)\"","https://www.amazon.com/Samsung-I917-Unlocked-Wi-Fi-No-Warranty/dp/B004H23JXW","https://m.media-amazon.com/images/I/81v2NUARf6L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B004H23JXW",348,""] +["B004UVR9A4","Samsung","Samsung Factor Prepaid Phone (Boost Mobile)","https://www.amazon.com/Samsung-Factor-Prepaid-Phone-Mobile/dp/B004UVR9A4","https://m.media-amazon.com/images/I/81AkHig97BL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B004UVR9A4",56,""] +["B004Y0TNRS","Motorola","Motorola VU204 No Contract Camera Bluetooth Cell Phone Verizon Wireless","https://www.amazon.com/Motorola-VU204-Contract-Bluetooth-Wireless/dp/B004Y0TNRS","https://m.media-amazon.com/images/I/71sZt7Mum5L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.7,"https://www.amazon.com/product-reviews/B004Y0TNRS",73,""] +["B004YBP8EY","Samsung","Samsung SA-S5260WESP Cellphone - Unlocked Phone - US Warranty - White","https://www.amazon.com/Samsung-SA-S5260WESP-Cellphone-Unlocked-Warranty/dp/B004YBP8EY","https://m.media-amazon.com/images/I/41S2alAozSL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.1,"https://www.amazon.com/product-reviews/B004YBP8EY",23,""] +["B0052OL576","Motorola","Motorola Clutch i475 Prepaid Phone (Boost Mobile)","https://www.amazon.com/Motorola-Clutch-i475-Prepaid-Mobile/dp/B0052OL576","https://m.media-amazon.com/images/I/61RNJ+DulwL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B0052OL576",8,"$59.95"] +["B005JGSVCE","Samsung","Verizon or PagePlus amsung Haven U320 CDMA Cell Phone Dark Grey New No Contract","https://www.amazon.com/Verizon-PagePlus-amsung-U320-Contract/dp/B005JGSVCE","https://m.media-amazon.com/images/I/51vESAKZIVL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B005JGSVCE",199,""] +["B005WJJKE6","HUAWEI","Huawei Pinnacle Prepaid Phone (MetroPCS)","https://www.amazon.com/Huawei-Pinnacle-Prepaid-Phone-MetroPCS/dp/B005WJJKE6","https://m.media-amazon.com/images/I/81cfooX2oNL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B005WJJKE6",28,"$59.99"] +["B006OU39QW","Samsung","Verizon Samsung Convoy U660 No Contract Rugged PTT Cell Phone Grey Verizon","https://www.amazon.com/Verizon-Samsung-Convoy-Contract-Rugged/dp/B006OU39QW","https://m.media-amazon.com/images/I/61rvyD+XtkL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B006OU39QW",248,"$109.99"] +["B006VH79R8","Samsung","Samsung Replenish Prepaid Android Phone (Boost Mobile)","https://www.amazon.com/Samsung-Replenish-Prepaid-Android-Mobile/dp/B006VH79R8","https://m.media-amazon.com/images/I/41Z0ow6IIZL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B006VH79R8",83,"$99.99"] +["B00727AODC","Samsung","\"Samsung Focus Flash I677 8GB Unlocked GSM Phone with Windows 7.5 OS, 5MP Camera, GPS, Wi-Fi, Bluetooth and FM Radio - Black\"","https://www.amazon.com/Samsung-I677-Unlocked-Windows-Bluetooth/dp/B00727AODC","https://m.media-amazon.com/images/I/81O5HRPD1gL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.1,"https://www.amazon.com/product-reviews/B00727AODC",123,""] +["B007LU0HU0","Samsung","Samsung Replenish SPH-M580 Blue No Contract Sprint Cell Phone","https://www.amazon.com/Samsung-Replenish-SPH-M580-Contract-Sprint/dp/B007LU0HU0","https://m.media-amazon.com/images/I/814X9g3snHL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.5,"https://www.amazon.com/product-reviews/B007LU0HU0",10,""] +["B007P736SE","Samsung","Samsung Focus i917 GSM 3G Windows Phone 7 Smartphone AT&T New","https://www.amazon.com/Samsung-Focus-Windows-Phone-Smartphone/dp/B007P736SE","https://m.media-amazon.com/images/I/81s0xgVWDOL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.8,"https://www.amazon.com/product-reviews/B007P736SE",20,"$118.80"] +["B007X6FFLS","Samsung","Samsung a157 GoPhone (AT&T)","https://www.amazon.com/Samsung-a157-GoPhone-AT-T/dp/B007X6FFLS","https://m.media-amazon.com/images/I/71Y+FpZYcFL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B007X6FFLS",305,""] +["B008FRL6VC","Samsung","Samsung Convoy 2 U660 Verizon CDMA Flip Cell Phone - Black","https://www.amazon.com/Samsung-Convoy-U660-Verizon-Phone/dp/B008FRL6VC","https://m.media-amazon.com/images/I/61c9H02nTeL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B008FRL6VC",18,""] +["B008LXDCMQ","Samsung","New Sprint Samsung Replenish M580 No Contract CDMA QWERTY Android Smartphone","https://www.amazon.com/Samsung-Replenish-M580-Contract-Smartphone/dp/B008LXDCMQ","https://m.media-amazon.com/images/I/81ctewG-ioL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B008LXDCMQ",23,""] +["B008P2SUEI","Samsung","Samsung Entro Mobile Phone Black | Virgin Mobile","https://www.amazon.com/Samsung-Entro-Mobile-Phone-Virgin/dp/B008P2SUEI","https://m.media-amazon.com/images/I/41GWX3zjrRL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B008P2SUEI",164,"$189.95"] +["B008PAW5EQ","Samsung","\"Samsung U365 Gusto 2 Prepaid Phone (Verizon Wireless, Prepaid)\"","https://www.amazon.com/Samsung-Gusto-Prepaid-Verizon-Wireless/dp/B008PAW5EQ","https://m.media-amazon.com/images/I/71KNeSQtVfL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B008PAW5EQ",73,""] +["B0096DERAG","Motorola","Motorola MC75A Hand Held Computer Windows Mobile 6.5 MC75A8-PYFSWQRA9WR","https://www.amazon.com/Motorola-Computer-Windows-Mobile-MC75A8-PYFSWQRA9WR/dp/B0096DERAG","https://m.media-amazon.com/images/I/51tGSJTIQmL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",1,"https://www.amazon.com/product-reviews/B0096DERAG",1,""] +["B0096QYH80","Motorola","\"Motorola Droid RAZR M XT907 Verizon Wireless, 8GB, White\"","https://www.amazon.com/Motorola-Droid-RAZR-Verizon-Wireless/dp/B0096QYH80","https://m.media-amazon.com/images/I/71-afm8RuLL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B0096QYH80",485,""] +["B009ZC91AY","Nokia","Nokia Lumia 920 32GB Unlocked 4G LTE Windows Smartphone w/ PureView Technology 8MP Camera - Black","https://www.amazon.com/Nokia-Unlocked-Smartphone-PureView-Technology/dp/B009ZC91AY","https://m.media-amazon.com/images/I/81jZZlkG97L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B009ZC91AY",147,"$89.00"] +["B00A408AF8","Samsung","\"Samsung Galaxy Express, Gray 8GB (AT&T)\"","https://www.amazon.com/Samsung-Galaxy-Express-Gray-8GB/dp/B00A408AF8","https://m.media-amazon.com/images/I/816B5o+yZkL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.9,"https://www.amazon.com/product-reviews/B00A408AF8",8,"$389.28"] +["B00A7F57EM","Nokia","Nokia Lumia 822 16GB Windows Phone Black - Verizon","https://www.amazon.com/Nokia-Lumia-Windows-Phone-Black/dp/B00A7F57EM","https://m.media-amazon.com/images/I/81jxGoYUWTL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B00A7F57EM",62,""] +["B00A7F5M9W","Nokia","\"Nokia Lumia 822, White 16GB (Verizon Wireless)\"","https://www.amazon.com/Nokia-Lumia-822-Verizon-Wireless/dp/B00A7F5M9W","https://m.media-amazon.com/images/I/81OtSgABAYL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B00A7F5M9W",22,""] +["B00ACZ0DUA","Nokia","Nokia Lumia 920 32GB Unlocked GSM Windows 8 Smartphone w/ Carl Zeiss Optics Camera - Yellow","https://www.amazon.com/Nokia-Unlocked-Windows-Smartphone-Optics/dp/B00ACZ0DUA","https://m.media-amazon.com/images/I/51FCiU2tJ8L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B00ACZ0DUA",74,"$181.49"] +["B00B2BYU1Q","Nokia","Nokia Lumia 920 32GB Unlocked GSM 4G LTE Windows 8 Smartphone - Red","https://www.amazon.com/Nokia-Lumia-Unlocked-Windows-Smartphone/dp/B00B2BYU1Q","https://m.media-amazon.com/images/I/61QUOVrwVNL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B00B2BYU1Q",575,""] +["B00B5081MI","Samsung","\"Samsung A157 Unlocked GSM Cell Phone with Internet Browser, 3G Capabilities, SMS & MMS and Speakerphone - Black\"","https://www.amazon.com/Samsung-Unlocked-Internet-Capabilities-Speakerphone/dp/B00B5081MI","https://m.media-amazon.com/images/I/51gbQhGQWWL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.6,"https://www.amazon.com/product-reviews/B00B5081MI",48,"$149.95"] +["B00B593XAY","Motorola","\"Motorola DROID RAZR M, Pink 8GB (Verizon Wireless)\"","https://www.amazon.com/Motorola-DROID-RAZR-Verizon-Wireless/dp/B00B593XAY","https://m.media-amazon.com/images/I/71+iGziaZ6L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B00B593XAY",4,""] +["B00B6SFDHK","Motorola","Motorola Droid RAZR HD 16GB XT926 Black - Verizon","https://www.amazon.com/Motorola-Droid-RAZR-XT926-Black/dp/B00B6SFDHK","https://m.media-amazon.com/images/I/91F0+DwLSkL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B00B6SFDHK",262,""] +["B00BIR1LKM","Nokia","Nokia Lumia 620 Magenta (Factory Unlocked)","https://www.amazon.com/Nokia-620-Magenta-Factory-Unlocked/dp/B00BIR1LKM","https://m.media-amazon.com/images/I/412Owedwj9L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B00BIR1LKM",2,"$99.99"] +["B00BV1MVJ0","Samsung","\"Samsung Galaxy S4 GT-I9500 Factory Unlocked Cellphone, 16GB, White\"","https://www.amazon.com/Samsung-GT-I9500-Factory-Unlocked-Cellphone/dp/B00BV1MVJ0","https://m.media-amazon.com/images/I/81Kb-5sSTLL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B00BV1MVJ0",1,"$168.96"] +["B00CIF9MJK","Samsung","\"Samsung Galaxy S4 i9500 Factory Unlocked Cellphone, International Version, 16GB, Black\"","https://www.amazon.com/Samsung-Factory-Unlocked-Cellphone-International/dp/B00CIF9MJK","https://m.media-amazon.com/images/I/91aHUW66c6L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B00CIF9MJK",1,"$164.92"] +["B00CKUH92A","Nokia","Nokia Lumia 520 Unlocked GSM Windows 8 Touchscreen Smartphone - Yellow","https://www.amazon.com/Nokia-Unlocked-Windows-Touchscreen-Smartphone/dp/B00CKUH92A","https://m.media-amazon.com/images/I/81H0L6j1EqL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.1,"https://www.amazon.com/product-reviews/B00CKUH92A",52,""] +["B00CQAOIIC","Nokia","\"Nokia Lumia 928, Black 32GB (Verizon Wireless)\"","https://www.amazon.com/Nokia-Lumia-928-Verizon-Wireless/dp/B00CQAOIIC","https://m.media-amazon.com/images/I/41eVhoL4ZVL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B00CQAOIIC",348,""] +["B00CS2ZWKQ","Nokia","Nokia Lumia 925 (RM-893) 4G LTE Windows 8 Smartphone GSM Unlocked","https://www.amazon.com/Nokia-RM-893-Windows-Smartphone-Unlocked/dp/B00CS2ZWKQ","https://m.media-amazon.com/images/I/81MoEhAZS2L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B00CS2ZWKQ",91,""] +["B00D7OOAHA","Nokia","Nokia Lumia 520 Unlocked GSM Dual-Core Windows 8 Smartphone 8GB - Red","https://www.amazon.com/Nokia-520-Unlocked-Dual-Core-Smartphone/dp/B00D7OOAHA","https://m.media-amazon.com/images/I/615OPC3UkHL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B00D7OOAHA",71,""] +["B00D99ZBR6","Samsung","Samsung Galaxy Prevail II (Boost Mobile) (Discontinued by Manufacturer)","https://www.amazon.com/Samsung-Prevail-II-Discontinued-Manufacturer/dp/B00D99ZBR6","https://m.media-amazon.com/images/I/61NDR6WOqPL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B00D99ZBR6",311,"$99.00"] +["B00DUJ6TYY","Samsung","\"Samsung Galaxy Mega I9152 5.8\"\" Android Smart Phone (Unlocked) - 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International Version No Warranty\"","https://www.amazon.com/Sony-Xperia-E6533-Unlocked-Factory/dp/B010CK8O9Q","https://m.media-amazon.com/images/I/41+xyOdkmiL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.1,"https://www.amazon.com/product-reviews/B010CK8O9Q",4,""] +["B010V43VFA","Sony","Sony Experia Z3+ 4G LTE Unlocked 32GB Octa Core 3GB RAM E6553 (LTE USA Latin Caribbean Europe) Waterproof 23 MP No Warranty (White)","https://www.amazon.com/Sony-Xperia-Z3-5-2-Inch-Smartphone/dp/B010V43VFA","https://m.media-amazon.com/images/I/71iFTB59LEL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.1,"https://www.amazon.com/product-reviews/B010V43VFA",38,"$159.00"] +["B011AC4U7A","Samsung","Samsung Galaxy S6 G920T 32GB Unlocked GSM 4G LTE Octa-Core Android Smartphone w/ 16MP Camera - Black","https://www.amazon.com/Samsung-Galaxy-G920T-32GB-T-Mobile/dp/B011AC4U7A","https://m.media-amazon.com/images/I/81cvwVzNoiL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B011AC4U7A",141,""] +["B012W8XE6E","Motorola","\"Motorola Moto X Play 16GB GSM Unlocked 5.5\"\" Display Smartphone 4G LTE, 21MP Camera, Octa-Core CPU, Black\"","https://www.amazon.com/Motorola-Unlocked-Display-Smartphone-Octa-Core/dp/B012W8XE6E","https://m.media-amazon.com/images/I/41BGJycCIzL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B012W8XE6E",33,"$155.99"] +["B0134TVCHI","Samsung","\"Samsung Galaxy S6 Edge+, Black 32GB (Sprint)\"","https://www.amazon.com/Samsung-Galaxy-S6-Edge-Sprint/dp/B0134TVCHI","https://m.media-amazon.com/images/I/81h0cGu5OcL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B0134TVCHI",152,""] +["B013IP8IKM","Sony","\"Sony Xperia E1 D2004 Unlocked GSM 4\"\" Android Dual-Core Smartphone - 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Black\"","https://www.amazon.com/Google-Pixel-32GB-Verizon-Wireless/dp/B01N5BOBIF","https://m.media-amazon.com/images/I/91iPV7ffU1L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B01N5BOBIF",26,""] +["B01N5OQDIK","Samsung","\"Samsung Galaxy On5, No Contract, Tracfone Locked Smartphone, Black\"","https://www.amazon.com/TracFone-Samsung-Galaxy-Prepaid-Smartphone/dp/B01N5OQDIK","https://m.media-amazon.com/images/I/71hDhy-Tg8L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B01N5OQDIK",25,"$69.95"] +["B01N5WQ2P4","Samsung","Samsung Galaxy Note 4 N910P 32GB Frosted White - Sprint (Renewed)","https://www.amazon.com/Samsung-Galaxy-N910P-Frosted-White/dp/B01N5WQ2P4","https://m.media-amazon.com/images/I/41FV5Q0zKSL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.6,"https://www.amazon.com/product-reviews/B01N5WQ2P4",9,"$168.99"] +["B01N6P6E0K","Samsung","Samsung Galaxy S6 Edge SM-G925T - 32GB Smartphone for T-Mobile - Sapphire Black (Renewed)","https://www.amazon.com/Samsung-Galaxy-Edge-SM-G925T-Smartphone/dp/B01N6P6E0K","https://m.media-amazon.com/images/I/71jNw2ctswL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B01N6P6E0K",6,"$128.95"] +["B01N6YAP98","Apple","\"Apple iPhone 7, 32GB, Black - 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Space Gray (Renewed)","https://www.amazon.com/Apple-iPhone-Fully-Unlocked-16GB/dp/B06XRGN22N","https://m.media-amazon.com/images/I/81L7tO3hoQL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.1,"https://www.amazon.com/product-reviews/B06XRGN22N",218,"$101.00"] +["B06XRJQX91","Apple","Apple iPhone 6s 64GB Unlocked GSM 4G LTE Dual-Core Phone w/ 12 MP Camera - Rose Gold (Renewed)","https://www.amazon.com/Apple-iPhone-Unlocked-Dual-Core-Camera/dp/B06XRJQX91","https://m.media-amazon.com/images/I/81qiCrJlzgL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B06XRJQX91",318,"\"$175.99,$271.84\""] +["B06XRJXL3R","Apple","Apple iPhone 7 Plus 256GB Unlocked GSM Quad-Core Phone - Black (Renewed)","https://www.amazon.com/Apple-iPhone-256GB-Unlocked-Quad-Core/dp/B06XRJXL3R","https://m.media-amazon.com/images/I/71b4kAq+5QL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B06XRJXL3R",38,"$389.99"] +["B06XS2GWFC","Samsung","Samsung Galaxy J7 - 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Sandy Gold\"","https://www.amazon.com/Samsung-Galaxy-S7-Active-Smartphone/dp/B06XW9RMYW","https://m.media-amazon.com/images/I/41gYAzWwF1L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B06XW9RMYW",138,"$259.99"] +["B06XY3KMSP","Samsung","Samsung Galaxy Note 4 N910v 32GB Verizon Wireless CDMA Smartphone - Charcoal Black (Renewed)","https://www.amazon.com/Samsung-Galaxy-Verizon-Wireless-Smartphone/dp/B06XY3KMSP","https://m.media-amazon.com/images/I/81bP64cBYeL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B06XY3KMSP",71,"$129.99"] +["B06XYMCMHD","Samsung","\"Samsung Galaxy S8 SM-G950F Unlocked 64GB - International Version/No Warranty (GSM Only, No CDMA) (Midnight Black)\"","https://www.amazon.com/Samsung-Galaxy-SM-G950F-Unlocked-64GB/dp/B06XYMCMHD","https://m.media-amazon.com/images/I/81FWIR3RbUL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B06XYMCMHD",111,""] +["B06XZPNYL7","Samsung","Samsung Galaxy S8 64GB GSM Unlocked Phone - International Version (Orchid Gray)","https://www.amazon.com/Samsung-Galaxy-64GB-Unlocked-Phone/dp/B06XZPNYL7","https://m.media-amazon.com/images/I/71Vf5BDe4vL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B06XZPNYL7",17,""] +["B06XZPS351","Samsung","\"Samsung Galaxy S8+ 64GB Phone- 6.2\"\" display - AT&T Unlocked (Midnight Black)\"","https://www.amazon.com/Samsung-Galaxy-64GB-Phone-display/dp/B06XZPS351","https://m.media-amazon.com/images/I/61AKT2BMR5L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B06XZPS351",61,""] +["B06XZRH5ZC","Samsung","Samsung Galaxy S8 64GB Unlocked Phone - International Version (Maple Gold)","https://www.amazon.com/Samsung-Galaxy-64GB-Unlocked-Phone/dp/B06XZRH5ZC","https://m.media-amazon.com/images/I/61FtFt6rO-L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B06XZRH5ZC",104,""] +["B06XZRMD1J","Samsung","Samsung Galaxy S8 64GB Unlocked Phone - US Version (Arctic Silver)","https://www.amazon.com/Samsung-Galaxy-64GB-Unlocked-Phone/dp/B06XZRMD1J","https://m.media-amazon.com/images/I/618ZY+QKyNL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B06XZRMD1J",18,""] +["B06XZRZ12Q","Samsung","Samsung Galaxy S7 G930T T-Mobile Unlocked GSM 4G LTE Smartphone w/ 12MP Camera - 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Black\"","https://www.amazon.com/Samsung-Galaxy-LTE-GSM-Unlocked/dp/B071KGTRG8","https://m.media-amazon.com/images/I/61ovoGl-PBL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B071KGTRG8",24,""] +["B071P9HZWW","Apple","\"Apple iPhone 6S, 32GB, Space Gray - For AT&T/T-Mobile (Renewed)\"","https://www.amazon.com/Apple-iPhone-GSM-Unlocked-32GB/dp/B071P9HZWW","https://m.media-amazon.com/images/I/81NvX+grHWL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B071P9HZWW",5,"$155.00"] +["B071P9NHSN","Samsung","Samsung Galaxy S5 G900A 16GB Unlocked GSM 4G LTE Quad-Core Smartphone 16MP Camera (Renewed) (Black)","https://www.amazon.com/Samsung-Unlocked-Quad-Core-Smartphone-Renewed/dp/B071P9NHSN","https://m.media-amazon.com/images/I/41TazftBZ1L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B071P9NHSN",72,"$94.99"] +["B071VTYHDQ","Motorola","Verizon Motorola Moto E4 Prepaid Phone - Carrier Locked to Verizon Prepaid","https://www.amazon.com/Verizon-Motorola-Carrier-Locked-Prepaid/dp/B071VTYHDQ","https://m.media-amazon.com/images/I/41qP0hy4-kL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B071VTYHDQ",42,"$79.95"] +["B071XBFSPN","Samsung","Samsung Galaxy S8 SM-G950U 64GB Gray T-Mobile Smartphone -Very Good","https://www.amazon.com/SAMSUNG-GALAXY-64GB-ORCHID-T-MOBILE/dp/B071XBFSPN","https://m.media-amazon.com/images/I/61-dEvsdZdL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.6,"https://www.amazon.com/product-reviews/B071XBFSPN",5,""] +["B071XBH5PL","Samsung","SAMSUNG GALAXY S8 PLUS 64GB ORCHID GRAY AT&T","https://www.amazon.com/SAMSUNG-GALAXY-PLUS-64GB-ORCHID/dp/B071XBH5PL","https://m.media-amazon.com/images/I/41tfoUf5quL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B071XBH5PL",1,""] +["B071XDPF13","Samsung","Samsung Galaxy S6 Edge SM-G925T 32GB T-Mobile (Renewed)","https://www.amazon.com/Samsung-SM-G925T-T-Mobile-Certified-Refurbished/dp/B071XDPF13","https://m.media-amazon.com/images/I/61buavKtZhL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B071XDPF13",18,"$134.98"] +["B071ZDQ6MV","Nokia","Nokia 6 - 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(Renewed)\"","https://www.amazon.com/Apple-iPhone-AT-64GB-Refurbished/dp/B07684BWYW","https://m.media-amazon.com/images/I/81aaPi-hh6L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.8,"https://www.amazon.com/product-reviews/B07684BWYW",14,""] +["B076BVNGZQ","Nokia","Nokia 3310 TA-1036 Unlocked GSM 3G Android Phone - Charcoal","https://www.amazon.com/Nokia-TA-1036-Unlocked-Android-Phone/dp/B076BVNGZQ","https://m.media-amazon.com/images/I/81hYdGqiYLL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B076BVNGZQ",3,"$69.99"] +["B076CS3X2X","Samsung","Samsung Galaxy Note 8 SM-N950U 64GB Midnight Black AT&T","https://www.amazon.com/Samsung-Galaxy-SM-N950U-Midnight-Unlocked/dp/B076CS3X2X","https://m.media-amazon.com/images/I/61Mcj7muZDL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.5,"https://www.amazon.com/product-reviews/B076CS3X2X",42,"$440.95"] +["B076HVSJQR","Samsung","Samsung Galaxy S8 Orchid Gray 64GB Verizon and GSM Factory Unlocked 4G LTE (Renewed)","https://www.amazon.com/Samsung-Galaxy-S8-Certified-Refurbished/dp/B076HVSJQR","https://m.media-amazon.com/images/I/61-dEvsdZdL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B076HVSJQR",1,"$263.00"] +["B076HZDVN6","Motorola","Motorola Moto Z2 Play XT171002 32GB Fine Gold Verizon Wireless","https://www.amazon.com/Motorola-Moto-XT171002-Verizon-Wireless/dp/B076HZDVN6","https://m.media-amazon.com/images/I/314y4dqMTdL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B076HZDVN6",3,""] +["B076JJRZ3P","Samsung","Samsung Galaxy S8+ SM-G955U 64GB Midnight Black T-Mobile (Renewed)","https://www.amazon.com/Samsung-SM-G955U-Midnight-Certified-Refurbished/dp/B076JJRZ3P","https://m.media-amazon.com/images/I/71K1jL0AC4L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B076JJRZ3P",2,"$289.00"] +["B076M93C6B","Samsung","Samsung Galaxy S6 G920T 64GB Unlocked GSM (T-Mobile) 4G LTE Octa-Core Smartphone w/ 16MP Camera - White","https://www.amazon.com/Samsung-Galaxy-S6-Octa-Core-Smartphone/dp/B076M93C6B","https://m.media-amazon.com/images/I/41vLmb6iGfL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B076M93C6B",141,""] +["B076M9RQJ2","Samsung","Samsung Galaxy S8 64GB Phone - 5.8in Unlocked Smartphone - Midnight Black (Renewed)","https://www.amazon.com/Samsung-Galaxy-64GB-Phone-Smartphone/dp/B076M9RQJ2","https://m.media-amazon.com/images/I/71pjGN8WsoL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B076M9RQJ2",69,"$255.00"] +["B076MB4CYN","Google","\"Google Pixel 32GB Phone, Very Silver, 5\"\" (Renewed)\"","https://www.amazon.com/Google-Pixel-Silver-Certified-Refurbished/dp/B076MB4CYN","https://m.media-amazon.com/images/I/61q3zgWA8yL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B076MB4CYN",19,"$107.55"] +["B076QJZR5V","Samsung","Samsung Galaxy J3 Verizon Wireless Black (Renewed)","https://www.amazon.com/Samsung-Verizon-Wireless-Certified-Refurbished/dp/B076QJZR5V","https://m.media-amazon.com/images/I/613h0ly1NTL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B076QJZR5V",5,"$94.99"] +["B076QKMQ81","Google","Google GA00139-US Pixel 2 64GB Just Black Verizon Wireless Smartphone","https://www.amazon.com/Google-GA00139-US-Verizon-Wireless-Smartphone/dp/B076QKMQ81","https://m.media-amazon.com/images/I/614uK75v7EL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B076QKMQ81",19,""] +["B076XLLCQC","Samsung","Samsung Galaxy Note 8 N950 Factory Unlocked Phone 64GB Midnight Black (Renewed)","https://www.amazon.com/Samsung-Unlocked-Midnight-Certified-Refurbished/dp/B076XLLCQC","https://m.media-amazon.com/images/I/61g0ZfjJjuL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B076XLLCQC",650,"$309.10"] +["B0774T8DC6","Apple","\"Apple iPhone SE, 16GB, Space Gray - For AT&T / T-Mobile (Renewed)\"","https://www.amazon.com/Apple-iPhone-SE-Unlocked-16GB/dp/B0774T8DC6","https://m.media-amazon.com/images/I/413VzFKMpuL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B0774T8DC6",126,"$108.99"] +["B07751XZ5F","Apple","\"Apple iPhone 8 Plus, 256GB, Space Gray - For AT&T / T-Mobile (Renewed)\"","https://www.amazon.com/Apple-iPhone-Plus-Fully-Unlocked/dp/B07751XZ5F","https://m.media-amazon.com/images/I/61r8IFeR9LL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B07751XZ5F",144,""] +["B07752FPVQ","Apple","\"Apple iPhone 8 Plus, GSM Unlocked, 64GB - Gold (Renewed)\"","https://www.amazon.com/Apple-iPhone-Plus-Unlocked-64GB/dp/B07752FPVQ","https://m.media-amazon.com/images/I/71Ybg7nIAHL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B07752FPVQ",444,"$479.99"] +["B07753NSQZ","Apple","\"Apple iPhone 8, GSM Unlocked, 256GB - Space Gray (Renewed)\"","https://www.amazon.com/Apple-iPhone-GSM-Unlocked-256GB/dp/B07753NSQZ","https://m.media-amazon.com/images/I/61UYEl6lfKL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07753NSQZ",50,"\"$436.00,$549.99\""] +["B077578VXH","Apple","\"Apple iPhone 8, GSM Unlocked, 64GB - Gold (Renewed)\"","https://www.amazon.com/Apple-iPhone-GSM-Unlocked-64GB/dp/B077578VXH","https://m.media-amazon.com/images/I/41mOeuE1OTL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B077578VXH",24,"$373.50"] +["B07757NY3X","Apple","Apple iPhone 8 256GB Unlocked GSM Phone - Silver (Renewed)","https://www.amazon.com/Apple-iPhone-Fully-Unlocked-256GB/dp/B07757NY3X","https://m.media-amazon.com/images/I/61F7A5rswJL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B07757NY3X",25,""] +["B077583FPX","Apple","\"Apple iPhone 8, 64GB, Space Gray - for AT&T/T-Mobile (Renewed)\"","https://www.amazon.com/Apple-iPhone-GSM-Unlocked-64GB/dp/B077583FPX","https://m.media-amazon.com/images/I/61UYEl6lfKL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B077583FPX",1,"\"$373.00,$549.99\""] +["B077596D7L","Apple","\"Apple iPhone X, 256GB, Space Gray - For AT&T/T-Mobile (Renewed)\"","https://www.amazon.com/Apple-iPhone-GSM-Unlocked-256GB/dp/B077596D7L","https://m.media-amazon.com/images/I/41UWCMQVUkL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B077596D7L",294,"$689.99"] +["B07759W12Z","Apple","\"Apple iPhone 8 4.7\"\", 256 GB, Fully Unlocked, Space Gray (Renewed)\"","https://www.amazon.com/Apple-iPhone-Fully-Unlocked-256GB/dp/B07759W12Z","https://m.media-amazon.com/images/I/61UYEl6lfKL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07759W12Z",57,"\"$480.00,$549.99\""] +["B0775FLHPN","Apple","\"Apple iPhone 8 Plus, GSM Unlocked, 64GB - Space Gray (Refurbished)\"","https://www.amazon.com/Apple-iPhone-Plus-Unlocked-64GB/dp/B0775FLHPN","https://m.media-amazon.com/images/I/71MRY6+c8pL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B0775FLHPN",444,"$465.00"] +["B0776ZJ1C3","HUAWEI","Modem Huawei USB 3G H+ GSM Unlocked K4605 (E372) USA Latin & Caribbean Europe Bands 850/900/1900 mhz BAM","https://www.amazon.com/Modem-Huawei-Unlocked-Caribbean-Europe/dp/B0776ZJ1C3","https://m.media-amazon.com/images/I/31umgD9tA5L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.6,"https://www.amazon.com/product-reviews/B0776ZJ1C3",3,"$24.50"] +["B07772QJ2G","Samsung","Samsung Galaxy Note 8 SM-N950U 64GB Orchid Gray T-Mobile - Renewed","https://www.amazon.com/Samsung-Galaxy-SM-N950U-Orchid-T-Mobile/dp/B07772QJ2G","https://m.media-amazon.com/images/I/61kad0RN1eL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07772QJ2G",34,"$349.00"] +["B07773H2VQ","Samsung","Samsung Galaxy Note 8 SM-N950U 64GB Midnight Black AT&T Unlocked - Renewed","https://www.amazon.com/Samsung-Galaxy-SM-N950U-Midnight-Unlocked/dp/B07773H2VQ","https://m.media-amazon.com/images/I/41CCazqracL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07773H2VQ",40,"$334.55"] +["B0777V5BRJ","Samsung","Samsung Galaxy Note 5 SM-N920T 32GB T-Mobile GSM Unlocked - Sapphire Black","https://www.amazon.com/Samsung-Galaxy-Note-SM-N920T-T-Mobile/dp/B0777V5BRJ","https://m.media-amazon.com/images/I/61StoSuceGL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B0777V5BRJ",24,""] +["B0778XYWD3","Apple","\"Apple iPhone 6 Plus, 16GB, Gold - Fully Unlocked (Renewed)\"","https://www.amazon.com/Apple-iPhone-Plus-Fully-Unlocked/dp/B0778XYWD3","https://m.media-amazon.com/images/I/81bTXIQMGvL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.1,"https://www.amazon.com/product-reviews/B0778XYWD3",18,"$195.00"] +["B077BL94N3","Samsung","Samsung Galaxy Note 8 N950U 64GB - Sprint (Midnight Black)","https://www.amazon.com/Samsung-Galaxy-Note-N950U-64GB/dp/B077BL94N3","https://m.media-amazon.com/images/I/71DPv8ykx0L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B077BL94N3",9,"$421.98"] +["B077BSYGB5","Apple","\"Apple iPhone 6 Plus, 16GB, Space Gray - For AT&T / T-Mobile (Renewed)\"","https://www.amazon.com/Apple-iPhone-Plus-Fully-Unlocked/dp/B077BSYGB5","https://m.media-amazon.com/images/I/61oCPeB+7BL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.8,"https://www.amazon.com/product-reviews/B077BSYGB5",43,"$159.99"] +["B077CTDDQ6","Google","Google Pixel 2 XL 64GB Unlocked GSM/CDMA 4G LTE Octa-Core Phone w/ 12.2MP Camera - Just Black","https://www.amazon.com/Google-Pixel-XL-Unlocked-CDMA/dp/B077CTDDQ6","https://m.media-amazon.com/images/I/71Nj0IWw5OL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B077CTDDQ6",4,"$536.58"] +["B077MR13HM","Samsung","Samsung Galaxy S7 G930T T-Mobile Unlocked GSM - Gold","https://www.amazon.com/Samsung-Galaxy-G930T-T-Mobile-Unlocked/dp/B077MR13HM","https://m.media-amazon.com/images/I/61OCfRvtCEL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B077MR13HM",32,""] +["B077NJQPGB","Apple","Apple iPhone 7 256GB Unlocked GSM 4G LTE Quad-Core Smartphone - Jet Black (Renewed)","https://www.amazon.com/Apple-iPhone-Fully-Unlocked-256GB/dp/B077NJQPGB","https://m.media-amazon.com/images/I/71A45XDJ09L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B077NJQPGB",5,"$339.87"] +["B077NK4TZ7","Apple","Apple iPhone 7 256GB Unlocked GSM 4G LTE Quad-Core Smartphone - Rose Gold (Renewed)","https://www.amazon.com/Apple-iPhone-Fully-Unlocked-256GB/dp/B077NK4TZ7","https://m.media-amazon.com/images/I/71FvZY9-KrL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.1,"https://www.amazon.com/product-reviews/B077NK4TZ7",2,"$298.69"] +["B077WSVG4Z","Google","\"Google Pixel 2 XL Unlocked (GSM Only, No CDMA) - US warranty (Black & White, 64GB)\"","https://www.amazon.com/Google-Pixel-Unlocked-Only-CDMA/dp/B077WSVG4Z","https://m.media-amazon.com/images/I/7118adoRMXL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B077WSVG4Z",127,"$369.99"] +["B077YT57R6","Apple","\"Apple iPhone 7, 128GB, Red - AT&T / T-Mobile (Renewed)\"","https://www.amazon.com/Apple-iPhone-GSM-Unlocked-128GB/dp/B077YT57R6","https://m.media-amazon.com/images/I/61hQXv37RvL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B077YT57R6",57,"$292.00"] +["B077Z1NXFB","Nokia","\"Nokia 8 - Android One (Upgrade to Pie) - 64 GB - Unlocked Smartphone (AT&T/T-Mobile/MetroPCS/Cricket/H2O) - 5.3\"\" Screen - Glossy Blue\"","https://www.amazon.com/Nokia-Single-SIM-Polished-Blue/dp/B077Z1NXFB","https://m.media-amazon.com/images/I/4197Tjy8u5L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B077Z1NXFB",9,"$299.00"] +["B077ZKKBDB","Sony","\"Sony Xperia XA2 Ultra Factory Unlocked Phone - 6\"\" Screen - 32GB - Blue (U.S. Warranty)\"","https://www.amazon.com/Sony-Xperia-Ultra-Factory-Unlocked/dp/B077ZKKBDB","https://m.media-amazon.com/images/I/81glnka+SaL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B077ZKKBDB",281,"$399.99"] +["B077ZMWX1W","Sony","\"Sony Xperia L2, Unlocked, 32GB - Black (U.S. Warranty)\"","https://www.amazon.com/Sony-Xperia-Factory-Unlocked-Phone/dp/B077ZMWX1W","https://m.media-amazon.com/images/I/71w5nP+TCOL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B077ZMWX1W",70,"$249.00"] +["B0781VQD66","Google","\"Google Pixel XL 128GB Verizon and GSM Unlocked, Quite Black, 5.5\"\"(Renewed)\"","https://www.amazon.com/Google-Verizon-Unlocked-Certified-Refurbished/dp/B0781VQD66","https://m.media-amazon.com/images/I/71z1TjwnadL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B0781VQD66",15,"$150.00"] +["B0787V183F","Google","\"Google Pixel 2 64 GB, Black Factory Unlocked (Renewed)\"","https://www.amazon.com/Google-Pixel-64-Black-Refurbished/dp/B0787V183F","https://m.media-amazon.com/images/I/7108ZFza5gL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B0787V183F",277,"$213.30"] +["B0788F8DKC","Samsung","Samsung DeX Wireless Qi Desktop Charging Dock Station EE-MG950 Galaxy S8 + Note8 (Renewed)","https://www.amazon.com/Samsung-Wireless-Charging-Certified-Refurbished/dp/B0788F8DKC","https://m.media-amazon.com/images/I/51f9Q6m32TL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B0788F8DKC",9,"$32.95"] +["B0788ZD69Z","Samsung","Samsung Galaxy S8 Plus Unlocked 64GB (Midnight Black) - (Renewed)","https://www.amazon.com/Samsung-Galaxy-S8-Plus-Unlocked/dp/B0788ZD69Z","https://m.media-amazon.com/images/I/71vr2Ck4z2L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B0788ZD69Z",1,"$299.00"] +["B078BP86SC","Samsung","\"Straight Talk Samsung Galaxy J7 Sky Pro 16GB Prepaid Smartphone, Black (Locked)\"","https://www.amazon.com/Straight-Samsung-Galaxy-Prepaid-Smartphone/dp/B078BP86SC","https://m.media-amazon.com/images/I/914lmZHLWIL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B078BP86SC",39,""] +["B078BY4P44","Samsung","Samsung Galaxy Tab A SM-T580 10.1-Inch Touchscreen International Version (32GB)","https://www.amazon.com/Samsung-SM-T580-10-1-Inch-Touchscreen-International/dp/B078BY4P44","https://m.media-amazon.com/images/I/41vV8zYi-WL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B078BY4P44",60,"$243.30"] +["B078HL31D8","Samsung","Samsung Galaxy S7 32gb Gold AT&T","https://www.amazon.com/Samsung-Galaxy-S7-32gb-Gold/dp/B078HL31D8","https://m.media-amazon.com/images/I/31gDQ27FxsL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B078HL31D8",24,"$299.00"] +["B078JR6L2S","Samsung","Samsung Galaxy Note 8 64GB Verizon - Midnight Black (Renewed)","https://www.amazon.com/Samsung-Galaxy-Note8-64GB-Verizon/dp/B078JR6L2S","https://m.media-amazon.com/images/I/61g0ZfjJjuL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B078JR6L2S",104,"$359.00"] +["B078KGP5K5","Google","Google Pixel 2 64GB Unlocked GSM/CDMA 4G LTE Octa-Core Phone w/ 12.2MP Camera - Kinda Blue","https://www.amazon.com/Google-Unlocked-Octa-Core-12-2MP-Camera/dp/B078KGP5K5","https://m.media-amazon.com/images/I/51x4KmQS91L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B078KGP5K5",9,"$499.00"] +["B078N87QFD","Samsung","Samsung Galaxy S8 Unlocked 64GB - US Version (Coral Blue) - US Warranty (Renewed)","https://www.amazon.com/Samsung-Galaxy-Unlocked-64GB-Refurbished/dp/B078N87QFD","https://m.media-amazon.com/images/I/61mMo3xweeL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B078N87QFD",27,"$269.00"] +["B078P23KVB","Apple","Apple iPhone 8 Plus a1897 Gold 64GB GSM Unlocked (Renewed)","https://www.amazon.com/Apple-iPhone-a1897-Unlocked-Renewed/dp/B078P23KVB","https://m.media-amazon.com/images/I/61yX3VKY7GL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B078P23KVB",72,"\"$486.94,$599.99\""] +["B078RBVVCV","Motorola","Motorola Moto G5S Plus XT1805 4G LTE Unlocked GSM 32GB 4GB RAm Octa Core Dual 13MP International Version No Warranty","https://www.amazon.com/Motorola-XT1805-Factory-Unlocked-International/dp/B078RBVVCV","https://m.media-amazon.com/images/I/51DJrAIe8hL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B078RBVVCV",64,"$187.00"] +["B078T2T2FL","HUAWEI","\"Huawei Mate 10 Pro Unlocked Phone, 6\"\" 6GB/128GB, AI Processor, Dual Leica Camera, Water Resistant IP67, GSM Only - 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Pink Gold","https://www.amazon.com/Samsung-Galaxy-Edge-G935A-Unlocked/dp/B0799QJKQ5","https://m.media-amazon.com/images/I/51VYfttkarL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B0799QJKQ5",1,""] +["B079B34R7G","Samsung","Samsung Galaxy S8 Active 64GB SM-G892U Sprint - Meteor Gray (Certified Ref)","https://www.amazon.com/Samsung-Galaxy-Active-SM-G892U-Sprint/dp/B079B34R7G","https://m.media-amazon.com/images/I/61Aj4FFSO3L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B079B34R7G",20,"$289.95"] +["B079C1K282","Google","\"Google Pixel 2 XL 64 GB, Black (Renewed)\"","https://www.amazon.com/Google-Pixel-XL-Black-Renewed/dp/B079C1K282","https://m.media-amazon.com/images/I/71CDE9pG4hL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B079C1K282",385,"$250.00"] +["B079C47CS4","Motorola","Motorola Moto Z2 Force XT1789 64GB Lunar Gray T-Mobile (Renewed)","https://www.amazon.com/Motorola-XT1789-T-Mobile-Certified-Refurbished/dp/B079C47CS4","https://m.media-amazon.com/images/I/41CR60B8WYL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B079C47CS4",24,"$161.99"] +["B079H6RLKQ","Samsung","Samsung Galaxy S9 G960U 64GB Unlocked GSM 4G LTE Phone w/ 12MP Camera - Midnight Black","https://www.amazon.com/Samsung-Galaxy-S9-Unlocked-Smartphone/dp/B079H6RLKQ","https://m.media-amazon.com/images/I/81+h9mpyQmL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B079H6RLKQ",2,"\"$492.70,$599.99\""] +["B079HB518K","Apple","\"Apple iPhone 7, GSM Unlocked, 32GB - Rose Gold (Renewed)\"","https://www.amazon.com/Apple-iPhone-GSM-Unlocked-32GB/dp/B079HB518K","https://m.media-amazon.com/images/I/71x3e0x+M2L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B079HB518K",79,"$212.00"] +["B079HC27HJ","Apple","\"Apple iPhone 7 128 GB AT&T, Jet Black (Renewed)\"","https://www.amazon.com/Apple-iPhone-128-Black-Refurbished/dp/B079HC27HJ","https://m.media-amazon.com/images/I/61qdqzt3X3L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.3,"https://www.amazon.com/product-reviews/B079HC27HJ",5,"$249.99"] +["B079HG7TZS","HUAWEI","\"Huawei P Smart (32GB) 5.6\"\" Fullview Display & Dual Camera's, 4G LTE Dual-SIM Factory Unlocked w/ Fingerprint Scanner FIG-L23 International Model, No Warranty (Black)\"","https://www.amazon.com/Fullview-Dual-SIM-Fingerprint-FIG-L23-International/dp/B079HG7TZS","https://m.media-amazon.com/images/I/51+UNS7GlGL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B079HG7TZS",33,"$179.99"] +["B079J59FGT","Google","Google Pixel 2 XL Unlocked US Warranty 128GB Black & White","https://www.amazon.com/Pixel-XL-Unlocked-GSM-CDMA/dp/B079J59FGT","https://m.media-amazon.com/images/I/41djXmzL3oL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B079J59FGT",13,""] +["B079J5MKXJ","Google","Google Pixel 2 XL 128GB Unlocked GSM/CDMA 4G LTE Octa-Core Phone w/ 12.2MP Camera - Just Black","https://www.amazon.com/Google-Pixel-XL-Unlocked-CDMA/dp/B079J5MKXJ","https://m.media-amazon.com/images/I/71Nj0IWw5OL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B079J5MKXJ",18,""] +["B079K78C1Y","Google","Google Pixel XL 128GB Silver (Unlocked) - (Renewed)","https://www.amazon.com/Google-Pixel-128GB-Silver-Unlocked/dp/B079K78C1Y","https://m.media-amazon.com/images/I/61q3zgWA8yL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B079K78C1Y",18,"$154.95"] +["B079NM9SZL","Nokia","\"Nokia 5 - Android 9.0 Pie - 16 GB - Dual SIM Unlocked Smartphone (AT&T/T-Mobile/MetroPCS/Cricket/Mint) - 5.2\"\" Screen - Blue\"","https://www.amazon.com/Nokia-Unlocked-Smartphone-T-Mobile-Metropcs/dp/B079NM9SZL","https://m.media-amazon.com/images/I/51OGbwPc-DL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B079NM9SZL",21,"$99.00"] +["B079NQHRPS","Nokia","\"Nokia 5 (16GB, 2GB RAM) 5.2\"\" Polarized HD Display, Android 9.0 Pie, Dual SIM GSM (AT&T/T-Mobile/MetroPCS/Cricket/Mint) Unlocked Smartphone (Silver)\"","https://www.amazon.com/Nokia-Unlocked-Smartphone-T-Mobile-MetroPCS/dp/B079NQHRPS","https://m.media-amazon.com/images/I/51S8Ri7zyoL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B079NQHRPS",27,"$109.99"] +["B079PS2HZM","HUAWEI","Huawei Ascend XT (2nd Gen) 4G LTE Cell phone Metallic Silver - GSM Unlocked","https://www.amazon.com/Huawei-Unlocked-H1711-Android-Desbloqueado/dp/B079PS2HZM","https://m.media-amazon.com/images/I/61k4eKBpv0L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B079PS2HZM",69,"$119.99"] +["B079RJWMZG","Samsung","\"Samsung Galaxy S8+, 6.2\"\" 64GB SPRINT Midnight Black\"","https://www.amazon.com/Samsung-Galaxy-SPRINT-Midnight-Black/dp/B079RJWMZG","https://m.media-amazon.com/images/I/41o1rR8G4uL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B079RJWMZG",3,""] +["B079RWXLBL","Apple","\"Apple iPhone 8 256GB GSM Unlocked Phone, Gold (Renewed)\"","https://www.amazon.com/Apple-iPhone-Fully-Unlocked-256GB/dp/B079RWXLBL","https://m.media-amazon.com/images/I/515cPaXSLgL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B079RWXLBL",22,"$436.00"] +["B079TZ8NKG","Samsung","Samsung Galaxy S6 Edge G925T 64GB Gold Platinum - T-Mobile","https://www.amazon.com/Samsung-Galaxy-Edge-G925T-Platinum/dp/B079TZ8NKG","https://m.media-amazon.com/images/I/916OH+JvtDL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",1,"https://www.amazon.com/product-reviews/B079TZ8NKG",1,""] +["B079TZJF9F","Samsung","Samsung Galaxy S6 Edge G925T 64GB White Pearl - T-Mobile","https://www.amazon.com/Samsung-Galaxy-G925T-White-Pearl/dp/B079TZJF9F","https://m.media-amazon.com/images/I/51wMQbivn8L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2,"https://www.amazon.com/product-reviews/B079TZJF9F",1,""] +["B079X582LF","Samsung","\"Samsung Galaxy S9 Plus (6.2\"\", Single SIM) 128GB SM-G965F (GSM Only, No CDMA) Factory Unlocked LTE Smartphone (Midnight Black) - International Version\"","https://www.amazon.com/Samsung-SM-G965F-Unlocked-Smartphone-Midnight/dp/B079X582LF","https://m.media-amazon.com/images/I/71dd-elhT7L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B079X582LF",28,""] +["B079YZMN3X","HUAWEI","\"Huawei P Smart (32GB) 5.6\"\" Fullview Display & Dual Camera's, 4G LTE Dual-SIM Factory Unlocked w/ Fingerprint Scanner FIG-L23 International Model, No Warranty (Blue)\"","https://www.amazon.com/Fullview-Dual-SIM-Unlocked-Fingerprint-International/dp/B079YZMN3X","https://m.media-amazon.com/images/I/619FpNXGSCL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.6,"https://www.amazon.com/product-reviews/B079YZMN3X",15,""] +["B079Z792J7","Motorola","Motorola G6 – 32 GB – Unlocked (AT&T/Sprint/T-Mobile/Verizon) – Black - (U.S. Warranty) - PAAE0000US","https://www.amazon.com/Moto-G6-Unlocked-T-Mobile-Warranty/dp/B079Z792J7","https://m.media-amazon.com/images/I/71FJqHOegyL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B079Z792J7",697,"\"$189.99,$249.99\""] +["B07B81WJRQ","Sony","\"Sony Xperia XZ2 Compact Unlocked Smartphone - 5\"\" Screen - 64GB - Coral Pink (US Warranty)\"","https://www.amazon.com/Sony-Xperia-Compact-Unlocked-Smartphone/dp/B07B81WJRQ","https://m.media-amazon.com/images/I/81ylz045jDL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07B81WJRQ",131,"$459.00"] +["B07B82VTX5","Sony","\"Sony Xperia XZ2 Unlocked Smarphone - Dual SIM - 5.7\"\" Screen - 64GB - Liquid Silver (US Warranty)\"","https://www.amazon.com/Sony-Xperia-XZ2-Unlocked-Smarphone/dp/B07B82VTX5","https://m.media-amazon.com/images/I/81fpWSGDNKL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07B82VTX5",39,"$477.50"] +["B07BBRCZ37","Samsung","Samsung Galaxy S9 Smartphone - Midnight Black - GSM Only - International Version","https://www.amazon.com/Samsung-Galaxy-S9-Smartphone-International/dp/B07BBRCZ37","https://m.media-amazon.com/images/I/61lDQzzlbWL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B07BBRCZ37",4,""] +["B07BBRYWRY","Samsung","Samsung Galaxy S9+ Dual SIM Smartphone - Midnight Black - GSM Only - International Version","https://www.amazon.com/Samsung-Galaxy-Dual-Smartphone-International/dp/B07BBRYWRY","https://m.media-amazon.com/images/I/61lDQzzlbWL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07BBRYWRY",48,""] +["B07BBT5MMD","Samsung","\"Samsung Galaxy S9 AT&T Locked - 64gb - (Lilac Purple, Galaxy S9) (Renewed)\"","https://www.amazon.com/Samsung-Galaxy-S9-AT-Locked/dp/B07BBT5MMD","https://m.media-amazon.com/images/I/716uqF6uUgL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07BBT5MMD",106,"\"$332.99,$449.99\""] +["B07BBTLDJR","Samsung","Samsung Galaxy S9+ Smartphone -Lilac Purple - 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No Warranty Midnight Black\"","https://www.amazon.com/Samsung-Galaxy-SM-G9600-Factory-Unlocked/dp/B07BHT4KGM","https://m.media-amazon.com/images/I/71uI+nAzruL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07BHT4KGM",88,"$692.14"] +["B07BHTLZZS","Samsung","\"Samsung Galaxy S9+ SM-G9650 Single Sim 64GB and 6GB RAM 6.2\"\" Super AMOLED Factory Unlocked - No Warranty Midnight Black…\"","https://www.amazon.com/Samsung-Galaxy-SM-G9650-Factory-Unlocked/dp/B07BHTLZZS","https://m.media-amazon.com/images/I/71o0FyLm2eL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.6,"https://www.amazon.com/product-reviews/B07BHTLZZS",12,"\"$559.99,$699.99\""] +["B07BKSBK9M","Apple","\"Apple iPhone 6, GSM Unlocked, 64GB - Space Grey (Renewed)\"","https://www.amazon.com/Apple-iPhone-GSM-Unlocked-64GB/dp/B07BKSBK9M","https://m.media-amazon.com/images/I/31sd0-GGYAL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.4,"https://www.amazon.com/product-reviews/B07BKSBK9M",15,"$189.00"] +["B07BR995NC","Samsung","\"Samsung Galaxy S8 Active (G892A) Military-Grade Durable Smartphone w/ 5.8\"\" Shatter-Resistant Glass, Meteor Gray\"","https://www.amazon.com/Samsung-Galaxy-Active-SM-G892A-Unlocked/dp/B07BR995NC","https://m.media-amazon.com/images/I/61zSaCsk-LL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B07BR995NC",34,""] +["B07BSTPWTS","Samsung","Samsung Galaxy Note 8 SM-N950U 64GB for T-Mobile (Renewed)","https://www.amazon.com/Samsung-SM-N950U-T-Mobile-Certified-Refurbished/dp/B07BSTPWTS","https://m.media-amazon.com/images/I/61g0ZfjJjuL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.6,"https://www.amazon.com/product-reviews/B07BSTPWTS",15,"$321.99"] +["B07BSWXZD5","Samsung","Samsung Galaxy Note 8 SM-N950U 64GB for AT&T (Renewed)","https://www.amazon.com/Samsung-Galaxy-Note-SM-N950U-Renewed/dp/B07BSWXZD5","https://m.media-amazon.com/images/I/61g0ZfjJjuL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.6,"https://www.amazon.com/product-reviews/B07BSWXZD5",20,"$316.99"] +["B07BSYQ534","Samsung","Samsung Galaxy Note 8 SM-N950U 64GB for AT&T (Renewed)","https://www.amazon.com/Samsung-Galaxy-Note-SM-N950U-Renewed/dp/B07BSYQ534","https://m.media-amazon.com/images/I/61kad0RN1eL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B07BSYQ534",21,"$348.35"] +["B07C2VFMN2","Motorola","Motorola Z3 Play & Moto Power Pack - Unlocked (AT&T/Sprint/T-Mobile/Verizon) - 64GB - Deep Indigo (US Warranty) - PA9S0000US","https://www.amazon.com/Moto-Z3-Play-Power-Pack/dp/B07C2VFMN2","https://m.media-amazon.com/images/I/61N-Axwzz1L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07C2VFMN2",50,"\"$299.99,$499.99\""] +["B07C57L57V","Samsung","\"Samsung Galaxy S7 Edge Certified Pre-Owned Factory Unlocked Phone - 5.5\"\" Screen - 32GB - Titanium (1 Year Samsung U.S. Warranty)\"","https://www.amazon.com/Samsung-Certified-Pre-Owned-Factory-Unlocked/dp/B07C57L57V","https://m.media-amazon.com/images/I/81Xx9LLlvcL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.5,"https://www.amazon.com/product-reviews/B07C57L57V",40,"$300.00"] +["B07C5HH17G","HUAWEI","\"HUAWEI P20 Lite (32GB + 4GB RAM) 5.84\"\" FHD+ Display, 4G LTE Dual SIM GSM Factory Unlocked Smartphone ANE-LX3 - International Model - No Warranty (Klein Blue)\"","https://www.amazon.com/Huawei-P20-Lite-Unlocked-Smartphone/dp/B07C5HH17G","https://m.media-amazon.com/images/I/61GHou9GhKL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07C5HH17G",505,"$209.99"] +["B07C5QBPYP","Sony","Sony Xperia XZ2 H8216 64GB 5.7' Factory Unlocked Smartphone (Liquid Silver) US & Latin 4G LTE","https://www.amazon.com/Sony-Xperia-Factory-Unlocked-Smartphone/dp/B07C5QBPYP","https://m.media-amazon.com/images/I/41CrCdEiRUL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B07C5QBPYP",1,"$364.85"] +["B07C65VV3R","Samsung","Samsung Galaxy S9+ Unlocked - 64gb - Midnight Black - US Warranty (Renewed)","https://www.amazon.com/Samsung-Galaxy-S9-Unlocked-Midnight/dp/B07C65VV3R","https://m.media-amazon.com/images/I/71SWW5LsZ0L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07C65VV3R",610,"$359.47"] +["B07C65XFBB","Samsung","Samsung Galaxy S9 Unlocked - 64gb - Midnight Black - US Warranty (Renewed)","https://www.amazon.com/Samsung-Galaxy-Unlocked-Certified-Refurbished/dp/B07C65XFBB","https://m.media-amazon.com/images/I/41KOSseOOdL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07C65XFBB",640,"$328.99"] +["B07C7NFJMR","Apple","\"Apple iPhone 6S Plus, 16GB, Rose Gold - Fully Unlocked (Renewed)\"","https://www.amazon.com/Apple-iPhone-Plus-Fully-Unlocked/dp/B07C7NFJMR","https://m.media-amazon.com/images/I/61hNnAR2EJL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07C7NFJMR",2,"$179.99"] +["B07CB315Y7","HUAWEI","\"Huawei P20 EML-L29 128GB 4GB RAM, Dual SIM LTE, 5.8\"\", Full HD+ Display -Dual Camera 20 MP +12 MP, GSM Unlocked International Model, No Warranty (Black)\"","https://www.amazon.com/EML-L29-Display-Unlocked-International-Warranty/dp/B07CB315Y7","https://m.media-amazon.com/images/I/61164zozN5L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.3,"https://www.amazon.com/product-reviews/B07CB315Y7",90,"$449.00"] +["B07CFYMN1S","Samsung","\"Samsung Galaxy S7 Certified Pre-Owned Factory Unlocked Phone - 5.1\"\" Screen - 32GB - Gold (1 Year Samsung U.S. Warranty) - SM5G930UZDAXAA\"","https://www.amazon.com/Samsung-Certified-Pre-Owned-Factory-Unlocked/dp/B07CFYMN1S","https://m.media-amazon.com/images/I/81Y7vLLDlxL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07CFYMN1S",100,"$268.07"] +["B07CGFWF2G","HUAWEI","Modem 3G H+ GSM Huawei Unlocked USB 43 Mbps (3G AT&T and T-Mobile in the USA 3G worldwide) H+ E3251 Latin & Caribbean Bands 850/1900 mhz BAM","https://www.amazon.com/Huawei-Unlocked-T-Mobile-worldwide-Caribbean/dp/B07CGFWF2G","https://m.media-amazon.com/images/I/41oEfnH6+NL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07CGFWF2G",1,"$22.99"] +["B07CGMQDXW","Apple","\"Apple iPhone 8 Plus, 64GB, Space Gray - For Verizon (Renewed)\"","https://www.amazon.com/Apple-iPhone-Plus-Verizon-64GB/dp/B07CGMQDXW","https://m.media-amazon.com/images/I/71MRY6+c8pL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.6,"https://www.amazon.com/product-reviews/B07CGMQDXW",25,"$557.99"] +["B07CH2FZW5","Samsung","Samsung Galaxy J3 (2016) J320V Verizon CDMA 4G LTE Quad-Core Phone w/ 8MP Camera- Black (Renewed)","https://www.amazon.com/Samsung-Verizon-Quad-Core-Camera-Renewed/dp/B07CH2FZW5","https://m.media-amazon.com/images/I/51nAoaesK7L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.7,"https://www.amazon.com/product-reviews/B07CH2FZW5",4,"$83.99"] +["B07CHW5KMY","Motorola","\"Motorola Moto G6 (32GB, 3GB RAM) Dual SIM 5.7\"\" 4G LTE (GSM Only) Factory Unlocked Smartphone International Model XT1925-2 (Deep Indigo)\"","https://www.amazon.com/Motorola-XT1925-2-Unlocked-Smartphone-International/dp/B07CHW5KMY","https://m.media-amazon.com/images/I/511i4Qx+e2L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07CHW5KMY",145,"\"$129.60,$129.99\""] +["B07CHWMYHP","Motorola","\"Motorola Moto G6 Plus - 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6.2” FHD+ 2160x1080 display - 6GB RAM - 64GB storage - LTE Unlocked Dual SIM Cell Phone - US Warranty - Midnight Blue","https://www.amazon.com/ASUS-ZenFone-5Z-ZS620KL-S845-6G64G-2160x1080/dp/B07CLT3BDN","https://m.media-amazon.com/images/I/81gTI5HBVyL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07CLT3BDN",79,"\"$349.00,$499.00\""] +["B07CLWGC3T","ASUS","ASUS ZenFone 5Z (ZS620KL-S845-6G64G) - 6.2” FHD+ 2160x1080 display - 6GB RAM - 64GB storage - LTE Unlocked Dual SIM Cell Phone - US Warranty - Meteor Silver","https://www.amazon.com/ASUS-ZenFone-5Z-ZS620KL-S845-6G64G-2160x1080/dp/B07CLWGC3T","https://m.media-amazon.com/images/I/817evtiTRXL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07CLWGC3T",27,"\"$359.00,$499.00\""] +["B07CM54RY8","ASUS","ASUS ZenFone Max M1 (ZB555KL-S425-2G16G-BK) - 5.5” HD+ 2GB RAM 16GB storage LTE Unlocked Dual SIM Cell phone - US Warranty - Deepsea Black","https://www.amazon.com/ASUS-ZenFone-Max-M1-ZB555KL-S425-2G16G-BK/dp/B07CM54RY8","https://m.media-amazon.com/images/I/91W6kACTDeL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.1,"https://www.amazon.com/product-reviews/B07CM54RY8",6,""] +["B07CMMGLL3","HUAWEI","Huawei P20 Pro (CLT-L29) 6GB / 128GB 6.1-inches LTE Dual SIM Factory Unlocked - 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Qualcomm SD 845 - 8GB RAM/128GB Storage - LTE Unlocked Dual SIM (GSM Only), Black\"","https://www.amazon.com/ASUS-ZS600KL-S845-8G128G-Smartphone-2160x1080-Display/dp/B07GS272K7","https://m.media-amazon.com/images/I/81r+fyBZWsL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07GS272K7",105,"\"$698.99,$899.99\""] +["B07GVLKNB4","ASUS","\"Asus - ZenFone Live with 16GB Memory Cell Phone, 5.5\"\" IPS Touch Screen (Unlocked) - Midnight Black\"","https://www.amazon.com/Asus-ZenFone-Memory-Unlocked-Midnight/dp/B07GVLKNB4","https://m.media-amazon.com/images/I/61UKpUKPCML._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B07GVLKNB4",1,""] +["B07GVNHQV4","Motorola","Motorola Moto Z3 MOTXT192917 GSM/CDMA LTE Unlocked Droid Edition 5G Capable - Ceramic Black","https://www.amazon.com/Motorola-MOTXT192917-Unlocked-Droid-Capable/dp/B07GVNHQV4","https://m.media-amazon.com/images/I/618gPPBUgpL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B07GVNHQV4",11,""] +["B07GW1DXFP","Samsung","Samsung Galaxy Prime 16GB J327 J3 AT&T T-Mobile Unlocked Smartphone - 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Motorola Moto E5 Play - 4G with 16GB Memory No-Contract Cell Phone","https://www.amazon.com/Verizon-Wireless-Prepaid-Motorola-No-Contract/dp/B07HXHPNKH","https://m.media-amazon.com/images/I/61O-B55oewL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B07HXHPNKH",7,""] +["B07J1Q8P6G","Samsung","Samsung Galaxy S9 SM-G960U 64GB for T-Mobile (Renewed)","https://www.amazon.com/Samsung-Galaxy-S9-SM-G960U-T-Mobile/dp/B07J1Q8P6G","https://m.media-amazon.com/images/I/616sdK81NnL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B07J1Q8P6G",17,"$330.99"] +["B07J2Q68N4","Samsung","Samsung Galaxy S9 G960U Verizon + GSM Unlocked 64GB (Midnight Black)","https://www.amazon.com/Samsung-Galaxy-Verizon-Unlocked-Midnight/dp/B07J2Q68N4","https://m.media-amazon.com/images/I/61J+8aMNXqL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07J2Q68N4",8,"$469.90"] +["B07J4Z9647","HUAWEI","\"Huawei Mate 20 Lite SNE-LX3 64GB (Factory Unlocked) 6.3\"\" FHD (International Version) (Black)\"","https://www.amazon.com/Huawei-SNE-LX3-Factory-Unlocked-International/dp/B07J4Z9647","https://m.media-amazon.com/images/I/51eM8j7wKzL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07J4Z9647",327,"\"$193.99,$299.99\""] +["B07J58XN6D","Motorola","Motorola Moto G6 - 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T-Mobile (Orchid Gray)","https://www.amazon.com/Samsung-Galaxy-Note-N950U-64GB/dp/B07JML1XPT","https://m.media-amazon.com/images/I/41f3kTuOG7L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07JML1XPT",10,""] +["B07JMPGNHK","Xiaomi","\"Xiaomi Mi 8 Lite (64GB, 4GB RAM) 6.26\"\" Full Screen Display, Snapdragon 660, Dual AI Camera's, Factory Unlocked Phone - International Global 4G LTE Version (Black)\"","https://www.amazon.com/Xiaomi-Display-Snapdragon-Cameras-Unlocked/dp/B07JMPGNHK","https://m.media-amazon.com/images/I/61oKJ6RYCDL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.5,"https://www.amazon.com/product-reviews/B07JMPGNHK",180,"$192.49"] +["B07JRDXXK6","Samsung","\"Samsung Galaxy S8 Active (G892A) GSM Unlocked Military-Grade Durable Smartphone w/ 5.8in Shatter-Resistant Glass, Meteor Gray (Renewed)\"","https://www.amazon.com/Samsung-Unlocked-Military-Grade-Smartphone-Shatter-Resistant/dp/B07JRDXXK6","https://m.media-amazon.com/images/I/415yIk8tDZL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07JRDXXK6",82,"$279.00"] +["B07JVC2JNQ","Google","\"Google Pixel 3, Verizon, 64 GB - Clearly White\"","https://www.amazon.com/Google-Pixel-Factory-Unlocked-White/dp/B07JVC2JNQ","https://m.media-amazon.com/images/I/616314NXVyL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B07JVC2JNQ",48,""] +["B07JZRFHTP","Samsung","Samsung Galaxy S8+ Certified Pre-Owned Factory Unlocked Phone - 6.2Inch Screen - 64GB - Midnight Black (U.S. Warranty) - SM5G955UZKAXAA","https://www.amazon.com/Samsung-Certified-Pre-Owned-Factory-Unlocked/dp/B07JZRFHTP","https://m.media-amazon.com/images/I/81qD4PO4h3L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B07JZRFHTP",3,"\"$372.38,$400.00\""] +["B07JZRL7N5","Samsung","Samsung Galaxy S8 Certified Pre-Owned Factory Unlocked Phone - 5.8Inch Screen - 64GB - Midnight Black (U.S. Warranty) - SM5G950UZKAXAA","https://www.amazon.com/Samsung-Certified-Pre-Owned-Factory-Unlocked/dp/B07JZRL7N5","https://m.media-amazon.com/images/I/810Pw0xxs1L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07JZRL7N5",19,"$349.95"] +["B07JZXVS9D","HUAWEI","\"Huawei Mate 20 HMA-L29 128GB+4GB - 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w/ 12MP Camera - Orchid Gray (Renewed)","https://www.amazon.com/Samsung-Galaxy-S8-Unlocked-64GB/dp/B07K4F5759","https://m.media-amazon.com/images/I/31JmJT2qy6L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07K4F5759",68,"$247.20"] +["B07K4TRTDV","Samsung","Samsung Galaxy S8 Active 64GB SM-G892U Sprint CDMA/GSM Unlocked - Meteor Gray (Renewed)","https://www.amazon.com/Samsung-Galaxy-Active-SM-G892U-Unlocked/dp/B07K4TRTDV","https://m.media-amazon.com/images/I/61zSaCsk-LL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.8,"https://www.amazon.com/product-reviews/B07K4TRTDV",10,"$284.00"] +["B07K4V35TJ","Apple","\"Apple iPhone XS, 64GB, Gold - Fully Unlocked (Renewed)\"","https://www.amazon.com/Apple-iPhone-XS-Fully-Unlocked/dp/B07K4V35TJ","https://m.media-amazon.com/images/I/41+2tWGDs3L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B07K4V35TJ",50,"$789.00"] +["B07K64PTLP","Xiaomi","\"Xiaomi Mi 8 Pro (128GB, 8GB RAM) with In-Screen Fingerprint Reader, Dual Camera's, 6.21\"\" AMOLED Display, Factory Unlocked - Global Version No Warranty (Transparent Titanium)\"","https://www.amazon.com/Screen-Fingerprint-Cameras-Display-Unlocked/dp/B07K64PTLP","https://m.media-amazon.com/images/I/51XCFd-+zAL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07K64PTLP",21,"$340.00"] +["B07K8TVZ3J","Apple","\"Apple iPhone XS Max, 64GB, Gold - For Verizon (Renewed)\"","https://www.amazon.com/Apple-iPhone-MAX-64GB-Refurbished/dp/B07K8TVZ3J","https://m.media-amazon.com/images/I/51zJTtsQEnL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B07K8TVZ3J",53,"$944.99"] +["B07KCPMMF7","Samsung","Samsung Galaxy J7 Prime SM-J727T 5.5in Smartphone 16GB Android T-Mobile (Renewed)","https://www.amazon.com/Samsung-SM-J727T-Smartphone-Android-T-Mobile/dp/B07KCPMMF7","https://m.media-amazon.com/images/I/61822MjJeKL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B07KCPMMF7",5,"$149.99"] +["B07KCQHWTN","Samsung","Samsung Galaxy Note 9 N960U 128GB T-Mobile GSM Unlocked - 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Midnight Black (Renewed)","https://www.amazon.com/Samsung-Factory-Unlocked-Warranty-Midnight/dp/B07KNB1TN8","https://m.media-amazon.com/images/I/61cceqaKnWL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07KNB1TN8",494,"$452.92"] +["B07KQNCDP3","Samsung","\"Samsung Galaxy A7 2016 A710M Unlocked GSM 4G LTE 5.5\"\" Smartphone, Gold\"","https://www.amazon.com/Samsung-Galaxy-A710M-Unlocked-Smartphone/dp/B07KQNCDP3","https://m.media-amazon.com/images/I/61w2Pih38yL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.9,"https://www.amazon.com/product-reviews/B07KQNCDP3",2,"$144.00"] +["B07KSFL2K5","Samsung","\"Samsung Electronics 32GB A6 Factory Unlocked Phone - 5.6\"\" - Black (U.S. Warranty)\"","https://www.amazon.com/Samsung-Electronics-Factory-Unlocked-Phone/dp/B07KSFL2K5","https://m.media-amazon.com/images/I/61-rdvC42nL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07KSFL2K5",14,"$349.17"] +["B07KWDTVR4","Nokia","\"Nokia 7 Plus TA-1046 Dual Sim 64GB/4GB (Black) - Factory Unlocked - International Version - No Warranty in The USA - GSM ONLY, NO CDMA - Android One\"","https://www.amazon.com/Nokia-Plus-TA-1046-Dual-Black/dp/B07KWDTVR4","https://m.media-amazon.com/images/I/612fM51P9ZL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B07KWDTVR4",10,""] +["B07KWX9GNJ","Samsung","\"Samsung Galaxy A50 A505G 64GB Duos GSM Unlocked Phone w/Triple 25MP Camera - (International Version, No Warranty) - Black\"","https://www.amazon.com/Samsung-Galaxy-Infinity-U-Display-Warranty/dp/B07KWX9GNJ","https://m.media-amazon.com/images/I/71g5tQyQ4VL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07KWX9GNJ",59,"$250.94"] +["B07KX73JJL","Samsung","Samsung Galaxy S9 G960U AT&T GSM Unlocked 64GB - Lilac Purple (Renewed)","https://www.amazon.com/Samsung-Galaxy-G960U-Unlocked-64GB/dp/B07KX73JJL","https://m.media-amazon.com/images/I/716uqF6uUgL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07KX73JJL",56,"$328.00"] +["B07KX8DXW8","Google","Google Pixel 3 64GB Unlocked GSM & CDMA 4G LTE - Just Black (Renewed)","https://www.amazon.com/Google-Pixel-Unlocked-GSM-CDMA/dp/B07KX8DXW8","https://m.media-amazon.com/images/I/31d3gR+rXfL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07KX8DXW8",15,"$379.99"] +["B07KYGHQ1X","Motorola","Motorola Moto X4 Android One Edition Factory Unlocked Phone - 5.2inch Screen - 32GB - Black (U.S. Warranty)","https://www.amazon.com/Motorola-Android-Factory-Unlocked-Phone/dp/B07KYGHQ1X","https://m.media-amazon.com/images/I/81znt6scdML._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07KYGHQ1X",166,"\"$274.25,$349.99\""] +["B07L14D7F7","HUAWEI","\"Huawei Honor 8X (64GB + 4GB RAM) 6.5\"\" HD 4G LTE GSM Factory Unlocked Smartphone - International Version No Warranty JSN-L23 (Black)\"","https://www.amazon.com/Huawei-Honor-Factory-Unlocked-Smartphone/dp/B07L14D7F7","https://m.media-amazon.com/images/I/81uuNY+2tZL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07L14D7F7",347,"$172.44"] +["B07L1CG9BD","Samsung","Samsung Galaxy S8+ SM-G955U 64GB Midnight Black AT&T (Renewed)","https://www.amazon.com/Samsung-Galaxy-SM-G955U-Midnight-Renewed/dp/B07L1CG9BD","https://m.media-amazon.com/images/I/61XjtWM498L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07L1CG9BD",27,"$285.00"] +["B07L375RS6","Google","\"Google Pixel 3 XL Unlocked GSM/CDMA - US Warranty (Just Black, 64GB) (Renewed)\"","https://www.amazon.com/Google-Pixel-Unlocked-GSM-CDMA/dp/B07L375RS6","https://m.media-amazon.com/images/I/61zn1xfzyDL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07L375RS6",28,"$400.00"] +["B07L44WY1F","Motorola","Motorola Moto G6 MOTXT192512 - 32GB - (Verizon) Smartphone - BLACK - (Renewed)","https://www.amazon.com/Motorola-Moto-G6-MOTXT192512-Smartphone/dp/B07L44WY1F","https://m.media-amazon.com/images/I/612aP-I95tL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.3,"https://www.amazon.com/product-reviews/B07L44WY1F",7,"$139.95"] +["B07L4WRXXT","HUAWEI","\"Huawei Honor 8X (64GB + 4GB RAM) 6.5\"\" HD 4G LTE GSM Factory Unlocked Smartphone - International Version No Warranty JSN-L23 (Blue)\"","https://www.amazon.com/Huawei-Honor-Factory-Unlocked-Smartphone/dp/B07L4WRXXT","https://m.media-amazon.com/images/I/81f891yYQhL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.3,"https://www.amazon.com/product-reviews/B07L4WRXXT",298,"$179.99"] +["B07L543G3M","Samsung","\"Samsung Galaxy J3 2018 (16GB) J337A - 5.0\"\" HD Display, Android 8.0, 4G LTE AT&T Unlocked GSM Smartphone (Black)\"","https://www.amazon.com/Samsung-Galaxy-2018-16GB-J337A/dp/B07L543G3M","https://m.media-amazon.com/images/I/41Q3zLdBrUL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07L543G3M",77,"\"$117.00,$129.99\""] +["B07L6RCH5W","Google","\"Google Pixel 3, Verizon, 64 GB - Clearly White (Renewed)\"","https://www.amazon.com/Google-Pixel-Factory-Unlocked-Renewed/dp/B07L6RCH5W","https://m.media-amazon.com/images/I/61-ttFzr2PL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2,"https://www.amazon.com/product-reviews/B07L6RCH5W",1,"$419.99"] +["B07L759TFQ","Samsung","\"Samsung Galaxy J8 (2018) Duos SM-J810F/DS 32GB Dual SIM Factory Unlocked GSM Smartphone - International Version, No Warranty (Lavender)\"","https://www.amazon.com/Samsung-SM-J810F-DS-Unlocked-Smartphone/dp/B07L759TFQ","https://m.media-amazon.com/images/I/51ybAQ9tuKL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07L759TFQ",38,"$199.99"] +["B07LBPP4J9","Nokia","\"Nokia 6.1 - Android 9.0 Pie - 32GB + 32GB MicroSD - Single SIM Unlocked Smartphone (AT&T/T-Mobile/MetroPCS/Cricket/Mint) - 5.5\"\" Screen - Black\"","https://www.amazon.com/Nokia-6-1-Unlocked-Smartphone-T-Mobile/dp/B07LBPP4J9","https://m.media-amazon.com/images/I/61+7tN6sHHL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B07LBPP4J9",21,"$199.00"] +["B07LDS3WDR","Samsung","Samsung Galaxy Note 9 SM-N960U 128GB Ocean Blue - Verizon","https://www.amazon.com/Samsung-Galaxy-SM-N960U-128GB-Ocean/dp/B07LDS3WDR","https://m.media-amazon.com/images/I/51yoJBR-ACL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07LDS3WDR",2,""] +["B07LDVW8G8","Samsung","Samsung Galaxy S7 32GB GSM Unlocked Smartphone for GSM Carriers - Black (Renewed)","https://www.amazon.com/Samsung-Galaxy-Unlocked-Smartphone-Carriers/dp/B07LDVW8G8","https://m.media-amazon.com/images/I/51BZDeSfcpL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B07LDVW8G8",18,"$155.00"] +["B07M94R4GF","Samsung","Samsung Galaxy J3 (2018) J337A 16GB Unlocked GSM 4G LTE Phone w/ 8MP Camera - Black (Renewed)","https://www.amazon.com/Samsung-Galaxy-J337A-Unlocked-Camera/dp/B07M94R4GF","https://m.media-amazon.com/images/I/61QcyZOnDxL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B07M94R4GF",13,"$88.98"] +["B07MCMGHB5","Motorola","\"Motorola Moto E5 Play (16GB) 5.2\"\" HD Display, 4G LTE (GSM) Factory Unlocked XT1921-1 - International Model - Black (Renewed)\"","https://www.amazon.com/Motorola-XT1921-Unlocked-Android-Camera/dp/B07MCMGHB5","https://m.media-amazon.com/images/I/71fgtixAklL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.5,"https://www.amazon.com/product-reviews/B07MCMGHB5",10,"$59.99"] +["B07MF3JM4T","Motorola","\"Motorola Moto One - Android One - 64 GB - 13+2 MP Dual Rear Camera - Dual SIM Unlocked Smartphone (at&T/T-Mobile/MetroPCS/Cricket/H2O) - 5.9\"\" HD+ Display - XT1941-3 - (International Version) (Black)\"","https://www.amazon.com/Motorola-Moto-One-Smartphone-International/dp/B07MF3JM4T","https://m.media-amazon.com/images/I/51Hy0ypovHL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07MF3JM4T",119,"\"$167.99,$249.99\""] +["B07MF3Y8Y5","Motorola","Motorola G6 (XT1925) 32GB GSM Unlocked Android Smartphone (AT&T/T-Mobile/Mint) - 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Black Sapphire (Renewed)","https://www.amazon.com/Samsung-S6-Unlocked-Octa-Core-Smartphone/dp/B07MLBF9VS","https://m.media-amazon.com/images/I/81XmzLOqKDL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.1,"https://www.amazon.com/product-reviews/B07MLBF9VS",15,"$137.99"] +["B07MN8QTK1","Motorola","\"Motorola Moto G7 Play XT1952 32GB+2GB RAM 5.7\"\" Max Vision LTE Factory Unlocked (International Model, No Warranty) Deep Indigo\"","https://www.amazon.com/Motorola-Factory-Unlocked-International-Warranty/dp/B07MN8QTK1","https://m.media-amazon.com/images/I/51Qyh9JAYoL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07MN8QTK1",46,"$134.00"] +["B07MR1PF21","Samsung","\"Samsung - Galaxy Note 9 (Verizon) (Black, 128GB) (Renewed)\"","https://www.amazon.com/Samsung-Galaxy-Note9-Verizon-Renewed/dp/B07MR1PF21","https://m.media-amazon.com/images/I/613-UgtqEEL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B07MR1PF21",36,"$494.95"] +["B07MY7XPNZ","Motorola","AT&T Moto E5 Play with 16GB Memory Prepaid Cell Phone - Black - Carrier Locked to AT&T","https://www.amazon.com/Moto-Play-Memory-Prepaid-Phone/dp/B07MY7XPNZ","https://m.media-amazon.com/images/I/51jv-B8t+4L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B07MY7XPNZ",9,"$77.00"] +["B07MZ2TRTC","Sony","Sony Xperia 10 Plus Unlocked Smartphone - US Warranty","https://www.amazon.com/Sony-Xperia-Plus-Unlocked-Smartphone/dp/B07MZ2TRTC","https://m.media-amazon.com/images/I/71OEcbgvnnL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.2,"https://www.amazon.com/product-reviews/B07MZ2TRTC",71,"\"$378.00,$429.99\""] +["B07N11SM58","Nokia","\"Nokia 9 PureView - Android 9.0 Pie - 128 GB - Single SIM Unlocked Smartphone (at&T/T-Mobile/MetroPCS/Cricket/H2O) - 5.99\"\" QHD+ Screen - Qi Wireless Charging - Midnight Blue - U.S. Warranty\"","https://www.amazon.com/Nokia-PureView-Unlocked-Smartphone-T-Mobile/dp/B07N11SM58","https://m.media-amazon.com/images/I/51ls1kpJJsL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B07N11SM58",48,"\"$570.00,$699.00\""] +["B07N2GXR7K","Samsung","\"Samsung Galaxy J7 2018 (16GB) J737A - 5.5in HD Display, Android 8.0, Octa-core 4G LTE at&T Unlocked Smartphone (Black) (Renewed)\"","https://www.amazon.com/Samsung-Galaxy-2018-16GB-J737A/dp/B07N2GXR7K","https://m.media-amazon.com/images/I/41kRhl+BcxL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07N2GXR7K",19,"$110.00"] +["B07N4M412B","Samsung","Samsung Galaxy S10 Factory Unlocked Phone with 128GB - Prism Black","https://www.amazon.com/Samsung-Galaxy-Factory-Unlocked-Phone/dp/B07N4M412B","https://m.media-amazon.com/images/I/616PPIgQgUL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07N4M412B",750,"\"$799.99,$899.99\""] +["B07N5MGYPS","ASUS","ASUS ZenFone Max M1 (ZB555KL-S425-2G16G-BK) - 5.5” HD+ 2GB RAM 16GB storage LTE Unlocked Dual SIM Cell phone - US Warranty - Deepsea Black (Renewed)","https://www.amazon.com/ASUS-ZenFone-Max-M1-ZB555KL-S425-2G16G-BK/dp/B07N5MGYPS","https://m.media-amazon.com/images/I/81xjdf3FLJL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.5,"https://www.amazon.com/product-reviews/B07N5MGYPS",2,"$79.95"] +["B07N6N7JP3","Xiaomi","\"Xiaomi MI Mix 3 (128GB, 6GB) 6.39\"\" Display, Dual SIM 4G LTE GSM Unlocked Multi-Functional Magnetic Slider Smartphone w/Wireless Charging Pad (Black)\"","https://www.amazon.com/Xiaomi-Unlocked-Multi-Functional-Magnetic-Smartphone/dp/B07N6N7JP3","https://m.media-amazon.com/images/I/71QLhYeA2+L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07N6N7JP3",57,"$364.90"] +["B07N7M2P59","Samsung","\"Samsung Galaxy S8 Active G892U 5.8\"\" Android 64GB T-Mobile Smartphone - Meteor Gray (Renewed)\"","https://www.amazon.com/Samsung-Galaxy-Android-T-Mobile-Smartphone/dp/B07N7M2P59","https://m.media-amazon.com/images/I/41mDTPQU7jL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B07N7M2P59",4,"$254.99"] +["B07N7M7VBV","Samsung","Samsung Galaxy Note 9 SM-N960U 128GB Unlocked (Silver) (Renewed)","https://www.amazon.com/Samsung-Galaxy-SM-N960U-Unlocked-Renewed/dp/B07N7M7VBV","https://m.media-amazon.com/images/I/51yWrB+kAOL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07N7M7VBV",36,"$550.95"] +["B07N91S9MW","Motorola","\"Moto G7 – Unlocked – 64 GB – Ceramic Black (US Warranty) - Verizon, AT&T, T-Mobile, Sprint, Boost, Cricket, & Metro\"","https://www.amazon.com/Moto-G7-Unlocked-Warranty-T-Mobile/dp/B07N91S9MW","https://m.media-amazon.com/images/I/51NnHEemO6L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07N91S9MW",178,"\"$249.99,$299.99\""] +["B07N9LN3RC","Motorola","Motorola G7 Play 32GB GSM Nano-SIM Phone w/ 13MP Camera - Deep Indigo","https://www.amazon.com/Motorola-Play-Nano-SIM-Phone-Camera/dp/B07N9LN3RC","https://m.media-amazon.com/images/I/71W69U8ehiL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B07N9LN3RC",7,"\"$160.28,$199.99\""] +["B07N9M9FX4","Motorola","\"Moto G7 – Unlocked – 64 GB – Ceramic Black (US Warranty) - Verizon, AT&T, T-Mobile, Sprint, Boost, Cricket, Metro\"","https://www.amazon.com/Moto-G7-Unlocked-Warranty-T-Mobile/dp/B07N9M9FX4","https://m.media-amazon.com/images/I/7177TyBRVnL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07N9M9FX4",43,""] +["B07NDL1D58","HUAWEI","\"Huawei Y7 2019 (32GB, 3GB) 6.26\"\" Dewdrop Display, 4000 mAh Battery, 4G LTE GSM Dual SIM Factory Unlocked Smartphone (Dub-LX3) - International Version, No Warranty (Blue)\"","https://www.amazon.com/Dewdrop-Display-Battery-Unlocked-Smartphone/dp/B07NDL1D58","https://m.media-amazon.com/images/I/61KvUONXg6L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07NDL1D58",94,"\"$150.00,$179.99\""] +["B07NGDHMKL","HUAWEI","HUAWEI P Smart 2019 Pot-LX3 32GB Unlocked GSM 4G LTE Dual Camera (13MP+2MP) Phone - 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Samsung Express Prime 3 with 16GB Memory Prepaid Cell Phone - Black","https://www.amazon.com/AT-Prepaid-Samsung-Express-Memory/dp/B07NLBGSY5","https://m.media-amazon.com/images/I/41Z1BbbL9ZL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.8,"https://www.amazon.com/product-reviews/B07NLBGSY5",8,"\"$89.99,$99.99\""] +["B07NLLFGTL","Samsung","\"Samsung Galaxy Note9 Smartphone 6.4\"\" AT&T Android 512GB (Certified Refurbished) (Lilac Purple)\"","https://www.amazon.com/Samsung-Smartphone-Android-Certified-Refurbished/dp/B07NLLFGTL","https://m.media-amazon.com/images/I/51pdXCj33kL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",1,"https://www.amazon.com/product-reviews/B07NLLFGTL",1,"$664.95"] +["B07NMVTJPG","Apple","\"Apple iPhone 6S Plus 5.5in 16GB GSM Unlocked Smartphone, Rose Gold (Renewed)\"","https://www.amazon.com/Apple-6S-Plus-Unlocked-Smartphone/dp/B07NMVTJPG","https://m.media-amazon.com/images/I/71qHE1rCwmL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",2.3,"https://www.amazon.com/product-reviews/B07NMVTJPG",5,"$207.99"] +["B07NNVLH1D","Samsung","\"Samsung Galaxy A50 (64GB, 4GB RAM) 6.4\"\" Display, 25MP, Triple Camera, Global 4G LTE Dual SIM GSM Factory Unlocked A505G/DS (International Model w/ 64GB MicroSD Bundle) (White)\"","https://www.amazon.com/Samsung-A50-Display-Unlocked-International/dp/B07NNVLH1D","https://m.media-amazon.com/images/I/81NuMh5e+UL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07NNVLH1D",242,"$242.00"] +["B07NP2Y82Q","Motorola","\"Motorola Moto G7+ Plus (64GB, 4GB RAM) Dual SIM 6.2\"\" 4G LTE (GSM Only) Factory Unlocked Smartphone International Model, No Warranty XT1965-2 (Deep Indigo)\"","https://www.amazon.com/Motorola-Unlocked-Smartphone-International-Model/dp/B07NP2Y82Q","https://m.media-amazon.com/images/I/61HtH9zl4OL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07NP2Y82Q",78,"$229.27"] +["B07NP3RD5H","Motorola","\"Motorola Moto G7 (64GB, 4GB RAM) Dual SIM 6.2\"\" 4G LTE (GSM Only) Factory Unlocked Smartphone International Model XT1962-4 No Warranty (Ceramic Black)\"","https://www.amazon.com/Motorola-Unlocked-Smartphone-International-Model/dp/B07NP3RD5H","https://m.media-amazon.com/images/I/61Lp3MNvbfL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07NP3RD5H",71,"$189.99"] +["B07NPRQYP1","Motorola","Moto G7 Power - Unlocked - 64 GB - Marine Blue (No Warranty) - International Model (GSM Only)","https://www.amazon.com/Motorola-Unlocked-Smartphone-International-Model/dp/B07NPRQYP1","https://m.media-amazon.com/images/I/51sMncfrO2L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07NPRQYP1",316,"\"$192.99,$299.99\""] +["B07NQGV37P","Motorola","\"Motorola Moto G7 Power, Dual SIM 6.2\"\" (GSM Only) Factory Unlocked US & Global 4G LTE International Model XT1955 (Black, 64GB)\"","https://www.amazon.com/Motorola-Factory-Unlocked-International-XT1955-4/dp/B07NQGV37P","https://m.media-amazon.com/images/I/41OAP+NOAtL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07NQGV37P",100,"$192.99"] +["B07NQNJ8XK","Samsung","Samsung Galaxy S9+ G965U 64GB Midnight Black - Sprint(Renewed)","https://www.amazon.com/Samsung-Galaxy-G965U-Midnight-Black/dp/B07NQNJ8XK","https://m.media-amazon.com/images/I/71kVfvrhYRL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.3,"https://www.amazon.com/product-reviews/B07NQNJ8XK",5,"$419.95"] +["B07NRCRFVJ","Samsung","Samsung Galaxy Note8 Certified Pre-Owned Factory Unlocked Phone - 64GB - Black (1 Year Samsung U.S. Warranty)","https://www.amazon.com/Samsung-Certified-Pre-Owned-Factory-Unlocked/dp/B07NRCRFVJ","https://m.media-amazon.com/images/I/81pByOHKz3L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B07NRCRFVJ",1,"\"$452.49,$547.49\""] +["B07NVWSTHP","Motorola","Motorola Moto Z3 Play 32GB XT1929-3 Deep Indigo - Sprint (Renewed)","https://www.amazon.com/Motorola-Moto-Play-XT1929-3-Indigo/dp/B07NVWSTHP","https://m.media-amazon.com/images/I/41HfzhSprOL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B07NVWSTHP",1,"$189.95"] +["B07NWKP41X","Samsung","\"Samsung Galaxy S10+ Plus 512GB / 8GB RAM SM-G975F/DS Hybrid/Dual-SIM (GSM Only, No CDMA) Factory Unlocked 4G/LTE Smartphone - International Version No Warranty (Ceramic White)\"","https://www.amazon.com/Samsung-SM-G975F-Dual-SIM-Unlocked-Smartphone/dp/B07NWKP41X","https://m.media-amazon.com/images/I/61hMHIfDujL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07NWKP41X",18,"$815.00"] +["B07NYBD9DW","Motorola","Moto X4 Android One Edition - 64GB - Black - Unlocked","https://www.amazon.com/Moto-X4-Android-One-Unlocked/dp/B07NYBD9DW","https://m.media-amazon.com/images/I/81znt6scdML._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07NYBD9DW",166,"$344.45"] +["B07NZ98856","Nokia","\"Nokia 3 - Android 9.0 Pie - 16 GB - Dual SIM Unlocked Smartphone (AT&T/T-Mobile/MetroPCS/Cricket/Mint) - 5.0\"\" HD Screen - Copper\"","https://www.amazon.com/Nokia-Unlocked-Smartphone-T-Mobile-MetroPCS/dp/B07NZ98856","https://m.media-amazon.com/images/I/51EKCBuxzJL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.1,"https://www.amazon.com/product-reviews/B07NZ98856",6,"\"$79.00,$99.00\""] +["B07NZVM3RN","Samsung","\"Samsung Galaxy S10e 128GB+6GB RAM SM-G970 Dual Sim 5.8\"\" LTE Factory Unlocked Smartphone (International Model) (Prism Black)\"","https://www.amazon.com/Samsung-S10e-Unlocked-Smartphone-International/dp/B07NZVM3RN","https://m.media-amazon.com/images/I/51BateZ5iqL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07NZVM3RN",124,"$535.00"] +["B07NZVV9PL","Xiaomi","\"Xiaomi Redmi GO (8GB) 5\"\" Display, Snapdragon 425, Global 4G LTE Dual SIM GSM Factory Unlocked - International Model (Black)\"","https://www.amazon.com/Xiaomi-Display-Snapdragon-Factory-Unlocked/dp/B07NZVV9PL","https://m.media-amazon.com/images/I/51tiZEc3tsL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07NZVV9PL",14,"$68.00"] +["B07NZX5BKH","Samsung","\"Samsung Galaxy S10+ Plus 128GB+8GB RAM SM-G975F/DS Dual Sim 6.4\"\" LTE Factory Unlocked Smartphone International Model, No Warranty (Prism Black)\"","https://www.amazon.com/Samsung-SM-G975F-Unlocked-Smartphone-International/dp/B07NZX5BKH","https://m.media-amazon.com/images/I/61u0MPaaQwL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07NZX5BKH",269,"\"$774.50,$899.99\""] +["B07NZXXZB2","Samsung","\"Samsung Galaxy S10 128GB+8GB RAM SM-G973F/DS Dual Sim 6.1\"\" LTE Factory Unlocked Smartphone (International Model No Warranty) (Prism White)\"","https://www.amazon.com/Samsung-SM-G973F-DS-Smartphone-International/dp/B07NZXXZB2","https://m.media-amazon.com/images/I/61YVqHdFRxL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.3,"https://www.amazon.com/product-reviews/B07NZXXZB2",203,"$695.00"] +["B07P6Y7954","Apple","\"Apple iPhone XR, 64GB, Black - Fully Unlocked (Renewed)\"","https://www.amazon.com/Apple-iPhone-XR-Fully-Unlocked/dp/B07P6Y7954","https://m.media-amazon.com/images/I/51Bl9V35WEL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.3,"https://www.amazon.com/product-reviews/B07P6Y7954",368,"\"$618.95,$749.99\""] +["B07P6Y8L3F","Apple","\"Apple iPhone XR, 64GB, Red - Fully Unlocked (Renewed)\"","https://www.amazon.com/Apple-iPhone-XR-Fully-Unlocked/dp/B07P6Y8L3F","https://m.media-amazon.com/images/I/51oPt03uUsL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.3,"https://www.amazon.com/product-reviews/B07P6Y8L3F",368,"$579.99"] +["B07P8MQHSH","Google","Google - Pixel 3 with 64GB Memory Cell Phone (Unlocked) - Just Black","https://www.amazon.com/Google-Pixel-Memory-Phone-Unlocked/dp/B07P8MQHSH","https://m.media-amazon.com/images/I/71-s0qpYaZL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B07P8MQHSH",18,"\"$475.99,$799.00\""] +["B07PC21HKM","Samsung","\"Samsung Galaxy S9+ SM-G9650 Dual Sim 128GB 6GB RAM 6.2\"\" Super AMOLED Factory Unlocked - 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Unlocked Global Version\"","https://www.amazon.com/Xiaomi-Redmi-Note-Snapdragon-Black/dp/B07PY52GVP","https://m.media-amazon.com/images/I/61ZaskM5hBL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07PY52GVP",385,"$182.00"] +["B07Q2WPMNB","HUAWEI","HUAWEI P30 Pro Factory Unlocked International Version 128GB Black","https://www.amazon.com/HUAWEI-Factory-Unlocked-International-Version/dp/B07Q2WPMNB","https://m.media-amazon.com/images/I/51zDfRUUhHL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07Q2WPMNB",25,"$809.99"] +["B07Q3XHJWL","Samsung","Samsung Galaxy S7 Edge G935A 32GB GSM Unlocked - Blue Coral (Renewed)","https://www.amazon.com/Samsung-Galaxy-Edge-G935A-Unlocked/dp/B07Q3XHJWL","https://m.media-amazon.com/images/I/61ZvnaKjsGL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.5,"https://www.amazon.com/product-reviews/B07Q3XHJWL",2,"$190.00"] +["B07Q3ZPWQM","Samsung","\"Samsung Galaxy M30 (64GB, 4GB RAM) 6.4\"\" Display, Low Radiation, Triple Camera, 5000mAh Extended Battery, Global 4G LTE Dual SIM GSM Factory Unlocked M305M/DS - International Model (Gradation Black)\"","https://www.amazon.com/Samsung-M30-Radiation-Extended-Unlocked/dp/B07Q3ZPWQM","https://m.media-amazon.com/images/I/716FQ1yB7JL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B07Q3ZPWQM",14,"$259.99"] +["B07Q61VVDC","Samsung","Samsung Galaxy S8 G950U 64GB - Prepaid Boost Mobile (Midnight Black)","https://www.amazon.com/Samsung-Galaxy-S8-G950U-64GB/dp/B07Q61VVDC","https://m.media-amazon.com/images/I/4138L-otq8L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B07Q61VVDC",4,""] +["B07Q6ZZ4S1","Xiaomi","\"Xiaomi Redmi Note 7 128GB + 4GB RAM 6.3\"\" FHD+ LTE Factory Unlocked 48MP GSM Smartphone (Global Version, No Warranty) (Neptune Blue)\"","https://www.amazon.com/Xiaomi-Factory-Unlocked-Smartphone-Warranty/dp/B07Q6ZZ4S1","https://m.media-amazon.com/images/I/51X1YcLSmXL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.4,"https://www.amazon.com/product-reviews/B07Q6ZZ4S1",143,"$205.00"] +["B07Q84DPZH","Samsung","\"Samsung Galaxy A10 32GB (A105M) 6.2\"\" HD+ Infinity-V 4G LTE Factory Unlocked GSM Smartphone - Black\"","https://www.amazon.com/Samsung-A10-Infinity-V-Unlocked-Smartphone/dp/B07Q84DPZH","https://m.media-amazon.com/images/I/61OQjF+8obL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B07Q84DPZH",516,"\"$133.50,$179.99\""] +["B07QB9HMLF","Samsung","\"Samsung Galaxy Note 9 N960U 128GB T-Mobile GSM Unlocked Phone (Midnight Black, 128GB)(Renewed)\"","https://www.amazon.com/Samsung-T-Mobile-Unlocked-Midnight-Renewed/dp/B07QB9HMLF","https://m.media-amazon.com/images/I/71qDtN2wn8L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.6,"https://www.amazon.com/product-reviews/B07QB9HMLF",3,"$519.95"] +["B07QCCW5KB","Xiaomi","\"Xiaomi Redmi 7 32Gb+3GB RAM 6.26\"\" HD+ LTE Factory Unlocked GMS Smartphone (Global Version, No Warranty) (Eclipse Black)\"","https://www.amazon.com/Xiaomi-Factory-Unlocked-Smartphone-Warranty/dp/B07QCCW5KB","https://m.media-amazon.com/images/I/61EWAOXIXFL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.5,"https://www.amazon.com/product-reviews/B07QCCW5KB",61,"$139.00"] +["B07QCQ9JRH","Samsung","Samsung Galaxy M10 M105M 16GB Unlocked GSM Phone w/Dual 13 MP & 5 MP Camera - Ocean Blue","https://www.amazon.com/Samsung-Galaxy-M105M-Unlocked-Camera/dp/B07QCQ9JRH","https://m.media-amazon.com/images/I/41msGeobyxL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.1,"https://www.amazon.com/product-reviews/B07QCQ9JRH",24,"\"$149.99,$199.99\""] +["B07QCXPP71","Xiaomi","\"Xiaomi Redmi 7 64GB + 3GB RAM 6.26\"\" HD+ LTE Factory Unlocked GSM Smartphone (Global Version) (Comet Blue)\"","https://www.amazon.com/Xiaomi-Unlocked-Smartphone-Global-Version/dp/B07QCXPP71","https://m.media-amazon.com/images/I/51+GWFYhjUL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.5,"https://www.amazon.com/product-reviews/B07QCXPP71",16,"$155.00"] +["B07QDP1YCJ","Samsung","Samsung Galaxy M20 M205M 32GB Unlocked GSM Phone w/Dual 13 MP & 5 MP Cameras - Ocean Blue","https://www.amazon.com/Samsung-Galaxy-M20-Unlocked-Cameras/dp/B07QDP1YCJ","https://m.media-amazon.com/images/I/41vkCXBDpsL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",5,"https://www.amazon.com/product-reviews/B07QDP1YCJ",1,"$199.98"] +["B07QDVJRY6","HUAWEI","\"Huawei Honor 8X (64GB + 4GB RAM) 6.5\"\" HD 4G LTE GSM Factory Unlocked Smartphone - International Version No Warranty JSN-L23 (Blue) (Renewed)\"","https://www.amazon.com/Huawei-Honor-Factory-Unlocked-Smartphone/dp/B07QDVJRY6","https://m.media-amazon.com/images/I/810Q2gd9DkL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B07QDVJRY6",2,"$159.99"] +["B07QFFSQFN","Samsung","Samsung Galaxy Note 9 N960U 512GB T-Mobile GSM Unlocked Phone - Ocean Blue (Renewed)","https://www.amazon.com/Samsung-Galaxy-N960U-T-Mobile-Unlocked/dp/B07QFFSQFN","https://m.media-amazon.com/images/I/61seKW0ojYL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3,"https://www.amazon.com/product-reviews/B07QFFSQFN",2,"$675.95"] +["B07QFS3L4G","Samsung","Samsung Galaxy M20 M205M 32GB Unlocked GSM Phone w/Dual 13 MP & 5 MP Camera - Charcoal Black","https://www.amazon.com/Samsung-Galaxy-M20-Unlocked-Camera/dp/B07QFS3L4G","https://m.media-amazon.com/images/I/418T9z1d6zL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.9,"https://www.amazon.com/product-reviews/B07QFS3L4G",17,"$189.75"] +["B07QG4FJ8Z","Samsung","Samsung Galaxy J2 Core 2018 Factory Unlocked 4G LTE (USA Latin Caribbean) Android Oreo SM-J260M Dual Sim 8MP 16GB (Gold)","https://www.amazon.com/Samsung-Factory-Unlocked-Caribbean-SM-J260M/dp/B07QG4FJ8Z","https://m.media-amazon.com/images/I/31f-b5A00bL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",1,"https://www.amazon.com/product-reviews/B07QG4FJ8Z",1,"$103.74"] +["B07QGG4654","Samsung","\"Samsung Galaxy Note 9 N960U 128GB T-Mobile GSM Unlocked Phone (Ocean Blue, 128GB)(Renewed)\"","https://www.amazon.com/Samsung-Galaxy-T-Mobile-Unlocked-Renewed/dp/B07QGG4654","https://m.media-amazon.com/images/I/61seKW0ojYL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07QGG4654",9,"$534.00"] +["B07QJCY1SF","Xiaomi","\"Xiaomi Redmi 7 64GB + 3GB RAM 6.26\"\" HD+ LTE Factory Unlocked GSM Smartphone (Global Version) (Eclipse Black)\"","https://www.amazon.com/Xiaomi-Factory-Unlocked-Smartphone-Version/dp/B07QJCY1SF","https://m.media-amazon.com/images/I/71q8k-BVnWL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.6,"https://www.amazon.com/product-reviews/B07QJCY1SF",7,"$150.00"] +["B07QJDF611","Xiaomi","\"Xiaomi Mi 9 (128GB, 6GB RAM) 6.39\"\" OLED Display, 48MP Camera, Snapdragon 855, Factory Unlocked GSM Smartphone (Global 4G LTE Version) (Ocean Blue)\"","https://www.amazon.com/Xiaomi-Display-Snapdragon-Unlocked-Smartphone/dp/B07QJDF611","https://m.media-amazon.com/images/I/51M6y4sAvlL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.5,"https://www.amazon.com/product-reviews/B07QJDF611",40,"$405.00"] +["B07QK32C8M","Xiaomi","\"Xiaomi Redmi Note 7 128GB + 4GB RAM 6.3\"\" FHD+ LTE Factory Unlocked 48MP GSM Smartphone (Global Version, No Warranty) (Space Black)\"","https://www.amazon.com/Xiaomi-Factory-Unlocked-Smartphone-Warranty/dp/B07QK32C8M","https://m.media-amazon.com/images/I/51Hc4HmwwbL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.2,"https://www.amazon.com/product-reviews/B07QK32C8M",132,"$205.00"] +["B07QN78KC6","Samsung","\"Samsung Galaxy A70 SM-A705F/DS Dual-SIM (128GB ROM, 6GB RAM, 6.7-Inch, GSM Only, No CDMA) Factory Unlocked 4G/LTE Smartphone - International Version (White)\"","https://www.amazon.com/Samsung-SM-A705F-Dual-SIM-6-7-Inch-Smartphone/dp/B07QN78KC6","https://m.media-amazon.com/images/I/81eVUR1h6DL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.7,"https://www.amazon.com/product-reviews/B07QN78KC6",22,"$359.00"] +["B07QP7WZ1T","Motorola","Motorola Moto G7 Power 32GB+4GB RAM XT1955-2 LTE Factory Unlocked GSM 5000mAh Battery Smartphone (International Version) (Marine Blue)","https://www.amazon.com/Motorola-XT1955-2-Unlocked-Smartphone-International/dp/B07QP7WZ1T","https://m.media-amazon.com/images/I/41KbWOVZW0L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.3,"https://www.amazon.com/product-reviews/B07QP7WZ1T",45,"$179.64"] +["B07QP9CSFT","Motorola","Motorola One XT1941-3 32B Unlocked GSM Dual-SIM Phone w/Dual 13+2 Megapixel Camera - Black","https://www.amazon.com/Motorola-XT1941-3-Unlocked-Dual-SIM-Megapixel/dp/B07QP9CSFT","https://m.media-amazon.com/images/I/71HSAqR9qXL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.8,"https://www.amazon.com/product-reviews/B07QP9CSFT",17,"$150.88"] +["B07QQDZ5SN","HUAWEI","Huawei P30 ELE-L29 128GB Hybrid Dual Sim Unlocked GSM Phone w/Triple (40 MP + 16 MP + 8 MP) Camera - 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Single Sim\"","https://www.amazon.com/Samsung-A10-Unlocked-International-Infinity-V/dp/B07QZZZ7RR","https://m.media-amazon.com/images/I/61GyjhbQXXL._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.4,"https://www.amazon.com/product-reviews/B07QZZZ7RR",7,"$131.90"] +["B07R3FCNCZ","Samsung","Samsung Galaxy S9+ G965U 256GB Unlocked GSM 4G LTE Phone w/Dual 12MP Camera - Lilac Purplepur (Renewed)","https://www.amazon.com/Samsung-Galaxy-G965U-Unlocked-Camera/dp/B07R3FCNCZ","https://m.media-amazon.com/images/I/81sALUl2D5L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",3.5,"https://www.amazon.com/product-reviews/B07R3FCNCZ",2,""] +["B07R4PP7FF","Xiaomi","Xiaomi Mi 9 64GB + 6GB RAM - 48MP Ultra High Resolution Camera LTE Factory Unlocked GSM Smartphone (Global Version) (Piano Black)","https://www.amazon.com/Xiaomi-64GB-6GB-RAM-Resolution/dp/B07R4PP7FF","https://m.media-amazon.com/images/I/51OANpTqi8L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.6,"https://www.amazon.com/product-reviews/B07R4PP7FF",30,"$384.00"] +["B07R5ZYR77","Xiaomi","\"Xiaomi Mi 9 128GB + 6GB RAM - 48MP Ultra High Resolution Camera LTE Factory Unlocked GSM Smartphone (Global Version, No Warranty) (Piano Black)\"","https://www.amazon.com/Xiaomi-128GB-6GB-RAM-Resolution/dp/B07R5ZYR77","https://m.media-amazon.com/images/I/51OANpTqi8L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.6,"https://www.amazon.com/product-reviews/B07R5ZYR77",27,"$413.90"] +["B07R7DY911","Google","Google - Pixel 3a with 64GB Memory Cell Phone (Unlocked) - Just Black","https://www.amazon.com/Google-Pixel-Memory-Phone-Unlocked/dp/B07R7DY911","https://m.media-amazon.com/images/I/81T-FKC695L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4.3,"https://www.amazon.com/product-reviews/B07R7DY911",503,""] +["B07RB78W37","Motorola","\"Moto Z4 – Unlocked – 128 GB – Flash Gray (US Warranty) - Verizon, AT&T, T-Mobile, Sprint, Boost, Cricket, Metro - PAF60007US\"","https://www.amazon.com/Moto-Z4-Unlocked-Warranty-PAF60007US/dp/B07RB78W37","https://m.media-amazon.com/images/I/61CRYY64I4L._AC_UY218_SEARCH213888_FMwebp_QL75_.jpg",4,"https://www.amazon.com/product-reviews/B07RB78W37",38,"$499.99"] +["B07RCXCPV5","OnePlus","\"OnePlus 7 Pro Dual Sim Factory Unlocked GM1917 8GB+256GB Mirror Gray (ATT, Verizon, Tmobile) - 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a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -12,6 +12,14 @@ #include #include #include +#include + +static std::string fileToString(const std::string& path) { + std::ifstream t(path); + std::stringstream buffer; + buffer << t.rdbuf(); + return buffer.str(); +} TEST(JSONUtils, Chunker) { using namespace std; @@ -32,9 +40,79 @@ TEST(JSONUtils, Chunker) { EXPECT_EQ(findNLJsonStart(test_str.c_str(), test_str.size()), -1); } +TEST(JSONUtils, SIMDJSONFieldParse) { + using namespace tuplex; -// files to test: some with empty lines, etc. + // super slow parse into tuplex structure using SIMDJSON + std::string test_path = "../resources/ndjson/github.json"; + std::string data = fileToString(test_path); + + simdjson::padded_string ps(data); + + // https://simdjson.org/api/2.0.0/md_doc_iterate_many.html + simdjson::ondemand::parser parser; + simdjson::ondemand::document_stream stream; + auto error = parser.iterate_many(data).get(stream); + // dom parser allows more?? + // auto error = parser.parse_many(data).get(stream); + + if(error) { + std::cerr << error << std::endl; return; + } + + // break up into Rows and detect things along the way. + std::vector rows; + + // first: detect column names (ordered? as they are?) + std::vector column_names; + std::set column_names_set; + // anonymous row? I.e., simple value? + for(auto it = stream.begin(); it != stream.end(); ++it) { + auto doc = (*it); + // type of doc + switch(doc.type().value()) { + case simdjson::ondemand::json_type::object: { + auto obj = doc.get_object(); + // objects per line + for(auto field : obj) { + //std::cout< dict? + +} + +// files to test: some with empty lines, etc. TEST(JSONUtils, arrayConv) { using namespace std; diff --git a/tuplex/utils/CMakeLists.txt b/tuplex/utils/CMakeLists.txt index 832d90167..42a96ca5a 100644 --- a/tuplex/utils/CMakeLists.txt +++ b/tuplex/utils/CMakeLists.txt @@ -64,6 +64,17 @@ else() # Note: alternative is to use CJSON_HIDE_SYMBOLS IWTH AWS SDK. endif() +# include simdjson, tutorial here https://github.com/simdjson/cmake_demo_single_file/blob/master/CMakeLists.txt +include(FetchContent) +FetchContent_Declare( + simdjson + GIT_REPOSITORY https://github.com/simdjson/simdjson.git + GIT_SHALLOW TRUE + GIT_TAG tags/v2.0.4 +) + +FetchContent_MakeAvailable(simdjson) + # AWS SDK defines cjson since v1.5, yet if using BUILD_WITH_AWS=OFF make sure to add cJSON symbols... if(NOT BUILD_WITH_AWS) list(APPEND SOURCES ${cjson_SOURCE_DIR}/cJSON.c) @@ -106,4 +117,4 @@ target_include_directories(libutils PUBLIC ${AWSSDK_INCLUDE_DIR}) # Specify here the libraries this program depends on -target_link_libraries(libutils Boost::filesystem Boost::thread Boost::system Boost::system Boost::iostreams ${AWSSDK_LINK_LIBRARIES}) +target_link_libraries(libutils Boost::filesystem Boost::thread Boost::system Boost::system Boost::iostreams ${AWSSDK_LINK_LIBRARIES} simdjson) diff --git a/tuplex/utils/include/JsonStatistic.h b/tuplex/utils/include/JsonStatistic.h index 07985e2a2..a5c7d6776 100644 --- a/tuplex/utils/include/JsonStatistic.h +++ b/tuplex/utils/include/JsonStatistic.h @@ -9,6 +9,8 @@ #include #include "TypeSystem.h" +#include + namespace tuplex { //@March implement: finding Json Offset From e0ce075d1d43155be811e80bb06593ee8cd37305 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Wed, 22 Jun 2022 20:19:15 -0400 Subject: [PATCH 006/286] more type detection stuff --- tuplex/test/utils/TestJSONUtils.cc | 129 +++++++++++++++++++++++++++-- 1 file changed, 120 insertions(+), 9 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index df28f06e6..3b367fcf5 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -40,6 +40,41 @@ TEST(JSONUtils, Chunker) { EXPECT_EQ(findNLJsonStart(test_str.c_str(), test_str.size()), -1); } + +namespace tuplex { + + // non-recursive mapping + python::Type jsonTypeToPythonTypeNonRecursive(const simdjson::ondemand::json_type& jtype, const std::string_view& value) { + switch(jtype) { + case simdjson::ondemand::json_type::array: { + return python::Type::GENERICLIST; + } + case simdjson::ondemand::json_type::object: { + return python::Type::GENERICDICT; + } + case simdjson::ondemand::json_type::string: { + return python::Type::STRING; + } + case simdjson::ondemand::json_type::boolean: { + return python::Type::BOOLEAN; + } + case simdjson::ondemand::json_type::null: { + return python::Type::NULLVALUE; + } + case simdjson::ondemand::json_type::number: { + // if a . can be found -> floating point, else integer (if length is not too large!) + if(value.find('.') == std::string_view::npos) + return python::Type::I64; + else + return python::Type::F64; + } + default: { + return python::Type::UNKNOWN; + } + } + } +} + TEST(JSONUtils, SIMDJSONFieldParse) { using namespace tuplex; @@ -63,53 +98,129 @@ TEST(JSONUtils, SIMDJSONFieldParse) { // break up into Rows and detect things along the way. std::vector rows; + // pass I: detect column names // first: detect column names (ordered? as they are?) std::vector column_names; + std::unordered_map column_index_lookup_table; std::set column_names_set; + // @TODO: test with corrupted files & make sure this doesn't fail... + std::unordered_map line_types; + + // counting tables for types + std::unordered_map, size_t> type_counts; + + bool first_row = false; + // anonymous row? I.e., simple value? for(auto it = stream.begin(); it != stream.end(); ++it) { auto doc = (*it); + + auto line_type = doc.type().value(); + line_types[line_type]++; + // type of doc - switch(doc.type().value()) { + switch(line_type) { case simdjson::ondemand::json_type::object: { auto obj = doc.get_object(); // objects per line for(auto field : obj) { - //std::cout< first line? + if(first_row) { + bool all_elements_strings = true; + auto arr = doc.get_array(); + size_t pos = 0; + for(auto field : arr) { + if(field.type() != simdjson::ondemand::json_type::string) + all_elements_strings = false; + else { + auto sv = field.get_string().value(); + auto name = std::string{sv.begin(), sv.end()}; + column_names.push_back(name); + } + + // perform type count (lookups necessary because can be ANY order) + auto py_type = jsonTypeToPythonTypeNonRecursive(field.value().type(), field.value().raw_json_token()); + // add to count array + type_counts[std::make_tuple(pos, py_type)]++; + pos++; + } + } + + // todo, parse types??? + break; } default: { - // unknown, i.e. error line. break; } } + first_row = true; // std::cout << it.source() << std::endl; } std::cout << stream.truncated_bytes() << " bytes "<< std::endl; // returns 39 bytes - std::cout<<"Found columns: "< 1) { + std::cerr<<"Found mix of array [...] and object row notation"< dict? + // print type table + // 1st, gather all available types + std::set found_types; + size_t max_column_idx = 0; + for(const auto& keyval : type_counts) { + found_types.insert(std::get<1>(keyval.first)); + max_column_idx = std::max(max_column_idx, std::get<0>(keyval.first)); + } + // now go through column names + // @TODO: retrieve column count statistics? + std::cout<<"Found at most "<second<<" "; + } else { + // std::cout< dict? } // files to test: some with empty lines, etc. From 98911adc49ba55e1ea06294030d15509c87c9c7b Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Wed, 22 Jun 2022 20:27:29 -0400 Subject: [PATCH 007/286] notes --- tuplex/test/utils/TestJSONUtils.cc | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 3b367fcf5..e6033b606 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -220,6 +220,12 @@ TEST(JSONUtils, SIMDJSONFieldParse) { std::cout< dict? } From cbf9f0ef1537c41dcb716b24ef506fb30742e577 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 24 Jun 2022 15:35:12 -0400 Subject: [PATCH 008/286] fixes/checks for structtype --- tuplex/test/codegen/TypeSystemTest.cc | 62 +++++++++++++++++++++++++++ tuplex/utils/include/TypeSystem.h | 13 ++++++ tuplex/utils/src/TypeSystem.cc | 50 +++++++++++++++++++++ 3 files changed, 125 insertions(+) diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index ae6bb3e88..2b4cda27d 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -11,6 +11,47 @@ #include "gtest/gtest.h" #include "TypeSystem.h" #include +#include + +/*! + * returns a core vector of types to support + * @return vector of types + */ +std::vector primitiveTypes(bool return_options_as_well=false) { + std::vector v{python::Type::BOOLEAN, python::Type::I64, python::Type::F64, + python::Type::STRING, python::Type::NULLVALUE, python::Type::EMPTYTUPLE, + python::Type::EMPTYLIST, python::Type::EMPTYDICT}; + //python::Type::PYOBJECT}; + + if(return_options_as_well) { + // make everything optional + auto num = v.size(); + for(unsigned i = 0; i < num; ++i) { + v.push_back(python::Type::makeOptionType(v[i])); + } + } + + // create set to remove duplicates + std::set S{v.begin(), v.end()}; + v = std::vector{S.begin(), S.end()}; + // sort + std::sort(v.begin(), v.end()); + return v; +} + +boost::any get_representative_value(const python::Type& type) { + using namespace tuplex; + std::unordered_map m{{python::Type::BOOLEAN, Field(false)}, + {python::Type::I64, Field((int64_t)42)}, + {python::Type::F64, Field(5.3)}, + {python::Type::STRING, Field("hello world!")}, + {python::Type::NULLVALUE, Field::null()}, + {python::Type::EMPTYTUPLE, Field::empty_tuple()}, + {python::Type::EMPTYLIST, Field::empty_list()}, + {python::Type::EMPTYDICT, Field::empty_dict()}}; + return m.at(type); +} + TEST(TypeSys, tupleTypes) { using namespace python; @@ -176,4 +217,25 @@ TEST(TypeSys, compatibleType) { auto b2_type = python::Type::makeListType(python::Type::makeTupleType({python::Type::STRING, python::Type::makeOptionType(python::Type::makeListType(python::Type::F64))})); auto ab2_compatible_type = unifyTypes(a2_type, b2_type, true); EXPECT_EQ(ab2_compatible_type, python::Type::makeOptionType(python::Type::makeListType(python::Type::makeOptionType(python::Type::makeTupleType({python::Type::makeOptionType(python::Type::STRING), python::Type::makeOptionType(python::Type::makeListType(python::Type::makeOptionType(python::Type::F64)))}))))); +} + +TEST(TypeSys, structuredDictType) { + using namespace tuplex; + using namespace std; + + // all primitive types + // -> create structured types + + // test 1: string keys (this is probably the most common scenario) + vector> pairs; + for(auto p : primitiveTypes(true)) { + pairs.push_back(make_pair(p.desc(), p)); + } + auto t = python::Type::makeStructuredDictType(pairs); + auto encoded = t.desc(); + auto decoded_t = python::decodeType(encoded); + EXPECT_EQ(decoded_t.desc(), t.desc()); + + // test 2: full type test + } \ No newline at end of file diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index 6861f24de..268f5998c 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -18,6 +18,9 @@ #include #include +// change to std any later, should anyways change codebase to use C++20. +#include + namespace python { class Type { @@ -216,6 +219,13 @@ namespace python { static Type makeListType(const python::Type &elementType); + /*! + * creates a (structured) dictionary with known keys. + * @param kv_pairs + * @return type created + */ + static Type makeStructuredDictType(const std::vector>& kv_pairs); + /*! * create iterator type from yieldType. * @param yieldType @@ -278,6 +288,7 @@ namespace python { FUNCTION, TUPLE, DICTIONARY, + STRUCTURED_DICTIONARY, LIST, CLASS, OPTION, // for nullable @@ -346,6 +357,8 @@ namespace python { Type createOrGetDictionaryType(const Type& key, const Type& val); Type createOrGetListType(const Type& val); + Type createOrGetStructuredDictType(const std::vector>& kv_pairs); + Type createOrGetTupleType(const std::initializer_list args); Type createOrGetTupleType(const TTuple& args); Type createOrGetTupleType(const std::vector& args); diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 2fd3fe064..74344e409 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -16,6 +16,8 @@ #include #include + +#include // types should be like form mypy https://mypy.readthedocs.io/en/latest/cheat_sheet_py3.html @@ -173,6 +175,50 @@ namespace python { return registerOrGetType(name, AbstractType::TUPLE, args); } + Type TypeFactory::createOrGetStructuredDictType(const std::vector> &kv_pairs) { + + std::string name = "Struct["; + + // for each pair, construct tuple (val_type, value) -> type + for(auto pair : kv_pairs) { + std::string pair_str = "("; + + // field? + tuplex::Field f = tuplex::Field::null(); + + // upcast a couple of basic C++ types + if(pair.first.type() == typeid(std::string)) { + f = tuplex::Field(boost::any_cast(pair.first)); + } else if(pair.first.type() == typeid(const char*)) { + f = tuplex::Field(std::string(boost::any_cast(pair.first))); + } else { + try { + f = boost::any_cast(pair.first); + } catch (const boost::bad_any_cast& b) { +#ifndef NDEBUG + std::cerr<<"bad cast, expecting Field here but got instead "<" + pair.second.desc(); + + pair_str += ")"; + name += pair_str + ","; + } + if(name.back() == ',') + name.back() = ']'; + else + name += "]"; + + // store as new type in type factory (@TODO) + + return python::Type::UNKNOWN; + } + Type TypeFactory::createOrGetTupleType(const std::initializer_list args) { std::string name = ""; name += "("; @@ -530,6 +576,10 @@ namespace python { return python::TypeFactory::instance().createOrGetListType(elementType); } + Type Type::makeStructuredDictType(const std::vector > &kv_pairs) { + return python::TypeFactory::instance().createOrGetStructuredDictType(kv_pairs); + } + Type Type::makeOptionType(const python::Type &type) { return python::TypeFactory::instance().createOrGetOptionType(type); } From d8f31c04f0db5e28e0cc754291470b69ce705f35 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 22 Jul 2022 19:42:26 -0400 Subject: [PATCH 009/286] compile fix --- tuplex/core/include/physical/JsonReader.h | 2 + tuplex/test/core/JsonReaderTest.cc | 56 +++++++++++------------ tuplex/test/io/JsonTypeTest.cc | 2 +- 3 files changed, 31 insertions(+), 29 deletions(-) diff --git a/tuplex/core/include/physical/JsonReader.h b/tuplex/core/include/physical/JsonReader.h index 5f1e2f77a..b000f8287 100644 --- a/tuplex/core/include/physical/JsonReader.h +++ b/tuplex/core/include/physical/JsonReader.h @@ -6,6 +6,8 @@ #define TUPLEX_JSONREADER_H #include "FileInputReader.h" +#include +#include "CodeDefs.h" namespace tuplex { // @March: implement here diff --git a/tuplex/test/core/JsonReaderTest.cc b/tuplex/test/core/JsonReaderTest.cc index 94e1aa8fe..c0977fc4a 100644 --- a/tuplex/test/core/JsonReaderTest.cc +++ b/tuplex/test/core/JsonReaderTest.cc @@ -7,31 +7,31 @@ #include #include -//@March: you can test here -TEST(JsonReader, Basic) { - using namespace tuplex; - using namespace std; - - auto reader = make_unique(nullptr, nullptr); - auto test_uri = "../resources/sample_file.json"; //@TODO: edit - reader->read(test_uri); - - EXPECT_EQ(reader->inputRowCount, 42); //@TODO: edit -} - - -TEST(JsonReader, Chunked) { - using namespace tuplex; - using namespace std; - - auto reader = make_unique(nullptr, nullptr); - auto test_uri = "../resources/sample_file.json"; //@TODO: edit - auto file_size = ...; - - reader->setRange(0, file_size/2); - reader->read(test_uri); - - reader->setRange(file_size/2, file_size); - - EXPECT_EQ(reader->inputRowCount, 42); //@TODO: edit -} \ No newline at end of file +////@March: you can test here +//TEST(JsonReader, Basic) { +// using namespace tuplex; +// using namespace std; +// +// auto reader = make_unique(nullptr, nullptr); +// URI test_uri = "../resources/sample_file.json"; //@TODO: edit +// reader->read(test_uri); +// +// EXPECT_EQ(reader->inputRowCount(), 42); //@TODO: edit +//} +// +// +//TEST(JsonReader, Chunked) { +// using namespace tuplex; +// using namespace std; +// +// auto reader = make_unique(nullptr, nullptr); +// auto test_uri = "../resources/sample_file.json"; //@TODO: edit +// auto file_size = ...; +// +// reader->setRange(0, file_size/2); +// reader->read(test_uri); +// +// reader->setRange(file_size/2, file_size); +// +// EXPECT_EQ(reader->inputRowCount(), 42); //@TODO: edit +//} \ No newline at end of file diff --git a/tuplex/test/io/JsonTypeTest.cc b/tuplex/test/io/JsonTypeTest.cc index c37b6fc0a..72d7b0ea3 100644 --- a/tuplex/test/io/JsonTypeTest.cc +++ b/tuplex/test/io/JsonTypeTest.cc @@ -36,7 +36,7 @@ TEST(JsonTypes, FlatTypes) { stat.estimate(buf.c_str() + 5, buf.size() - 5); - EXPECT_EQ(stat.columns(), {"num_bedrooms", "price"}); // fix this! + EXPECT_EQ(stat.columns(), vector({"num_bedrooms", "price"})); // fix this! EXPECT_EQ(stat.type(), stat.superType()); // <-- no specialization here EXPECT_EQ(stat.type().desc(), "(i64,f64)"); From f89b915278b9983edf3fe34705b4d47f526b5230 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 22 Jul 2022 22:39:55 -0400 Subject: [PATCH 010/286] struct dict changes --- tuplex/utils/include/TypeSystem.h | 13 ++++++++++--- tuplex/utils/src/TypeSystem.cc | 9 +++++---- 2 files changed, 15 insertions(+), 7 deletions(-) diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index 268f5998c..0d53e23f8 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -302,6 +302,9 @@ namespace python { bool _isVarLen; // params.empty && _isVarlen => GENERICTUPLE Type _ret; //! return value std::vector _baseClasses; //! base classes from left to right + // type specific meta-data + // structured dict: + std::vector> _struct_pairs; // pairs for structured dicts. TypeEntry() {} TypeEntry(const std::string& desc, @@ -309,7 +312,9 @@ namespace python { const std::vector& params, const Type& ret, const std::vector& baseClasses=std::vector{}, - bool isVarLen=false) : _desc(desc), _type(at), _params(params), _ret(ret), _baseClasses(baseClasses), _isVarLen(isVarLen) {} + bool isVarLen=false, + const std::vector>& kv_pairs={}) : _desc(desc), _type(at), + _params(params), _ret(ret), _baseClasses(baseClasses), _isVarLen(isVarLen), _struct_pairs(kv_pairs) {} TypeEntry(const TypeEntry& other) : _desc(other._desc), _type(other._type), _params(other._params), _ret(other._ret), _baseClasses(other._baseClasses), _isVarLen(other._isVarLen) {} std::string desc(); @@ -328,7 +333,8 @@ namespace python { const std::vector& params = std::vector(), const python::Type& retval=python::Type::VOID, const std::vector& baseClasses = std::vector(), - bool isVarLen=false); + bool isVarLen=false, + const std::vector>& kv_pairs={}); bool isFunctionType(const Type& t) const; bool isDictionaryType(const Type& t) const; @@ -350,7 +356,8 @@ namespace python { return theoneandonly; } - Type createOrGetPrimitiveType(const std::string& name, const std::vector& baseClasses=std::vector{}); + Type createOrGetPrimitiveType(const std::string& name, + const std::vector& baseClasses=std::vector{}); // right now, no tuples or other weird types... Type createOrGetFunctionType(const Type& param, const Type& ret=Type::EMPTYTUPLE); diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 74344e409..c830dc48b 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -75,7 +75,8 @@ namespace python { const std::vector& params, const python::Type& retval, const std::vector& baseClasses, - bool isVarLen) { + bool isVarLen, + const std::vector>& kv_pairs) { auto it = std::find_if(_typeMap.begin(), _typeMap.end(), [name](const std::pair& p) { @@ -88,7 +89,7 @@ namespace python { } else { // add new type to hashmap hash = _hash_generator++; - _typeMap[hash] = TypeEntry(name, at, params, retval, baseClasses, isVarLen); + _typeMap[hash] = TypeEntry(name, at, params, retval, baseClasses, isVarLen, kv_pairs); } Type t = Type(); @@ -215,8 +216,8 @@ namespace python { name += "]"; // store as new type in type factory (@TODO) - - return python::Type::UNKNOWN; + auto t = registerOrGetType(name, AbstractType::STRUCTURED_DICTIONARY, {}, {}, {}, false, kv_pairs); + return t; } Type TypeFactory::createOrGetTupleType(const std::initializer_list args) { From fc4199d71810a2b10d1e1c1ef0765a689874f6ee Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 22 Jul 2022 22:50:40 -0400 Subject: [PATCH 011/286] merge in changes from lambda-exp for typesystem minus cereal --- tuplex/utils/include/TypeSystem.h | 122 +++++++++- tuplex/utils/src/TypeSystem.cc | 387 +++++++++++++++++++++++++++++- 2 files changed, 491 insertions(+), 18 deletions(-) diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index 0d53e23f8..f1620366c 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -23,6 +23,9 @@ namespace python { + class Type; + class TypeFactory; + class Type { friend class TypeFactory; friend bool operator < (const Type& lhs, const Type& rhs); @@ -63,11 +66,11 @@ namespace python { Type():_hash(-1) {} Type(const Type& other):_hash(other._hash) { - assert(_hash >= -1); + // assert(_hash >= -1); } Type& operator = (const Type& other) { - assert(_hash >= -1); + // assert(_hash >= -1); _hash = other._hash; return *this; } @@ -99,10 +102,12 @@ namespace python { bool isNumericType() const; bool isOptionType() const; bool isOptional() const; + bool isOptimizedType() const; bool isSingleValued() const; bool hasVariablePositionalArgs() const; bool isExceptionType() const; bool isIteratorType() const; + bool isConstantValued() const; inline bool isGeneric() const { if(_hash == python::Type::PYOBJECT._hash || @@ -153,6 +158,8 @@ namespace python { Type valueType() const; // returns the element type in a list or within an option Type elementType() const; + Type underlying() const; + std::string constant() const; // returns the underlying constant of the type (opt. HACK) /*! * return yield type of an iterator @@ -219,6 +226,30 @@ namespace python { static Type makeListType(const python::Type &elementType); + // optimizing types (delayed parsing, range compression, ...) + /*! + * create a delayed parsing type, i.e. this helpful for small strings, integers having a small ASCII representation or + * @param underlying which type the data actually represents (should be a primitive like bool, int, float, str) + * @return the dummy type created. + */ + static Type makeDelayedParsingType(const python::Type& underlying); + + /*! + * create a range compressed integer type using lower & upper bound exclusively + * @param lower_bound integer lower bound (inclusive!) + * @param upper_bound integer upper bound (inclusive!) + * @return the dummy type created. + */ + static Type makeRangeCompressedIntegerType(int64_t lower_bound, int64_t upper_bound); + + /*! + * create a constant valued type, i.e. this type can get folded via constant folding! + * @param underlying what actual type this is representing. + * @param value the constant value. Note: this needs to be decodable... + * @return the dummy type created. + */ + static Type makeConstantValuedType(const python::Type& underlying, const std::string& value); + /*! * creates a (structured) dictionary with known keys. * @param kv_pairs @@ -270,6 +301,8 @@ namespace python { static Type byName(const std::string& name); + static Type decode(const std::string& s); + std::string encode() const; }; extern bool isLiteralType(const Type& type); @@ -292,7 +325,10 @@ namespace python { LIST, CLASS, OPTION, // for nullable - ITERATOR + ITERATOR, + OPTIMIZED_CONSTANT, // constant value + OPTIMIZED_DELAYEDPARSING, // dummy types to allow for certain optimizations + OPTIMIZED_RANGECOMPRESSION // range compression }; struct TypeEntry { @@ -306,6 +342,11 @@ namespace python { // structured dict: std::vector> _struct_pairs; // pairs for structured dicts. + // opt properties + int64_t _lower_bound; + int64_t _upper_bound; + std::string _constant_value; // everything once was a string... + TypeEntry() {} TypeEntry(const std::string& desc, const AbstractType at, @@ -313,10 +354,19 @@ namespace python { const Type& ret, const std::vector& baseClasses=std::vector{}, bool isVarLen=false, - const std::vector>& kv_pairs={}) : _desc(desc), _type(at), - _params(params), _ret(ret), _baseClasses(baseClasses), _isVarLen(isVarLen), _struct_pairs(kv_pairs) {} - TypeEntry(const TypeEntry& other) : _desc(other._desc), _type(other._type), _params(other._params), _ret(other._ret), _baseClasses(other._baseClasses), _isVarLen(other._isVarLen) {} - + const std::vector>& kv_pairs={}, + int64_t lower_bound=std::numeric_limits::min(), + int64_t upper_bound=std::numeric_limits::max(), + const std::string& constant="") : _desc(desc), _type(at), _params(params), + _ret(ret), _baseClasses(baseClasses), _isVarLen(isVarLen), + _struct_pairs(kv_pairs), + _lower_bound(lower_bound), + _upper_bound(upper_bound), + _constant_value(constant) {} + TypeEntry(const TypeEntry& other) : _desc(other._desc), _type(other._type), _params(other._params), + _ret(other._ret), _baseClasses(other._baseClasses), _isVarLen(other._isVarLen), + _struct_pairs(other._struct_pairs), + _lower_bound(other._lower_bound), _upper_bound(other._upper_bound), _constant_value(other._constant_value) {} std::string desc(); }; @@ -334,7 +384,10 @@ namespace python { const python::Type& retval=python::Type::VOID, const std::vector& baseClasses = std::vector(), bool isVarLen=false, - const std::vector>& kv_pairs={}); + const std::vector>& kv_pairs={}, + int64_t lower_bound=std::numeric_limits::min(), + int64_t upper_bound=std::numeric_limits::max(), + const std::string& constant=""); bool isFunctionType(const Type& t) const; bool isDictionaryType(const Type& t) const; @@ -342,6 +395,7 @@ namespace python { bool isOptionType(const Type& t) const; bool isListType(const Type& t) const; bool isIteratorType(const Type& t) const; + bool isConstantValued(const Type& t) const; std::vector parameters(const Type& t) const; Type returnType(const Type& t) const; @@ -356,8 +410,13 @@ namespace python { return theoneandonly; } - Type createOrGetPrimitiveType(const std::string& name, - const std::vector& baseClasses=std::vector{}); + /*! + * returns a lookup map of all registered primitive type keywords (they can be created dynamically...) + * @return map of keywords -> type. + */ + std::unordered_map get_primitive_keywords() const; + + Type createOrGetPrimitiveType(const std::string& name, const std::vector& baseClasses=std::vector{}); // right now, no tuples or other weird types... Type createOrGetFunctionType(const Type& param, const Type& ret=Type::EMPTYTUPLE); @@ -372,6 +431,10 @@ namespace python { Type createOrGetOptionType(const Type& type); Type createOrGetIteratorType(const Type& yieldType); + Type createOrGetConstantValuedType(const Type& underlying, const std::string& constant); + Type createOrGetDelayedParsingType(const Type& underlying); + Type createOrGetRangeCompressedIntegerType(int64_t lower_bound, int64_t upper_bound); + Type getByName(const std::string& name); @@ -391,7 +454,7 @@ namespace python { * i64, f64, str, bool supported as primitive types * also () for tuples * @param s string to be used for type decoding - * @return decoded type or unknown if decoding error occured + * @return decoded type or unknown if decoding error occurred */ extern Type decodeType(const std::string& s); @@ -518,6 +581,41 @@ namespace python { return 0; } + /*! + * a constant option can be simplified (i.e. remove polymoprhism) + * @param underlying + * @param constant + * @return the simplified underlying type. + */ + inline python::Type simplifyConstantOption(const python::Type& type) { + if(!type.isConstantValued()) + return type; + + auto underlying = type.underlying(); + auto value = type.constant(); + if(underlying.isOptionType()) { + // is the constant null? None? + if(value == "None" || value == "null") { + return python::Type::NULLVALUE; // simple, null-value is already a constant! + } else + return python::Type::makeConstantValuedType(underlying.elementType(), value); + } + return type; + } + + inline python::Type simplifyConstantType(const python::Type& type) { + if(!type.isConstantValued()) + return type; + + auto t = simplifyConstantOption(type); + + // special case: _Constant[null] --> null + if(t.isConstantValued() && t.underlying() == python::Type::NULLVALUE) + return python::Type::NULLVALUE; + + return t; + } + /*! * specializes a concrete type to one which could be a generic or is a composite type of generics. For example, * assume we have a concrete instance of f64 and a generic version of Option[f64], then the specialized type would be f64. @@ -615,4 +713,4 @@ namespace std { } -#endif //TUPLEX_TYPES_H \ No newline at end of file +#endif //TUPLEX_TYPES_H diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index c830dc48b..8fc4e8f18 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -9,6 +9,7 @@ //--------------------------------------------------------------------------------------------------------------------// #include +#include #include #include #include @@ -76,7 +77,11 @@ namespace python { const python::Type& retval, const std::vector& baseClasses, bool isVarLen, - const std::vector>& kv_pairs) { + const std::vector>& kv_pairs, + int64_t lower_bound, + int64_t upper_bound, + const std::string& constant) { + const std::lock_guard lock(_typeMapMutex); auto it = std::find_if(_typeMap.begin(), _typeMap.end(), [name](const std::pair& p) { @@ -89,7 +94,8 @@ namespace python { } else { // add new type to hashmap hash = _hash_generator++; - _typeMap[hash] = TypeEntry(name, at, params, retval, baseClasses, isVarLen, kv_pairs); + _typeMap[hash] = TypeEntry(name, at, params, retval, baseClasses, + isVarLen, kv_pairs, lower_bound, upper_bound, constant); } Type t = Type(); @@ -265,12 +271,62 @@ namespace python { return registerOrGetType(name, AbstractType::ITERATOR, {yieldType}); } + Type TypeFactory::createOrGetDelayedParsingType(const Type& underlying) { + + // check that it is a primitive type + assert(underlying.isPrimitiveType()); + + std::string name; + name += "_Delayed["; + name += TypeFactory::instance().getDesc(underlying._hash); + name += "]"; + + return registerOrGetType(name, AbstractType::OPTIMIZED_DELAYEDPARSING, {underlying}); + } + + Type TypeFactory::createOrGetRangeCompressedIntegerType(int64_t lower_bound, int64_t upper_bound) { + + // optimization: if lower_bound == upper_bound, use a constant! + if(lower_bound == upper_bound) + return createOrGetConstantValuedType(python::Type::I64, std::to_string(lower_bound)); + + std::string name; + name += "_Compressed["; + name += "low=" + std::to_string(lower_bound); + name += ",high=" + std::to_string(upper_bound); + name += "]"; + + return registerOrGetType(name, AbstractType::OPTIMIZED_RANGECOMPRESSION, {python::Type::I64}, + python::Type::VOID, + {}, + false, + lower_bound, + upper_bound); + } + + Type TypeFactory::createOrGetConstantValuedType(const Type& underlying, const std::string& constant) { + std::string name; + name += "_Constant["; + name += TypeFactory::instance().getDesc(underlying._hash); + name += ",value=" + constant; + name += "]"; + + return registerOrGetType(name, AbstractType::OPTIMIZED_CONSTANT, {underlying}, + python::Type::VOID, + {}, + false, + std::numeric_limits::min(), + std::numeric_limits::max(), + constant); + } + std::string TypeFactory::getDesc(const int _hash) const { assert(_hash >= 0); assert(_typeMap.find(_hash) != _typeMap.end()); return _typeMap.at(_hash)._desc; } + TypeFactory::~TypeFactory() { } @@ -296,6 +352,10 @@ namespace python { return TypeFactory::instance().isOptionType(*this); } + bool Type::isConstantValued() const { + return TypeFactory::instance().isConstantValued(*this); + } + bool Type::isExceptionType() const { auto classes = baseClasses(); if(classes.empty()) @@ -443,6 +503,25 @@ namespace python { } } + Type Type::underlying() const { + // should be optimizing type... + + auto& factory = TypeFactory::instance(); + auto it = factory._typeMap.find(_hash); + assert(it != factory._typeMap.end()); + assert(it->second._params.size() == 1); + return it->second._params[0]; + } + + std::string Type::constant() const { + assert(isConstantValued()); + auto& factory = TypeFactory::instance(); + auto it = factory._typeMap.find(_hash); + assert(it != factory._typeMap.end()); + assert(it->second._params.size() == 1); + return it->second._constant_value; + } + Type Type::yieldType() const { assert(isIteratorType() && _hash != EMPTYITERATOR._hash); auto& factory = TypeFactory::instance(); @@ -465,6 +544,13 @@ namespace python { bool Type::isFixedSizeType() const { + // constant valued types are fixed-size, i.e. null => they don't require memory per-instance + if(isConstantValued()) + return true; + + // delayed parsing types are also fixed-size (they're 8 bytes each!) + // @TODO. + // string is a varlen type but a primitive type. if(isPrimitiveType() && *this != python::Type::STRING) return true; @@ -511,6 +597,23 @@ namespace python { return desc().find("Option") != std::string::npos; // @TODO: this is a quick and dirty hack, improve. } + bool Type::isOptimizedType() const { + // currently know of the following... +// OPTIMIZED_CONSTANT, // constant value +// OPTIMIZED_DELAYEDPARSING, // dummy types to allow for certain optimizations +// OPTIMIZED_RANGECOMPRESSION // range compression + const auto& entry = TypeFactory::instance()._typeMap.at(_hash); + switch(entry._type) { + case TypeFactory::AbstractType::OPTIMIZED_CONSTANT: + case TypeFactory::AbstractType::OPTIMIZED_DELAYEDPARSING: + case TypeFactory::AbstractType::OPTIMIZED_RANGECOMPRESSION: { + return true; + } + default: + return false; + } + } + bool Type::isSingleValued() const { return *this == Type::NULLVALUE || *this == Type::EMPTYTUPLE || *this == Type::EMPTYDICT || *this == Type::EMPTYLIST; } @@ -589,6 +692,18 @@ namespace python { return python::TypeFactory::instance().createOrGetIteratorType(yieldType); } + Type makeDelayedParsingType(const python::Type& underlying) { + return python::TypeFactory::instance().createOrGetDelayedParsingType(underlying); + } + + Type makeRangeCompressedIntegerType(int64_t lower_bound, int64_t upper_bound) { + return python::TypeFactory::instance().createOrGetRangeCompressedIntegerType(lower_bound, upper_bound); + } + + Type makeConstantValuedType(const python::Type& underlying, const std::string& value) { + return python::TypeFactory::instance().createOrGetConstantValuedType(underlying, value); + } + std::string TypeFactory::TypeEntry::desc() { std::string res = ""; @@ -635,6 +750,14 @@ namespace python { return res; } + bool TypeFactory::isConstantValued(const Type &t) const { + auto it = _typeMap.find(t._hash); + if(it == _typeMap.end()) + return false; + + return it->second._type == AbstractType::OPTIMIZED_CONSTANT; + } + Type Type::propagateToTupleType(const python::Type &type) { if(type.isTupleType()) return type; @@ -642,6 +765,22 @@ namespace python { return makeTupleType(std::vector{type}); } + std::unordered_map TypeFactory::get_primitive_keywords() const { + std::unordered_map keywords; + for(auto keyval : _typeMap) { + Type t; + t._hash = keyval.first; + if(keyval.second._type == AbstractType::PRIMITIVE) + keywords[keyval.second._desc] = t; + } + + // add both None and null as NULLVALUE + keywords["None"] = Type::NULLVALUE; + keywords["null"] = Type::NULLVALUE; + + return keywords; + } + Type decodeType(const std::string& s) { if(s.length() == 0) @@ -658,10 +797,12 @@ namespace python { std::stack sqBracketIsListStack; std::stack > expressionStack; + bool funcTypeSeen = false; + while(pos < s.length()) { - // parentheses - if(s[pos] == '(') { + // check parentheses + if(s[pos] == '(') { numOpenParentheses++; expressionStack.push(std::vector()); pos++; @@ -768,7 +909,7 @@ namespace python { else expressionStack.top().push_back(t); pos += 4; - } else if(s.substr(pos, 4).compare("None") == 0) { + } else if(s.substr(pos, 4).compare("None") == 0 || s.substr(pos, 4).compare("null") == 0) { Type t = Type::NULLVALUE; if(expressionStack.empty()) expressionStack.push(std::vector({t})); @@ -782,11 +923,22 @@ namespace python { else expressionStack.top().push_back(t); pos += 8; + } else if(s.substr(pos, 7).compare("unknown") == 0) { + Type t = Type::UNKNOWN; + if(expressionStack.empty()) + expressionStack.push(std::vector({t})); + else + expressionStack.top().push_back(t); + pos += 7; } else if (s.substr(pos, 7).compare("Option[") == 0) { expressionStack.push(std::vector()); sqBracketIsListStack.push(false); numOpenSqBrackets++; pos += 7; + } else if(s.substr(pos, 2).compare("->") == 0) { + // this means a function type was encountered! Always exists of 2 + funcTypeSeen = true; + pos += 2; } else if(s[pos] == ',' || s[pos] == ' ' || s[pos] == '\t' || s[pos] == '\n') { // skip , pos++; @@ -804,6 +956,8 @@ namespace python { return expressionStack.top().front(); } + + bool tupleElementsHaveSameType(const python::Type& tupleType) { assert(tupleType.isTupleType()); @@ -862,6 +1016,15 @@ namespace python { Type Type::superType(const Type &A, const Type &B) { + // dealing with optimized types --> always deoptimize, For ranges though special case can be performed... + if(A.isOptimizedType() && B.isOptimizedType()) + return tuplex::unifyOptimizedTypes(A, B); + if(A.isOptimizedType()) + return superType(tuplex::deoptimizedType(A), B); + if(B.isOptimizedType()) + return superType(A, tuplex::deoptimizedType(B)); + + // ------ regular super types ------- // null and x => option[x] if (A == python::Type::NULLVALUE) @@ -934,8 +1097,12 @@ namespace python { if(isOptionType()) return getReturnType().withoutOptions(); +// // constant valueed? that's a tricky one, b.c. constant plays a role. +// if(isConstantValued()) +// return // func not supported... - return python::Type::UNKNOWN; + // return type as is + return *this; } @@ -948,6 +1115,15 @@ namespace python { if(from == to) return true; + // NOTE: optimizing types should come first... + // optimizing types -> i.e. deoptimized/optimized version should be interchangeabke + // @TODO: hack. should have one set of things for all the opts + if(from.isConstantValued()) + return canUpcastType(from.underlying(), to); + if(to.isConstantValued()) + return canUpcastType(from, to.underlying()); + + // option type? if(to.isOptionType()) { // from also option type? @@ -1212,4 +1388,203 @@ namespace python { } return python::Type::UNKNOWN; } + + Type Type::makeConstantValuedType(const Type &underlying, const std::string &value) { + return TypeFactory::instance().createOrGetConstantValuedType(underlying, value); + } + + Type Type::makeRangeCompressedIntegerType(int64_t lower_bound, int64_t upper_bound) { + return TypeFactory::instance().createOrGetRangeCompressedIntegerType(lower_bound, upper_bound); + } + + Type Type::makeDelayedParsingType(const Type &underlying) { + return TypeFactory::instance().createOrGetDelayedParsingType(underlying); + } + + Type Type::decode(const std::string& s) { + if(s == "uninitialized") { + Type t; + t._hash = -1; + return t; + } + + // decoder fitting encode function below, super simple. + if(s.length() == 0) + return Type::UNKNOWN; + + // fetch primitive keywords for decoding + size_t min_keyword_length = s.length(); + size_t max_keyword_length = 0; + std::unordered_map keywords = TypeFactory::instance().get_primitive_keywords(); + for(const auto& kv : keywords) { + min_keyword_length = std::min(min_keyword_length, kv.first.length()); + max_keyword_length = std::max(max_keyword_length, kv.first.length()); + } + + // go through string + int numOpenParentheses = 0; + int numOpenBrackets = 0; + int numClosedParentheses = 0; + int numClosedBrackets = 0; + int numOpenSqBrackets = 0; + int numClosedSqBrackets = 0; + int pos = 0; + std::stack > expressionStack; + std::stack compoundStack; + + while(pos < s.length()) { + + // check against all keywords + bool keyword_found = false; + Type keyword_type = Type::UNKNOWN; + std::string keyword = ""; + for(unsigned i = min_keyword_length; i <= max_keyword_length && i < s.length() - pos + 1; ++i) { + auto it = keywords.find(s.substr(pos, i)); + if(it != keywords.end()) { + // found keyword, append + keyword_type = it->second; + keyword = it->first; + keyword_found = true; + break; + } + } + + // check first for keyword, then for parentheses + if(keyword_found) { + if(expressionStack.empty()) { + expressionStack.push(std::vector({keyword_type})); + compoundStack.push("primitive"); + } + else + expressionStack.top().push_back(keyword_type); + pos += keyword.size(); // should be 3 for i64 e.g. + } else if(s[pos] == '[') { + // should never get entered?? + numOpenSqBrackets++; + expressionStack.push(std::vector()); + pos++; + } else if(s[pos] == ']') { + numClosedSqBrackets++; + if(numOpenSqBrackets < numClosedSqBrackets) { + Logger::instance().defaultLogger().error("square brackets [...] mismatch in encoded typestr '" + s + "'"); + return Type::UNKNOWN; + } + auto topVec = expressionStack.top(); + auto compound_type = compoundStack.top(); + Type t; + if("List" == compound_type) { + t = TypeFactory::instance().createOrGetListType(topVec[0]); + } else if("Tuple" == compound_type) { + t = TypeFactory::instance().createOrGetTupleType(topVec); + } else if ("Option" == compound_type) { + t = TypeFactory::instance().createOrGetOptionType(topVec[0]); // order?? --> might need reverse... + } else if("Function" == compound_type) { + t = TypeFactory::instance().createOrGetFunctionType(topVec[0], topVec[1]); // order?? --> might need revser? + } else if("Dict" == compound_type) { + t = TypeFactory::instance().createOrGetDictionaryType(topVec[0], topVec[1]); // order?? --> might need revser? + } else { + Logger::instance().defaultLogger().error("Unknown compound type '" + compound_type + "' encountered, can't create compound type. Returning unknown."); + return Type::UNKNOWN; + } + compoundStack.pop(); + expressionStack.pop(); + + if(expressionStack.empty()) { + expressionStack.push({t}); + compoundStack.push("primitive"); + } + else + expressionStack.top().push_back(t); + pos++; + } else if (s.substr(pos, 7).compare("Option[") == 0) { + expressionStack.push(std::vector()); + compoundStack.push("Option"); + numOpenSqBrackets++; + pos += 7; + } else if (s.substr(pos, 6).compare("Tuple[") == 0) { + expressionStack.push(std::vector()); + compoundStack.push("Tuple"); + numOpenSqBrackets++; + pos += 6; + } else if (s.substr(pos, 5).compare("Dict[") == 0) { + expressionStack.push(std::vector()); + compoundStack.push("Dict"); + numOpenSqBrackets++; + pos += 5; + } else if (s.substr(pos, 9).compare("Function[") == 0) { + expressionStack.push(std::vector()); + compoundStack.push("Function"); + numOpenSqBrackets++; + pos += 9; + } else if (s.substr(pos, 5).compare("List[") == 0) { + expressionStack.push(std::vector()); + compoundStack.push("List"); + numOpenSqBrackets++; + pos += 5; + } else if(s[pos] == ',' || s[pos] == ' ' || s[pos] == '\t' || s[pos] == '\n') { + // skip , + pos++; + } else { + std::stringstream ss; + ss<<"unknown token '"< 0); + assert(expressionStack.top().size() > 0); + return expressionStack.top().front(); + } + + // TODO: more efficient encoding using binary representation? + std::string Type::encode() const { + if(_hash > 0) { + // use super simple encoding scheme here. + // -> i.e. primitives use desc + // else, create compound type using [...] + // this allows for easy & quick decoding. + // => could even use quicker names for encoding the types + + // do not use isPrimitiveType(), ... etc. here + // because these functions are for semantics...! + const auto& entry = TypeFactory::instance()._typeMap.at(_hash); + auto abstract_type = entry._type; + switch(abstract_type) { + case TypeFactory::AbstractType::PRIMITIVE: { + return entry._desc; + } + case TypeFactory::AbstractType::OPTION: { + return "Option[" + elementType().encode() + "]"; + } + case TypeFactory::AbstractType::TUPLE: { + std::stringstream ss; + ss<<"Tuple["; + for(unsigned i = 0; i < parameters().size(); ++i) { + ss< Date: Fri, 22 Jul 2022 23:03:34 -0400 Subject: [PATCH 012/286] compile fix --- tuplex/codegen/src/BlockGeneratorVisitor.cc | 3 +- tuplex/codegen/src/TypeAnnotatorVisitor.cc | 13 +- tuplex/test/codegen/TypeSystemTest.cc | 3 +- tuplex/utils/include/TypeHelper.h | 255 ++++++++++++++++++++ tuplex/utils/include/TypeSystem.h | 24 +- tuplex/utils/src/TypeSystem.cc | 229 +++++++++--------- 6 files changed, 395 insertions(+), 132 deletions(-) create mode 100644 tuplex/utils/include/TypeHelper.h diff --git a/tuplex/codegen/src/BlockGeneratorVisitor.cc b/tuplex/codegen/src/BlockGeneratorVisitor.cc index ef447cc72..486c08038 100644 --- a/tuplex/codegen/src/BlockGeneratorVisitor.cc +++ b/tuplex/codegen/src/BlockGeneratorVisitor.cc @@ -15,6 +15,7 @@ #include #include #include +#include "TypeHelper.h" using namespace llvm; @@ -5048,7 +5049,7 @@ namespace tuplex { // if not, error. Type annotation failed then! auto& slot = it->second; - auto uni_type = python::unifyTypes(slot.type, var.second.type, allowNumericUpcasting); + auto uni_type = unifyTypes(slot.type, var.second.type, allowNumericUpcasting); if(uni_type == python::Type::UNKNOWN) { error("variable " + name + " declared in " + branch_name + " with type " + var.second.type.desc() + " conflicts with slot type" + diff --git a/tuplex/codegen/src/TypeAnnotatorVisitor.cc b/tuplex/codegen/src/TypeAnnotatorVisitor.cc index dd19474e7..7018c914b 100644 --- a/tuplex/codegen/src/TypeAnnotatorVisitor.cc +++ b/tuplex/codegen/src/TypeAnnotatorVisitor.cc @@ -13,6 +13,7 @@ #include #include #include +#include namespace tuplex { bool isPythonIntegerType(const python::Type& t ) { @@ -93,7 +94,7 @@ namespace tuplex { // go through all func types, and check whether they can be unified. auto combined_ret_type = _funcReturnTypes.front(); for(int i = 1; i < _funcReturnTypes.size(); ++i) - combined_ret_type = python::unifyTypes(combined_ret_type, _funcReturnTypes[i], + combined_ret_type = unifyTypes(combined_ret_type, _funcReturnTypes[i], _policy.allowNumericTypeUnification); if(combined_ret_type == python::Type::UNKNOWN) { @@ -123,7 +124,7 @@ namespace tuplex { auto best_so_far = std::get<0>(v.front()); for(int i = 1; i < v.size(); ++i) { - auto u_type = python::unifyTypes(best_so_far, std::get<0>(v[i]), + auto u_type = unifyTypes(best_so_far, std::get<0>(v[i]), _policy.allowNumericTypeUnification); if(u_type != python::Type::UNKNOWN) best_so_far = u_type; @@ -160,7 +161,7 @@ namespace tuplex { if(n.getInferredType() == python::Type::UNKNOWN) // i.e. code that is never visited return; - auto uni_type = python::unifyTypes(n.getInferredType(), combined_ret_type, + auto uni_type = unifyTypes(n.getInferredType(), combined_ret_type, autoUpcast); if(uni_type != python::Type::UNKNOWN) n.setInferredType(combined_ret_type); @@ -1293,7 +1294,7 @@ namespace tuplex { if(_nameTable.find(name) != _nameTable.end()) { if(_nameTable[name] != type) { // can we unify types? - auto uni_type = python::unifyTypes(type, _nameTable[name], _policy.allowNumericTypeUnification); + auto uni_type = unifyTypes(type, _nameTable[name], _policy.allowNumericTypeUnification); if(uni_type != python::Type::UNKNOWN) _nameTable[name] = uni_type; else { @@ -1330,7 +1331,7 @@ namespace tuplex { if(if_type != else_type) { // check if they can be unified - auto uni_type = python::unifyTypes(if_type, else_type, _policy.allowNumericTypeUnification); + auto uni_type = unifyTypes(if_type, else_type, _policy.allowNumericTypeUnification); if(uni_type != python::Type::UNKNOWN) { if_table[name] = uni_type; else_table[name] = else_type; @@ -1477,7 +1478,7 @@ namespace tuplex { if(ifelse->isExpression()) { // check: if (iftype != elsetype) { - auto combined_type = python::unifyTypes(iftype, elsetype, _policy.allowNumericTypeUnification); + auto combined_type = unifyTypes(iftype, elsetype, _policy.allowNumericTypeUnification); if(combined_type == python::Type::UNKNOWN) error("could not combine type " + iftype.desc() + " of if-branch with type " + elsetype.desc() + " of else-branch in if-else expression"); diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index 2b4cda27d..bd9058b82 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -12,7 +12,7 @@ #include "TypeSystem.h" #include #include - +#include /*! * returns a core vector of types to support * @return vector of types @@ -205,6 +205,7 @@ TEST(TypeSys, flattenWithPyObject) { } TEST(TypeSys, compatibleType) { + using namespace tuplex; // [Option[[i64]]] and [[Option[i64]]] ==> [Option[[Option[i64]]]] auto a1_type = python::Type::makeListType(python::Type::makeOptionType(python::Type::makeListType(python::Type::I64))); diff --git a/tuplex/utils/include/TypeHelper.h b/tuplex/utils/include/TypeHelper.h new file mode 100644 index 000000000..44acf09ea --- /dev/null +++ b/tuplex/utils/include/TypeHelper.h @@ -0,0 +1,255 @@ +//--------------------------------------------------------------------------------------------------------------------// +// // +// Tuplex: Blazing Fast Python Data Science // +// // +// // +// (c) 2017 - 2021, Tuplex team // +// Created by Leonhard Spiegelberg first on 1/1/2021 // +// License: Apache 2.0 // +//--------------------------------------------------------------------------------------------------------------------// + +#ifndef TUPLEX_TYPEHELPER_H +#define TUPLEX_TYPEHELPER_H + +#include "TypeSystem.h" + +namespace tuplex { + + /*! + * retrieves the underlying type of an optimized type + * @param optType + * @return the unoptimized, underlying type. E.g., an integer for a range-compressed integer. + */ + inline python::Type deoptimizedType(const python::Type& optType) { + //@TODO: refactor all these functions/recursive things into something better... + if(python::Type::UNKNOWN == optType) + return python::Type::UNKNOWN; + + // only constant folding so far supported. + // also perform nested deoptimize... + if(optType.isConstantValued()) { + return optType.underlying(); + } + + // compound type? + if(optType.isOptionType()) { + return python::Type::makeOptionType(deoptimizedType(optType.elementType())); + } + + if(optType.isListType()) { + return python::Type::makeListType(deoptimizedType(optType.elementType())); + } + + if(optType.isDictionaryType()) { + return python::Type::makeDictionaryType(deoptimizedType(optType.keyType()), deoptimizedType(optType.valueType())); + } + + if(optType.isPrimitiveType()) + return optType; + + if(optType.isTupleType()) { + auto params = optType.parameters(); + for(auto& param : params) + param = deoptimizedType(param); + return python::Type::makeTupleType(params); + } + + if(optType == python::Type::PYOBJECT) + return python::Type::PYOBJECT; + + throw std::runtime_error("unsupported type " + optType.desc() + " encountered in " + + std::string(__FILE__) + ":" + std::to_string(__LINE__)); + } + + // this function checks whether types can be unified or not + + /*! + * return unified type for both a and b + * e.g. a == [Option[[I64]]] and b == [[Option[I64]]] should return [Option[[Option[I64]]]] + * return python::Type::UNKNOWN if no compatible type can be found + * @param a (optional) primitive or list or tuple type + * @param b (optional) primitive or list or tuple type + * @param allowAutoUpcastOfNumbers whether to upcast numeric types to a unified type when type conflicts, false by default + * @return (optional) compatible type or UNKNOWN + */ + inline python::Type unifyTypes(const python::Type& a, const python::Type& b, bool allowAutoUpcastOfNumbers=false) { + using namespace std; + + // UNKNOWN types are not compatible + if(a == python::Type::UNKNOWN || b == python::Type::UNKNOWN) { + return python::Type::UNKNOWN; + } + + if(a == b) + return a; + + // special case: optimized types! + // -> @TODO: can unify certain types, else just deoptimize. + if(a.isOptimizedType() || b.isOptimizedType()) + return unifyTypes(deoptimizedType(a), deoptimizedType(b), allowAutoUpcastOfNumbers); + + if(a == python::Type::NULLVALUE) + return python::Type::makeOptionType(b); + + if(b == python::Type::NULLVALUE) + return python::Type::makeOptionType(a); + + // check for optional type + bool makeOption = false; + // underlyingType: remove outermost Option if it exists + python::Type aUnderlyingType = a; + python::Type bUnderlyingType = b; + if(a.isOptionType()) { + makeOption = true; + aUnderlyingType = a.getReturnType(); + } + + if(b.isOptionType()) { + makeOption = true; + bUnderlyingType = b.getReturnType(); + } + + // same underlying types? make option + if (aUnderlyingType == bUnderlyingType) { + return python::Type::makeOptionType(aUnderlyingType); + } + + // both numeric types? upcast + if(allowAutoUpcastOfNumbers) { + if(aUnderlyingType.isNumericType() && bUnderlyingType.isNumericType()) { + if(aUnderlyingType == python::Type::F64 || bUnderlyingType == python::Type::F64) { + // upcast to F64 if either is F64 + if (makeOption) { + return python::Type::makeOptionType(python::Type::F64); + } else { + return python::Type::F64; + } + } + // at this point underlyingTypes cannot both be bool. Upcast to I64 + if (makeOption) { + return python::Type::makeOptionType(python::Type::I64); + } else { + return python::Type::I64; + } + } + } + + // list type? check if element type compatible + if(aUnderlyingType.isListType() && bUnderlyingType.isListType() && aUnderlyingType != python::Type::EMPTYLIST && bUnderlyingType != python::Type::EMPTYLIST) { + python::Type newElementType = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), + allowAutoUpcastOfNumbers); + if(newElementType == python::Type::UNKNOWN) { + // incompatible list element type + return python::Type::UNKNOWN; + } + if(makeOption) { + return python::Type::makeOptionType(python::Type::makeListType(newElementType)); + } + return python::Type::makeListType(newElementType); + } + + // tuple type? check if every parameter type compatible + if(aUnderlyingType.isTupleType() && bUnderlyingType.isTupleType()) { + if (aUnderlyingType.parameters().size() != bUnderlyingType.parameters().size()) { + // tuple length differs + return python::Type::UNKNOWN; + } + std::vector newTuple; + for (size_t i = 0; i < aUnderlyingType.parameters().size(); i++) { + python::Type newElementType = unifyTypes(aUnderlyingType.parameters()[i], + bUnderlyingType.parameters()[i], allowAutoUpcastOfNumbers); + if(newElementType == python::Type::UNKNOWN) { + // incompatible tuple element type + return python::Type::UNKNOWN; + } + newTuple.emplace_back(newElementType); + } + if(makeOption) { + return python::Type::makeOptionType(python::Type::makeTupleType(newTuple)); + } + return python::Type::makeTupleType(newTuple); + } + + // dictionary type + if(aUnderlyingType.isDictionaryType() && bUnderlyingType.isDictionaryType()) { + auto key_t = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), allowAutoUpcastOfNumbers); + auto val_t = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), allowAutoUpcastOfNumbers); + if(key_t == python::Type::UNKNOWN || val_t == python::Type::UNKNOWN) { + return python::Type::UNKNOWN; + } + if(makeOption) { + return python::Type::makeOptionType(python::Type::makeDictionaryType(key_t, val_t)); + } else { + return python::Type::makeDictionaryType(key_t, val_t); + } + } + + // other non-supported types + return python::Type::UNKNOWN; + + // old: + // if(!allowAutoUpcastOfNumbers) { + // // only NULL to any or element and option type allowed + // if (a == python::Type::NULLVALUE) + // return python::Type::makeOptionType(b); + // if (b == python::Type::NULLVALUE) + // return python::Type::makeOptionType(a); + // + // // one is option type, the other not but the elementtype of the option type! + // if (a.isOptionType() && !b.isOptionType() && a.elementType() == b) + // return a; + // if (b.isOptionType() && !a.isOptionType() && b.elementType() == a) + // return b; + // } else { + // auto t = python::Type::superType(a, b); + // if(t != python::Type::UNKNOWN) + // return t; + // } + // + // // tuples, lists, dicts... + // if(a.isTupleType() && b.isTupleType() && a.parameters().size() == b.parameters().size()) { + // vector v; + // for(unsigned i = 0; i < a.parameters().size(); ++i) { + // v.push_back(unifyTypes(a.parameters()[i], b.parameters()[i], allowAutoUpcastOfNumbers)); + // if(v.back() == python::Type::UNKNOWN) + // return python::Type::UNKNOWN; + // } + // return python::Type::makeTupleType(v); + // } + // + // if(a.isListType() && b.isListType()) { + // auto el = unifyTypes(a.elementType(), b.elementType(), allowAutoUpcastOfNumbers); + // if(el == python::Type::UNKNOWN) + // return python::Type::UNKNOWN; + // return python::Type::makeListType(el); + // } + // + // if(a.isDictionaryType() && b.isDictionaryType()) { + // auto key_t = unifyTypes(a.keyType(), b.keyType(), allowAutoUpcastOfNumbers); + // auto val_t = unifyTypes(a.valueType(), b.valueType(), allowAutoUpcastOfNumbers); + // if(key_t != python::Type::UNKNOWN && val_t != python::Type::UNKNOWN) + // return python::Type::makeDictionaryType(key_t, val_t); + // } + // return python::Type::UNKNOWN; + } + + + /*! + * special function to unify to a super type for two optimized types... + * @param A + * @param B + * @return + */ + inline python::Type unifyOptimizedTypes(const python::Type& A, const python::Type& B) { + // trivial case + if(A == B) + return A; + + // i.e. ranges may get combined! + + // fallback - deoptimize + return python::Type::superType(deoptimizedType(A), deoptimizedType(B)); + } +} + +#endif \ No newline at end of file diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index f1620366c..7bf3445ed 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -16,9 +16,11 @@ #include #include #include +#include #include +#include +#include -// change to std any later, should anyways change codebase to use C++20. #include namespace python { @@ -257,6 +259,14 @@ namespace python { */ static Type makeStructuredDictType(const std::vector>& kv_pairs); + + // TODO: could create dict compressed type as well.. + // static Type makeDictCompressedType() + + // TODO: could create delta-encoded type or so as well... + + + /*! * create iterator type from yieldType. * @param yieldType @@ -375,6 +385,7 @@ namespace python { // need threadsafe hashmap here... // either tbb's or the one from folly... std::map _typeMap; + mutable std::mutex _typeMapMutex; TypeFactory() : _hash_generator(0) {} std::string getDesc(const int _hash) const; @@ -482,17 +493,6 @@ namespace python { */ extern bool canUpcastToRowType(const python::Type& minor, const python::Type& major); - /*! - * return unified type for both a and b - * e.g. a == [Option[[I64]]] and b == [[Option[I64]]] should return [Option[[Option[I64]]]] - * return python::Type::UNKNOWN if no compatible type can be found - * @param a (optional) primitive or list or tuple type - * @param b (optional) primitive or list or tuple type - * @param autoUpcast whether to upcast numeric types to a unified type when type conflicts, false by default - * @return (optional) compatible type or UNKNOWN - */ - extern Type unifyTypes(const python::Type &a, const python::Type &b, bool autoUpcast=false); - /*! * two types may be combined into one nullable type. * @param a diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 8fc4e8f18..7afcb4a0b 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -300,6 +300,7 @@ namespace python { python::Type::VOID, {}, false, + {}, lower_bound, upper_bound); } @@ -315,6 +316,7 @@ namespace python { python::Type::VOID, {}, false, + {}, std::numeric_limits::min(), std::numeric_limits::max(), constant); @@ -444,6 +446,7 @@ namespace python { } Type TypeFactory::returnType(const python::Type &t) const { + const std::lock_guard lock(_typeMapMutex); auto it = _typeMap.find(t._hash); assert(it != _typeMap.end()); return it->second._ret; @@ -451,6 +454,7 @@ namespace python { std::vector TypeFactory::parameters(const Type& t) const { + const std::lock_guard lock(_typeMapMutex); auto it = _typeMap.find(t._hash); assert(it != _typeMap.end()); // exclude dictionary here, but internal reuse. @@ -1187,118 +1191,119 @@ namespace python { return true; } - Type unifyTypes(const python::Type &a, const python::Type &b, bool autoUpcast) { - // UNKNOWN type is not compatible - if(a == python::Type::UNKNOWN || b == python::Type::UNKNOWN) { - return python::Type::UNKNOWN; - } - - // same type, return either one - if(a == b) { - return a; - } - - if(a == python::Type::NULLVALUE) { - return python::Type::makeOptionType(b); - } - - if(b == python::Type::NULLVALUE) { - return python::Type::makeOptionType(a); - } - - // check for optional type - bool makeOption = false; - // underlyingType: remove outermost Option if exists - python::Type aUnderlyingType = a; - python::Type bUnderlyingType = b; - if(a.isOptionType()) { - makeOption = true; - aUnderlyingType = a.getReturnType(); - } - - if(b.isOptionType()) { - makeOption = true; - bUnderlyingType = b.getReturnType(); - } - - // same underlying types? make option - if (aUnderlyingType == bUnderlyingType) { - return python::Type::makeOptionType(aUnderlyingType); - } - - // both numeric types? upcast - if(autoUpcast) { - if(aUnderlyingType.isNumericType() && bUnderlyingType.isNumericType()) { - if(aUnderlyingType == python::Type::F64 || bUnderlyingType == python::Type::F64) { - // upcast to F64 if either is F64 - if (makeOption) { - return python::Type::makeOptionType(python::Type::F64); - } else { - return python::Type::F64; - } - } - // at this point underlyingTypes cannot both be bool. Upcast to I64 - if (makeOption) { - return python::Type::makeOptionType(python::Type::I64); - } else { - return python::Type::I64; - } - } - } - - // list type? check if element type compatible - if(aUnderlyingType.isListType() && bUnderlyingType.isListType() && aUnderlyingType != python::Type::EMPTYLIST && bUnderlyingType != python::Type::EMPTYLIST) { - python::Type newElementType = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), - autoUpcast); - if(newElementType == python::Type::UNKNOWN) { - // incompatible list element type - return python::Type::UNKNOWN; - } - if(makeOption) { - return python::Type::makeOptionType(python::Type::makeListType(newElementType)); - } - return python::Type::makeListType(newElementType); - } - - // tuple type? check if every parameter type compatible - if(aUnderlyingType.isTupleType() && bUnderlyingType.isTupleType()) { - if (aUnderlyingType.parameters().size() != bUnderlyingType.parameters().size()) { - // tuple length differs - return python::Type::UNKNOWN; - } - std::vector newTuple; - for (size_t i = 0; i < aUnderlyingType.parameters().size(); i++) { - python::Type newElementType = unifyTypes(aUnderlyingType.parameters()[i], - bUnderlyingType.parameters()[i], autoUpcast); - if(newElementType == python::Type::UNKNOWN) { - // incompatible tuple element type - return python::Type::UNKNOWN; - } - newTuple.emplace_back(newElementType); - } - if(makeOption) { - return python::Type::makeOptionType(python::Type::makeTupleType(newTuple)); - } - return python::Type::makeTupleType(newTuple); - } - - // dictionary type - if(aUnderlyingType.isDictionaryType() && bUnderlyingType.isDictionaryType()) { - auto key_t = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), autoUpcast); - auto val_t = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), autoUpcast); - if(key_t == python::Type::UNKNOWN || val_t == python::Type::UNKNOWN) { - return python::Type::UNKNOWN; - } - if(makeOption) { - return python::Type::makeOptionType(python::Type::makeDictionaryType(key_t, val_t)); - } else { - return python::Type::makeDictionaryType(key_t, val_t); - } - } - - // other non-supported types - return python::Type::UNKNOWN; - } + // moved to TypeHelper.h, deprecated. +// Type unifyTypes(const python::Type &a, const python::Type &b, bool autoUpcast) { +// // UNKNOWN type is not compatible +// if(a == python::Type::UNKNOWN || b == python::Type::UNKNOWN) { +// return python::Type::UNKNOWN; +// } +// +// // same type, return either one +// if(a == b) { +// return a; +// } +// +// if(a == python::Type::NULLVALUE) { +// return python::Type::makeOptionType(b); +// } +// +// if(b == python::Type::NULLVALUE) { +// return python::Type::makeOptionType(a); +// } +// +// // check for optional type +// bool makeOption = false; +// // underlyingType: remove outermost Option if it exists +// python::Type aUnderlyingType = a; +// python::Type bUnderlyingType = b; +// if(a.isOptionType()) { +// makeOption = true; +// aUnderlyingType = a.getReturnType(); +// } +// +// if(b.isOptionType()) { +// makeOption = true; +// bUnderlyingType = b.getReturnType(); +// } +// +// // same underlying types? make option +// if (aUnderlyingType == bUnderlyingType) { +// return python::Type::makeOptionType(aUnderlyingType); +// } +// +// // both numeric types? upcast +// if(autoUpcast) { +// if(aUnderlyingType.isNumericType() && bUnderlyingType.isNumericType()) { +// if(aUnderlyingType == python::Type::F64 || bUnderlyingType == python::Type::F64) { +// // upcast to F64 if either is F64 +// if (makeOption) { +// return python::Type::makeOptionType(python::Type::F64); +// } else { +// return python::Type::F64; +// } +// } +// // at this point underlyingTypes cannot both be bool. Upcast to I64 +// if (makeOption) { +// return python::Type::makeOptionType(python::Type::I64); +// } else { +// return python::Type::I64; +// } +// } +// } +// +// // list type? check if element type compatible +// if(aUnderlyingType.isListType() && bUnderlyingType.isListType() && aUnderlyingType != python::Type::EMPTYLIST && bUnderlyingType != python::Type::EMPTYLIST) { +// python::Type newElementType = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), +// autoUpcast); +// if(newElementType == python::Type::UNKNOWN) { +// // incompatible list element type +// return python::Type::UNKNOWN; +// } +// if(makeOption) { +// return python::Type::makeOptionType(python::Type::makeListType(newElementType)); +// } +// return python::Type::makeListType(newElementType); +// } +// +// // tuple type? check if every parameter type compatible +// if(aUnderlyingType.isTupleType() && bUnderlyingType.isTupleType()) { +// if (aUnderlyingType.parameters().size() != bUnderlyingType.parameters().size()) { +// // tuple length differs +// return python::Type::UNKNOWN; +// } +// std::vector newTuple; +// for (size_t i = 0; i < aUnderlyingType.parameters().size(); i++) { +// python::Type newElementType = unifyTypes(aUnderlyingType.parameters()[i], +// bUnderlyingType.parameters()[i], autoUpcast); +// if(newElementType == python::Type::UNKNOWN) { +// // incompatible tuple element type +// return python::Type::UNKNOWN; +// } +// newTuple.emplace_back(newElementType); +// } +// if(makeOption) { +// return python::Type::makeOptionType(python::Type::makeTupleType(newTuple)); +// } +// return python::Type::makeTupleType(newTuple); +// } +// +// // dictionary type +// if(aUnderlyingType.isDictionaryType() && bUnderlyingType.isDictionaryType()) { +// auto key_t = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), autoUpcast); +// auto val_t = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), autoUpcast); +// if(key_t == python::Type::UNKNOWN || val_t == python::Type::UNKNOWN) { +// return python::Type::UNKNOWN; +// } +// if(makeOption) { +// return python::Type::makeOptionType(python::Type::makeDictionaryType(key_t, val_t)); +// } else { +// return python::Type::makeDictionaryType(key_t, val_t); +// } +// } +// +// // other non-supported types +// return python::Type::UNKNOWN; +// } bool python::Type::isZeroSerializationSize() const { if(*this == python::Type::NULLVALUE) From 0ea78e6e3be892461a71450a75e70ad4cac8cb5a Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 22 Jul 2022 23:09:33 -0400 Subject: [PATCH 013/286] fix --- tuplex/test/codegen/TypeSystemTest.cc | 3 +- tuplex/utils/include/TypeSystem.h | 4 +- tuplex/utils/src/TypeSystem.cc | 177 -------------------------- 3 files changed, 5 insertions(+), 179 deletions(-) diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index bd9058b82..51a4ed967 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -91,7 +91,8 @@ TEST(TypeSys, fixedSizeTypes) { TEST(TypeSys, StrDecoding) { using namespace python; - EXPECT_TRUE(Type::EMPTYTUPLE == decodeType("()")); + EXPECT_TRUE(Type::EMPTYTUPLE == + decodeType("()")); Type complex = Type::makeTupleType({Type::I64, Type::EMPTYTUPLE, Type::F64, Type::makeTupleType({Type::STRING,Type::BOOLEAN})}); EXPECT_TRUE(complex == decodeType("(i64, (), f64, (str, bool))")); diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index 7bf3445ed..3fdb29b2e 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -467,7 +467,9 @@ namespace python { * @param s string to be used for type decoding * @return decoded type or unknown if decoding error occurred */ - extern Type decodeType(const std::string& s); + inline Type decodeType(const std::string& s) { + return Type::decode(s); + } /*! diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 7afcb4a0b..1b5d57c82 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -785,183 +785,6 @@ namespace python { return keywords; } - Type decodeType(const std::string& s) { - - if(s.length() == 0) - return Type::UNKNOWN; - - // go through string - int numOpenParentheses = 0; - int numOpenBrackets = 0; - int numClosedParentheses = 0; - int numClosedBrackets = 0; - int numOpenSqBrackets = 0; - int numClosedSqBrackets = 0; - int pos = 0; - std::stack sqBracketIsListStack; - std::stack > expressionStack; - - bool funcTypeSeen = false; - - while(pos < s.length()) { - - // check parentheses - if(s[pos] == '(') { - numOpenParentheses++; - expressionStack.push(std::vector()); - pos++; - } else if(s[pos] == ')') { - numClosedParentheses++; - if(numOpenParentheses < numClosedParentheses) { - Logger::instance().defaultLogger().error("parentheses mismatch in encoded typestr '" + s + "'"); - return Type::UNKNOWN; - } - - // create tuple from vector & push back to stack (i.e. appending to last vector) - assert(expressionStack.size() > 0); - Type t = TypeFactory::instance().createOrGetTupleType(expressionStack.top()); - expressionStack.pop(); - // empty or not? - if(expressionStack.empty()) - expressionStack.push(std::vector({t})); - else - expressionStack.top().push_back(t); - pos++; - } else if(s[pos] == '{') { - numOpenBrackets++; - expressionStack.push(std::vector()); - pos++; - } else if(s[pos] == '}') { - numClosedBrackets++; - if(numOpenBrackets < numClosedBrackets) { - Logger::instance().defaultLogger().error("brackets mismatch in encoded typestr '" + s + "'"); - return Type::UNKNOWN; - } - - // create dictionary from vector and push back to stack (append to last vector) : treat it as a 2-element tuple - assert(expressionStack.size() > 0); - auto topVec = expressionStack.top(); - Type t = expressionStack.top().size() == 2 ? - TypeFactory::instance().createOrGetDictionaryType(topVec[0], topVec[1]) : - Type::EMPTYDICT; - expressionStack.pop(); - - if(expressionStack.empty()) - expressionStack.push({t}); - else - expressionStack.top().push_back(t); - pos++; - } else if(s[pos] == '[') { - numOpenSqBrackets++; - expressionStack.push(std::vector()); - sqBracketIsListStack.push(true); - pos++; - } else if(s[pos] == ']') { - numClosedSqBrackets++; - if(numOpenSqBrackets < numClosedSqBrackets) { - Logger::instance().defaultLogger().error("square brackets [...] mismatch in encoded typestr '" + s + "'"); - return Type::UNKNOWN; - } - - // create option type from vector and push back to stack (append to last vector) : treat it as a 2-element tuple -// if(expressionStack.size() != 1) { -// Logger::instance().defaultLogger().error("Option requires one type!"); -// return Type::UNKNOWN; -// } - auto topVec = expressionStack.top(); - auto isList = sqBracketIsListStack.top(); - Type t; - if(isList) { - t = TypeFactory::instance().createOrGetListType(topVec[0]); - } else { - t = TypeFactory::instance().createOrGetOptionType(topVec[0]); - } - sqBracketIsListStack.pop(); - expressionStack.pop(); - - if(expressionStack.empty()) - expressionStack.push({t}); - else - expressionStack.top().push_back(t); - pos++; - - } else if(s.substr(pos, 3).compare("i64") == 0) { - Type t = Type::I64; - if(expressionStack.empty()) - expressionStack.push(std::vector({t})); - else - expressionStack.top().push_back(t); - pos += 3; - } else if(s.substr(pos, 3).compare("f64") == 0) { - Type t = Type::F64; - if(expressionStack.empty()) - expressionStack.push(std::vector({t})); - else - expressionStack.top().push_back(t); - pos += 3; - } else if(s.substr(pos, 3).compare("str") == 0) { - Type t = Type::STRING; - if(expressionStack.empty()) - expressionStack.push(std::vector({t})); - else - expressionStack.top().push_back(t); - pos += 3; - } else if(s.substr(pos, 4).compare("bool") == 0) { - Type t = Type::BOOLEAN; - if(expressionStack.empty()) - expressionStack.push(std::vector({t})); - else - expressionStack.top().push_back(t); - pos += 4; - } else if(s.substr(pos, 4).compare("None") == 0 || s.substr(pos, 4).compare("null") == 0) { - Type t = Type::NULLVALUE; - if(expressionStack.empty()) - expressionStack.push(std::vector({t})); - else - expressionStack.top().push_back(t); - pos += 4; - } else if(s.substr(pos, 8).compare("pyobject") == 0) { - Type t = Type::PYOBJECT; - if(expressionStack.empty()) - expressionStack.push(std::vector({t})); - else - expressionStack.top().push_back(t); - pos += 8; - } else if(s.substr(pos, 7).compare("unknown") == 0) { - Type t = Type::UNKNOWN; - if(expressionStack.empty()) - expressionStack.push(std::vector({t})); - else - expressionStack.top().push_back(t); - pos += 7; - } else if (s.substr(pos, 7).compare("Option[") == 0) { - expressionStack.push(std::vector()); - sqBracketIsListStack.push(false); - numOpenSqBrackets++; - pos += 7; - } else if(s.substr(pos, 2).compare("->") == 0) { - // this means a function type was encountered! Always exists of 2 - funcTypeSeen = true; - pos += 2; - } else if(s[pos] == ',' || s[pos] == ' ' || s[pos] == '\t' || s[pos] == '\n') { - // skip , - pos++; - } - else { - std::stringstream ss; - ss<<"unknown token '"< 0); - assert(expressionStack.top().size() > 0); - return expressionStack.top().front(); - } - - - bool tupleElementsHaveSameType(const python::Type& tupleType) { assert(tupleType.isTupleType()); From d0e5d906a65de30193efd44839b6ef7167639c29 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 22 Jul 2022 23:21:48 -0400 Subject: [PATCH 014/286] compile fix --- tuplex/adapters/cpython/src/PythonHelpers.cc | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/tuplex/adapters/cpython/src/PythonHelpers.cc b/tuplex/adapters/cpython/src/PythonHelpers.cc index 0408f60f2..d04a0259c 100644 --- a/tuplex/adapters/cpython/src/PythonHelpers.cc +++ b/tuplex/adapters/cpython/src/PythonHelpers.cc @@ -20,6 +20,8 @@ #include +#include + // module specific vars static std::unordered_map cached_functions; @@ -1418,7 +1420,7 @@ namespace python { python::Type currElementType = mapPythonClassToTuplexType(PyList_GetItem(o, j), autoUpcast); if(elementType != currElementType) { // possible to use nullable type as element type? - auto newElementType = unifyTypes(elementType, currElementType, autoUpcast); + auto newElementType = tuplex::unifyTypes(elementType, currElementType, autoUpcast); if (newElementType == python::Type::UNKNOWN) { Logger::instance().defaultLogger().error("list with variable element type " + elementType.desc() + " and " + currElementType.desc() + " not supported."); return python::Type::PYOBJECT; From 41b1410bf45e5114778d97a09a6c2fcf82e32265 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Sun, 24 Jul 2022 21:21:47 -0400 Subject: [PATCH 015/286] struct type wip --- tuplex/test/codegen/TypeSystemTest.cc | 9 +- tuplex/utils/include/TypeSystem.h | 13 ++- tuplex/utils/src/TypeSystem.cc | 158 +++++++++++++++++++++++--- 3 files changed, 160 insertions(+), 20 deletions(-) diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index 51a4ed967..547231bdd 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -225,12 +225,15 @@ TEST(TypeSys, structuredDictType) { using namespace tuplex; using namespace std; + // Struct[] is empty dict! + // EXPECT_EQ(python::decodeType("Struct[]"), python::Type::EMPTYDICT); + // all primitive types // -> create structured types // test 1: string keys (this is probably the most common scenario) vector> pairs; - for(auto p : primitiveTypes(true)) { + for(const auto& p : primitiveTypes(true)) { pairs.push_back(make_pair(p.desc(), p)); } auto t = python::Type::makeStructuredDictType(pairs); @@ -238,6 +241,10 @@ TEST(TypeSys, structuredDictType) { auto decoded_t = python::decodeType(encoded); EXPECT_EQ(decoded_t.desc(), t.desc()); + + // test 2: full type test + + } \ No newline at end of file diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index 3fdb29b2e..fd1efd9f2 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -315,6 +315,12 @@ namespace python { std::string encode() const; }; + struct StructEntry { // an entry of a structured dict + std::string key; // the value of the key, represented as string + Type keyType; // type required to decode the string key + Type valueType; // type what to store under key + }; + extern bool isLiteralType(const Type& type); inline bool operator < (const Type& lhs, const Type& rhs) { return lhs._hash < rhs._hash; } @@ -350,7 +356,7 @@ namespace python { std::vector _baseClasses; //! base classes from left to right // type specific meta-data // structured dict: - std::vector> _struct_pairs; // pairs for structured dicts. + std::vector _struct_pairs; // pairs for structured dicts. // opt properties int64_t _lower_bound; @@ -364,7 +370,7 @@ namespace python { const Type& ret, const std::vector& baseClasses=std::vector{}, bool isVarLen=false, - const std::vector>& kv_pairs={}, + const std::vector& kv_pairs={}, int64_t lower_bound=std::numeric_limits::min(), int64_t upper_bound=std::numeric_limits::max(), const std::string& constant="") : _desc(desc), _type(at), _params(params), @@ -395,7 +401,7 @@ namespace python { const python::Type& retval=python::Type::VOID, const std::vector& baseClasses = std::vector(), bool isVarLen=false, - const std::vector>& kv_pairs={}, + const std::vector& kv_pairs={}, int64_t lower_bound=std::numeric_limits::min(), int64_t upper_bound=std::numeric_limits::max(), const std::string& constant=""); @@ -435,6 +441,7 @@ namespace python { Type createOrGetListType(const Type& val); Type createOrGetStructuredDictType(const std::vector>& kv_pairs); + Type createOrGetStructuredDictType(const std::vector& kv_pairs); Type createOrGetTupleType(const std::initializer_list args); Type createOrGetTupleType(const TTuple& args); diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 1b5d57c82..c09562c88 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -77,7 +77,7 @@ namespace python { const python::Type& retval, const std::vector& baseClasses, bool isVarLen, - const std::vector>& kv_pairs, + const std::vector& kv_pairs, int64_t lower_bound, int64_t upper_bound, const std::string& constant) { @@ -182,12 +182,10 @@ namespace python { return registerOrGetType(name, AbstractType::TUPLE, args); } - Type TypeFactory::createOrGetStructuredDictType(const std::vector> &kv_pairs) { - - std::string name = "Struct["; - + Type TypeFactory::createOrGetStructuredDictType(const std::vector> &pairs) { + std::vector kv_pairs; // for each pair, construct tuple (val_type, value) -> type - for(auto pair : kv_pairs) { + for(auto pair : pairs) { std::string pair_str = "("; // field? @@ -209,9 +207,27 @@ namespace python { } } + // create the actual kv_pair + StructEntry kv_pair; + kv_pair.keyType = f.getType(); + kv_pair.key = f.toPythonString(); + kv_pair.valueType = pair.second; + kv_pairs.push_back(kv_pair); + } + return createOrGetStructuredDictType(kv_pairs); + } + + Type TypeFactory::createOrGetStructuredDictType(const std::vector &kv_pairs) { + + std::string name = "Struct["; + + // for each pair, construct tuple (val_type, value) -> type + for(const auto& kv_pair : kv_pairs) { + std::string pair_str = "("; + // @TODO: we basically need a mechanism to serialize/deserialize field values to string and back. // add mapping - pair_str += f.getType().desc() + "," + f.toPythonString() + "->" + pair.second.desc(); + pair_str += kv_pair.keyType.desc() + "," + escape_to_python_str(kv_pair.key) + "->" + kv_pair.valueType.desc(); pair_str += ")"; name += pair_str + ","; @@ -1229,10 +1245,12 @@ namespace python { return TypeFactory::instance().createOrGetDelayedParsingType(underlying); } - Type Type::decode(const std::string& s) { + + inline Type decodeEx(const std::string& s, size_t *end_position=nullptr) { if(s == "uninitialized") { - Type t; - t._hash = -1; + Type t = Type::fromHash(-1); + if(end_position) + *end_position = s.length(); return t; } @@ -1260,6 +1278,8 @@ namespace python { std::stack > expressionStack; std::stack compoundStack; + std::stack> kvStack; + while(pos < s.length()) { // check against all keywords @@ -1286,17 +1306,74 @@ namespace python { else expressionStack.top().push_back(keyword_type); pos += keyword.size(); // should be 3 for i64 e.g. + } else if(s[pos] == '(' ) { + numOpenParentheses++; + // push new pair + assert(!kvStack.empty()); + kvStack.top().push_back(StructEntry()); + pos++; + } else if(s[pos] == ')') { + // must be a pair -> so take results from stack and push to pairs stack! + numOpenParentheses--; + pos++; + + // edit last pair. + assert(!kvStack.empty()); + assert(!kvStack.top().empty()); + assert(!expressionStack.empty()); + assert(expressionStack.top().size() >= 2); + auto value_type = expressionStack.top().back(); + expressionStack.top().pop_back(); + auto key_type = expressionStack.top().back(); + expressionStack.top().pop_back(); + + kvStack.top().back().keyType = key_type; + kvStack.top().back().valueType = value_type; + } else if(s[pos] == '\'') { + // decode '...'-> string + std::string decoded_string = ""; + pos++; + while(pos < s.size()) { + if(pos + 1 < s.size() && s[pos] == '\\' && s[pos + 1] == '\'') { + decoded_string += tuplex::char2str('\''); + pos += 2; + } if(pos + 1 < s.size() && s[pos] == '\\' && s[pos + 1] == '\\') { + decoded_string += tuplex::char2str('\\'); + pos += 2; + } else if(s[pos] == '\'') { + // string is done + pos++; + break; + } else { + decoded_string += tuplex::char2str(s[pos]); + pos++; + } + } + + // skip any whitespace + while(pos < s.size() && isspace(s[pos])) + pos++; + // check if next one is -> + if(s.substr(pos, 2) == "->") + pos += 2; + else { + throw std::runtime_error("invalid pair found."); + } + // save onto last pair the string value! + assert(!kvStack.empty()); + assert(!kvStack.top().empty()); + kvStack.top().back().key = decoded_string; } else if(s[pos] == '[') { // should never get entered?? numOpenSqBrackets++; expressionStack.push(std::vector()); pos++; } else if(s[pos] == ']') { - numClosedSqBrackets++; - if(numOpenSqBrackets < numClosedSqBrackets) { - Logger::instance().defaultLogger().error("square brackets [...] mismatch in encoded typestr '" + s + "'"); - return Type::UNKNOWN; - } + numClosedSqBrackets++; + if(numOpenSqBrackets < numClosedSqBrackets) { + Logger::instance().defaultLogger().error("square brackets [...] mismatch in encoded typestr '" + s + "'"); + return Type::UNKNOWN; + } auto topVec = expressionStack.top(); auto compound_type = compoundStack.top(); Type t; @@ -1310,6 +1387,10 @@ namespace python { t = TypeFactory::instance().createOrGetFunctionType(topVec[0], topVec[1]); // order?? --> might need revser? } else if("Dict" == compound_type) { t = TypeFactory::instance().createOrGetDictionaryType(topVec[0], topVec[1]); // order?? --> might need revser? + } else if("Struct" == compound_type) { + auto kv_pairs = kvStack.top(); + kvStack.pop(); + t = TypeFactory::instance().createOrGetStructuredDictType(kv_pairs); } else { Logger::instance().defaultLogger().error("Unknown compound type '" + compound_type + "' encountered, can't create compound type. Returning unknown."); return Type::UNKNOWN; @@ -1349,6 +1430,46 @@ namespace python { compoundStack.push("List"); numOpenSqBrackets++; pos += 5; + } else if(s.substr(pos, strlen("Struct[")).compare("Struct[") == 0) { + // it's a compound struct type made up of a bunch of other types + // need to decode pairs manually! + // i.e., what is the next token? -> if ] => then empty dict! + expressionStack.push(std::vector()); + compoundStack.push("Struct"); + kvStack.push({}); // new pair entry! + numOpenSqBrackets++; + pos += strlen("Struct["); +// if(pos < s.size()) { +// if(']' == s[pos]) { +// pos++; +// auto t = python::Type::EMPTYDICT; +// if(expressionStack.empty()) { +// expressionStack.push({t}); +// compoundStack.push("primitive"); +// } +// else +// expressionStack.top().push_back(t); +// } else if('(' == s[pos]) { +// // a bunch of tuples (...) describing the struct elements... => need to support arbitarily nested struct types here +// // they are encoded as (type, value_string -> type) +// pos++; +// size_t end_pos = 0; +// auto t = decodeEx(s.substr(pos), &end_pos); +// +// // type properly decoded +// if(t != python::Type::UNKNOWN && end_pos != 0) { +// std::cout< 0); assert(expressionStack.top().size() > 0); return expressionStack.top().front(); } + Type Type::decode(const std::string& s) { + return decodeEx(s, nullptr); + } + // TODO: more efficient encoding using binary representation? std::string Type::encode() const { if(_hash > 0) { From 3b48cfe019b37f7d19834bbca954417117be3d88 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Sun, 24 Jul 2022 21:37:21 -0400 Subject: [PATCH 016/286] more fixes, struct decode wip --- tuplex/utils/src/TypeSystem.cc | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index c09562c88..8f7a9c8ab 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -227,7 +227,9 @@ namespace python { // @TODO: we basically need a mechanism to serialize/deserialize field values to string and back. // add mapping - pair_str += kv_pair.keyType.desc() + "," + escape_to_python_str(kv_pair.key) + "->" + kv_pair.valueType.desc(); + // escape non-string values as string + auto py_string = kv_pair.keyType == python::Type::STRING ? kv_pair.key : escape_to_python_str(kv_pair.key); + pair_str += kv_pair.keyType.desc() + "," + py_string + "->" + kv_pair.valueType.desc(); pair_str += ")"; name += pair_str + ","; @@ -1262,6 +1264,12 @@ namespace python { size_t min_keyword_length = s.length(); size_t max_keyword_length = 0; std::unordered_map keywords = TypeFactory::instance().get_primitive_keywords(); + + // add (), {}, and [] as keywords + keywords["()"] = python::Type::EMPTYTUPLE; + keywords["[]"] = python::Type::EMPTYLIST; + keywords["{}"] = python::Type::EMPTYDICT; + for(const auto& kv : keywords) { min_keyword_length = std::min(min_keyword_length, kv.first.length()); max_keyword_length = std::max(max_keyword_length, kv.first.length()); From 1f82428b34ad6e398156f54d9bde9b580e8d62c9 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Tue, 26 Jul 2022 11:23:26 -0400 Subject: [PATCH 017/286] another fix --- tuplex/utils/src/TypeSystem.cc | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 8f7a9c8ab..886c751b9 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -1337,6 +1337,11 @@ namespace python { kvStack.top().back().keyType = key_type; kvStack.top().back().valueType = value_type; + + // special case: encode string (b.c. it's the raw string decoded right now!) + if(python::Type::STRING == key_type) { + kvStack.top().back().key = escape_to_python_str(kvStack.top().back().key); + } } else if(s[pos] == '\'') { // decode '...'-> string std::string decoded_string = ""; From b04c766089e74706dd9c55ed8f10df3f5b3453a5 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Tue, 26 Jul 2022 11:53:54 -0400 Subject: [PATCH 018/286] any fix --- tuplex/test/codegen/TypeSystemTest.cc | 37 +++++++++++++++------------ tuplex/utils/include/Field.h | 34 ++++++++++++++++++++++++ tuplex/utils/src/TypeSystem.cc | 24 +++++------------ 3 files changed, 61 insertions(+), 34 deletions(-) diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index 547231bdd..2aabbc381 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -225,22 +225,27 @@ TEST(TypeSys, structuredDictType) { using namespace tuplex; using namespace std; - // Struct[] is empty dict! - // EXPECT_EQ(python::decodeType("Struct[]"), python::Type::EMPTYDICT); - - // all primitive types - // -> create structured types - - // test 1: string keys (this is probably the most common scenario) - vector> pairs; - for(const auto& p : primitiveTypes(true)) { - pairs.push_back(make_pair(p.desc(), p)); - } - auto t = python::Type::makeStructuredDictType(pairs); - auto encoded = t.desc(); - auto decoded_t = python::decodeType(encoded); - EXPECT_EQ(decoded_t.desc(), t.desc()); - +// // Struct[] is empty dict! +// EXPECT_EQ(python::decodeType("Struct[]").desc(), python::Type::EMPTYDICT.desc()); +// +// // all primitive types +// // -> create structured types +// +// // test 1: string keys (this is probably the most common scenario) +// vector> pairs; +// for(const auto& p : primitiveTypes(true)) { +// pairs.push_back(make_pair(p.desc(), p)); +// } +// auto t = python::Type::makeStructuredDictType(pairs); +// auto encoded = t.desc(); +// auto decoded_t = python::decodeType(encoded); +// EXPECT_EQ(decoded_t.desc(), t.desc()); + + // test 2: non-string keys -> i.e., use Tuples, integers etc. as keys + auto t_2 = python::Type::makeStructuredDictType({make_pair(10, python::Type::F64)}); // i64 -> f64 struct! + auto encoded_2 = t_2.desc(); + auto decoded_2 = python::decodeType(encoded_2); + EXPECT_EQ(decoded_2.desc(), t_2.desc()); // test 2: full type test diff --git a/tuplex/utils/include/Field.h b/tuplex/utils/include/Field.h index f5fe38b89..139bbdab0 100644 --- a/tuplex/utils/include/Field.h +++ b/tuplex/utils/include/Field.h @@ -24,6 +24,8 @@ #include #include +#include + namespace tuplex { class Field; @@ -244,5 +246,37 @@ namespace tuplex { vec_build(v, Fargs...); } + + inline Field any_to_field(const boost::any& value, const Field& default_value = Field::null()) { + auto f = default_value; + + // cast from a couple of basic C++ types + if(value.type() == typeid(std::string)) { + f = tuplex::Field(boost::any_cast(value)); + } else if(value.type() == typeid(const char*)) { + f = tuplex::Field(std::string(boost::any_cast(value))); + } else if(value.type() == typeid(int64_t)) { + f = tuplex::Field(boost::any_cast(value)); + } else if(value.type() == typeid(int8_t)) { + f = tuplex::Field(static_cast(boost::any_cast(value))); + } else if(value.type() == typeid(int16_t)) { + f = tuplex::Field(static_cast(boost::any_cast(value))); + } else if(value.type() == typeid(int32_t)) { + f = tuplex::Field(static_cast(boost::any_cast(value))); + } else { + try { + f = boost::any_cast(value); + } catch (const boost::bad_any_cast& b) { +#ifndef NDEBUG + std::cerr<<"bad cast, expecting Field here but got instead "<(pair.first)); - } else if(pair.first.type() == typeid(const char*)) { - f = tuplex::Field(std::string(boost::any_cast(pair.first))); - } else { - try { - f = boost::any_cast(pair.first); - } catch (const boost::bad_any_cast& b) { -#ifndef NDEBUG - std::cerr<<"bad cast, expecting Field here but got instead "< &kv_pairs) { + // Struct[] is empty dict + if(kv_pairs.empty()) + return python::Type::EMPTYDICT; + std::string name = "Struct["; // for each pair, construct tuple (val_type, value) -> type From 3dbeb208914b3d52ce63252293c0e1443f56bb9d Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Mon, 8 Aug 2022 14:53:51 +0200 Subject: [PATCH 019/286] decoding incl legacy mode --- tuplex/test/codegen/TypeSystemTest.cc | 9 +- tuplex/utils/include/Field.h | 9 ++ tuplex/utils/src/TypeSystem.cc | 159 ++++++++++++++++---------- 3 files changed, 110 insertions(+), 67 deletions(-) diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index 2aabbc381..d9b345b81 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -91,21 +91,20 @@ TEST(TypeSys, fixedSizeTypes) { TEST(TypeSys, StrDecoding) { using namespace python; - EXPECT_TRUE(Type::EMPTYTUPLE == - decodeType("()")); + EXPECT_EQ(Type::EMPTYTUPLE, decodeType("()")); Type complex = Type::makeTupleType({Type::I64, Type::EMPTYTUPLE, Type::F64, Type::makeTupleType({Type::STRING,Type::BOOLEAN})}); - EXPECT_TRUE(complex == decodeType("(i64, (), f64, (str, bool))")); + EXPECT_EQ(complex, decodeType("(i64, (), f64, (str, bool))")); Type more_complex = Type::makeTupleType({Type::F64, Type::makeDictionaryType(Type::STRING, Type::makeTupleType( {Type::I64, Type::BOOLEAN, Type::makeDictionaryType(Type::F64, Type::STRING)})), Type::F64}); - EXPECT_TRUE(more_complex == decodeType("(f64, {str, (i64, bool, {f64, str})}, f64)")); + EXPECT_EQ(more_complex, decodeType("(f64, {str, (i64, bool, {f64, str})}, f64)")); Type even_more_complex = Type::makeTupleType( {Type::makeListType(Type::F64), Type::makeDictionaryType(Type::STRING, Type::makeTupleType( {Type::makeListType(Type::I64), Type::BOOLEAN, Type::makeListType(Type::makeDictionaryType(Type::F64, Type::makeOptionType(Type::STRING)))})), Type::F64, Type::makeListType(Type::makeOptionType(Type::STRING))}); - EXPECT_TRUE(even_more_complex == decodeType("([f64], {str, ([i64], bool, [{f64, Option[str]}])}, f64, [Option[str]])")); + EXPECT_EQ(even_more_complex, decodeType("([f64], {str, ([i64], bool, [{f64, Option[str]}])}, f64, [Option[str]])")); } TEST(TypeSys, TupleHaveSameType) { diff --git a/tuplex/utils/include/Field.h b/tuplex/utils/include/Field.h index 139bbdab0..0dfb74084 100644 --- a/tuplex/utils/include/Field.h +++ b/tuplex/utils/include/Field.h @@ -255,6 +255,15 @@ namespace tuplex { f = tuplex::Field(boost::any_cast(value)); } else if(value.type() == typeid(const char*)) { f = tuplex::Field(std::string(boost::any_cast(value))); + } else if(value.type() == typeid(float)) { +#ifndef NDEBUG + std::cerr<<"WARNING: number supplied as float (f32) but Tuplex internally only uses double" + <<"precision floating point numbers. Consider calling with the correct double type (f64)." + <(boost::any_cast(value))); + }else if(value.type() == typeid(double)) { + f = tuplex::Field(boost::any_cast(value)); } else if(value.type() == typeid(int64_t)) { f = tuplex::Field(boost::any_cast(value)); } else if(value.type() == typeid(int8_t)) { diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 2efae6185..86e213d27 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -147,18 +147,18 @@ namespace python { Type TypeFactory::createOrGetDictionaryType(const Type &key, const Type &val) { std::string name = ""; - name += "{"; + name += "Dict["; name += TypeFactory::instance().getDesc(key._hash); name += ","; name += TypeFactory::instance().getDesc(val._hash); - name += "}"; + name += "]"; return registerOrGetType(name, AbstractType::DICTIONARY, {key, val}); } Type TypeFactory::createOrGetListType(const Type &val) { std::string name; - name += "["; + name += "List["; name += TypeFactory::instance().getDesc(val._hash); name += "]"; @@ -1258,6 +1258,9 @@ namespace python { keywords["[]"] = python::Type::EMPTYLIST; keywords["{}"] = python::Type::EMPTYDICT; + // fix for bool + keywords["bool"] = python::Type::BOOLEAN; + for(const auto& kv : keywords) { min_keyword_length = std::min(min_keyword_length, kv.first.length()); max_keyword_length = std::max(max_keyword_length, kv.first.length()); @@ -1304,32 +1307,65 @@ namespace python { pos += keyword.size(); // should be 3 for i64 e.g. } else if(s[pos] == '(' ) { numOpenParentheses++; - // push new pair - assert(!kvStack.empty()); - kvStack.top().push_back(StructEntry()); + + // if in struct compound mode -> push pairs + if(!compoundStack.empty() && compoundStack.top() == "Struct") { + // push new pair + assert(!kvStack.empty()); + kvStack.top().push_back(StructEntry()); + } else { + expressionStack.push(std::vector()); + compoundStack.push("Tuple"); + } pos++; } else if(s[pos] == ')') { // must be a pair -> so take results from stack and push to pairs stack! - numOpenParentheses--; + numClosedParentheses++; pos++; - // edit last pair. - assert(!kvStack.empty()); - assert(!kvStack.top().empty()); - assert(!expressionStack.empty()); - assert(expressionStack.top().size() >= 2); - auto value_type = expressionStack.top().back(); - expressionStack.top().pop_back(); - auto key_type = expressionStack.top().back(); - expressionStack.top().pop_back(); - - kvStack.top().back().keyType = key_type; - kvStack.top().back().valueType = value_type; - - // special case: encode string (b.c. it's the raw string decoded right now!) - if(python::Type::STRING == key_type) { - kvStack.top().back().key = escape_to_python_str(kvStack.top().back().key); + if(numOpenParentheses < numClosedParentheses) { + Logger::instance().defaultLogger().error("parentheses (...) mismatch in encoded typestr '" + s + "'"); + return Type::UNKNOWN; } + + // if in struct compound mode -> push pairs + if(!compoundStack.empty() && compoundStack.top() == "Struct") { + // edit last pair. + assert(!kvStack.empty()); + assert(!kvStack.top().empty()); + assert(!expressionStack.empty()); + assert(expressionStack.top().size() >= 2); + auto value_type = expressionStack.top().back(); + expressionStack.top().pop_back(); + auto key_type = expressionStack.top().back(); + expressionStack.top().pop_back(); + + kvStack.top().back().keyType = key_type; + kvStack.top().back().valueType = value_type; + + // special case: encode string (b.c. it's the raw string decoded right now!) + if(python::Type::STRING == key_type) { + kvStack.top().back().key = escape_to_python_str(kvStack.top().back().key); + } + } else if(!compoundStack.empty() && compoundStack.top() == "Tuple") { + // in tuple mode, pop from stack and replace! + auto topVec = expressionStack.top(); + auto compound_type = compoundStack.top(); + Type t = TypeFactory::instance().createOrGetTupleType(topVec); + + compoundStack.pop(); + expressionStack.pop(); + + if(expressionStack.empty()) { + expressionStack.push({t}); + compoundStack.push("primitive"); + } + else + expressionStack.top().push_back(t); + } else { + throw std::runtime_error("invalid type!"); + } + } else if(s[pos] == '\'') { // decode '...'-> string std::string decoded_string = ""; @@ -1364,11 +1400,6 @@ namespace python { assert(!kvStack.empty()); assert(!kvStack.top().empty()); kvStack.top().back().key = decoded_string; - } else if(s[pos] == '[') { - // should never get entered?? - numOpenSqBrackets++; - expressionStack.push(std::vector()); - pos++; } else if(s[pos] == ']') { numClosedSqBrackets++; if(numOpenSqBrackets < numClosedSqBrackets) { @@ -1385,9 +1416,9 @@ namespace python { } else if ("Option" == compound_type) { t = TypeFactory::instance().createOrGetOptionType(topVec[0]); // order?? --> might need reverse... } else if("Function" == compound_type) { - t = TypeFactory::instance().createOrGetFunctionType(topVec[0], topVec[1]); // order?? --> might need revser? + t = TypeFactory::instance().createOrGetFunctionType(topVec[0], topVec[1]); // order?? --> might need reversion? } else if("Dict" == compound_type) { - t = TypeFactory::instance().createOrGetDictionaryType(topVec[0], topVec[1]); // order?? --> might need revser? + t = TypeFactory::instance().createOrGetDictionaryType(topVec[0], topVec[1]); // order?? --> might need reversion? } else if("Struct" == compound_type) { auto kv_pairs = kvStack.top(); kvStack.pop(); @@ -1406,7 +1437,42 @@ namespace python { else expressionStack.top().push_back(t); pos++; - } else if (s.substr(pos, 7).compare("Option[") == 0) { + } else if(s[pos] == '[') { + // legacy, encodes a list + expressionStack.push(std::vector()); + compoundStack.push("List"); + numOpenSqBrackets++; + pos++; + } else if(s[pos] == '{') { + // legacy, should now be treated as Dict[...] except for empty dict + expressionStack.push(std::vector()); + compoundStack.push("Dict"); + numOpenBrackets++; + pos++; + } else if(s[pos] == '}') { + // legacy, should now be treated as Dict[...] except for empty dict + + numClosedBrackets++; + if(numOpenBrackets < numClosedBrackets) { + Logger::instance().defaultLogger().error("brackets {...} mismatch in encoded typestr '" + s + "'"); + return Type::UNKNOWN; + } + auto topVec = expressionStack.top(); + auto compound_type = compoundStack.top(); + assert("Dict" == compound_type); + auto t = TypeFactory::instance().createOrGetDictionaryType(topVec[0], topVec[1]); // order?? --> might need reversion? + + compoundStack.pop(); + expressionStack.pop(); + + if(expressionStack.empty()) { + expressionStack.push({t}); + compoundStack.push("primitive"); + } + else + expressionStack.top().push_back(t); + pos++; + } else if (s.substr(pos, 7).compare("Option[") == 0) { expressionStack.push(std::vector()); compoundStack.push("Option"); numOpenSqBrackets++; @@ -1440,37 +1506,6 @@ namespace python { kvStack.push({}); // new pair entry! numOpenSqBrackets++; pos += strlen("Struct["); -// if(pos < s.size()) { -// if(']' == s[pos]) { -// pos++; -// auto t = python::Type::EMPTYDICT; -// if(expressionStack.empty()) { -// expressionStack.push({t}); -// compoundStack.push("primitive"); -// } -// else -// expressionStack.top().push_back(t); -// } else if('(' == s[pos]) { -// // a bunch of tuples (...) describing the struct elements... => need to support arbitarily nested struct types here -// // they are encoded as (type, value_string -> type) -// pos++; -// size_t end_pos = 0; -// auto t = decodeEx(s.substr(pos), &end_pos); -// -// // type properly decoded -// if(t != python::Type::UNKNOWN && end_pos != 0) { -// std::cout< Date: Mon, 8 Aug 2022 15:58:07 +0200 Subject: [PATCH 020/286] compile fix --- tuplex/core/src/physical/ResolveTask.cc | 2 ++ tuplex/python/src/PythonContext.cc | 1 + 2 files changed, 3 insertions(+) diff --git a/tuplex/core/src/physical/ResolveTask.cc b/tuplex/core/src/physical/ResolveTask.cc index 6e8a54833..7f2946b49 100644 --- a/tuplex/core/src/physical/ResolveTask.cc +++ b/tuplex/core/src/physical/ResolveTask.cc @@ -15,6 +15,8 @@ #include #include #include +#include + #define BUF_FORMAT_COMPILED_RESOLVE 0 #define BUF_FORMAT_NORMAL_OUTPUT 1 diff --git a/tuplex/python/src/PythonContext.cc b/tuplex/python/src/PythonContext.cc index 65f6ae04f..9605cc671 100644 --- a/tuplex/python/src/PythonContext.cc +++ b/tuplex/python/src/PythonContext.cc @@ -15,6 +15,7 @@ #include #include #include +#include // possible classes are // int, float, str, list, tuple, dict From 97dc5d9c2ecf6a620988df186888ff5bf0582fda Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Mon, 8 Aug 2022 17:45:16 +0200 Subject: [PATCH 021/286] nested struct fix --- tuplex/test/codegen/TypeSystemTest.cc | 55 ++++++++++++++++++--------- tuplex/utils/include/TypeSystem.h | 4 ++ tuplex/utils/src/TypeSystem.cc | 22 ++++++++++- 3 files changed, 62 insertions(+), 19 deletions(-) diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index d9b345b81..60c7d1432 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -224,21 +224,21 @@ TEST(TypeSys, structuredDictType) { using namespace tuplex; using namespace std; -// // Struct[] is empty dict! -// EXPECT_EQ(python::decodeType("Struct[]").desc(), python::Type::EMPTYDICT.desc()); -// -// // all primitive types -// // -> create structured types -// -// // test 1: string keys (this is probably the most common scenario) -// vector> pairs; -// for(const auto& p : primitiveTypes(true)) { -// pairs.push_back(make_pair(p.desc(), p)); -// } -// auto t = python::Type::makeStructuredDictType(pairs); -// auto encoded = t.desc(); -// auto decoded_t = python::decodeType(encoded); -// EXPECT_EQ(decoded_t.desc(), t.desc()); + // Struct[] is empty dict! + EXPECT_EQ(python::decodeType("Struct[]").desc(), python::Type::EMPTYDICT.desc()); + + // all primitive types + // -> create structured types + + // test 1: string keys (this is probably the most common scenario) + vector> pairs; + for(const auto& p : primitiveTypes(true)) { + pairs.push_back(make_pair(p.desc(), p)); + } + auto t = python::Type::makeStructuredDictType(pairs); + auto encoded = t.desc(); + auto decoded_t = python::decodeType(encoded); + EXPECT_EQ(decoded_t.desc(), t.desc()); // test 2: non-string keys -> i.e., use Tuples, integers etc. as keys auto t_2 = python::Type::makeStructuredDictType({make_pair(10, python::Type::F64)}); // i64 -> f64 struct! @@ -247,8 +247,27 @@ TEST(TypeSys, structuredDictType) { EXPECT_EQ(decoded_2.desc(), t_2.desc()); - // test 2: full type test - - + // test 3: nested struct type, different keys etc. + auto subt_3_1 = python::Type::makeStructuredDictType({make_pair(10, python::Type::F64)}); // i64 -> f64 struct! + auto encoded_subt_3_1 = subt_3_1.desc(); + auto decoded_subt_3_1 = python::decodeType(encoded_subt_3_1); + EXPECT_EQ(decoded_subt_3_1.desc(), subt_3_1.desc()); + auto subt_3_2 = python::Type::makeStructuredDictType({make_pair(Field(Tuple(20, 30)), python::Type::I64), + make_pair(Field(Tuple(Field(Tuple(20, 32)), 20, 30)), Field(Tuple(20, 3.4)).getType()), + make_pair("test", python::Type::STRING), + make_pair("world", python::Type::I64), + make_pair(42, python::Type::makeTupleType({ + python::Type::makeOptionType(python::Type::I64), python::Type::STRING + })) + }); + auto encoded_subt_3_2 = subt_3_2.desc(); + auto decoded_subt_3_2 = python::decodeType(encoded_subt_3_2); + EXPECT_EQ(decoded_subt_3_2.desc(), subt_3_2.desc()); + auto t_3 = python::Type::makeStructuredDictType({make_pair("nested_1", subt_3_1), + make_pair("nested_2", subt_3_2), + make_pair("str_list", python::Type::makeListType(python::Type::I64))}); + auto encoded_3 = t_3.desc(); + auto decoded_3 = python::decodeType(encoded_3); + EXPECT_EQ(decoded_3.desc(), t_3.desc()); } \ No newline at end of file diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index fd1efd9f2..ad20e087e 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -319,6 +319,10 @@ namespace python { std::string key; // the value of the key, represented as string Type keyType; // type required to decode the string key Type valueType; // type what to store under key + + inline bool isUndefined() const { + return key.empty() && keyType == Type() && valueType == Type(); + } }; extern bool isLiteralType(const Type& type); diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 86e213d27..41e113513 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -1281,6 +1281,10 @@ namespace python { while(pos < s.length()) { +#ifndef NDEBUG + // for debug: + std::string remaining_string = s.substr(pos, std::string::npos); +#endif // check against all keywords bool keyword_found = false; Type keyword_type = Type::UNKNOWN; @@ -1308,8 +1312,24 @@ namespace python { } else if(s[pos] == '(' ) { numOpenParentheses++; + // a new pair for struct is encountered when: + // 1. compoundStack top is Struct + // 2. expressionStack top is empty -> i.e. the top has been consumed as pair! + // 3. don't push if the last pair is not filled out completely yet! -> i.e. a tuple type was encountered + + bool push_new_pair = false; + if(!compoundStack.empty() && compoundStack.top() == "Struct" + && (expressionStack.empty() || expressionStack.top().empty())) + push_new_pair = true; + + // special case: tuple key + if(!kvStack.empty() + && !kvStack.top().empty() + && kvStack.top().back().isUndefined()) + push_new_pair = false; + // if in struct compound mode -> push pairs - if(!compoundStack.empty() && compoundStack.top() == "Struct") { + if(push_new_pair) { // push new pair assert(!kvStack.empty()); kvStack.top().push_back(StructEntry()); From d7b1e2bc975062e630b711b71320762500132126 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Mon, 8 Aug 2022 18:00:09 +0200 Subject: [PATCH 022/286] keyword match fix --- tuplex/utils/src/TypeSystem.cc | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 41e113513..10310b999 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -1285,11 +1285,11 @@ namespace python { // for debug: std::string remaining_string = s.substr(pos, std::string::npos); #endif - // check against all keywords + // check against all keywords, match longest keyword first! bool keyword_found = false; Type keyword_type = Type::UNKNOWN; std::string keyword = ""; - for(unsigned i = min_keyword_length; i <= max_keyword_length && i < s.length() - pos + 1; ++i) { + for(unsigned i = std::min(s.length() - pos + 1, max_keyword_length); i >= min_keyword_length; --i) { auto it = keywords.find(s.substr(pos, i)); if(it != keywords.end()) { // found keyword, append From 372c6441c9eda78e0fa68b263025916f3571a282 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Mon, 8 Aug 2022 22:19:35 +0200 Subject: [PATCH 023/286] struct type --- tuplex/test/utils/TestJSONUtils.cc | 83 +++++++++++++++++++++++++++- tuplex/utils/include/JsonStatistic.h | 20 ++++++- tuplex/utils/include/TypeSystem.h | 9 +++ tuplex/utils/src/JsonStatistic.cc | 43 ++++++++++++++ tuplex/utils/src/TypeSystem.cc | 6 +- 5 files changed, 156 insertions(+), 5 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index e6033b606..8ee3b79b8 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -13,6 +13,7 @@ #include #include #include +#include static std::string fileToString(const std::string& path) { std::ifstream t(path); @@ -43,6 +44,19 @@ TEST(JSONUtils, Chunker) { namespace tuplex { + // for estimation a tree structure is required + struct JSONTypeNode { + std::string key; + std::unordered_map types; + std::vector> children; + + inline bool isLeaf() const { return children.empty(); } + + inline void inc_type(const python::Type& type) { + types[type]++; + } + }; + // non-recursive mapping python::Type jsonTypeToPythonTypeNonRecursive(const simdjson::ondemand::json_type& jtype, const std::string_view& value) { switch(jtype) { @@ -73,6 +87,61 @@ namespace tuplex { } } } + + python::Type jsonTypeToPythonTypeRecursive(simdjson::simdjson_result obj) { + using namespace std; + + // is a nested field? + if(obj.type() == simdjson::ondemand::json_type::object) { + + // json is always string keys -> value + vector kv_pairs; + for(auto field : obj.get_object()) { + // add to names + auto sv_key = field.unescaped_key().value(); + std::string key = {sv_key.begin(), sv_key.end()}; + + python::StructEntry entry; + entry.key = escape_to_python_str(key); + entry.keyType = python::Type::STRING; + entry.valueType = jsonTypeToPythonTypeRecursive(field.value()); // recurse if necessary! + kv_pairs.push_back(entry); + } + + return python::Type::makeStructuredDictType(kv_pairs); + } + // is it an array? => only homogenous arrays supported! + if(obj.type() == simdjson::ondemand::json_type::array) { + + // homogenous type? + auto token = obj.raw_json_token().value(); + auto arr = obj.get_array(); + size_t arr_size = 0; + + // go through array and check that types are the same + python::Type element_type; + bool first = true; + for(auto el : arr) { + auto next_type = jsonTypeToPythonTypeRecursive(el); + if(first) { + element_type = next_type; + first = false; + } + auto uni_type = unifyTypes(element_type, next_type); + if(uni_type == python::Type::UNKNOWN) + return python::Type::makeListType(python::Type::PYOBJECT); // non-homogenous list + element_type = uni_type; + arr_size++; + } + + if(arr_size == 0) + return python::Type::EMPTYLIST; + + return python::Type::makeListType(element_type); + } + + return jsonTypeToPythonTypeNonRecursive(obj.type(), obj.raw_json_token()); + } } TEST(JSONUtils, SIMDJSONFieldParse) { @@ -112,6 +181,9 @@ TEST(JSONUtils, SIMDJSONFieldParse) { bool first_row = false; + // cf. Tree Walking and JSON Element Types in https://github.com/simdjson/simdjson/blob/master/doc/basics.md + // use scalar() => for simple numbers etc. + // anonymous row? I.e., simple value? for(auto it = stream.begin(); it != stream.end(); ++it) { auto doc = (*it); @@ -138,6 +210,12 @@ TEST(JSONUtils, SIMDJSONFieldParse) { // perform type count (lookups necessary because can be ANY order) auto py_type = jsonTypeToPythonTypeNonRecursive(field.value().type(), field.value().raw_json_token()); + + // generic types? -> recurse! + if(py_type == python::Type::GENERICDICT || py_type == python::Type::GENERICLIST) { + py_type = jsonTypeToPythonTypeRecursive(field.value()); + } + // add to count array type_counts[std::make_tuple(column_index_lookup_table[key], py_type)]++; } @@ -166,12 +244,11 @@ TEST(JSONUtils, SIMDJSONFieldParse) { pos++; } } - - // todo, parse types??? - break; } default: { + // basic element -> directly map type! + auto py_type = jsonTypeToPythonTypeNonRecursive(doc.type().value(), doc.raw_json_token()); break; } } diff --git a/tuplex/utils/include/JsonStatistic.h b/tuplex/utils/include/JsonStatistic.h index a5c7d6776..bf20a3b3a 100644 --- a/tuplex/utils/include/JsonStatistic.h +++ b/tuplex/utils/include/JsonStatistic.h @@ -33,7 +33,7 @@ namespace tuplex { public: JsonStatistic(double threshold, const std::vector& null_values=std::vector{""}) : _threshold(threshold), _null_values(null_values) {} - //@March: Implement, this function basically takes a buffer, needs to find the start of a valid JSON (i.e. \n{, \r\n{ if start[0] is not {) + // This function basically takes a buffer, needs to find the start of a valid JSON (i.e. \n{, \r\n{ if start[0] is not {) void estimate(const char* start, size_t size, bool disableNullColumns=false); //@March: implement, columns present in json file @@ -49,6 +49,24 @@ namespace tuplex { private: double _threshold; std::vector _null_values; + + // for estimation a tree structure is required + struct JSONTypeNode { + std::string key; + std::unordered_map types; + std::vector> children; + + inline bool isLeaf() const { return children.empty(); } + + inline void inc_type(const python::Type& type) { + types[type]++; + } + }; + + std::unique_ptr _root; + + void walkJSONTree(std::unique_ptr& node, cJSON* json); + }; } diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index ad20e087e..3fffc8af7 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -28,6 +28,8 @@ namespace python { class Type; class TypeFactory; + struct StructEntry; + class Type { friend class TypeFactory; friend bool operator < (const Type& lhs, const Type& rhs); @@ -259,6 +261,13 @@ namespace python { */ static Type makeStructuredDictType(const std::vector>& kv_pairs); + /*! + * creates a (structured) dictionary with known keys. + * @param kv_pairs + * @return type created + */ + static Type makeStructuredDictType(const std::vector& kv_pairs); + // TODO: could create dict compressed type as well.. // static Type makeDictCompressedType() diff --git a/tuplex/utils/src/JsonStatistic.cc b/tuplex/utils/src/JsonStatistic.cc index dcb265c00..1a240cae8 100644 --- a/tuplex/utils/src/JsonStatistic.cc +++ b/tuplex/utils/src/JsonStatistic.cc @@ -84,8 +84,51 @@ namespace tuplex { return -1; } + void JsonStatistic::walkJSONTree(std::unique_ptr& node, cJSON* json) { + if(!json || !node) + return; + + // check type of JSON, recurse if necessary + if(cJSON_IsNull(json)) { + node->inc_type(python::Type::NULLVALUE); + } else if(cJSON_IsBool(json)) { + node->inc_type(python::Type::BOOLEAN); + } else if(cJSON_IsNumber(json)) { + // parse... + + } else if(cJSON_IsString(json)) { + node->inc_type(python::Type::STRING); + } else if(cJSON_IsArray(json)) { + // only homogenous arrays supported! + } else if(cJSON_IsObject(json)) { + // recurse.. + } + } + //@March: Implement, this function basically takes a buffer, needs to find the start of a valid JSON (i.e. \n{, \r\n{ if start[0] is not {) void JsonStatistic::estimate(const char *start, size_t size, bool disableNullColumns) { + + // find start offset (limited to size) + auto start_offset = findNLJsonStart(start, size); + if(start_offset < 0) + throw std::runtime_error("Coul not find start of valid JSON document in buffer of size " + std::to_string(size)); + + // start parsing at start + offset -> count then types/fields in tree structure + const char *end_ptr = nullptr; + auto buf = start + start_offset; + auto buf_size = size - start_offset; + auto json_obj = cJSON_ParseWithLengthOpts(buf, buf_size, &end_ptr, false); + while(json_obj) { + // count types... + + cJSON_free(json_obj); + + // parse next object + auto parsed_bytes = end_ptr - buf; + buf += parsed_bytes; + buf_size -= parsed_bytes; + json_obj = cJSON_ParseWithLengthOpts(buf, buf_size, &end_ptr, false); + } throw std::runtime_error("not yet implemented"); } diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 10310b999..8e7aa77b6 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -690,7 +690,11 @@ namespace python { return python::TypeFactory::instance().createOrGetListType(elementType); } - Type Type::makeStructuredDictType(const std::vector > &kv_pairs) { + Type Type::makeStructuredDictType(const std::vector> &kv_pairs) { + return python::TypeFactory::instance().createOrGetStructuredDictType(kv_pairs); + } + + Type Type::makeStructuredDictType(const std::vector &kv_pairs) { return python::TypeFactory::instance().createOrGetStructuredDictType(kv_pairs); } From b376357444a7214a04266fd624b9a52fc6aebf3f Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Tue, 9 Aug 2022 12:36:40 +0200 Subject: [PATCH 024/286] wip, large extension of unifytypes, typesystem to support structureddicts --- tuplex/test/utils/TestJSONUtils.cc | 399 +++++++++++---------------- tuplex/utils/include/JsonStatistic.h | 30 ++ tuplex/utils/include/TypeHelper.h | 121 +++++++- tuplex/utils/include/TypeSystem.h | 6 + tuplex/utils/src/JsonStatistic.cc | 276 ++++++++++++++++++ tuplex/utils/src/TypeSystem.cc | 143 +++++++++- 6 files changed, 731 insertions(+), 244 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 8ee3b79b8..9ee797c92 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -56,92 +56,6 @@ namespace tuplex { types[type]++; } }; - - // non-recursive mapping - python::Type jsonTypeToPythonTypeNonRecursive(const simdjson::ondemand::json_type& jtype, const std::string_view& value) { - switch(jtype) { - case simdjson::ondemand::json_type::array: { - return python::Type::GENERICLIST; - } - case simdjson::ondemand::json_type::object: { - return python::Type::GENERICDICT; - } - case simdjson::ondemand::json_type::string: { - return python::Type::STRING; - } - case simdjson::ondemand::json_type::boolean: { - return python::Type::BOOLEAN; - } - case simdjson::ondemand::json_type::null: { - return python::Type::NULLVALUE; - } - case simdjson::ondemand::json_type::number: { - // if a . can be found -> floating point, else integer (if length is not too large!) - if(value.find('.') == std::string_view::npos) - return python::Type::I64; - else - return python::Type::F64; - } - default: { - return python::Type::UNKNOWN; - } - } - } - - python::Type jsonTypeToPythonTypeRecursive(simdjson::simdjson_result obj) { - using namespace std; - - // is a nested field? - if(obj.type() == simdjson::ondemand::json_type::object) { - - // json is always string keys -> value - vector kv_pairs; - for(auto field : obj.get_object()) { - // add to names - auto sv_key = field.unescaped_key().value(); - std::string key = {sv_key.begin(), sv_key.end()}; - - python::StructEntry entry; - entry.key = escape_to_python_str(key); - entry.keyType = python::Type::STRING; - entry.valueType = jsonTypeToPythonTypeRecursive(field.value()); // recurse if necessary! - kv_pairs.push_back(entry); - } - - return python::Type::makeStructuredDictType(kv_pairs); - } - // is it an array? => only homogenous arrays supported! - if(obj.type() == simdjson::ondemand::json_type::array) { - - // homogenous type? - auto token = obj.raw_json_token().value(); - auto arr = obj.get_array(); - size_t arr_size = 0; - - // go through array and check that types are the same - python::Type element_type; - bool first = true; - for(auto el : arr) { - auto next_type = jsonTypeToPythonTypeRecursive(el); - if(first) { - element_type = next_type; - first = false; - } - auto uni_type = unifyTypes(element_type, next_type); - if(uni_type == python::Type::UNKNOWN) - return python::Type::makeListType(python::Type::PYOBJECT); // non-homogenous list - element_type = uni_type; - arr_size++; - } - - if(arr_size == 0) - return python::Type::EMPTYLIST; - - return python::Type::makeListType(element_type); - } - - return jsonTypeToPythonTypeNonRecursive(obj.type(), obj.raw_json_token()); - } } TEST(JSONUtils, SIMDJSONFieldParse) { @@ -151,159 +65,166 @@ TEST(JSONUtils, SIMDJSONFieldParse) { std::string test_path = "../resources/ndjson/github.json"; std::string data = fileToString(test_path); - simdjson::padded_string ps(data); - - // https://simdjson.org/api/2.0.0/md_doc_iterate_many.html - simdjson::ondemand::parser parser; - simdjson::ondemand::document_stream stream; - auto error = parser.iterate_many(data).get(stream); - // dom parser allows more?? - // auto error = parser.parse_many(data).get(stream); - - if(error) { - std::cerr << error << std::endl; return; - } - - // break up into Rows and detect things along the way. - std::vector rows; - - // pass I: detect column names - // first: detect column names (ordered? as they are?) - std::vector column_names; - std::unordered_map column_index_lookup_table; - std::set column_names_set; - - // @TODO: test with corrupted files & make sure this doesn't fail... - std::unordered_map line_types; - - // counting tables for types - std::unordered_map, size_t> type_counts; - - bool first_row = false; - - // cf. Tree Walking and JSON Element Types in https://github.com/simdjson/simdjson/blob/master/doc/basics.md - // use scalar() => for simple numbers etc. - - // anonymous row? I.e., simple value? - for(auto it = stream.begin(); it != stream.end(); ++it) { - auto doc = (*it); - - auto line_type = doc.type().value(); - line_types[line_type]++; - - // type of doc - switch(line_type) { - case simdjson::ondemand::json_type::object: { - auto obj = doc.get_object(); - // objects per line - for(auto field : obj) { - // add to names - auto sv_key = field.unescaped_key().value(); - std::string key = {sv_key.begin(), sv_key.end()}; - auto jt = column_names_set.find(key); - if(jt == column_names_set.end()) { - size_t cur_index = column_index_lookup_table.size(); - column_index_lookup_table[key] = cur_index; - column_names.push_back(key); - column_names_set.insert(key); - } - - // perform type count (lookups necessary because can be ANY order) - auto py_type = jsonTypeToPythonTypeNonRecursive(field.value().type(), field.value().raw_json_token()); - - // generic types? -> recurse! - if(py_type == python::Type::GENERICDICT || py_type == python::Type::GENERICLIST) { - py_type = jsonTypeToPythonTypeRecursive(field.value()); - } - - // add to count array - type_counts[std::make_tuple(column_index_lookup_table[key], py_type)]++; - } - break; - } - case simdjson::ondemand::json_type::array: { - // unknown, i.e. error line. - // header? -> first line? - if(first_row) { - bool all_elements_strings = true; - auto arr = doc.get_array(); - size_t pos = 0; - for(auto field : arr) { - if(field.type() != simdjson::ondemand::json_type::string) - all_elements_strings = false; - else { - auto sv = field.get_string().value(); - auto name = std::string{sv.begin(), sv.end()}; - column_names.push_back(name); - } - - // perform type count (lookups necessary because can be ANY order) - auto py_type = jsonTypeToPythonTypeNonRecursive(field.value().type(), field.value().raw_json_token()); - // add to count array - type_counts[std::make_tuple(pos, py_type)]++; - pos++; - } - } - break; - } - default: { - // basic element -> directly map type! - auto py_type = jsonTypeToPythonTypeNonRecursive(doc.type().value(), doc.raw_json_token()); - break; - } - } - first_row = true; - -// std::cout << it.source() << std::endl; - } - std::cout << stream.truncated_bytes() << " bytes "<< std::endl; // returns 39 bytes - std::cout<<"Found columns: "< 1) { - std::cerr<<"Found mix of array [...] and object row notation"< found_types; - size_t max_column_idx = 0; - for(const auto& keyval : type_counts) { - found_types.insert(std::get<1>(keyval.first)); - max_column_idx = std::max(max_column_idx, std::get<0>(keyval.first)); - } - // now go through column names - // @TODO: retrieve column count statistics? - std::cout<<"Found at most "<second<<" "; - } else { - // std::cout< dict? + // + auto rows = parseRowsFromJSON(data); + return; + + + +// +// simdjson::padded_string ps(data); +// +// // https://simdjson.org/api/2.0.0/md_doc_iterate_many.html +// simdjson::ondemand::parser parser; +// simdjson::ondemand::document_stream stream; +// auto error = parser.iterate_many(data).get(stream); +// // dom parser allows more?? +// // auto error = parser.parse_many(data).get(stream); +// +// if(error) { +// std::cerr << error << std::endl; return; +// } +// +// // break up into Rows and detect things along the way. +// std::vector rows; +// +// // pass I: detect column names +// // first: detect column names (ordered? as they are?) +// std::vector column_names; +// std::unordered_map column_index_lookup_table; +// std::set column_names_set; +// +// // @TODO: test with corrupted files & make sure this doesn't fail... +// std::unordered_map line_types; +// +// // counting tables for types +// std::unordered_map, size_t> type_counts; +// +// bool first_row = false; +// +// // cf. Tree Walking and JSON Element Types in https://github.com/simdjson/simdjson/blob/master/doc/basics.md +// // use scalar() => for simple numbers etc. +// +// // anonymous row? I.e., simple value? +// for(auto it = stream.begin(); it != stream.end(); ++it) { +// auto doc = (*it); +// +// auto line_type = doc.type().value(); +// line_types[line_type]++; +// +// // type of doc +// switch(line_type) { +// case simdjson::ondemand::json_type::object: { +// auto obj = doc.get_object(); +// // objects per line +// for(auto field : obj) { +// // add to names +// auto sv_key = field.unescaped_key().value(); +// std::string key = {sv_key.begin(), sv_key.end()}; +// auto jt = column_names_set.find(key); +// if(jt == column_names_set.end()) { +// size_t cur_index = column_index_lookup_table.size(); +// column_index_lookup_table[key] = cur_index; +// column_names.push_back(key); +// column_names_set.insert(key); +// } +// +// // perform type count (lookups necessary because can be ANY order) +// auto py_type = jsonTypeToPythonTypeNonRecursive(field.value().type(), field.value().raw_json_token()); +// +// // generic types? -> recurse! +// if(py_type == python::Type::GENERICDICT || py_type == python::Type::GENERICLIST) { +// py_type = jsonTypeToPythonTypeRecursive(field.value()); +// } +// +// // add to count array +// type_counts[std::make_tuple(column_index_lookup_table[key], py_type)]++; +// } +// break; +// } +// case simdjson::ondemand::json_type::array: { +// // unknown, i.e. error line. +// // header? -> first line? +// if(first_row) { +// bool all_elements_strings = true; +// auto arr = doc.get_array(); +// size_t pos = 0; +// for(auto field : arr) { +// if(field.type() != simdjson::ondemand::json_type::string) +// all_elements_strings = false; +// else { +// auto sv = field.get_string().value(); +// auto name = std::string{sv.begin(), sv.end()}; +// column_names.push_back(name); +// } +// +// // perform type count (lookups necessary because can be ANY order) +// auto py_type = jsonTypeToPythonTypeNonRecursive(field.value().type(), field.value().raw_json_token()); +// // add to count array +// type_counts[std::make_tuple(pos, py_type)]++; +// pos++; +// } +// } +// break; +// } +// default: { +// // basic element -> directly map type! +// auto py_type = jsonTypeToPythonTypeNonRecursive(doc.type().value(), doc.raw_json_token()); +// break; +// } +// } +// first_row = true; +// +//// std::cout << it.source() << std::endl; +// } +// std::cout << stream.truncated_bytes() << " bytes "<< std::endl; // returns 39 bytes +// std::cout<<"Found columns: "< 1) { +// std::cerr<<"Found mix of array [...] and object row notation"< found_types; +// size_t max_column_idx = 0; +// for(const auto& keyval : type_counts) { +// found_types.insert(std::get<1>(keyval.first)); +// max_column_idx = std::max(max_column_idx, std::get<0>(keyval.first)); +// } +// // now go through column names +// // @TODO: retrieve column count statistics? +// std::cout<<"Found at most "<second<<" "; +// } else { +// // std::cout< dict? } // files to test: some with empty lines, etc. diff --git a/tuplex/utils/include/JsonStatistic.h b/tuplex/utils/include/JsonStatistic.h index bf20a3b3a..c1f850f47 100644 --- a/tuplex/utils/include/JsonStatistic.h +++ b/tuplex/utils/include/JsonStatistic.h @@ -10,6 +10,7 @@ #include "TypeSystem.h" #include +#include namespace tuplex { @@ -24,6 +25,35 @@ namespace tuplex { */ int64_t findNLJsonStart(const char* buf, size_t buf_size); + /*! + * maps a single primitive value to a python type (non-recursing_ + * @param jtype + * @param value + * @return tuplex python type + */ + extern python::Type jsonTypeToPythonTypeNonRecursive(const simdjson::ondemand::json_type& jtype, const std::string_view& value); + + /*! + * recursively maps a json field to a python type value, recurses on arrays and objects. Arrays are + * mapped to List[PyObject] if they're not homogenous (i.e. all elements have the same type) + * @param obj + * @return python type + */ + extern python::Type jsonTypeToPythonTypeRecursive(simdjson::simdjson_result obj); + + /*! + * parses rows from buf (newline delimited json) as tuplex rows, + * assigning detected type (StructType) per individual row. + * @param buf + * @param buf_size + * @param outColumnNames vector of string vectors storing the column names for each individual row if desired. If top-level is given as [...] takes either the first rows names or empty string. + * @return vector of Rows with types assigned. + */ + extern std::vector parseRowsFromJSON(const char* buf, size_t buf_size, std::vector>* outColumnNames=nullptr); + + inline std::vector parseRowsFromJSON(const std::string& s, std::vector>* outColumnNames=nullptr) { + return parseRowsFromJSON(s.c_str(), s.size() + 1, outColumnNames); + } // --> put implementation of this into JsonStatistic.cc file in utils/src/JsonStatistic.cc diff --git a/tuplex/utils/include/TypeHelper.h b/tuplex/utils/include/TypeHelper.h index 44acf09ea..8654681d5 100644 --- a/tuplex/utils/include/TypeHelper.h +++ b/tuplex/utils/include/TypeHelper.h @@ -70,9 +70,15 @@ namespace tuplex { * @param a (optional) primitive or list or tuple type * @param b (optional) primitive or list or tuple type * @param allowAutoUpcastOfNumbers whether to upcast numeric types to a unified type when type conflicts, false by default + * @param treatMissingDictKeysAsNone whether to treat missing (key, value) pairs as None when unifying structured dictionaries + * @param allowUnifyWithPyObject when any of a, b is pyobject -> unify to pyobject. * @return (optional) compatible type or UNKNOWN */ - inline python::Type unifyTypes(const python::Type& a, const python::Type& b, bool allowAutoUpcastOfNumbers=false) { + inline python::Type unifyTypes(const python::Type& a, + const python::Type& b, + bool allowAutoUpcastOfNumbers=false, + bool treatMissingDictKeysAsNone=false, + bool allowUnifyWithPyObject=false) { using namespace std; // UNKNOWN types are not compatible @@ -83,6 +89,9 @@ namespace tuplex { if(a == b) return a; + if((a == python::Type::PYOBJECT || b == python::Type::PYOBJECT)) + return allowUnifyWithPyObject ? python::Type::PYOBJECT : python::Type::UNKNOWN; + // special case: optimized types! // -> @TODO: can unify certain types, else just deoptimize. if(a.isOptimizedType() || b.isOptimizedType()) @@ -184,6 +193,116 @@ namespace tuplex { } } + // --- + // structured dicts: + if(aUnderlyingType.isStructuredDictionaryType() && bUnderlyingType.isDictionaryType()) { + // are both of them structured dictionaries? + if(aUnderlyingType.isStructuredDictionaryType() && bUnderlyingType.isStructuredDictionaryType()) { + // ok, most complex unify setup --> need to check key pairs (independent of order!) + + auto a_pairs = aUnderlyingType.get_struct_pairs(); + auto b_pairs = bUnderlyingType.get_struct_pairs(); + + // same number of elements? if not -> no cast possible! + if(a_pairs.size() != b_pairs.size()) { + // treat missing as null? + if(!treatMissingDictKeysAsNone) + return python::Type::UNKNOWN; + + // treat missing keys as null... + // => a bit more complex now + std::set keys; + std::unordered_map a_lookup; + std::unordered_map b_lookup; + for(const auto& p : a_pairs) { + keys.insert(p.key); + a_lookup[p.key] = p; + } + for(const auto& p : b_pairs) { + keys.insert(p.key); + b_lookup[p.key] = p; + } + + std::vector uni_pairs; + uni_pairs.reserve(keys.size()); + // go through both pair collections... + for(const auto& key : keys) { + python::StructEntry uni; + uni.key = key; + + python::StructEntry a_pair; + a_pair.keyType = python::Type::NULLVALUE; + a_pair.valueType = python::Type::NULLVALUE; + python::StructEntry b_pair; + b_pair.keyType = python::Type::NULLVALUE; + b_pair.valueType = python::Type::NULLVALUE; + if(a_lookup.find(key) != a_lookup.end()) { + a_pair = a_lookup[key]; + } + if(b_lookup.find(key) != b_lookup.end()) { + b_pair = b_lookup[key]; + } + + uni.keyType = unifyTypes(a_pair.keyType, b_pair.keyType, allowAutoUpcastOfNumbers, + treatMissingDictKeysAsNone, allowUnifyWithPyObject); + if(uni.keyType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + uni.valueType = unifyTypes(a_pair.valueType, b_pair.valueType, allowAutoUpcastOfNumbers, + treatMissingDictKeysAsNone, allowUnifyWithPyObject); + if(uni.valueType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + uni_pairs.push_back(uni); + } + + // create combined struct type + return python::Type::makeStructuredDictType(uni_pairs); + } else { + // go through pairs (note: they may be differently sorted, so sort first!) + std::sort(a_pairs.begin(), a_pairs.end(), [](const python::StructEntry& a, const python::StructEntry& b) { + return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); + }); + std::sort(b_pairs.begin(), b_pairs.end(), [](const python::StructEntry& a, const python::StructEntry& b) { + return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); + }); + + // same size, check if keys are the same and types can be unified for each pair... + std::vector uni_pairs; + for(unsigned i = 0; i < a_pairs.size(); ++i) { + if(a_pairs[i].key != b_pairs[i].key) + return python::Type::UNKNOWN; + + python::StructEntry uni; + uni.key = a_pairs[i].key; + uni.keyType = unifyTypes(a_pairs[i].keyType, b_pairs[i].keyType, allowAutoUpcastOfNumbers, + treatMissingDictKeysAsNone, allowUnifyWithPyObject); + if(uni.keyType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + uni.valueType = unifyTypes(a_pairs[i].valueType, b_pairs[i].valueType, allowAutoUpcastOfNumbers, + treatMissingDictKeysAsNone, allowUnifyWithPyObject); + if(uni.valueType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + uni_pairs.push_back(uni); + } + return python::Type::makeStructuredDictType(uni_pairs); + } + } else { + // easier: can unify if struct dict is homogenous when it comes to keys/values! + // => do unify with pyobject? + auto uni_key_type = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), + allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, + allowUnifyWithPyObject); + auto uni_value_type = unifyTypes(aUnderlyingType.valueType(), bUnderlyingType.valueType(), + allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, + allowUnifyWithPyObject); + + // if either is unknown -> can not unify + if(uni_key_type == python::Type::UNKNOWN || uni_value_type == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + // else, create new dict structure of this! + return python::Type::makeDictionaryType(uni_key_type, uni_value_type); + } + } + // other non-supported types return python::Type::UNKNOWN; diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index 3fffc8af7..189084bcc 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -102,6 +102,7 @@ namespace python { bool isTupleType() const; bool isFunctionType() const; bool isDictionaryType() const; + bool isStructuredDictionaryType() const; bool isListType() const; bool isNumericType() const; bool isOptionType() const; @@ -221,6 +222,10 @@ namespace python { */ std::vector derivedClasses() const; + // helper functions + std::vector get_struct_pairs() const; + + static Type makeTupleType(std::initializer_list L); static Type makeTupleType(std::vector v); @@ -421,6 +426,7 @@ namespace python { bool isFunctionType(const Type& t) const; bool isDictionaryType(const Type& t) const; + bool isStructuredDictionaryType(const Type& t) const; bool isTupleType(const Type& t) const; bool isOptionType(const Type& t) const; bool isListType(const Type& t) const; diff --git a/tuplex/utils/src/JsonStatistic.cc b/tuplex/utils/src/JsonStatistic.cc index 1a240cae8..57526be4e 100644 --- a/tuplex/utils/src/JsonStatistic.cc +++ b/tuplex/utils/src/JsonStatistic.cc @@ -11,6 +11,93 @@ namespace tuplex { + // non-recursive mapping + python::Type jsonTypeToPythonTypeNonRecursive(const simdjson::ondemand::json_type& jtype, const std::string_view& value) { + switch(jtype) { + case simdjson::ondemand::json_type::array: { + return python::Type::GENERICLIST; + } + case simdjson::ondemand::json_type::object: { + return python::Type::GENERICDICT; + } + case simdjson::ondemand::json_type::string: { + return python::Type::STRING; + } + case simdjson::ondemand::json_type::boolean: { + return python::Type::BOOLEAN; + } + case simdjson::ondemand::json_type::null: { + return python::Type::NULLVALUE; + } + case simdjson::ondemand::json_type::number: { + // if a . can be found -> floating point, else integer (if length is not too large!) + if(value.find('.') == std::string_view::npos) + return python::Type::I64; + else + return python::Type::F64; + } + default: { + return python::Type::UNKNOWN; + } + } + } + + python::Type jsonTypeToPythonTypeRecursive(simdjson::simdjson_result obj) { + using namespace std; + + // is a nested field? + if(obj.type() == simdjson::ondemand::json_type::object) { + + // json is always string keys -> value + vector kv_pairs; + for(auto field : obj.get_object()) { + // add to names + auto sv_key = field.unescaped_key().value(); + std::string key = {sv_key.begin(), sv_key.end()}; + + python::StructEntry entry; + entry.key = escape_to_python_str(key); + entry.keyType = python::Type::STRING; + entry.valueType = jsonTypeToPythonTypeRecursive(field.value()); // recurse if necessary! + kv_pairs.push_back(entry); + } + + return python::Type::makeStructuredDictType(kv_pairs); + } + // is it an array? => only homogenous arrays supported! + if(obj.type() == simdjson::ondemand::json_type::array) { + + // homogenous type? + auto token = obj.raw_json_token().value(); + auto arr = obj.get_array(); + size_t arr_size = 0; + + // go through array and check that types are the same + python::Type element_type; + bool first = true; + for(auto el : arr) { + auto next_type = jsonTypeToPythonTypeRecursive(el); + if(first) { + element_type = next_type; + first = false; + } + auto uni_type = unifyTypes(element_type, next_type); + if(uni_type == python::Type::UNKNOWN) + return python::Type::makeListType(python::Type::PYOBJECT); // non-homogenous list + element_type = uni_type; + arr_size++; + } + + if(arr_size == 0) + return python::Type::EMPTYLIST; + + return python::Type::makeListType(element_type); + } + + return jsonTypeToPythonTypeNonRecursive(obj.type(), obj.raw_json_token()); + } + + //@March implement: finding Json Offset //@March + write tests. // we need this function to chunk JSON files later. @@ -84,6 +171,195 @@ namespace tuplex { return -1; } + static Field stringToField(const std::string& s, const python::Type& type) { + if(type == python::Type::NULLVALUE) + return Field::null(); + if(type == python::Type::BOOLEAN) { + assert(s == "true" || s == "false"); + return Field((bool)(s == "true")); + } + if(type == python::Type::I64) { + int64_t i = 0; + if(ecToI32(ExceptionCode::SUCCESS) == fast_atoi64(s.c_str(), s.c_str() + s.length(), &i)) { + return Field(i); + } else + throw std::runtime_error("integer parse error for field " + s); + } + if(type == python::Type::F64) { + double d = 0.0; + if(ecToI32(ExceptionCode::SUCCESS) == fast_atod(s.c_str(), s.c_str() + s.length(), &d)) { + return Field(d); + } else + throw std::runtime_error("double parse error for field " + s); + } + if(type == python::Type::STRING) + return Field(s); + + if(type.isDictionaryType()) + return Field::from_str_data(s, type); + + throw std::runtime_error("unsupported primitive type " + type.desc()); + } + + + std::vector parseRowsFromJSON(const char* buf, size_t buf_size, std::vector>* outColumnNames) { + using namespace std; + + assert(buf[buf_size - 1] == '\0'); + + auto SIMDJSON_BATCH_SIZE=simdjson::dom::DEFAULT_BATCH_SIZE; + + // use simdjson as parser b.c. cJSON has issues with integers/floats. + // https://simdjson.org/api/2.0.0/md_doc_iterate_many.html + simdjson::ondemand::parser parser; + simdjson::ondemand::document_stream stream; + auto error = parser.iterate_many(buf, buf_size, SIMDJSON_BATCH_SIZE).get(stream); + if(error) { + stringstream err_stream; err_stream< rows; + + // pass I: detect column names + // first: detect column names (ordered? as they are?) + std::vector column_names; + std::unordered_map column_index_lookup_table; + std::set column_names_set; + + // @TODO: test with corrupted files & make sure this doesn't fail... + std::unordered_map line_types; + + // counting tables for types + std::unordered_map, size_t> type_counts; + + bool first_row = false; + + // cf. Tree Walking and JSON Element Types in https://github.com/simdjson/simdjson/blob/master/doc/basics.md + // use scalar() => for simple numbers etc. + + // anonymous row? I.e., simple value? + for(auto it = stream.begin(); it != stream.end(); ++it) { + auto doc = (*it); + + auto line_type = doc.type().value(); + line_types[line_type]++; + + std::vector fields; + + // type of doc + switch(line_type) { + case simdjson::ondemand::json_type::object: { + auto obj = doc.get_object(); + + // key names == column names + vector row_column_names; + vector row_json_strings; + vector row_field_types; + + // objects per line + for(auto field : obj) { + // add to names + auto sv_key = field.unescaped_key().value(); + std::string key = {sv_key.begin(), sv_key.end()}; + auto jt = column_names_set.find(key); + if(jt == column_names_set.end()) { + size_t cur_index = column_index_lookup_table.size(); + column_index_lookup_table[key] = cur_index; + column_names.push_back(key); + column_names_set.insert(key); + } + + // perform type count (lookups necessary because can be ANY order) + auto py_type = jsonTypeToPythonTypeNonRecursive(field.value().type(), field.value().raw_json_token()); + + // generic types? -> recurse! + if(py_type == python::Type::GENERICDICT || py_type == python::Type::GENERICLIST) { + py_type = jsonTypeToPythonTypeRecursive(field.value()); + } + + // add to count array + type_counts[std::make_tuple(column_index_lookup_table[key], py_type)]++; + + // save raw data for more info + row_column_names.push_back(key); + auto sv_value = field.value().raw_json_token().value(); + row_json_strings.push_back({sv_value.begin(), sv_value.end()}); + row_field_types.push_back(py_type); + } + + // output column names if desired & save row + if(outColumnNames) { + outColumnNames->push_back(row_column_names); + } + vector fields; + for(unsigned i = 0; i < row_field_types.size(); ++i) { + // can't be opt type -> primitives are parsed! + assert(!row_field_types[i].isOptionType()); + if(row_field_types[i].isDictionaryType()) { + // dict field? + // simple, use json dict + fields.push_back(Field::from_str_data(row_json_strings[i], row_field_types[i])); + } else if(row_field_types[i].isListType()) { + // list field? + // TODO + throw std::runtime_error("nyimpl"); + } else { + // convert primitive string to field + fields.push_back(stringToField(row_json_strings[i], row_field_types[i])); + } + + } + rows.push_back(Row::from_vector(fields)); + + break; + } + case simdjson::ondemand::json_type::array: { + // unknown, i.e. error line. + // header? -> first line? + if(first_row) { + bool all_elements_strings = true; + auto arr = doc.get_array(); + size_t pos = 0; + for(auto field : arr) { + if(field.type() != simdjson::ondemand::json_type::string) + all_elements_strings = false; + else { + auto sv = field.get_string().value(); + auto name = std::string{sv.begin(), sv.end()}; + column_names.push_back(name); + } + + // perform type count (lookups necessary because can be ANY order) + auto py_type = jsonTypeToPythonTypeNonRecursive(field.value().type(), field.value().raw_json_token()); + // add to count array + type_counts[std::make_tuple(pos, py_type)]++; + pos++; + } + } + break; + } + default: { + // basic element -> directly map type! + auto py_type = jsonTypeToPythonTypeNonRecursive(doc.type().value(), doc.raw_json_token()); + break; + } + } + first_row = true; + + // the full json string of a row can be obtained via + // std::cout << it.source() << std::endl; + // { + // stringstream ss; + // ss<& node, cJSON* json) { if(!json || !node) return; diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 8e7aa77b6..50a5aeec9 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -19,6 +19,8 @@ #include + +#include // types should be like form mypy https://mypy.readthedocs.io/en/latest/cheat_sheet_py3.html @@ -382,6 +384,10 @@ namespace python { return TypeFactory::instance().isDictionaryType(*this); } + bool Type::isStructuredDictionaryType() const { + return TypeFactory::instance().isStructuredDictionaryType(*this); + } + bool Type::isListType() const { return TypeFactory::instance().isListType(*this); } @@ -423,7 +429,16 @@ namespace python { return false; auto type = it->second._type; - return type == AbstractType::DICTIONARY || t == Type::EMPTYDICT || t == Type::GENERICDICT; + return type == AbstractType::DICTIONARY || t == Type::EMPTYDICT || t == Type::GENERICDICT || type == AbstractType::STRUCTURED_DICTIONARY; + } + + bool TypeFactory::isStructuredDictionaryType(const Type& t) const { + auto it = _typeMap.find(t._hash); + if(it == _typeMap.end()) + return false; + + auto type = it->second._type; + return type == AbstractType::STRUCTURED_DICTIONARY; } bool TypeFactory::isListType(const Type &t) const { @@ -472,8 +487,40 @@ namespace python { return TypeFactory::instance().parameters(*this); } + std::vector Type::get_struct_pairs() const { + assert(isStructuredDictionaryType()); + auto& factory = TypeFactory::instance(); + auto it = factory._typeMap.find(_hash); + assert(it != factory._typeMap.end()); + return it->second._struct_pairs; + } + Type Type::keyType() const { - assert(isDictionaryType() && _hash != EMPTYDICT._hash && _hash != GENERICDICT._hash); + + // special cases: empty dict, generic dict and structured dict + if(_hash == EMPTYDICT._hash || _hash == GENERICDICT._hash) + return PYOBJECT; + + // is it a structured dict? -> same key type? + if(isStructuredDictionaryType()) { + // check pairs and whether they all have the same type, if not return pyobject + auto& factory = TypeFactory::instance(); + auto it = factory._typeMap.find(_hash); + assert(it != factory._typeMap.end()); + auto pairs = it->second._struct_pairs; + assert(!pairs.empty()); // --> should be empty dict + auto key_type = pairs.front().keyType; + for(auto entry : pairs) { + // unify types... + key_type = tuplex::unifyTypes(key_type, entry.keyType); + if(key_type == UNKNOWN) + return PYOBJECT; + } + return key_type; + } + + // regular dict + assert(isDictionaryType() && !isStructuredDictionaryType() && _hash != EMPTYDICT._hash && _hash != GENERICDICT._hash); auto& factory = TypeFactory::instance(); auto it = factory._typeMap.find(_hash); assert(it != factory._typeMap.end()); @@ -490,6 +537,28 @@ namespace python { } Type Type::valueType() const { + // special cases: empty dict, generic dict and structured dict + if(_hash == EMPTYDICT._hash || _hash == GENERICDICT._hash) + return PYOBJECT; + + // is it a structured dict? -> same key type? + if(isStructuredDictionaryType()) { + // check pairs and whether they all have the same type, if not return pyobject + auto& factory = TypeFactory::instance(); + auto it = factory._typeMap.find(_hash); + assert(it != factory._typeMap.end()); + auto pairs = it->second._struct_pairs; + assert(!pairs.empty()); // --> should be empty dict + auto value_type = pairs.front().keyType; + for(auto entry : pairs) { + // unify types... + value_type = tuplex::unifyTypes(value_type, entry.valueType); + if(value_type == UNKNOWN) + return PYOBJECT; + } + return value_type; + } + assert(isDictionaryType() && _hash != EMPTYDICT._hash && _hash != GENERICDICT._hash); auto& factory = TypeFactory::instance(); auto it = factory._typeMap.find(_hash); @@ -645,6 +714,15 @@ namespace python { return true; return false; } else if(isDictionaryType()) { + + // special case, structured dict: + if(isStructuredDictionaryType()) { + for(auto pair : get_struct_pairs()) + if(pair.keyType.isIllDefined() || pair.valueType.isIllDefined()) + return true; + return false; + } + // empty or generic are well defined if(_hash == Type::EMPTYDICT._hash || _hash == Type::GENERICDICT._hash) return false; @@ -915,14 +993,25 @@ namespace python { if(isTupleType()) { // go through elements & construct optionless tuples vector params; - for(auto t : parameters()) + for(const auto& t : parameters()) params.push_back(t.withoutOptions()); return Type::makeTupleType(params); } // dict? if(isDictionaryType()) { - return Type::makeDictionaryType(keyType().withoutOptions(), valueType().withoutOptions()); + if(isStructuredDictionaryType()) { + // go through pairs! + auto pairs = get_struct_pairs(); + for(auto& entry : pairs) { + entry.keyType = entry.keyType.withoutOptions(); + entry.valueType = entry.valueType.withoutOptions(); + } + return Type::makeStructuredDictType(pairs); + } else { + // homogenous key/value type dict + return Type::makeDictionaryType(keyType().withoutOptions(), valueType().withoutOptions()); + } } // list? @@ -1002,6 +1091,52 @@ namespace python { if(from == python::Type::EMPTYLIST && to.isListType()) return true; + // cast between struct dict and dict + if(from.isStructuredDictionaryType() && to.isDictionaryType()) { + // special case from & to are both structured -> are they compatible? + if(from.isStructuredDictionaryType() && to.isStructuredDictionaryType()) { + auto from_pairs = from.get_struct_pairs(); + auto to_pairs = to.get_struct_pairs(); + + // same number of elements? if not -> no cast possible! + if(from_pairs.size() != to_pairs.size()) + return false; + + // go through pairs (note: they may be differently sorted...) + std::sort(from_pairs.begin(), from_pairs.end(), [](const StructEntry& a, const StructEntry& b) { + return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); + }); + std::sort(to_pairs.begin(), to_pairs.end(), [](const StructEntry& a, const StructEntry& b) { + return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); + }); + + assert(from_pairs.size() == to_pairs.size()); + for(unsigned i = 0; i < from_pairs.size(); ++i) { + // must have same key + if(from_pairs[i].key != to_pairs[i].key) + return false; + // keytype and valuetype must be compatible + if(!canUpcastType(from_pairs[i].keyType, to_pairs[i].keyType)) + return false; + if(!canUpcastType(from_pairs[i].valueType, to_pairs[i].valueType)) + return false; + } + return true; + } else { + // check whether ALL from key types and value types can be upcasted to generic type + auto dest_key_type = to.keyType(); + auto dest_value_type = to.valueType(); + auto pairs = from.get_struct_pairs(); + for(const auto& p : pairs) { + if(!canUpcastType(p.keyType, dest_key_type)) + return false; + if(!canUpcastType(p.valueType, dest_value_type)) + return false; + } + return true; + } + } + return false; } From c64f8668b34575c519752955f029bab32f959bd2 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Tue, 9 Aug 2022 12:59:03 +0200 Subject: [PATCH 025/286] unify recurse fix --- tuplex/utils/include/TypeHelper.h | 38 +++++++++++++++++-------------- tuplex/utils/src/JsonStatistic.cc | 11 +++++++-- 2 files changed, 30 insertions(+), 19 deletions(-) diff --git a/tuplex/utils/include/TypeHelper.h b/tuplex/utils/include/TypeHelper.h index 8654681d5..b486af6e9 100644 --- a/tuplex/utils/include/TypeHelper.h +++ b/tuplex/utils/include/TypeHelper.h @@ -95,7 +95,8 @@ namespace tuplex { // special case: optimized types! // -> @TODO: can unify certain types, else just deoptimize. if(a.isOptimizedType() || b.isOptimizedType()) - return unifyTypes(deoptimizedType(a), deoptimizedType(b), allowAutoUpcastOfNumbers); + return unifyTypes(deoptimizedType(a), deoptimizedType(b), + allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, allowUnifyWithPyObject); if(a == python::Type::NULLVALUE) return python::Type::makeOptionType(b); @@ -146,7 +147,7 @@ namespace tuplex { // list type? check if element type compatible if(aUnderlyingType.isListType() && bUnderlyingType.isListType() && aUnderlyingType != python::Type::EMPTYLIST && bUnderlyingType != python::Type::EMPTYLIST) { python::Type newElementType = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), - allowAutoUpcastOfNumbers); + allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, allowUnifyWithPyObject); if(newElementType == python::Type::UNKNOWN) { // incompatible list element type return python::Type::UNKNOWN; @@ -166,7 +167,10 @@ namespace tuplex { std::vector newTuple; for (size_t i = 0; i < aUnderlyingType.parameters().size(); i++) { python::Type newElementType = unifyTypes(aUnderlyingType.parameters()[i], - bUnderlyingType.parameters()[i], allowAutoUpcastOfNumbers); + bUnderlyingType.parameters()[i], + allowAutoUpcastOfNumbers, + treatMissingDictKeysAsNone, + allowUnifyWithPyObject); if(newElementType == python::Type::UNKNOWN) { // incompatible tuple element type return python::Type::UNKNOWN; @@ -179,20 +183,6 @@ namespace tuplex { return python::Type::makeTupleType(newTuple); } - // dictionary type - if(aUnderlyingType.isDictionaryType() && bUnderlyingType.isDictionaryType()) { - auto key_t = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), allowAutoUpcastOfNumbers); - auto val_t = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), allowAutoUpcastOfNumbers); - if(key_t == python::Type::UNKNOWN || val_t == python::Type::UNKNOWN) { - return python::Type::UNKNOWN; - } - if(makeOption) { - return python::Type::makeOptionType(python::Type::makeDictionaryType(key_t, val_t)); - } else { - return python::Type::makeDictionaryType(key_t, val_t); - } - } - // --- // structured dicts: if(aUnderlyingType.isStructuredDictionaryType() && bUnderlyingType.isDictionaryType()) { @@ -303,6 +293,20 @@ namespace tuplex { } } + // dictionary type + if(aUnderlyingType.isDictionaryType() && bUnderlyingType.isDictionaryType()) { + auto key_t = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, allowUnifyWithPyObject); + auto val_t = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, allowUnifyWithPyObject); + if(key_t == python::Type::UNKNOWN || val_t == python::Type::UNKNOWN) { + return python::Type::UNKNOWN; + } + if(makeOption) { + return python::Type::makeOptionType(python::Type::makeDictionaryType(key_t, val_t)); + } else { + return python::Type::makeDictionaryType(key_t, val_t); + } + } + // other non-supported types return python::Type::UNKNOWN; diff --git a/tuplex/utils/src/JsonStatistic.cc b/tuplex/utils/src/JsonStatistic.cc index 57526be4e..3d2e274fa 100644 --- a/tuplex/utils/src/JsonStatistic.cc +++ b/tuplex/utils/src/JsonStatistic.cc @@ -213,7 +213,7 @@ namespace tuplex { // https://simdjson.org/api/2.0.0/md_doc_iterate_many.html simdjson::ondemand::parser parser; simdjson::ondemand::document_stream stream; - auto error = parser.iterate_many(buf, buf_size, SIMDJSON_BATCH_SIZE).get(stream); + auto error = parser.iterate_many(buf, buf_size, std::min(buf_size, SIMDJSON_BATCH_SIZE)).get(stream); if(error) { stringstream err_stream; err_stream< first line? + + // @TODO: not yet fully implemented!!! + if(first_row) { bool all_elements_strings = true; auto arr = doc.get_array(); From c59e3991a09ab816b45984bb010bee48817d0df3 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Tue, 9 Aug 2022 16:36:43 +0200 Subject: [PATCH 026/286] wip --- tuplex/test/utils/TestJSONUtils.cc | 21 +++++++++++++++++++-- 1 file changed, 19 insertions(+), 2 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 9ee797c92..f74839f48 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -65,8 +65,25 @@ TEST(JSONUtils, SIMDJSONFieldParse) { std::string test_path = "../resources/ndjson/github.json"; std::string data = fileToString(test_path); - // - auto rows = parseRowsFromJSON(data); + std::vector> column_names; + auto rows = parseRowsFromJSON(data, &column_names); + + // fetch stat about column names, i.e. which ones occur how often? + // ==> per row stat? + // ==> replacing missing values with nulls or not? + std::set unique_column_names; + size_t min_column_name_count = std::numeric_limits::max(); + size_t max_column_name_count = std::numeric_limits::min(); + + for(auto names: column_names) { + for(auto name : names) + unique_column_names.insert(name); + min_column_name_count = std::min(min_column_name_count, names.size()); + max_column_name_count = std::max(max_column_name_count, names.size()); + } + + std::cout<<"sample contains "< Date: Tue, 9 Aug 2022 17:32:19 +0200 Subject: [PATCH 027/286] backport majority row type and add vector hashing --- tuplex/test/utils/TestJSONUtils.cc | 116 +++++++++++++++++++++++++++++ tuplex/utils/include/Row.h | 14 ++++ tuplex/utils/include/Utils.h | 54 +++++++------- tuplex/utils/src/Row.cc | 115 ++++++++++++++++++++++++++++ 4 files changed, 272 insertions(+), 27 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index f74839f48..967b2507d 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -14,6 +14,7 @@ #include #include #include +#include static std::string fileToString(const std::string& path) { std::ifstream t(path); @@ -56,6 +57,92 @@ namespace tuplex { types[type]++; } }; + + // + /*! + * check whether strings in needle adheres to order of reference array. Each element of needle must be contained within reference, + * but there may be elements in reference that aren't contained. No duplicates allowed in either needle or reference! + */ + bool adheresToRelativeOrder(const std::vector& needle, const std::vector& reference) { + assert(std::set(needle.begin(), needle.end()).size() == needle.size()); + assert(std::set(reference.begin(), reference.end()).size() == reference.size()); + assert(needle.size() <= reference.size()); + + if(needle.empty()) + return true; + + // construct relative positioning lookup + size_t needle_pos = 0; + size_t ref_pos = 0; + while(needle_pos < needle.size()) { + // check whether element can be found in reference + while(ref_pos < reference.size() && reference[ref_pos] != needle[needle_pos]) + ref_pos++; + if(ref_pos >= reference.size() || needle_pos > ref_pos) + return false; + needle_pos++; + } + + return needle_pos == needle.size() && ref_pos != reference.size() && needle_pos <= ref_pos; // all were found + } + + + bool columnsAdheringAllToSameOrder(const std::vector>& v, std::vector* detectedOrderedUniqueNames) { + + using namespace std; + if(v.empty()) + return true; + + // pass 1: get default order of how column names are encountered. + vector column_names = v.front(); + set unique_names(column_names.begin(), column_names.end()); + for(unsigned i = 1; i < v.size(); ++i) { + // go through names and check whether they are all contained within the collected names + for(unsigned j = 0; j < v[i].size(); ++j) { + auto name = v[i][j]; + if(unique_names.find(name) == unique_names.end()) { + // not contained! Therefore insert at the current position and shift the rest of the vector further up! + column_names.insert(column_names.begin() + j, name); + unique_names.insert(name); + } else { + // check if index j is smaller equal than detected index in already encountered column names + size_t idx = 0; + while(idx < column_names.size() && column_names[idx] != name) + idx++; + if(idx < j) + return false; // wrong! + } + } + } + + if(detectedOrderedUniqueNames) + *detectedOrderedUniqueNames = column_names; + + // pass 2: check whether the columns adhere to the order computed. + + return true; + } +} + +TEST(JSONUtils, relativeOrderTest) { + EXPECT_TRUE(tuplex::adheresToRelativeOrder({}, {"a", "b", "c"})); + EXPECT_TRUE(tuplex::adheresToRelativeOrder({"a"}, {"a", "b", "c"})); + EXPECT_TRUE(tuplex::adheresToRelativeOrder({"b"}, {"a", "b", "c"})); + EXPECT_TRUE(tuplex::adheresToRelativeOrder({"c"}, {"a", "b", "c"})); + EXPECT_TRUE(tuplex::adheresToRelativeOrder({"a", "b"}, {"a", "b", "c"})); + EXPECT_TRUE(tuplex::adheresToRelativeOrder({"a", "c"}, {"a", "b", "c"})); + EXPECT_TRUE(tuplex::adheresToRelativeOrder({"b", "c"}, {"a", "b", "c"})); + // false + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"b", "a"}, {"a", "b", "c"})); // wrong order + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"c", "a"}, {"a", "b", "c"})); // wrong order + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"c", "b"}, {"a", "b", "c"})); // wrong order + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"d"}, {"a", "b", "c"})); // not contained + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"a", "d"}, {"a", "b", "c"})); // partially not contained + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"d", "a"}, {"a", "b", "c"})); // partially not contained + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"b", "d"}, {"a", "b", "c"})); // partially not contained + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"d", "b"}, {"a", "b", "c"})); // partially not contained + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"c", "d"}, {"a", "b", "c"})); // partially not contained + EXPECT_FALSE(tuplex::adheresToRelativeOrder({"d", "c"}, {"a", "b", "c"})); // partially not contained } TEST(JSONUtils, SIMDJSONFieldParse) { @@ -83,6 +170,35 @@ TEST(JSONUtils, SIMDJSONFieldParse) { } std::cout<<"sample contains "< column_names_ordered; + std::cout<<"Do all rows adhere to same column order?: "< need to resort rows!!! + bool same_column_order = columnsAdheringAllToSameOrder(column_names, &column_names_ordered); + if(!same_column_order) { + throw std::runtime_error("need to resort/reorder column"); + } else { + // if fill-in with missing null-values is ok, then can use maximum order of columns, if not need to first detect maximum order + if(treatMissingValuesAsNulls) { + + } else { + std::cout<<"detecting majority case column count and names"<, size_t> column_count_counts; + for(auto names : column_names) { + column_count_counts[names]++; + } + + // majority case + + } + } + return; diff --git a/tuplex/utils/include/Row.h b/tuplex/utils/include/Row.h index 27b169c5b..d48fc1d13 100644 --- a/tuplex/utils/include/Row.h +++ b/tuplex/utils/include/Row.h @@ -157,5 +157,19 @@ namespace tuplex { */ void printTable(std::ostream& os, const std::vector& header, const std::vector& rows, bool quoteStrings=true); + + /*! + * detect (each col independent) majority for each column and form row type + * @param rows sample, if empty unknown is returned + * @param threshold normal-case threshold + * @param independent_columns whether to treat each column indepedently or use joint maximization + * @param use_nvo if active Option[T] types are speculated on to be either None, T or Option[T] depending on threshold + * @return majority type + */ + extern python::Type detectMajorityRowType(const std::vector& rows, + double threshold, + bool independent_columns=true, + bool use_nvo=true); + } #endif //TUPLEX_ROW_H \ No newline at end of file diff --git a/tuplex/utils/include/Utils.h b/tuplex/utils/include/Utils.h index a7b01eada..d6e918fe4 100644 --- a/tuplex/utils/include/Utils.h +++ b/tuplex/utils/include/Utils.h @@ -133,46 +133,46 @@ namespace std // See Mike Seymour in magic-numbers-in-boosthash-combine: // https://stackoverflow.com/questions/4948780 - template - inline void hash_combine(std::size_t& seed, T const& v) - { - seed ^= hash()(v) + 0x9e3779b9 + (seed<<6) + (seed>>2); + template + inline void hash_combine(std::size_t &seed, T const &v) { + seed ^= hash()(v) + 0x9e3779b9 + (seed << 6) + (seed >> 2); } // Recursive template code derived from Matthieu M. - template ::value - 1> - struct HashValueImpl - { - static void apply(size_t& seed, Tuple const& tuple) - { - HashValueImpl::apply(seed, tuple); + template::value - 1> + struct HashValueImpl { + static void apply(size_t &seed, Tuple const &tuple) { + HashValueImpl::apply(seed, tuple); hash_combine(seed, get(tuple)); } }; - template - struct HashValueImpl - { - static void apply(size_t& seed, Tuple const& tuple) - { + template + struct HashValueImpl { + static void apply(size_t &seed, Tuple const &tuple) { hash_combine(seed, get<0>(tuple)); } }; -template -struct hash> -{ - size_t - operator()(std::tuple const& tt) const - { - size_t seed = 0; - HashValueImpl >::apply(seed, tt); - return seed; - } - -}; + template + struct hash> { + size_t + operator()(std::tuple const &tt) const { + size_t seed = 0; + HashValueImpl >::apply(seed, tt); + return seed; + } + }; + template struct hash> { + size_t operator ()(std::vector const& v) const { + size_t seed = 0; + for(const auto& el : v) + hash_combine(seed, el); + return seed; + } + }; } // llvm has competing debug macro -.- diff --git a/tuplex/utils/src/Row.cc b/tuplex/utils/src/Row.cc index 2dfcb24e5..258afe062 100644 --- a/tuplex/utils/src/Row.cc +++ b/tuplex/utils/src/Row.cc @@ -313,4 +313,119 @@ namespace tuplex { os.flush(); } + + python::Type detectMajorityRowType(const std::vector& rows, + double threshold, + bool independent_columns, + bool use_nvo) { + if(rows.empty()) + return python::Type::UNKNOWN; + + assert(0.0 <= threshold <= 1.0); + + if(independent_columns) { + // count each column independently + // hashmap is type, col -> count + std::unordered_map, unsigned> counts; + for(const auto& row : rows) { + auto t = row.getRowType(); + for(unsigned i = 0; i < t.parameters().size(); ++i) { + counts[std::make_tuple(t.parameters()[i].hash(), i)]++; + } + } + + // get column counts + unsigned min_idx = std::numeric_limits::max(); + unsigned max_idx = 0; + for(auto keyval : counts) { + auto type_hash = std::get<0>(keyval.first); + auto col_idx = std::get<1>(keyval.first); + min_idx = std::min(min_idx, col_idx); + max_idx = std::max(max_idx, col_idx); + } + + // have counts, now for each column make a type decision --> i.e. based on majority case! + std::vector>> col_counts(max_idx + 1); + for(auto keyval : counts) { + auto type_hash = std::get<0>(keyval.first); + auto col_idx = std::get<1>(keyval.first); + col_counts[col_idx][keyval.second] = type_hash; + } + + // compute majority, account for null-value prevalence! + std::vector col_types(col_counts.size()); + for(unsigned i = 0; i < col_counts.size(); ++i) { + // single type? -> trivial. + // empty? pyobject + if(col_counts[i].empty()) { + col_types[i] = python::Type::PYOBJECT; + } else if(col_counts[i].size() == 1) { + col_types[i] = python::Type::fromHash(col_counts[i].begin()->second); + } else { + // more than one count. Now it getting tricky... + // is the first null and something else present? => use threshold to determine whether option type or not! + auto most_common_type = python::Type::fromHash(col_counts[i].begin()->second); + auto most_freq = col_counts[i].begin()->first; + unsigned total_freq = 0; + for(auto kv : col_counts[i]) + total_freq += kv.first; + if(python::Type::NULLVALUE == most_common_type) { + // second one present? + auto it = std::next(col_counts[i].begin()); + auto second_freq = it->first; + auto second_type = python::Type::fromHash(it->second); + + // threshold? + if(1.0 * most_freq / (1.0 * total_freq) >= threshold && use_nvo) { + // null value + col_types[i] = python::Type::NULLVALUE; + } else { + // create opt type to cover other cases... + col_types[i] = python::Type::makeOptionType(second_type); + } + } else { + // is there null value somewhere so Opt covers most of the cases? + + auto it = col_counts[i].begin(); + while(it->second != python::Type::NULLVALUE.hash() && it != col_counts[i].end()) + ++it; + + // take original value + col_types[i] = most_common_type; + + // null value found? --> form option type! + if(it != col_counts[i].end()) { + assert(it->second == python::Type::NULLVALUE.hash()); + // check counts, in case of non-nvo always use Option type + auto nv_count = it->first; + if(1.0 * (nv_count + most_freq) / (1.0 * total_freq) >= threshold || !use_nvo) + col_types[i] = python::Type::makeOptionType(most_common_type); + } + } + } + } + + // debug print: + std::stringstream ss; + for(unsigned i = 0; i < col_counts.size(); ++i) { + ss<<"col "< Date: Tue, 9 Aug 2022 18:50:47 +0200 Subject: [PATCH 028/286] backporting row functionality, more progress on nested dict type detection --- tuplex/test/utils/TestJSONUtils.cc | 138 +++++++++++++++++++++++++++-- tuplex/utils/include/Row.h | 39 +++++++- 2 files changed, 170 insertions(+), 7 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 967b2507d..59b4c973c 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -122,6 +122,41 @@ namespace tuplex { return true; } + + template bool vec_set_eq(const std::vector& lhs, const std::vector& rhs) { + std::set L(lhs.begin(), lhs.end()); + std::set R(rhs.begin(), rhs.end()); + + auto lsize = L.size(); + auto rsize = R.size(); + + if(lsize != rsize) + return false; + + // merge sets + for(auto el : rhs) + L.insert(el); + return L.size() == lsize; + } + + void reorder_row(Row& row, + const std::vector& row_column_names, + const std::vector& dest_column_names) { + + assert(row_column_names.size() == dest_column_names.size()); + assert(vec_set_eq(row_column_names, dest_column_names)); // expensive check + + // for each name, figure out where it has to be moved to! + std::unordered_map map; + std::vector fields(row_column_names.size()); + for(unsigned i = 0; i < row_column_names.size(); ++i) { + map[i] = indexInVector(row_column_names[i], dest_column_names); + } + for(unsigned i = 0; i < row_column_names.size(); ++i) + fields[map[i]] = row.get(i); + row = Row::from_vector(fields); + } + } TEST(JSONUtils, relativeOrderTest) { @@ -145,6 +180,15 @@ TEST(JSONUtils, relativeOrderTest) { EXPECT_FALSE(tuplex::adheresToRelativeOrder({"d", "c"}, {"a", "b", "c"})); // partially not contained } +TEST(JSONUtils, ReorderRow) { + using namespace std; + using namespace tuplex; + + Row r(10, 20, 30); + reorder_row(r, {"a", "b", "c"}, {"b", "c", "a"}); + EXPECT_EQ(r.toPythonString(), "(20,30,10)"); +} + TEST(JSONUtils, SIMDJSONFieldParse) { using namespace tuplex; @@ -176,17 +220,35 @@ TEST(JSONUtils, SIMDJSONFieldParse) { // @TODO: might need to resort columns after names b.c. JSON order is NOT unique... // other option is to use struct type to find majority types... - - bool treatMissingValuesAsNulls = false; - // if not same column order -> need to resort rows!!! bool same_column_order = columnsAdheringAllToSameOrder(column_names, &column_names_ordered); + + // the detection results + size_t detected_column_count = 0; + std::vector detected_column_names; + + // detection conf variables + double conf_nc_threshold = 0.9; + bool conf_independent_columns=true; + bool conf_use_nvo=true; + bool conf_treatMissingDictKeysAsNone = false; + bool conf_autoupcast_numbers = false; + bool conf_allowUnifyWithPyObject = false; + if(!same_column_order) { throw std::runtime_error("need to resort/reorder column"); } else { + + std::vector sample; + // if fill-in with missing null-values is ok, then can use maximum order of columns, if not need to first detect maximum order - if(treatMissingValuesAsNulls) { + if(conf_treatMissingDictKeysAsNone) { + // detect majority type of rows (individual columns (?) ) + detected_column_count = column_names_ordered.size(); + detected_column_names = column_names_ordered; + // fix up columns and add them to sample + throw std::runtime_error("nyimpl"); } else { std::cout<<"detecting majority case column count and names"<, size_t> column_count_counts; @@ -195,11 +257,77 @@ TEST(JSONUtils, SIMDJSONFieldParse) { } // majority case + std::cout<<"found "< most_frequent_names; + for(auto el : column_count_counts) + if(el.second > most_frequent_count) { + most_frequent_count = el.second; + most_frequent_names = el.first; + } + std::cout<<"most common column names are: "< i.e. reorder columns! + if(vec_set_eq(column_names[i], detected_column_names)) { + Row row = rows[i]; + reorder_row(row, column_names[i], detected_column_names); + sample.push_back(row); + } else { + continue; + } + } + } + } + std::cout<<"sample has "< i.e. reorder columns! + if(vec_set_eq(column_names[i], detected_column_names)) { + Row row = rows[i]; + reorder_row(row, column_names[i], detected_column_names); + if(unifyTypes(row.getRowType(), majorityRowType, + conf_autoupcast_numbers, conf_treatMissingDictKeysAsNone, conf_allowUnifyWithPyObject) == python::Type::UNKNOWN) + continue; + } else { + continue; + } + } + nc_count++; } + std::cout<<"Of original sample, "< Row(Targs... Fargs) { vec_build(_values, Fargs...); @@ -45,13 +59,33 @@ namespace tuplex { _serializedLength = getSerializedLength(); } - int getNumColumns() const { return _values.size(); } + inline size_t getNumColumns() const { return _values.size(); } inline Field get(const int col) const { assert(!_values.empty()); assert(0 <= col && col < _values.size()); return _values[col]; } + inline void set(const unsigned col, const Field& f) { +#ifndef NDEBUG + if(col >= _values.size()) + throw std::runtime_error("invalid column index in get specified"); +#endif + _values[col] = f; + + // need to update type of row! + auto old_type = _schema.getRowType(); + auto types = old_type.parameters(); + if(types[col] != f.getType()) { + types[col] = f.getType(); + _schema = Schema(_schema.getMemoryLayout(), python::Type::makeTupleType(types)); + } + + // update length, may change! + _serializedLength = getSerializedLength(); + } + + bool getBoolean(const int col) const; int64_t getInt(const int col) const; double getDouble(const int col) const; @@ -142,6 +176,7 @@ namespace tuplex { // used for tests extern bool operator == (const Row& lhs, const Row& rhs); + extern bool operator < (const Row& lhs, const Row& rhs); struct ExceptionSample { std::string first_row_traceback; @@ -162,7 +197,7 @@ namespace tuplex { * detect (each col independent) majority for each column and form row type * @param rows sample, if empty unknown is returned * @param threshold normal-case threshold - * @param independent_columns whether to treat each column indepedently or use joint maximization + * @param independent_columns whether to treat each column independently or use joint maximization * @param use_nvo if active Option[T] types are speculated on to be either None, T or Option[T] depending on threshold * @return majority type */ From c954a17c8be28c95f2ce3e3d6e36472fe140e44b Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Tue, 9 Aug 2022 18:51:30 +0200 Subject: [PATCH 029/286] reformat --- tuplex/test/utils/TestJSONUtils.cc | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 59b4c973c..796f5b4f1 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -309,7 +309,9 @@ TEST(JSONUtils, SIMDJSONFieldParse) { continue; if(column_names[i] == detected_column_names) { if(unifyTypes(rows[i].getRowType(), majorityRowType, - conf_autoupcast_numbers, conf_treatMissingDictKeysAsNone, conf_allowUnifyWithPyObject) == python::Type::UNKNOWN) + conf_autoupcast_numbers, + conf_treatMissingDictKeysAsNone, + conf_allowUnifyWithPyObject) == python::Type::UNKNOWN) continue; } else { // skip for now, later implement here order-invariant => i.e. reorder columns! @@ -317,7 +319,9 @@ TEST(JSONUtils, SIMDJSONFieldParse) { Row row = rows[i]; reorder_row(row, column_names[i], detected_column_names); if(unifyTypes(row.getRowType(), majorityRowType, - conf_autoupcast_numbers, conf_treatMissingDictKeysAsNone, conf_allowUnifyWithPyObject) == python::Type::UNKNOWN) + conf_autoupcast_numbers, + conf_treatMissingDictKeysAsNone, + conf_allowUnifyWithPyObject) == python::Type::UNKNOWN) continue; } else { continue; From 85d894b8610b43d302a4d1135f013b873968a4e1 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Tue, 9 Aug 2022 19:03:35 +0200 Subject: [PATCH 030/286] added more todos --- tuplex/test/utils/TestJSONUtils.cc | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 796f5b4f1..2aa45e5a1 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -329,7 +329,18 @@ TEST(JSONUtils, SIMDJSONFieldParse) { } nc_count++; } - std::cout<<"Of original sample, "< basically create max-struct type for this case! => in physical layer this requires a key-present check + // at each level! => could be done e.g. with tree like struct to save space? => is this always a good idea? + // i.e., sparsity of json tree dictates the physical representation. + + // how many rows require fallback because they do not fit normal nor general case? + // @TODO + } return; From 364c992b4b1159551b20a19763b309914801f180 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Wed, 10 Aug 2022 12:49:28 +0200 Subject: [PATCH 031/286] wip, redo policy based type unification --- tuplex/test/resources/ndjson/example1.json | 3 + tuplex/test/utils/TestJSONUtils.cc | 9 +- tuplex/utils/include/TypeHelper.h | 307 ++------------------- tuplex/utils/include/TypeSystem.h | 3 + tuplex/utils/src/TypeHelper.cc | 289 +++++++++++++++++++ tuplex/utils/src/TypeSystem.cc | 11 +- 6 files changed, 336 insertions(+), 286 deletions(-) create mode 100644 tuplex/test/resources/ndjson/example1.json create mode 100644 tuplex/utils/src/TypeHelper.cc diff --git a/tuplex/test/resources/ndjson/example1.json b/tuplex/test/resources/ndjson/example1.json new file mode 100644 index 000000000..d7f327ee7 --- /dev/null +++ b/tuplex/test/resources/ndjson/example1.json @@ -0,0 +1,3 @@ +{"column1": {"a": 10, "b": 20, "c": 30}} +{"column1": {"a": 10, "b": 20, "c": null}} +{"column1": {"a": 10, "c": null}} diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 2aa45e5a1..3af928ec4 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -193,7 +193,8 @@ TEST(JSONUtils, SIMDJSONFieldParse) { using namespace tuplex; // super slow parse into tuplex structure using SIMDJSON - std::string test_path = "../resources/ndjson/github.json"; +// std::string test_path = "../resources/ndjson/github.json"; + std::string test_path = "../resources/ndjson/example1.json"; std::string data = fileToString(test_path); std::vector> column_names; @@ -341,6 +342,12 @@ TEST(JSONUtils, SIMDJSONFieldParse) { // how many rows require fallback because they do not fit normal nor general case? // @TODO + + // a sample query that helps for specializing: + // internal representation when rewriting data (?) => could also use original strings, so this could be stupid. + // however, different when partial data is extracted. => could apply to github. E.g., partially rewrite commit message (?) + + } return; diff --git a/tuplex/utils/include/TypeHelper.h b/tuplex/utils/include/TypeHelper.h index b486af6e9..756537649 100644 --- a/tuplex/utils/include/TypeHelper.h +++ b/tuplex/utils/include/TypeHelper.h @@ -63,298 +63,37 @@ namespace tuplex { // this function checks whether types can be unified or not + struct TypeUnificationPolicy { + bool allowAutoUpcastOfNumbers; ///! whether to upcast numeric types to a unified type when type conflicts, false by default + bool treatMissingDictKeysAsNone; ///! whether to treat missing (key, value) pairs as None when unifying structured dictionaries + bool allowUnifyWithPyObject; ///! when any of a, b is pyobject -> unify to pyobject. + bool unifyMissingDictKeys; ///! when unifying dictionaries, create a maybe pair if possible to unify types or not. + + TypeUnificationPolicy() : allowAutoUpcastOfNumbers(false), + treatMissingDictKeysAsNone(false), + allowUnifyWithPyObject(false), + unifyMissingDictKeys(false) {} + + static TypeUnificationPolicy defaultPolicy() { return TypeUnificationPolicy(); } + }; + + // * @param allowAutoUpcastOfNumbers whether to upcast numeric types to a unified type when type conflicts, false by default + // * @param treatMissingDictKeysAsNone whether to treat missing (key, value) pairs as None when unifying structured dictionaries + // * @param allowUnifyWithPyObject when any of a, b is pyobject -> unify to pyobject. + // * @param unifyMissingDictKeys when unifying dictionaries, create a maybe pair if possible to unify types or not. + /*! * return unified type for both a and b * e.g. a == [Option[[I64]]] and b == [[Option[I64]]] should return [Option[[Option[I64]]]] * return python::Type::UNKNOWN if no compatible type can be found * @param a (optional) primitive or list or tuple type * @param b (optional) primitive or list or tuple type - * @param allowAutoUpcastOfNumbers whether to upcast numeric types to a unified type when type conflicts, false by default - * @param treatMissingDictKeysAsNone whether to treat missing (key, value) pairs as None when unifying structured dictionaries - * @param allowUnifyWithPyObject when any of a, b is pyobject -> unify to pyobject. - * @return (optional) compatible type or UNKNOWN + * @param policy define using various switches how type unification should occur. + * @return (optional) compatible type to which both a and b can be upcasted to given unification policy or UNKNOWN */ - inline python::Type unifyTypes(const python::Type& a, + extern python::Type unifyTypes(const python::Type& a, const python::Type& b, - bool allowAutoUpcastOfNumbers=false, - bool treatMissingDictKeysAsNone=false, - bool allowUnifyWithPyObject=false) { - using namespace std; - - // UNKNOWN types are not compatible - if(a == python::Type::UNKNOWN || b == python::Type::UNKNOWN) { - return python::Type::UNKNOWN; - } - - if(a == b) - return a; - - if((a == python::Type::PYOBJECT || b == python::Type::PYOBJECT)) - return allowUnifyWithPyObject ? python::Type::PYOBJECT : python::Type::UNKNOWN; - - // special case: optimized types! - // -> @TODO: can unify certain types, else just deoptimize. - if(a.isOptimizedType() || b.isOptimizedType()) - return unifyTypes(deoptimizedType(a), deoptimizedType(b), - allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, allowUnifyWithPyObject); - - if(a == python::Type::NULLVALUE) - return python::Type::makeOptionType(b); - - if(b == python::Type::NULLVALUE) - return python::Type::makeOptionType(a); - - // check for optional type - bool makeOption = false; - // underlyingType: remove outermost Option if it exists - python::Type aUnderlyingType = a; - python::Type bUnderlyingType = b; - if(a.isOptionType()) { - makeOption = true; - aUnderlyingType = a.getReturnType(); - } - - if(b.isOptionType()) { - makeOption = true; - bUnderlyingType = b.getReturnType(); - } - - // same underlying types? make option - if (aUnderlyingType == bUnderlyingType) { - return python::Type::makeOptionType(aUnderlyingType); - } - - // both numeric types? upcast - if(allowAutoUpcastOfNumbers) { - if(aUnderlyingType.isNumericType() && bUnderlyingType.isNumericType()) { - if(aUnderlyingType == python::Type::F64 || bUnderlyingType == python::Type::F64) { - // upcast to F64 if either is F64 - if (makeOption) { - return python::Type::makeOptionType(python::Type::F64); - } else { - return python::Type::F64; - } - } - // at this point underlyingTypes cannot both be bool. Upcast to I64 - if (makeOption) { - return python::Type::makeOptionType(python::Type::I64); - } else { - return python::Type::I64; - } - } - } - - // list type? check if element type compatible - if(aUnderlyingType.isListType() && bUnderlyingType.isListType() && aUnderlyingType != python::Type::EMPTYLIST && bUnderlyingType != python::Type::EMPTYLIST) { - python::Type newElementType = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), - allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, allowUnifyWithPyObject); - if(newElementType == python::Type::UNKNOWN) { - // incompatible list element type - return python::Type::UNKNOWN; - } - if(makeOption) { - return python::Type::makeOptionType(python::Type::makeListType(newElementType)); - } - return python::Type::makeListType(newElementType); - } - - // tuple type? check if every parameter type compatible - if(aUnderlyingType.isTupleType() && bUnderlyingType.isTupleType()) { - if (aUnderlyingType.parameters().size() != bUnderlyingType.parameters().size()) { - // tuple length differs - return python::Type::UNKNOWN; - } - std::vector newTuple; - for (size_t i = 0; i < aUnderlyingType.parameters().size(); i++) { - python::Type newElementType = unifyTypes(aUnderlyingType.parameters()[i], - bUnderlyingType.parameters()[i], - allowAutoUpcastOfNumbers, - treatMissingDictKeysAsNone, - allowUnifyWithPyObject); - if(newElementType == python::Type::UNKNOWN) { - // incompatible tuple element type - return python::Type::UNKNOWN; - } - newTuple.emplace_back(newElementType); - } - if(makeOption) { - return python::Type::makeOptionType(python::Type::makeTupleType(newTuple)); - } - return python::Type::makeTupleType(newTuple); - } - - // --- - // structured dicts: - if(aUnderlyingType.isStructuredDictionaryType() && bUnderlyingType.isDictionaryType()) { - // are both of them structured dictionaries? - if(aUnderlyingType.isStructuredDictionaryType() && bUnderlyingType.isStructuredDictionaryType()) { - // ok, most complex unify setup --> need to check key pairs (independent of order!) - - auto a_pairs = aUnderlyingType.get_struct_pairs(); - auto b_pairs = bUnderlyingType.get_struct_pairs(); - - // same number of elements? if not -> no cast possible! - if(a_pairs.size() != b_pairs.size()) { - // treat missing as null? - if(!treatMissingDictKeysAsNone) - return python::Type::UNKNOWN; - - // treat missing keys as null... - // => a bit more complex now - std::set keys; - std::unordered_map a_lookup; - std::unordered_map b_lookup; - for(const auto& p : a_pairs) { - keys.insert(p.key); - a_lookup[p.key] = p; - } - for(const auto& p : b_pairs) { - keys.insert(p.key); - b_lookup[p.key] = p; - } - - std::vector uni_pairs; - uni_pairs.reserve(keys.size()); - // go through both pair collections... - for(const auto& key : keys) { - python::StructEntry uni; - uni.key = key; - - python::StructEntry a_pair; - a_pair.keyType = python::Type::NULLVALUE; - a_pair.valueType = python::Type::NULLVALUE; - python::StructEntry b_pair; - b_pair.keyType = python::Type::NULLVALUE; - b_pair.valueType = python::Type::NULLVALUE; - if(a_lookup.find(key) != a_lookup.end()) { - a_pair = a_lookup[key]; - } - if(b_lookup.find(key) != b_lookup.end()) { - b_pair = b_lookup[key]; - } - - uni.keyType = unifyTypes(a_pair.keyType, b_pair.keyType, allowAutoUpcastOfNumbers, - treatMissingDictKeysAsNone, allowUnifyWithPyObject); - if(uni.keyType == python::Type::UNKNOWN) - return python::Type::UNKNOWN; - uni.valueType = unifyTypes(a_pair.valueType, b_pair.valueType, allowAutoUpcastOfNumbers, - treatMissingDictKeysAsNone, allowUnifyWithPyObject); - if(uni.valueType == python::Type::UNKNOWN) - return python::Type::UNKNOWN; - uni_pairs.push_back(uni); - } - - // create combined struct type - return python::Type::makeStructuredDictType(uni_pairs); - } else { - // go through pairs (note: they may be differently sorted, so sort first!) - std::sort(a_pairs.begin(), a_pairs.end(), [](const python::StructEntry& a, const python::StructEntry& b) { - return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); - }); - std::sort(b_pairs.begin(), b_pairs.end(), [](const python::StructEntry& a, const python::StructEntry& b) { - return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); - }); - - // same size, check if keys are the same and types can be unified for each pair... - std::vector uni_pairs; - for(unsigned i = 0; i < a_pairs.size(); ++i) { - if(a_pairs[i].key != b_pairs[i].key) - return python::Type::UNKNOWN; - - python::StructEntry uni; - uni.key = a_pairs[i].key; - uni.keyType = unifyTypes(a_pairs[i].keyType, b_pairs[i].keyType, allowAutoUpcastOfNumbers, - treatMissingDictKeysAsNone, allowUnifyWithPyObject); - if(uni.keyType == python::Type::UNKNOWN) - return python::Type::UNKNOWN; - uni.valueType = unifyTypes(a_pairs[i].valueType, b_pairs[i].valueType, allowAutoUpcastOfNumbers, - treatMissingDictKeysAsNone, allowUnifyWithPyObject); - if(uni.valueType == python::Type::UNKNOWN) - return python::Type::UNKNOWN; - uni_pairs.push_back(uni); - } - return python::Type::makeStructuredDictType(uni_pairs); - } - } else { - // easier: can unify if struct dict is homogenous when it comes to keys/values! - // => do unify with pyobject? - auto uni_key_type = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), - allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, - allowUnifyWithPyObject); - auto uni_value_type = unifyTypes(aUnderlyingType.valueType(), bUnderlyingType.valueType(), - allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, - allowUnifyWithPyObject); - - // if either is unknown -> can not unify - if(uni_key_type == python::Type::UNKNOWN || uni_value_type == python::Type::UNKNOWN) - return python::Type::UNKNOWN; - // else, create new dict structure of this! - return python::Type::makeDictionaryType(uni_key_type, uni_value_type); - } - } - - // dictionary type - if(aUnderlyingType.isDictionaryType() && bUnderlyingType.isDictionaryType()) { - auto key_t = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, allowUnifyWithPyObject); - auto val_t = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), allowAutoUpcastOfNumbers, treatMissingDictKeysAsNone, allowUnifyWithPyObject); - if(key_t == python::Type::UNKNOWN || val_t == python::Type::UNKNOWN) { - return python::Type::UNKNOWN; - } - if(makeOption) { - return python::Type::makeOptionType(python::Type::makeDictionaryType(key_t, val_t)); - } else { - return python::Type::makeDictionaryType(key_t, val_t); - } - } - - // other non-supported types - return python::Type::UNKNOWN; - - // old: - // if(!allowAutoUpcastOfNumbers) { - // // only NULL to any or element and option type allowed - // if (a == python::Type::NULLVALUE) - // return python::Type::makeOptionType(b); - // if (b == python::Type::NULLVALUE) - // return python::Type::makeOptionType(a); - // - // // one is option type, the other not but the elementtype of the option type! - // if (a.isOptionType() && !b.isOptionType() && a.elementType() == b) - // return a; - // if (b.isOptionType() && !a.isOptionType() && b.elementType() == a) - // return b; - // } else { - // auto t = python::Type::superType(a, b); - // if(t != python::Type::UNKNOWN) - // return t; - // } - // - // // tuples, lists, dicts... - // if(a.isTupleType() && b.isTupleType() && a.parameters().size() == b.parameters().size()) { - // vector v; - // for(unsigned i = 0; i < a.parameters().size(); ++i) { - // v.push_back(unifyTypes(a.parameters()[i], b.parameters()[i], allowAutoUpcastOfNumbers)); - // if(v.back() == python::Type::UNKNOWN) - // return python::Type::UNKNOWN; - // } - // return python::Type::makeTupleType(v); - // } - // - // if(a.isListType() && b.isListType()) { - // auto el = unifyTypes(a.elementType(), b.elementType(), allowAutoUpcastOfNumbers); - // if(el == python::Type::UNKNOWN) - // return python::Type::UNKNOWN; - // return python::Type::makeListType(el); - // } - // - // if(a.isDictionaryType() && b.isDictionaryType()) { - // auto key_t = unifyTypes(a.keyType(), b.keyType(), allowAutoUpcastOfNumbers); - // auto val_t = unifyTypes(a.valueType(), b.valueType(), allowAutoUpcastOfNumbers); - // if(key_t != python::Type::UNKNOWN && val_t != python::Type::UNKNOWN) - // return python::Type::makeDictionaryType(key_t, val_t); - // } - // return python::Type::UNKNOWN; - } + const TypeUnificationPolicy& policy=TypeUnificationPolicy::defaultPolicy()); /*! diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index 189084bcc..05351b73d 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -333,10 +333,13 @@ namespace python { std::string key; // the value of the key, represented as string Type keyType; // type required to decode the string key Type valueType; // type what to store under key + bool alwaysPresent; // whether this (key,value) pair is always present or not. if true, use ->, else use => inline bool isUndefined() const { return key.empty() && keyType == Type() && valueType == Type(); } + + StructEntry() : alwaysPresent(true) {} }; extern bool isLiteralType(const Type& type); diff --git a/tuplex/utils/src/TypeHelper.cc b/tuplex/utils/src/TypeHelper.cc new file mode 100644 index 000000000..1c2e76a97 --- /dev/null +++ b/tuplex/utils/src/TypeHelper.cc @@ -0,0 +1,289 @@ +// +// Created by Leonhard Spiegelberg on 8/10/22. +// + +#include + +namespace tuplex { + + // helper function to deal with struct dict types only + static python::Type unifyStructuredDictTypes(const python::Type& aUnderlyingType, const python::Type& bUnderlyingType, + const TypeUnificationPolicy& policy) { + assert(aUnderlyingType.isStructuredDictionaryType() && bUnderlyingType.isDictionaryType()); + + // are both of them structured dictionaries? + if(aUnderlyingType.isStructuredDictionaryType() && bUnderlyingType.isStructuredDictionaryType()) { + // ok, most complex unify setup --> need to check key pairs (independent of order!) + + auto a_pairs = aUnderlyingType.get_struct_pairs(); + auto b_pairs = bUnderlyingType.get_struct_pairs(); + + // same number of elements? if not -> no cast possible! + if(a_pairs.size() != b_pairs.size()) { + // treat missing as null or maybe pairs? if neither policy is set, can't unify + if(!policy.treatMissingDictKeysAsNone && !policy.unifyMissingDictKeys) + return python::Type::UNKNOWN; + + // treat missing keys as null... + // => a bit more complex now + std::set keys; + std::unordered_map a_lookup; + std::unordered_map b_lookup; + for(const auto& p : a_pairs) { + keys.insert(p.key); + a_lookup[p.key] = p; + } + for(const auto& p : b_pairs) { + keys.insert(p.key); + b_lookup[p.key] = p; + } + + std::vector uni_pairs; + uni_pairs.reserve(keys.size()); + // go through both pair collections... + for(const auto& key : keys) { + python::StructEntry uni; + uni.key = key; + + assert(policy.treatMissingDictKeysAsNone || policy.unifyMissingDictKeys); // one must be true + // treat missing values as NULL + if(policy.treatMissingDictKeysAsNone) { // this has precendence over unifyMissingDictKeys! + python::StructEntry a_pair; + a_pair.keyType = python::Type::NULLVALUE; + a_pair.valueType = python::Type::NULLVALUE; + python::StructEntry b_pair; + b_pair.keyType = python::Type::NULLVALUE; + b_pair.valueType = python::Type::NULLVALUE; + if(a_lookup.find(key) != a_lookup.end()) { + a_pair = a_lookup[key]; + } + if(b_lookup.find(key) != b_lookup.end()) { + b_pair = b_lookup[key]; + } + + // if either is maybe present -> result is a maybe present + // but dicts can be always unified this way! + uni.alwaysPresent = a_pair.alwaysPresent && b_pair.alwaysPresent; + + uni.keyType = unifyTypes(a_pair.keyType, b_pair.keyType, policy); + if(uni.keyType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + uni.valueType = unifyTypes(a_pair.valueType, b_pair.valueType, policy); + if(uni.valueType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + } else if(policy.unifyMissingDictKeys) { + // are both present? + // -> unify! + if(a_lookup.find(key) != a_lookup.end() && b_lookup.find(key) != b_lookup.end()) { + auto a_pair = a_lookup[key]; + auto b_pair = b_lookup[key]; + // if either is maybe present -> result is a maybe present + // but dicts can be always unified this way! + uni.alwaysPresent = a_pair.alwaysPresent && b_pair.alwaysPresent; + + uni.keyType = unifyTypes(a_pair.keyType, b_pair.keyType, policy); + if(uni.keyType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + uni.valueType = unifyTypes(a_pair.valueType, b_pair.valueType, policy); + if(uni.valueType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + } else if(a_lookup.find(key) != a_lookup.end()) { + // only a is present + uni = a_lookup[key]; + uni.alwaysPresent = false; // set to maybe + } else { + // b must be present + assert(b_lookup.find(key) != b_lookup.end()); + // only b is present + uni = b_lookup[key]; + uni.alwaysPresent = false; // set to maybe + } + } + + uni_pairs.push_back(uni); + } + + // create combined struct type + return python::Type::makeStructuredDictType(uni_pairs); + } else { + // go through pairs (note: they may be differently sorted, so sort first!) + std::sort(a_pairs.begin(), a_pairs.end(), [](const python::StructEntry& a, const python::StructEntry& b) { + return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); + }); + std::sort(b_pairs.begin(), b_pairs.end(), [](const python::StructEntry& a, const python::StructEntry& b) { + return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); + }); + + // same size, check if keys are the same and types can be unified for each pair... + std::vector uni_pairs; + for(unsigned i = 0; i < a_pairs.size(); ++i) { + if(a_pairs[i].key != b_pairs[i].key) + return python::Type::UNKNOWN; + + python::StructEntry uni; + uni.key = a_pairs[i].key; + // if either is maybe present -> result is a maybe present + // but dicts can be always unified this way! + uni.alwaysPresent = a_pairs[i].alwaysPresent && b_pairs[i].alwaysPresent; + + uni.keyType = unifyTypes(a_pairs[i].keyType, b_pairs[i].keyType, policy); + if(uni.keyType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + uni.valueType = unifyTypes(a_pairs[i].valueType, b_pairs[i].valueType, policy); + if(uni.valueType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + uni_pairs.push_back(uni); + } + return python::Type::makeStructuredDictType(uni_pairs); + } + } else { + // easier: can unify if struct dict is homogenous when it comes to keys/values! + // => do unify with pyobject? + auto uni_key_type = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), + policy); + auto uni_value_type = unifyTypes(aUnderlyingType.valueType(), bUnderlyingType.valueType(), + policy); + + // if either is unknown -> can not unify + if(uni_key_type == python::Type::UNKNOWN || uni_value_type == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + // else, create new dict structure of this! + return python::Type::makeDictionaryType(uni_key_type, uni_value_type); + } + } + + + python::Type unifyTypes(const python::Type& a, + const python::Type& b, + const TypeUnificationPolicy& policy) { + using namespace std; + + // UNKNOWN types are not compatible + if(a == python::Type::UNKNOWN || b == python::Type::UNKNOWN) { + return python::Type::UNKNOWN; + } + + if(a == b) + return a; + + if((a == python::Type::PYOBJECT || b == python::Type::PYOBJECT)) + return policy.allowUnifyWithPyObject ? python::Type::PYOBJECT : python::Type::UNKNOWN; + + // special case: optimized types! + // -> @TODO: can unify certain types, else just deoptimize. + if(a.isOptimizedType() || b.isOptimizedType()) + return unifyTypes(deoptimizedType(a), deoptimizedType(b), + policy); + + if(a == python::Type::NULLVALUE) + return python::Type::makeOptionType(b); + + if(b == python::Type::NULLVALUE) + return python::Type::makeOptionType(a); + + // check for optional type + bool makeOption = false; + // underlyingType: remove outermost Option if it exists + python::Type aUnderlyingType = a; + python::Type bUnderlyingType = b; + if(a.isOptionType()) { + makeOption = true; + aUnderlyingType = a.getReturnType(); + } + + if(b.isOptionType()) { + makeOption = true; + bUnderlyingType = b.getReturnType(); + } + + // same underlying types? make option + if (aUnderlyingType == bUnderlyingType) { + return python::Type::makeOptionType(aUnderlyingType); + } + + // both numeric types? upcast + if(policy.allowAutoUpcastOfNumbers) { + if(aUnderlyingType.isNumericType() && bUnderlyingType.isNumericType()) { + if(aUnderlyingType == python::Type::F64 || bUnderlyingType == python::Type::F64) { + // upcast to F64 if either is F64 + if (makeOption) { + return python::Type::makeOptionType(python::Type::F64); + } else { + return python::Type::F64; + } + } + // at this point underlyingTypes cannot both be bool. Upcast to I64 + if (makeOption) { + return python::Type::makeOptionType(python::Type::I64); + } else { + return python::Type::I64; + } + } + } + + // list type? check if element type compatible + if(aUnderlyingType.isListType() + && bUnderlyingType.isListType() + && aUnderlyingType != python::Type::EMPTYLIST + && bUnderlyingType != python::Type::EMPTYLIST) { + python::Type newElementType = unifyTypes(aUnderlyingType.elementType(), + bUnderlyingType.elementType(), + policy); + if(newElementType == python::Type::UNKNOWN) { + // incompatible list element type + return python::Type::UNKNOWN; + } + if(makeOption) { + return python::Type::makeOptionType(python::Type::makeListType(newElementType)); + } + return python::Type::makeListType(newElementType); + } + + // tuple type? check if every parameter type compatible + if(aUnderlyingType.isTupleType() && bUnderlyingType.isTupleType()) { + if (aUnderlyingType.parameters().size() != bUnderlyingType.parameters().size()) { + // tuple length differs + return python::Type::UNKNOWN; + } + std::vector newTuple; + for (size_t i = 0; i < aUnderlyingType.parameters().size(); i++) { + python::Type newElementType = unifyTypes(aUnderlyingType.parameters()[i], + bUnderlyingType.parameters()[i], + policy); + if(newElementType == python::Type::UNKNOWN) { + // incompatible tuple element type + return python::Type::UNKNOWN; + } + newTuple.emplace_back(newElementType); + } + if(makeOption) { + return python::Type::makeOptionType(python::Type::makeTupleType(newTuple)); + } + return python::Type::makeTupleType(newTuple); + } + + // --- + // structured dicts: + if(aUnderlyingType.isStructuredDictionaryType() && bUnderlyingType.isDictionaryType()) + return unifyStructuredDictTypes(aUnderlyingType, bUnderlyingType, policy); + if(aUnderlyingType.isDictionaryType() && bUnderlyingType.isStructuredDictionaryType()) + return unifyStructuredDictTypes(bUnderlyingType, aUnderlyingType, policy); + + // other dictionary types + if(aUnderlyingType.isDictionaryType() && bUnderlyingType.isDictionaryType()) { + auto key_t = unifyTypes(aUnderlyingType.keyType(), bUnderlyingType.keyType(), policy); + auto val_t = unifyTypes(aUnderlyingType.elementType(), bUnderlyingType.elementType(), policy); + if(key_t == python::Type::UNKNOWN || val_t == python::Type::UNKNOWN) { + return python::Type::UNKNOWN; + } + if(makeOption) { + return python::Type::makeOptionType(python::Type::makeDictionaryType(key_t, val_t)); + } else { + return python::Type::makeDictionaryType(key_t, val_t); + } + } + + // other non-supported types + return python::Type::UNKNOWN; + } +} \ No newline at end of file diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 50a5aeec9..8a5bf0f2d 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -198,6 +198,7 @@ namespace python { kv_pair.keyType = f.getType(); kv_pair.key = f.toPythonString(); kv_pair.valueType = pair.second; + kv_pair.alwaysPresent = true; kv_pairs.push_back(kv_pair); } return createOrGetStructuredDictType(kv_pairs); @@ -219,7 +220,8 @@ namespace python { // add mapping // escape non-string values as string auto py_string = kv_pair.keyType == python::Type::STRING ? kv_pair.key : escape_to_python_str(kv_pair.key); - pair_str += kv_pair.keyType.desc() + "," + py_string + "->" + kv_pair.valueType.desc(); + auto map_str = kv_pair.alwaysPresent ? "->" : "=>"; + pair_str += kv_pair.keyType.desc() + "," + py_string + map_str + kv_pair.valueType.desc(); pair_str += ")"; name += pair_str + ","; @@ -1115,6 +1117,11 @@ namespace python { // must have same key if(from_pairs[i].key != to_pairs[i].key) return false; + // only maybe present -> maybe present, or present -> maybe, or present-> present can be casted. I.e + // disallowed case is maybe present -> present! + if(!from_pairs[i].alwaysPresent && to_pairs[i].alwaysPresent) + return false; + // keytype and valuetype must be compatible if(!canUpcastType(from_pairs[i].keyType, to_pairs[i].keyType)) return false; @@ -1128,6 +1135,8 @@ namespace python { auto dest_value_type = to.valueType(); auto pairs = from.get_struct_pairs(); for(const auto& p : pairs) { + // for a dict[keytype,valuetype] keys are always maybe present, so no issue with upcasting. + if(!canUpcastType(p.keyType, dest_key_type)) return false; if(!canUpcastType(p.valueType, dest_value_type)) From 58da3bf92059a100ba377f1ca7950d29d56bb85e Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Wed, 10 Aug 2022 16:36:18 +0200 Subject: [PATCH 032/286] more struct type adventures --- tuplex/adapters/cpython/src/PythonHelpers.cc | 3 +- tuplex/codegen/src/BlockGeneratorVisitor.cc | 3 +- tuplex/test/utils/TestJSONUtils.cc | 18 ++++--- tuplex/utils/src/Field.cc | 6 ++- tuplex/utils/src/JsonStatistic.cc | 57 +++++++++++++++++++- tuplex/utils/src/TypeSystem.cc | 10 +++- 6 files changed, 82 insertions(+), 15 deletions(-) diff --git a/tuplex/adapters/cpython/src/PythonHelpers.cc b/tuplex/adapters/cpython/src/PythonHelpers.cc index d04a0259c..9f206fea5 100644 --- a/tuplex/adapters/cpython/src/PythonHelpers.cc +++ b/tuplex/adapters/cpython/src/PythonHelpers.cc @@ -1420,7 +1420,8 @@ namespace python { python::Type currElementType = mapPythonClassToTuplexType(PyList_GetItem(o, j), autoUpcast); if(elementType != currElementType) { // possible to use nullable type as element type? - auto newElementType = tuplex::unifyTypes(elementType, currElementType, autoUpcast); + TypeUnificationPolicy policy; policy.allowAutoUpcastOfNumbers = autoUpcast; + auto newElementType = tuplex::unifyTypes(elementType, currElementType, policy); if (newElementType == python::Type::UNKNOWN) { Logger::instance().defaultLogger().error("list with variable element type " + elementType.desc() + " and " + currElementType.desc() + " not supported."); return python::Type::PYOBJECT; diff --git a/tuplex/codegen/src/BlockGeneratorVisitor.cc b/tuplex/codegen/src/BlockGeneratorVisitor.cc index 486c08038..1815bb9bf 100644 --- a/tuplex/codegen/src/BlockGeneratorVisitor.cc +++ b/tuplex/codegen/src/BlockGeneratorVisitor.cc @@ -5049,7 +5049,8 @@ namespace tuplex { // if not, error. Type annotation failed then! auto& slot = it->second; - auto uni_type = unifyTypes(slot.type, var.second.type, allowNumericUpcasting); + TypeUnificationPolicy t_policy; t_policy.allowAutoUpcastOfNumbers = allowNumericUpcasting; + auto uni_type = unifyTypes(slot.type, var.second.type, t_policy); if(uni_type == python::Type::UNKNOWN) { error("variable " + name + " declared in " + branch_name + " with type " + var.second.type.desc() + " conflicts with slot type" + diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 3af928ec4..498fecd70 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -236,6 +236,10 @@ TEST(JSONUtils, SIMDJSONFieldParse) { bool conf_autoupcast_numbers = false; bool conf_allowUnifyWithPyObject = false; + TypeUnificationPolicy conf_type_policy; + conf_type_policy.unifyMissingDictKeys = true; + + if(!same_column_order) { throw std::runtime_error("need to resort/reorder column"); } else { @@ -306,23 +310,21 @@ TEST(JSONUtils, SIMDJSONFieldParse) { // this also requires column name checking! size_t nc_count = 0; for(unsigned i = 0; i < column_names.size(); ++i) { + + // row check: + std::cout<<"row: "< i.e. reorder columns! if(vec_set_eq(column_names[i], detected_column_names)) { Row row = rows[i]; reorder_row(row, column_names[i], detected_column_names); - if(unifyTypes(row.getRowType(), majorityRowType, - conf_autoupcast_numbers, - conf_treatMissingDictKeysAsNone, - conf_allowUnifyWithPyObject) == python::Type::UNKNOWN) + if(!python::canUpcastToRowType(row.getRowType(), majorityRowType)) continue; } else { continue; diff --git a/tuplex/utils/src/Field.cc b/tuplex/utils/src/Field.cc index af0983990..3ab6fecca 100644 --- a/tuplex/utils/src/Field.cc +++ b/tuplex/utils/src/Field.cc @@ -267,8 +267,12 @@ namespace tuplex { Tuple *t = (Tuple*) this->_ptrValue; return t->desc(); } else if(type.isDictionaryType() || type == python::Type::GENERICDICT) { + // @TODO: update with concrete/correct typing -> conversion to python! char *dstr = reinterpret_cast(_ptrValue); - return PrintCJSONDict(cJSON_Parse(dstr)); + if(!type.isStructuredDictionaryType()) + return PrintCJSONDict(cJSON_Parse(dstr)); + + return dstr; } else if(type.isListType()) { List *l = (List*)this->_ptrValue; return l->desc(); diff --git a/tuplex/utils/src/JsonStatistic.cc b/tuplex/utils/src/JsonStatistic.cc index 3d2e274fa..04415a420 100644 --- a/tuplex/utils/src/JsonStatistic.cc +++ b/tuplex/utils/src/JsonStatistic.cc @@ -202,6 +202,53 @@ namespace tuplex { } + std::string jsonDictFromBuffer(const char* buf, size_t buf_size, int numBraces=0) { + // parse till either buf is exhausted or numStartBraces hits 0 + size_t pos = 0; + auto startBraces = std::max(0, numBraces); + while(pos < buf_size) { + char c = buf[pos]; + + // what field is char? + if(c == '\"') { + // start of escaped field, skip till end of it! + pos++; + while(pos < buf_size && buf[pos] != '\"') { + if(pos + 1 < buf_size && buf[pos] == '\\' && buf[pos + 1] == '\"') + pos += 2; + else + pos++; + } + pos++; + } else if(c == '{') { + numBraces++; + pos++; + } else if(c == '}') { + numBraces--; + pos++; + } else { + pos++; + } + + // braces done? + if(0 == numBraces) { + // return string! + char *rc = new char[startBraces + pos + 1]; + memset(rc, 0, startBraces + pos + 1); + for(unsigned i = 0; i < startBraces; ++i) + rc[i] = '{'; + memcpy(rc + startBraces, buf, pos); + + std::string res(rc); + delete [] rc; + return res; + } + } + // exhausted, no positive result... + + return ""; + } + std::vector parseRowsFromJSON(const char* buf, size_t buf_size, std::vector>* outColumnNames) { using namespace std; @@ -288,8 +335,14 @@ namespace tuplex { // save raw data for more info row_column_names.push_back(key); - auto sv_value = field.value().raw_json_token().value(); - row_json_strings.push_back({sv_value.begin(), sv_value.end()}); + + // fetch data for field (i.e., raw string) + auto sv_value = simdjson::to_json_string(obj[key]).value(); + std::string str_value(sv_value.begin(), sv_value.end()); + + row_json_strings.push_back(str_value); + // cf. https://github.com/simdjson/simdjson/blob/master/doc/basics.md#direct-access-to-the-raw-string + // --> however this works only for non-array/non-object data. row_field_types.push_back(py_type); } diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index 8a5bf0f2d..c6123cfa0 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -1559,15 +1559,21 @@ namespace python { while(pos < s.size() && isspace(s[pos])) pos++; // check if next one is -> - if(s.substr(pos, 2) == "->") + bool alwaysPresent = true; + if(s.substr(pos, 2) == "->") { + alwaysPresent = true; pos += 2; - else { + } else if(s.substr(pos, 2) == "=>") { + alwaysPresent = false; + pos += 2; + } else { throw std::runtime_error("invalid pair found."); } // save onto last pair the string value! assert(!kvStack.empty()); assert(!kvStack.top().empty()); kvStack.top().back().key = decoded_string; + kvStack.top().back().alwaysPresent = alwaysPresent; } else if(s[pos] == ']') { numClosedSqBrackets++; if(numOpenSqBrackets < numClosedSqBrackets) { From 4da39f1c5a6c484f840a7cadd4cd0bfd17239b18 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Thu, 11 Aug 2022 16:41:30 +0200 Subject: [PATCH 033/286] wip --- tuplex/test/utils/TestJSONUtils.cc | 9 ++++++++- tuplex/utils/include/Row.h | 5 ++++- tuplex/utils/src/Row.cc | 5 +++-- 3 files changed, 15 insertions(+), 4 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 498fecd70..2f5635751 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -266,7 +266,7 @@ TEST(JSONUtils, SIMDJSONFieldParse) { auto most_frequent_count = 0; std::vector most_frequent_names; - for(auto el : column_count_counts) + for(const auto& el : column_count_counts) if(el.second > most_frequent_count) { most_frequent_count = el.second; most_frequent_names = el.first; @@ -350,6 +350,13 @@ TEST(JSONUtils, SIMDJSONFieldParse) { // however, different when partial data is extracted. => could apply to github. E.g., partially rewrite commit message (?) + // for parser: 1.) check normal-case 2.) check general-case -> NV violation! 3.) badparse input. + + + // next steps: TODO run large-scale analysis over github data, for each file detect how many + // data points would confirm to a) normal-case b) general-case c) fallback + // and how many different cases are detected! + } return; diff --git a/tuplex/utils/include/Row.h b/tuplex/utils/include/Row.h index c401a00e5..b7fe47cee 100644 --- a/tuplex/utils/include/Row.h +++ b/tuplex/utils/include/Row.h @@ -14,6 +14,7 @@ #include #include #include +#include namespace tuplex { /*! @@ -199,12 +200,14 @@ namespace tuplex { * @param threshold normal-case threshold * @param independent_columns whether to treat each column independently or use joint maximization * @param use_nvo if active Option[T] types are speculated on to be either None, T or Option[T] depending on threshold + * @param t_policy to create a bigger majority case, types may be unified. This controls which policy to apply when unifying types. * @return majority type */ extern python::Type detectMajorityRowType(const std::vector& rows, double threshold, bool independent_columns=true, - bool use_nvo=true); + bool use_nvo=true, + const TypeUnificationPolicy& t_policy=TypeUnificationPolicy::defaultPolicy()); } #endif //TUPLEX_ROW_H \ No newline at end of file diff --git a/tuplex/utils/src/Row.cc b/tuplex/utils/src/Row.cc index 258afe062..b486ae045 100644 --- a/tuplex/utils/src/Row.cc +++ b/tuplex/utils/src/Row.cc @@ -317,7 +317,8 @@ namespace tuplex { python::Type detectMajorityRowType(const std::vector& rows, double threshold, bool independent_columns, - bool use_nvo) { + bool use_nvo, + const TypeUnificationPolicy& t_policy) { if(rows.empty()) return python::Type::UNKNOWN; @@ -362,7 +363,7 @@ namespace tuplex { } else if(col_counts[i].size() == 1) { col_types[i] = python::Type::fromHash(col_counts[i].begin()->second); } else { - // more than one count. Now it getting tricky... + // more than one count. Now it's getting tricky... // is the first null and something else present? => use threshold to determine whether option type or not! auto most_common_type = python::Type::fromHash(col_counts[i].begin()->second); auto most_freq = col_counts[i].begin()->first; From 25c03aea432deb792fa3fd802492563196b83c58 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Thu, 11 Aug 2022 21:49:16 +0200 Subject: [PATCH 034/286] compile fix --- tuplex/adapters/cpython/src/PythonHelpers.cc | 2 +- tuplex/codegen/include/TypeAnnotatorVisitor.h | 2 ++ tuplex/codegen/src/TypeAnnotatorVisitor.cc | 19 +++++++++++-------- tuplex/core/src/physical/ResolveTask.cc | 6 ++++-- tuplex/test/codegen/TypeSystemTest.cc | 7 +++++-- tuplex/test/io/JsonTypeTest.cc | 2 ++ tuplex/utils/include/TypeHelper.h | 8 ++++++++ tuplex/utils/src/JsonStatistic.cc | 4 ++-- 8 files changed, 35 insertions(+), 15 deletions(-) diff --git a/tuplex/adapters/cpython/src/PythonHelpers.cc b/tuplex/adapters/cpython/src/PythonHelpers.cc index 9f206fea5..e5d71002f 100644 --- a/tuplex/adapters/cpython/src/PythonHelpers.cc +++ b/tuplex/adapters/cpython/src/PythonHelpers.cc @@ -1420,7 +1420,7 @@ namespace python { python::Type currElementType = mapPythonClassToTuplexType(PyList_GetItem(o, j), autoUpcast); if(elementType != currElementType) { // possible to use nullable type as element type? - TypeUnificationPolicy policy; policy.allowAutoUpcastOfNumbers = autoUpcast; + tuplex::TypeUnificationPolicy policy; policy.allowAutoUpcastOfNumbers = autoUpcast; auto newElementType = tuplex::unifyTypes(elementType, currElementType, policy); if (newElementType == python::Type::UNKNOWN) { Logger::instance().defaultLogger().error("list with variable element type " + elementType.desc() + " and " + currElementType.desc() + " not supported."); diff --git a/tuplex/codegen/include/TypeAnnotatorVisitor.h b/tuplex/codegen/include/TypeAnnotatorVisitor.h index 922c5f1e2..468753f1b 100644 --- a/tuplex/codegen/include/TypeAnnotatorVisitor.h +++ b/tuplex/codegen/include/TypeAnnotatorVisitor.h @@ -17,6 +17,7 @@ #include #include #include +#include namespace tuplex { @@ -24,6 +25,7 @@ namespace tuplex { private: SymbolTable& _symbolTable; // global symbol table for everything. const codegen::CompilePolicy& _policy; + TypeUnificationPolicy _typeUnificationPolicy; std::unordered_map _nameTable; // i.e. mini symbol table for assignments. std::unordered_map> _iteratorInfoTable; // i.e. name table for storing iteratorInfo of variables. diff --git a/tuplex/codegen/src/TypeAnnotatorVisitor.cc b/tuplex/codegen/src/TypeAnnotatorVisitor.cc index 7018c914b..f993b9b1b 100644 --- a/tuplex/codegen/src/TypeAnnotatorVisitor.cc +++ b/tuplex/codegen/src/TypeAnnotatorVisitor.cc @@ -95,7 +95,7 @@ namespace tuplex { auto combined_ret_type = _funcReturnTypes.front(); for(int i = 1; i < _funcReturnTypes.size(); ++i) combined_ret_type = unifyTypes(combined_ret_type, _funcReturnTypes[i], - _policy.allowNumericTypeUnification); + _typeUnificationPolicy); if(combined_ret_type == python::Type::UNKNOWN) { @@ -125,7 +125,7 @@ namespace tuplex { for(int i = 1; i < v.size(); ++i) { auto u_type = unifyTypes(best_so_far, std::get<0>(v[i]), - _policy.allowNumericTypeUnification); + _typeUnificationPolicy); if(u_type != python::Type::UNKNOWN) best_so_far = u_type; } @@ -150,19 +150,19 @@ namespace tuplex { // update suite with combined type! func->_suite->setInferredType(combined_ret_type); - bool autoUpcast = _policy.allowNumericTypeUnification; + auto typeUnificationPolicy = _typeUnificationPolicy; // set return type of all return statements to combined type! // ==> they will need to expand the respective value, usually given via their expression. tuplex::ApplyVisitor av([](const ASTNode* n) { return n->type() == ASTNodeType::Return; }, - [combined_ret_type,autoUpcast](ASTNode& n) { + [combined_ret_type,typeUnificationPolicy](ASTNode& n) { // can upcast? => only then set. This allows in Blockgenerator to detect deviating return statements! if(n.getInferredType() == python::Type::UNKNOWN) // i.e. code that is never visited return; auto uni_type = unifyTypes(n.getInferredType(), combined_ret_type, - autoUpcast); + typeUnificationPolicy); if(uni_type != python::Type::UNKNOWN) n.setInferredType(combined_ret_type); }); @@ -252,6 +252,9 @@ namespace tuplex { {"str", python::Type::STRING}, {"bool", python::Type::BOOLEAN}}; assert(0.0 <= _policy.normalCaseThreshold && _policy.normalCaseThreshold <= 1.0); + + // @TODO: add other flags from compile policy! + _typeUnificationPolicy.allowAutoUpcastOfNumbers = _policy.allowNumericTypeUnification; } void TypeAnnotatorVisitor::visit(NIdentifier* id) { @@ -1294,7 +1297,7 @@ namespace tuplex { if(_nameTable.find(name) != _nameTable.end()) { if(_nameTable[name] != type) { // can we unify types? - auto uni_type = unifyTypes(type, _nameTable[name], _policy.allowNumericTypeUnification); + auto uni_type = unifyTypes(type, _nameTable[name], _typeUnificationPolicy); if(uni_type != python::Type::UNKNOWN) _nameTable[name] = uni_type; else { @@ -1331,7 +1334,7 @@ namespace tuplex { if(if_type != else_type) { // check if they can be unified - auto uni_type = unifyTypes(if_type, else_type, _policy.allowNumericTypeUnification); + auto uni_type = unifyTypes(if_type, else_type, _typeUnificationPolicy); if(uni_type != python::Type::UNKNOWN) { if_table[name] = uni_type; else_table[name] = else_type; @@ -1478,7 +1481,7 @@ namespace tuplex { if(ifelse->isExpression()) { // check: if (iftype != elsetype) { - auto combined_type = unifyTypes(iftype, elsetype, _policy.allowNumericTypeUnification); + auto combined_type = unifyTypes(iftype, elsetype, _typeUnificationPolicy); if(combined_type == python::Type::UNKNOWN) error("could not combine type " + iftype.desc() + " of if-branch with type " + elsetype.desc() + " of else-branch in if-else expression"); diff --git a/tuplex/core/src/physical/ResolveTask.cc b/tuplex/core/src/physical/ResolveTask.cc index 7f2946b49..67cbe1828 100644 --- a/tuplex/core/src/physical/ResolveTask.cc +++ b/tuplex/core/src/physical/ResolveTask.cc @@ -621,13 +621,15 @@ namespace tuplex { } else { // there are three options where to store the result now + TypeUnificationPolicy t_policy; t_policy.allowAutoUpcastOfNumbers = _allowNumericTypeUnification; + // 1. fits targetOutputSchema (i.e. row becomes normalcase row) - bool outputAsNormalRow = python::Type::UNKNOWN != unifyTypes(rowType, _targetOutputSchema.getRowType(), _allowNumericTypeUnification) + bool outputAsNormalRow = python::Type::UNKNOWN != unifyTypes(rowType, _targetOutputSchema.getRowType(), t_policy) && canUpcastToRowType(rowType, _targetOutputSchema.getRowType()); // 2. fits generalCaseOutputSchema (i.e. row becomes generalcase row) bool outputAsGeneralRow = python::Type::UNKNOWN != unifyTypes(rowType, - commonCaseOutputSchema().getRowType(), _allowNumericTypeUnification) + commonCaseOutputSchema().getRowType(), t_policy) && canUpcastToRowType(rowType, commonCaseOutputSchema().getRowType()); // 3. doesn't fit, store as python object. => we should use block storage for this as well. Then data can be shared. diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index 60c7d1432..7b3126c49 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -207,16 +207,19 @@ TEST(TypeSys, flattenWithPyObject) { TEST(TypeSys, compatibleType) { using namespace tuplex; + TypeUnificationPolicy policy; policy.allowAutoUpcastOfNumbers = true; + + // [Option[[i64]]] and [[Option[i64]]] ==> [Option[[Option[i64]]]] auto a1_type = python::Type::makeListType(python::Type::makeOptionType(python::Type::makeListType(python::Type::I64))); auto b1_type = python::Type::makeListType(python::Type::makeListType(python::Type::makeOptionType(python::Type::I64))); - auto ab1_compatible_type = unifyTypes(a1_type, b1_type, true); + auto ab1_compatible_type = unifyTypes(a1_type, b1_type, policy); EXPECT_EQ(ab1_compatible_type, python::Type::makeListType(python::Type::makeOptionType(python::Type::makeListType(python::Type::makeOptionType(python::Type::I64))))); // Option[[Option[(Option[str], [Option[F64]])]]] and [(str, Option[[F64]])] ==> Option[[Option[(Option[str], Option[[Option[F64]]])]]] auto a2_type = python::Type::makeOptionType(python::Type::makeListType(python::Type::makeOptionType(python::Type::makeTupleType({python::Type::makeOptionType(python::Type::STRING), python::Type::makeListType(python::Type::makeOptionType(python::Type::F64))})))); auto b2_type = python::Type::makeListType(python::Type::makeTupleType({python::Type::STRING, python::Type::makeOptionType(python::Type::makeListType(python::Type::F64))})); - auto ab2_compatible_type = unifyTypes(a2_type, b2_type, true); + auto ab2_compatible_type = unifyTypes(a2_type, b2_type, policy); EXPECT_EQ(ab2_compatible_type, python::Type::makeOptionType(python::Type::makeListType(python::Type::makeOptionType(python::Type::makeTupleType({python::Type::makeOptionType(python::Type::STRING), python::Type::makeOptionType(python::Type::makeListType(python::Type::makeOptionType(python::Type::F64)))}))))); } diff --git a/tuplex/test/io/JsonTypeTest.cc b/tuplex/test/io/JsonTypeTest.cc index 72d7b0ea3..9a3596357 100644 --- a/tuplex/test/io/JsonTypeTest.cc +++ b/tuplex/test/io/JsonTypeTest.cc @@ -42,4 +42,6 @@ TEST(JsonTypes, FlatTypes) { } +// "_bedrooms\":10,\"price\":80.9}\n{\"num_bedrooms\":9,\"price\":20.9}" + // @March: TODO, more tests... \ No newline at end of file diff --git a/tuplex/utils/include/TypeHelper.h b/tuplex/utils/include/TypeHelper.h index 756537649..8ca4924cd 100644 --- a/tuplex/utils/include/TypeHelper.h +++ b/tuplex/utils/include/TypeHelper.h @@ -96,6 +96,14 @@ namespace tuplex { const TypeUnificationPolicy& policy=TypeUnificationPolicy::defaultPolicy()); + inline python::Type unifyTypes(const python::Type& a, + const python::Type& b, + bool allowNumericTypeUnification) { + TypeUnificationPolicy policy; + policy.allowAutoUpcastOfNumbers = allowNumericTypeUnification; + return unifyTypes(a, b, policy); + } + /*! * special function to unify to a super type for two optimized types... * @param A diff --git a/tuplex/utils/src/JsonStatistic.cc b/tuplex/utils/src/JsonStatistic.cc index 04415a420..6bd31b0b5 100644 --- a/tuplex/utils/src/JsonStatistic.cc +++ b/tuplex/utils/src/JsonStatistic.cc @@ -160,7 +160,7 @@ namespace tuplex { if(json_obj) { cJSON_free(json_obj); if(*end_ptr == '\n' || *end_ptr == '\r' || *end_ptr == '\0') - return buf - ptr; + return ptr - buf; } return pos; } @@ -447,7 +447,7 @@ namespace tuplex { // find start offset (limited to size) auto start_offset = findNLJsonStart(start, size); if(start_offset < 0) - throw std::runtime_error("Coul not find start of valid JSON document in buffer of size " + std::to_string(size)); + throw std::runtime_error("Could not find start of valid JSON document in buffer of size " + std::to_string(size)); // start parsing at start + offset -> count then types/fields in tree structure const char *end_ptr = nullptr; From bc32f2c4bd05319a015183516584f0e675cc481d Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 12 Aug 2022 13:55:02 +0200 Subject: [PATCH 035/286] branch --- tuplex/test/utils/TestJSONUtils.cc | 25 ++++++++++++++----------- 1 file changed, 14 insertions(+), 11 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 2f5635751..7408e3063 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -71,19 +71,22 @@ namespace tuplex { if(needle.empty()) return true; - // construct relative positioning lookup - size_t needle_pos = 0; - size_t ref_pos = 0; - while(needle_pos < needle.size()) { - // check whether element can be found in reference - while(ref_pos < reference.size() && reference[ref_pos] != needle[needle_pos]) - ref_pos++; - if(ref_pos >= reference.size() || needle_pos > ref_pos) + // slow algorithm, could be improved to be linear -> postponed for time reasons + + int last_idx = -1; + for(unsigned i = 0; i < needle.size(); ++i) { + // needle has to be contained within reference! + auto idx = indexInVector(needle[i], reference); + if(idx < 0) + return false; // needle not contained within reference + + // idx has to be larger than last idx! + if(idx <= last_idx) return false; - needle_pos++; - } - return needle_pos == needle.size() && ref_pos != reference.size() && needle_pos <= ref_pos; // all were found + last_idx = idx; + } + return true; } From 47bd16415b44a8d293453c48a51c47b24facdf02 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Sun, 14 Aug 2022 17:58:51 +0200 Subject: [PATCH 036/286] wip --- tuplex/utils/src/Row.cc | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/tuplex/utils/src/Row.cc b/tuplex/utils/src/Row.cc index b486ae045..0c16b855a 100644 --- a/tuplex/utils/src/Row.cc +++ b/tuplex/utils/src/Row.cc @@ -314,6 +314,25 @@ namespace tuplex { os.flush(); } + /*! + * maximizeTypeCover computes the most likely type by potentially fusing types together. + * @param counts + * @param threshold + * @param use_nvo + * @param t_policy + * @return + */ + std::pair maximizeTypeCover(const std::vector>& counts, + double threshold, + bool use_nvo, + const TypeUnificationPolicy& t_policy) { + using namespace std; + + // @TODO: implement this here! incl. recursive null checking for structured dict types... + + return make_pair(python::Type::UNKNOWN, 0); + } + python::Type detectMajorityRowType(const std::vector& rows, double threshold, bool independent_columns, From f11a5a7198585bcae1bd0f295f9e0eb9d6cb1449 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Tue, 16 Aug 2022 23:46:25 +0200 Subject: [PATCH 037/286] more maximization stuff --- tuplex/test/utils/TestJSONUtils.cc | 72 ++++++++++++++++++++++++++++++ tuplex/utils/src/Row.cc | 19 -------- 2 files changed, 72 insertions(+), 19 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 7408e3063..339087530 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -192,6 +192,56 @@ TEST(JSONUtils, ReorderRow) { EXPECT_EQ(r.toPythonString(), "(20,30,10)"); } +namespace tuplex { + /*! + * maximizeTypeCover computes the most likely type by potentially fusing types together. + * @param counts + * @param threshold + * @param use_nvo + * @param t_policy + * @return + */ + std::pair maximizeTypeCover(const std::vector>& counts, + double threshold, + bool use_nvo, + const TypeUnificationPolicy& t_policy) { + using namespace std; + + if(counts.empty()) { + return make_pair(python::Type::UNKNOWN, 0); + } + + // @TODO: implement this here! incl. recursive null checking for structured dict types... + + // sort desc after count pairs. Note: goal is to have maximum type cover! + auto t_counts = counts; + std::sort(t_counts.begin(), t_counts.end(), [](const pair& lhs, + const pair& rhs) { return lhs.second > rhs.second; }); + + // for each pair, try to combine it! + auto num_pairs = t_counts.size(); + for(unsigned i = 0; i < num_pairs; ++i) { + for(unsigned j = 0; j < num_pairs; ++j) { + if(i != j) { + auto combined_type = unifyTypes(t_counts[i].first, counts[j].first, t_policy); + if(combined_type != python::Type::UNKNOWN) { + t_counts[i].first = combined_type; + t_counts[i].second += counts[j].second; + } + } + } + } + + // find maximum pair in all of t_counts... + std::pair best_pair = t_counts.front(); + for(auto pair : t_counts) { + if(pair.second > best_pair.second) + best_pair = pair; + } + return best_pair; + } +} + TEST(JSONUtils, SIMDJSONFieldParse) { using namespace tuplex; @@ -309,6 +359,28 @@ TEST(JSONUtils, SIMDJSONFieldParse) { auto majorityRowType = detectMajorityRowType(sample, conf_nc_threshold, conf_independent_columns, conf_use_nvo); std::cout<<"detected majority column type is: "<> type_counts; + for(unsigned i = 0; i < column_names.size(); ++i) { + // row check: + std::cout<<"row: "< maximizeTypeCover(const std::vector>& counts, - double threshold, - bool use_nvo, - const TypeUnificationPolicy& t_policy) { - using namespace std; - - // @TODO: implement this here! incl. recursive null checking for structured dict types... - - return make_pair(python::Type::UNKNOWN, 0); - } - python::Type detectMajorityRowType(const std::vector& rows, double threshold, bool independent_columns, From 685745f740af593d4e15126db19ef69bbf044691 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Wed, 17 Aug 2022 01:29:24 +0200 Subject: [PATCH 038/286] wip --- tuplex/core/src/physical/StageBuilder.cc | 2 ++ tuplex/test/core/FullPipelines.cc | 2 +- tuplex/test/utils/TestJSONUtils.cc | 2 +- 3 files changed, 4 insertions(+), 2 deletions(-) diff --git a/tuplex/core/src/physical/StageBuilder.cc b/tuplex/core/src/physical/StageBuilder.cc index 11ca64ac7..b62dd74ae 100644 --- a/tuplex/core/src/physical/StageBuilder.cc +++ b/tuplex/core/src/physical/StageBuilder.cc @@ -371,12 +371,14 @@ namespace tuplex { auto oldInputType = op->getInputSchema().getRowType(); auto oldOutputType = op->getInputSchema().getRowType(); +#ifdef NDEBUG if(node->type() == LogicalOperatorType::WITHCOLUMN) { auto wop = (WithColumnOperator*)node; if(wop->columnToMap() == "ActualElapsedTime") { std::cout<<"start checking retyping here!!!"< Date: Thu, 18 Aug 2022 14:06:24 +0200 Subject: [PATCH 039/286] gzip wip --- tuplex/.gitignore | 1 + tuplex/test/resources/2011-02-12-0.json.gz | Bin 0 -> 276952 bytes tuplex/test/utils/TestJSONUtils.cc | 38 ++++++ tuplex/utils/CMakeLists.txt | 8 +- tuplex/utils/include/compression.h | 114 ++++++++++++++++++ .../utils/include/third_party/gzip/README.md | 2 + .../include/third_party/gzip/compress.hpp | 113 +++++++++++++++++ .../utils/include/third_party/gzip/config.hpp | 5 + .../include/third_party/gzip/decompress.hpp | 105 ++++++++++++++++ .../utils/include/third_party/gzip/utils.hpp | 22 ++++ .../include/third_party/gzip/version.hpp | 16 +++ 11 files changed, 422 insertions(+), 2 deletions(-) create mode 100644 tuplex/.gitignore create mode 100644 tuplex/test/resources/2011-02-12-0.json.gz create mode 100644 tuplex/utils/include/compression.h create mode 100644 tuplex/utils/include/third_party/gzip/README.md create mode 100644 tuplex/utils/include/third_party/gzip/compress.hpp create mode 100644 tuplex/utils/include/third_party/gzip/config.hpp create mode 100644 tuplex/utils/include/third_party/gzip/decompress.hpp create mode 100644 tuplex/utils/include/third_party/gzip/utils.hpp create mode 100644 tuplex/utils/include/third_party/gzip/version.hpp diff --git a/tuplex/.gitignore b/tuplex/.gitignore new file mode 100644 index 000000000..eb180e585 --- /dev/null +++ b/tuplex/.gitignore @@ -0,0 +1 @@ +test/resources/2021-02-12-0.json.gz diff --git 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zqwkVd-c>_+HzR#{w^etima3@_(C4C>V!3c!hZIXO;L8^>IO%!7N*u+BbxN2hRd>T+ m^)w(?%(kVb4em(ZuOZp>_ #include +// other util files +#include +#include + static std::string fileToString(const std::string& path) { std::ifstream t(path); std::stringstream buffer; @@ -242,6 +246,40 @@ namespace tuplex { } } +TEST(JSONUtils, CheckFiles) { + using namespace tuplex; + using namespace std; + + // for each file, run sampling stats + string root_path = "/hot/data/flights_all/"; + string pattern = root_path + "flights_on_time_performance_*.csv"; + + + // test + pattern = "../resources/*.json.gz"; + + size_t num_files_found = 0; + auto paths = glob(pattern); + num_files_found = paths.size(); + cout<<"Found "< "< +#include +#include +#include +#include + +#include + + +// include third_party gzip +#include "third_party/gzip/decompress.hpp" +#include "third_party/gzip/decompress.hpp" +#include "third_party/gzip/utils.hpp" + +// from https://gist.github.com/gomons/9d446024fbb7ccb6536ab984e29e154a +namespace tuplex { + + /** Compress a STL string using zlib with given compression level and return + * the binary data. */ + inline std::string compress_string(const std::string& str, + int compressionlevel = Z_BEST_COMPRESSION) + { + z_stream zs; // z_stream is zlib's control structure + memset(&zs, 0, sizeof(zs)); + + if (deflateInit(&zs, compressionlevel) != Z_OK) + throw(std::runtime_error("deflateInit failed while compressing.")); + + zs.next_in = (Bytef*)str.data(); + zs.avail_in = str.size(); // set the z_stream's input + + int ret; + char outbuffer[32768]; + std::string outstring; + + // retrieve the compressed bytes blockwise + do { + zs.next_out = reinterpret_cast(outbuffer); + zs.avail_out = sizeof(outbuffer); + + ret = deflate(&zs, Z_FINISH); + + if (outstring.size() < zs.total_out) { + // append the block to the output string + outstring.append(outbuffer, + zs.total_out - outstring.size()); + } + } while (ret == Z_OK); + + deflateEnd(&zs); + + if (ret != Z_STREAM_END) { // an error occurred that was not EOF + std::ostringstream oss; + oss << "Exception during zlib compression: (" << ret << ") " << zs.msg; + throw(std::runtime_error(oss.str())); + } + + return outstring; + } + + /** Decompress an STL string using zlib and return the original data. */ + inline std::string decompress_string(const std::string& str) + { + z_stream zs; // z_stream is zlib's control structure + memset(&zs, 0, sizeof(zs)); + + if (inflateInit(&zs) != Z_OK) + throw(std::runtime_error("inflateInit failed while decompressing.")); + + zs.next_in = (Bytef*)str.data(); + zs.avail_in = str.size(); + + int ret; + char outbuffer[32768]; + std::string outstring; + + // get the decompressed bytes blockwise using repeated calls to inflate + do { + zs.next_out = reinterpret_cast(outbuffer); + zs.avail_out = sizeof(outbuffer); + + ret = inflate(&zs, 0); + + if (outstring.size() < zs.total_out) { + outstring.append(outbuffer, + zs.total_out - outstring.size()); + } + + } while (ret == Z_OK); + + inflateEnd(&zs); + + if (ret != Z_STREAM_END) { // an error occurred that was not EOF + std::ostringstream oss; + oss << "Exception during zlib decompression: (" << ret << ") " + << zs.msg; + throw(std::runtime_error(oss.str())); + } + + return outstring; + } +} + + +#endif //TUPLEX_COMPRESSION_H diff --git a/tuplex/utils/include/third_party/gzip/README.md b/tuplex/utils/include/third_party/gzip/README.md new file mode 100644 index 000000000..7b8fabe79 --- /dev/null +++ b/tuplex/utils/include/third_party/gzip/README.md @@ -0,0 +1,2 @@ +extracted from https://github.com/mapbox/gzip-hpp + diff --git a/tuplex/utils/include/third_party/gzip/compress.hpp b/tuplex/utils/include/third_party/gzip/compress.hpp new file mode 100644 index 000000000..2ec56c267 --- /dev/null +++ b/tuplex/utils/include/third_party/gzip/compress.hpp @@ -0,0 +1,113 @@ +#include + +// zlib +#include + +// std +#include +#include +#include + +namespace gzip { + +class Compressor +{ + std::size_t max_; + int level_; + + public: + Compressor(int level = Z_DEFAULT_COMPRESSION, + std::size_t max_bytes = 2000000000) // by default refuse operation if uncompressed data is > 2GB + : max_(max_bytes), + level_(level) + { + } + + template + void compress(InputType& output, + const char* data, + std::size_t size) const + { + +#ifdef DEBUG + // Verify if size input will fit into unsigned int, type used for zlib's avail_in + if (size > std::numeric_limits::max()) + { + throw std::runtime_error("size arg is too large to fit into unsigned int type"); + } +#endif + if (size > max_) + { + throw std::runtime_error("size may use more memory than intended when decompressing"); + } + + z_stream deflate_s; + deflate_s.zalloc = Z_NULL; + deflate_s.zfree = Z_NULL; + deflate_s.opaque = Z_NULL; + deflate_s.avail_in = 0; + deflate_s.next_in = Z_NULL; + + // The windowBits parameter is the base two logarithm of the window size (the size of the history buffer). + // It should be in the range 8..15 for this version of the library. + // Larger values of this parameter result in better compression at the expense of memory usage. + // This range of values also changes the decoding type: + // -8 to -15 for raw deflate + // 8 to 15 for zlib + // (8 to 15) + 16 for gzip + // (8 to 15) + 32 to automatically detect gzip/zlib header (decompression/inflate only) + constexpr int window_bits = 15 + 16; // gzip with windowbits of 15 + + constexpr int mem_level = 8; + // The memory requirements for deflate are (in bytes): + // (1 << (window_bits+2)) + (1 << (mem_level+9)) + // with a default value of 8 for mem_level and our window_bits of 15 + // this is 128Kb + +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wold-style-cast" + if (deflateInit2(&deflate_s, level_, Z_DEFLATED, window_bits, mem_level, Z_DEFAULT_STRATEGY) != Z_OK) + { + throw std::runtime_error("deflate init failed"); + } +#pragma GCC diagnostic pop + + deflate_s.next_in = reinterpret_cast(data); + deflate_s.avail_in = static_cast(size); + + std::size_t size_compressed = 0; + do + { + size_t increase = size / 2 + 1024; + if (output.size() < (size_compressed + increase)) + { + output.resize(size_compressed + increase); + } + // There is no way we see that "increase" would not fit in an unsigned int, + // hence we use static cast here to avoid -Wshorten-64-to-32 error + deflate_s.avail_out = static_cast(increase); + deflate_s.next_out = reinterpret_cast((&output[0] + size_compressed)); + // From http://www.zlib.net/zlib_how.html + // "deflate() has a return value that can indicate errors, yet we do not check it here. + // Why not? Well, it turns out that deflate() can do no wrong here." + // Basically only possible error is from deflateInit not working properly + deflate(&deflate_s, Z_FINISH); + size_compressed += (increase - deflate_s.avail_out); + } while (deflate_s.avail_out == 0); + + deflateEnd(&deflate_s); + output.resize(size_compressed); + } +}; + +inline std::string compress(const char* data, + std::size_t size, + int level = Z_DEFAULT_COMPRESSION) +{ + Compressor comp(level); + std::string output; + comp.compress(output, data, size); + return output; +} + +} // namespace gzip diff --git a/tuplex/utils/include/third_party/gzip/config.hpp b/tuplex/utils/include/third_party/gzip/config.hpp new file mode 100644 index 000000000..21f34a0b6 --- /dev/null +++ b/tuplex/utils/include/third_party/gzip/config.hpp @@ -0,0 +1,5 @@ +#pragma once + +#ifndef ZLIB_CONST +#define ZLIB_CONST +#endif \ No newline at end of file diff --git a/tuplex/utils/include/third_party/gzip/decompress.hpp b/tuplex/utils/include/third_party/gzip/decompress.hpp new file mode 100644 index 000000000..b70670f3d --- /dev/null +++ b/tuplex/utils/include/third_party/gzip/decompress.hpp @@ -0,0 +1,105 @@ +#include + +// zlib +#include + +// std +#include +#include +#include + +namespace gzip { + +class Decompressor +{ + std::size_t max_; + + public: + Decompressor(std::size_t max_bytes = 1000000000) // by default refuse operation if compressed data is > 1GB + : max_(max_bytes) + { + } + + template + void decompress(OutputType& output, + const char* data, + std::size_t size) const + { + z_stream inflate_s; + + inflate_s.zalloc = Z_NULL; + inflate_s.zfree = Z_NULL; + inflate_s.opaque = Z_NULL; + inflate_s.avail_in = 0; + inflate_s.next_in = Z_NULL; + + // The windowBits parameter is the base two logarithm of the window size (the size of the history buffer). + // It should be in the range 8..15 for this version of the library. + // Larger values of this parameter result in better compression at the expense of memory usage. + // This range of values also changes the decoding type: + // -8 to -15 for raw deflate + // 8 to 15 for zlib + // (8 to 15) + 16 for gzip + // (8 to 15) + 32 to automatically detect gzip/zlib header + constexpr int window_bits = 15 + 32; // auto with windowbits of 15 + +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wold-style-cast" + if (inflateInit2(&inflate_s, window_bits) != Z_OK) + { + throw std::runtime_error("inflate init failed"); + } +#pragma GCC diagnostic pop + inflate_s.next_in = reinterpret_cast(data); + +#ifdef DEBUG + // Verify if size (long type) input will fit into unsigned int, type used for zlib's avail_in + std::uint64_t size_64 = size * 2; + if (size_64 > std::numeric_limits::max()) + { + inflateEnd(&inflate_s); + throw std::runtime_error("size arg is too large to fit into unsigned int type x2"); + } +#endif + if (size > max_ || (size * 2) > max_) + { + inflateEnd(&inflate_s); + throw std::runtime_error("size may use more memory than intended when decompressing"); + } + inflate_s.avail_in = static_cast(size); + std::size_t size_uncompressed = 0; + do + { + std::size_t resize_to = size_uncompressed + 2 * size; + if (resize_to > max_) + { + inflateEnd(&inflate_s); + throw std::runtime_error("size of output string will use more memory then intended when decompressing"); + } + output.resize(resize_to); + inflate_s.avail_out = static_cast(2 * size); + inflate_s.next_out = reinterpret_cast(&output[0] + size_uncompressed); + int ret = inflate(&inflate_s, Z_FINISH); + if (ret != Z_STREAM_END && ret != Z_OK && ret != Z_BUF_ERROR) + { + std::string error_msg = inflate_s.msg; + inflateEnd(&inflate_s); + throw std::runtime_error(error_msg); + } + + size_uncompressed += (2 * size - inflate_s.avail_out); + } while (inflate_s.avail_out == 0); + inflateEnd(&inflate_s); + output.resize(size_uncompressed); + } +}; + +inline std::string decompress(const char* data, std::size_t size) +{ + Decompressor decomp; + std::string output; + decomp.decompress(output, data, size); + return output; +} + +} // namespace gzip diff --git a/tuplex/utils/include/third_party/gzip/utils.hpp b/tuplex/utils/include/third_party/gzip/utils.hpp new file mode 100644 index 000000000..db123d102 --- /dev/null +++ b/tuplex/utils/include/third_party/gzip/utils.hpp @@ -0,0 +1,22 @@ +#include + +namespace gzip { + +// These live in gzip.hpp because it doesnt need to use deps. +// Otherwise, they would need to live in impl files if these methods used +// zlib structures or functions like inflate/deflate) +inline bool is_compressed(const char* data, std::size_t size) +{ + return size > 2 && + ( + // zlib + ( + static_cast(data[0]) == 0x78 && + (static_cast(data[1]) == 0x9C || + static_cast(data[1]) == 0x01 || + static_cast(data[1]) == 0xDA || + static_cast(data[1]) == 0x5E)) || + // gzip + (static_cast(data[0]) == 0x1F && static_cast(data[1]) == 0x8B)); +} +} // namespace gzip diff --git a/tuplex/utils/include/third_party/gzip/version.hpp b/tuplex/utils/include/third_party/gzip/version.hpp new file mode 100644 index 000000000..47af692e6 --- /dev/null +++ b/tuplex/utils/include/third_party/gzip/version.hpp @@ -0,0 +1,16 @@ +#pragma once + +/// The major version number +#define GZIP_VERSION_MAJOR 1 + +/// The minor version number +#define GZIP_VERSION_MINOR 0 + +/// The patch number +#define GZIP_VERSION_PATCH 0 + +/// The complete version number +#define GZIP_VERSION_CODE (GZIP_VERSION_MAJOR * 10000 + GZIP_VERSION_MINOR * 100 + GZIP_VERSION_PATCH) + +/// Version number as string +#define GZIP_VERSION_STRING "1.0.0" \ No newline at end of file From 4d2674469b1c3efb00816d158265f572bfd473ee Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Thu, 18 Aug 2022 17:25:08 +0200 Subject: [PATCH 040/286] typesys fixes --- tuplex/test/utils/TestJSONUtils.cc | 197 +++++++++++++++++- tuplex/utils/include/TypeSystem.h | 1 - .../include/third_party/gzip/compress.hpp | 4 +- .../include/third_party/gzip/decompress.hpp | 5 +- tuplex/utils/src/TypeSystem.cc | 65 ++++-- 5 files changed, 244 insertions(+), 28 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index af0a0900e..c4505df83 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -268,16 +268,207 @@ TEST(JSONUtils, CheckFiles) { // step 1: decode file Timer timer; + cout<<"start processing "< "< "<> column_names; + timer.reset(); + auto rows = parseRowsFromJSON(decompressed_data, &column_names); + cout<<" "< per row stat? + // ==> replacing missing values with nulls or not? + std::set unique_column_names; + size_t min_column_name_count = std::numeric_limits::max(); + size_t max_column_name_count = std::numeric_limits::min(); + + for(auto names: column_names) { + for(auto name : names) + unique_column_names.insert(name); + min_column_name_count = std::min(min_column_name_count, names.size()); + max_column_name_count = std::max(max_column_name_count, names.size()); + } + + cout<<" "< column_names_ordered; + cout<<" "< need to resort rows!!! + bool same_column_order = columnsAdheringAllToSameOrder(column_names, &column_names_ordered); + + // the detection results + size_t detected_column_count = 0; + std::vector detected_column_names; + + // detection conf variables + double conf_nc_threshold = 0.9; + bool conf_independent_columns=true; + bool conf_use_nvo=true; + bool conf_treatMissingDictKeysAsNone = false; + bool conf_autoupcast_numbers = false; + bool conf_allowUnifyWithPyObject = false; + auto conf_general_case_type_policy = TypeUnificationPolicy::defaultPolicy(); + conf_general_case_type_policy.unifyMissingDictKeys = true; + conf_general_case_type_policy.allowUnifyWithPyObject = true; + + + TypeUnificationPolicy conf_type_policy; + conf_type_policy.unifyMissingDictKeys = true; + std::vector sample; + + // if fill-in with missing null-values is ok, then can use maximum order of columns, if not need to first detect maximum order + if(conf_treatMissingDictKeysAsNone) { + // detect majority type of rows (individual columns (?) ) + detected_column_count = column_names_ordered.size(); + detected_column_names = column_names_ordered; + + // fix up columns and add them to sample + throw std::runtime_error("nyimpl"); + } else { + std::cout<<" -- detecting majority case column count and names"<, size_t> column_count_counts; + for(auto names : column_names) { + column_count_counts[names]++; + } + + // majority case + std::cout<<" -- found "< most_frequent_names; + for(const auto& el : column_count_counts) + if(el.second > most_frequent_count) { + most_frequent_count = el.second; + most_frequent_names = el.first; + } + std::cout<<" -- most common column names are: "< i.e. reorder columns! + if(vec_set_eq(column_names[i], detected_column_names)) { + Row row = rows[i]; + reorder_row(row, column_names[i], detected_column_names); + sample.push_back(row); + } else { + continue; + } + } + } + } + + std::unordered_map type_counts; + timer.reset(); + + // step 5: detect over ALL rows by forming corresponding type + vector row_types; + row_types.reserve(rows.size()); + for(unsigned i = 0; i < rows.size(); ++i) { + auto num_columns = rows[i].getNumColumns(); + assert(num_columns == column_names[i].size()); + + vector kv_pairs; kv_pairs.reserve(num_columns); + for(unsigned j = 0; j < num_columns; ++j) { + python::StructEntry entry; + entry.alwaysPresent = true; + entry.key = column_names[i][j]; + entry.keyType = python::Type::STRING; + entry.valueType = rows[i].getType(j); + kv_pairs.push_back(entry); + } + + // create struct type + auto s_type = python::Type::makeStructuredDictType(kv_pairs); + row_types.push_back(s_type); + + // hash type + type_counts[s_type]++; + } + + cout<<" "<> type_count_pairs(type_counts.begin(), type_counts.end()); + std::sort(type_count_pairs.begin(), type_count_pairs.end(), + [](const std::pair& lhs, + const std::pair& rhs) { + return lhs.second > rhs.second; + }); + + double most_likely_pct = 100.0 * (type_count_pairs.front().second / (1.0 * rows.size())); + double least_likely_pct = 100.0 * (type_count_pairs.back().second / (1.0 * rows.size())); + cout<<" -- most likely type is ("< get_struct_pairs() const; - static Type makeTupleType(std::initializer_list L); static Type makeTupleType(std::vector v); diff --git a/tuplex/utils/include/third_party/gzip/compress.hpp b/tuplex/utils/include/third_party/gzip/compress.hpp index 2ec56c267..5b10f0ac4 100644 --- a/tuplex/utils/include/third_party/gzip/compress.hpp +++ b/tuplex/utils/include/third_party/gzip/compress.hpp @@ -1,4 +1,6 @@ -#include +#pragma once + +#include "config.hpp" // zlib #include diff --git a/tuplex/utils/include/third_party/gzip/decompress.hpp b/tuplex/utils/include/third_party/gzip/decompress.hpp index b70670f3d..422965d35 100644 --- a/tuplex/utils/include/third_party/gzip/decompress.hpp +++ b/tuplex/utils/include/third_party/gzip/decompress.hpp @@ -1,4 +1,5 @@ -#include +#pragma once +#include "config.hpp" // zlib #include @@ -50,7 +51,7 @@ class Decompressor throw std::runtime_error("inflate init failed"); } #pragma GCC diagnostic pop - inflate_s.next_in = reinterpret_cast(data); + inflate_s.next_in = const_cast(reinterpret_cast(data)); #ifdef DEBUG // Verify if size (long type) input will fit into unsigned int, type used for zlib's avail_in diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index c6123cfa0..af15d0723 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -1077,8 +1077,17 @@ namespace python { return true; } - if(from.isListType() && to.isListType()) + if(from.isListType() && to.isListType()) { + // empty list can be upcasted to anything, but only empty list can be casted to emptylist + if(python::Type::EMPTYLIST == from) + return true; + if(python::Type::EMPTYLIST == to) { + assert(python::Type::EMPTYLIST != from); + return false; + } return canUpcastType(from.elementType(), to.elementType()); + } + // primitive types @@ -1100,34 +1109,48 @@ namespace python { auto from_pairs = from.get_struct_pairs(); auto to_pairs = to.get_struct_pairs(); - // same number of elements? if not -> no cast possible! - if(from_pairs.size() != to_pairs.size()) + // to pairs must have at least as many pairs as from! + if(from_pairs.size() > to_pairs.size()) return false; - // go through pairs (note: they may be differently sorted...) - std::sort(from_pairs.begin(), from_pairs.end(), [](const StructEntry& a, const StructEntry& b) { - return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); - }); - std::sort(to_pairs.begin(), to_pairs.end(), [](const StructEntry& a, const StructEntry& b) { - return lexicographical_compare(a.key.begin(), a.key.end(), b.key.begin(), b.key.end()); - }); - - assert(from_pairs.size() == to_pairs.size()); - for(unsigned i = 0; i < from_pairs.size(); ++i) { - // must have same key - if(from_pairs[i].key != to_pairs[i].key) + std::unordered_map from_key_type_map; + std::unordered_map to_key_type_map; + for(const auto& p : from_pairs) + from_key_type_map[p.key] = p; + for(const auto& p :to_pairs) + to_key_type_map[p.key] = p; + + // now go through from entries and check whether maybe upcast is possible + for(const auto& kv_from : from_pairs) { + // need to put it into from + if(to_key_type_map.find(kv_from.key) == to_key_type_map.end()) return false; - // only maybe present -> maybe present, or present -> maybe, or present-> present can be casted. I.e - // disallowed case is maybe present -> present! - if(!from_pairs[i].alwaysPresent && to_pairs[i].alwaysPresent) + + // check "maybe" compatibility. I.e., can upcast a present to maybe but not the other way round + auto kv_to = to_key_type_map.at(kv_from.key); + if(!kv_from.alwaysPresent && kv_to.alwaysPresent) return false; - // keytype and valuetype must be compatible - if(!canUpcastType(from_pairs[i].keyType, to_pairs[i].keyType)) + // can we upcast both key/value? + if(!canUpcastType(kv_from.keyType, kv_to.keyType)) return false; - if(!canUpcastType(from_pairs[i].valueType, to_pairs[i].valueType)) + if(!canUpcastType(kv_from.valueType, kv_to.valueType)) return false; } + + // each key in "to" that is required must be present in "from" as well + // => if this fails, can early determine upcast not possible. + for(const auto& kv : to_key_type_map) { + if(kv.second.alwaysPresent) { + // must be present and castable + if(from_key_type_map.find(kv.first) == from_key_type_map.end()) + return false; + if(!canUpcastType(from_key_type_map[kv.first].keyType, kv.second.keyType)) + return false; + if(!canUpcastType(from_key_type_map[kv.first].valueType, kv.second.valueType)) + return false; + } + } return true; } else { // check whether ALL from key types and value types can be upcasted to generic type From 39876f3279438e63814031cb81630bb7c500e71b Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Thu, 18 Aug 2022 18:08:42 +0200 Subject: [PATCH 041/286] fix --- tuplex/test/utils/TestJSONUtils.cc | 12 +----------- tuplex/utils/src/TypeHelper.cc | 2 +- 2 files changed, 2 insertions(+), 12 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index c4505df83..7f0bfddb3 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -263,7 +263,7 @@ TEST(JSONUtils, CheckFiles) { num_files_found = paths.size(); cout<<"Found "< Date: Thu, 18 Aug 2022 12:21:14 -0400 Subject: [PATCH 042/286] gcc fix --- tuplex/utils/CMakeLists.txt | 2 +- tuplex/utils/src/TypeHelper.cc | 3 ++- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/tuplex/utils/CMakeLists.txt b/tuplex/utils/CMakeLists.txt index 1d18f3f42..3d9e3068f 100644 --- a/tuplex/utils/CMakeLists.txt +++ b/tuplex/utils/CMakeLists.txt @@ -52,7 +52,7 @@ if(NOT BUILD_WITH_AWS) set(FETCHCONTENT_BASE_DIR ${CMAKE_BINARY_DIR}/third_party/src) FetchContent_Declare(cJSON GIT_REPOSITORY https://github.com/DaveGamble/cJSON.git - GIT_TAG v1.7.14 + GIT_TAG v1.7.15 GIT_CONFIG advice.detachedHead=false ) FetchContent_GetProperties(cJSON) diff --git a/tuplex/utils/src/TypeHelper.cc b/tuplex/utils/src/TypeHelper.cc index d1382ce91..3a232d241 100644 --- a/tuplex/utils/src/TypeHelper.cc +++ b/tuplex/utils/src/TypeHelper.cc @@ -3,6 +3,7 @@ // #include +#include namespace tuplex { @@ -286,4 +287,4 @@ namespace tuplex { // other non-supported types return python::Type::UNKNOWN; } -} \ No newline at end of file +} From 7c3122de4e755df2c3b9500c26c3993fbe578073 Mon Sep 17 00:00:00 2001 From: Your Name Date: Fri, 19 Aug 2022 10:04:58 -0400 Subject: [PATCH 043/286] bbsn00 change --- tuplex/test/utils/TestJSONUtils.cc | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 7f0bfddb3..7b369c992 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -258,6 +258,8 @@ TEST(JSONUtils, CheckFiles) { // test pattern = "../resources/*.json.gz"; + pattern = "/disk/download/data/*2021*.json.gz"; + size_t num_files_found = 0; auto paths = glob(pattern); num_files_found = paths.size(); @@ -838,4 +840,4 @@ TEST(JSONUtils, mapArbitraryTypes) { EXPECT_EQ(m["number"], "42"); EXPECT_EQ(m["boolean"], "true"); EXPECT_EQ(m["None"], "null"); -} \ No newline at end of file +} From 491db981335be3ccee2126a35a791d3b5fb35a9f Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 19 Aug 2022 19:52:43 +0200 Subject: [PATCH 044/286] typing evolution --- tuplex/test/utils/TestJSONUtils.cc | 438 ++++++++++++++++------------- 1 file changed, 237 insertions(+), 201 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 7f0bfddb3..fb491204d 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -222,243 +222,279 @@ namespace tuplex { std::sort(t_counts.begin(), t_counts.end(), [](const pair& lhs, const pair& rhs) { return lhs.second > rhs.second; }); - // for each pair, try to combine it! - auto num_pairs = t_counts.size(); - for(unsigned i = 0; i < num_pairs; ++i) { - for(unsigned j = 0; j < num_pairs; ++j) { - if(i != j) { - auto combined_type = unifyTypes(t_counts[i].first, counts[j].first, t_policy); - if(combined_type != python::Type::UNKNOWN) { - t_counts[i].first = combined_type; - t_counts[i].second += counts[j].second; - } - } - } - } + // this is a dynamic programming problem and should be solved alike... + + // Malte: thresholding for gc? i.e. get rid off super rare formats? - // find maximum pair in all of t_counts... + + // for now, use a super simple solution. I.e., combine till combination doesn't work anymore. std::pair best_pair = t_counts.front(); - for(auto pair : t_counts) { - if(pair.second > best_pair.second) - best_pair = pair; + for(unsigned i = 1; i < t_counts.size(); ++i) { + auto combined_type = unifyTypes(best_pair.first, t_counts[i].first, t_policy); + if(combined_type != python::Type::UNKNOWN) { + best_pair.first = combined_type; + best_pair.second += t_counts[i].second; + } else { + // std::cout<<"can't unify:\n"< "<> column_names; + timer.reset(); + auto rows = parseRowsFromJSON(decompressed_data, &column_names); + cout<<" "< per row stat? + // ==> replacing missing values with nulls or not? + std::set unique_column_names; + size_t min_column_name_count = std::numeric_limits::max(); + size_t max_column_name_count = std::numeric_limits::min(); + + for(auto names: column_names) { + for(auto name : names) + unique_column_names.insert(name); + min_column_name_count = std::min(min_column_name_count, names.size()); + max_column_name_count = std::max(max_column_name_count, names.size()); + } - size_t num_files_found = 0; - auto paths = glob(pattern); - num_files_found = paths.size(); - cout<<"Found "< column_names_ordered; + cout<<" "< need to resort rows!!! + bool same_column_order = columnsAdheringAllToSameOrder(column_names, &column_names_ordered); + + // the detection results + size_t detected_column_count = 0; + std::vector detected_column_names; + + // detection conf variables + double conf_nc_threshold = 0.9; + bool conf_independent_columns=true; + bool conf_use_nvo=true; + bool conf_treatMissingDictKeysAsNone = false; + bool conf_autoupcast_numbers = false; + bool conf_allowUnifyWithPyObject = false; + auto conf_general_case_type_policy = TypeUnificationPolicy::defaultPolicy(); + conf_general_case_type_policy.unifyMissingDictKeys = true; + conf_general_case_type_policy.allowUnifyWithPyObject = true; - auto path = paths[1]; - // step 1: decode file - Timer timer; + TypeUnificationPolicy conf_type_policy; + conf_type_policy.unifyMissingDictKeys = true; + std::vector sample; - cout<<"start processing "<, size_t> column_count_counts; + for(auto names : column_names) { + column_count_counts[names]++; + } - // gzip::is_compressed(pointer, size); // can use this to check for gzip file... - std::string decompressed_data = gzip::decompress(pointer, size); - cout<<" "< "<> column_names; - timer.reset(); - auto rows = parseRowsFromJSON(decompressed_data, &column_names); - cout<<" "< most_frequent_names; + for(const auto& el : column_count_counts) + if(el.second > most_frequent_count) { + most_frequent_count = el.second; + most_frequent_names = el.first; + } + std::cout<<" -- most common column names are: "< per row stat? - // ==> replacing missing values with nulls or not? - std::set unique_column_names; - size_t min_column_name_count = std::numeric_limits::max(); - size_t max_column_name_count = std::numeric_limits::min(); + // now compute majority row type by first filtering on the columns adhering to that column count + detected_column_count = most_frequent_names.size(); + detected_column_names = most_frequent_names; - for(auto names: column_names) { - for(auto name : names) - unique_column_names.insert(name); - min_column_name_count = std::min(min_column_name_count, names.size()); - max_column_name_count = std::max(max_column_name_count, names.size()); - } + // create sample by scanning + assert(column_names.size() == rows.size()); + for(unsigned i = 0; i < column_names.size(); ++i) { + if(rows[i].getNumColumns() != detected_column_count) + continue; + if(column_names[i] == detected_column_names) { + // add to sample + sample.push_back(rows[i]); + } else { + // skip for now, later implement here order-invariant => i.e. reorder columns! + if(vec_set_eq(column_names[i], detected_column_names)) { + Row row = rows[i]; + reorder_row(row, column_names[i], detected_column_names); + sample.push_back(row); + } else { + continue; + } + } + } + } - cout<<" "< type_counts; + timer.reset(); + + // step 5: detect over ALL rows by forming corresponding type + vector row_types; + row_types.reserve(rows.size()); + for(unsigned i = 0; i < rows.size(); ++i) { + auto num_columns = rows[i].getNumColumns(); + assert(num_columns == column_names[i].size()); + + vector kv_pairs; kv_pairs.reserve(num_columns); + for(unsigned j = 0; j < num_columns; ++j) { + python::StructEntry entry; + entry.alwaysPresent = true; + entry.key = column_names[i][j]; + entry.keyType = python::Type::STRING; + entry.valueType = rows[i].getType(j); + kv_pairs.push_back(entry); + } - // step 4: determine type counts & majority types - std::vector column_names_ordered; - cout<<" "< need to resort rows!!! - bool same_column_order = columnsAdheringAllToSameOrder(column_names, &column_names_ordered); + // create struct type + auto s_type = python::Type::makeStructuredDictType(kv_pairs); + row_types.push_back(s_type); - // the detection results - size_t detected_column_count = 0; - std::vector detected_column_names; + // hash type + type_counts[s_type]++; + } - // detection conf variables - double conf_nc_threshold = 0.9; - bool conf_independent_columns=true; - bool conf_use_nvo=true; - bool conf_treatMissingDictKeysAsNone = false; - bool conf_autoupcast_numbers = false; - bool conf_allowUnifyWithPyObject = false; - auto conf_general_case_type_policy = TypeUnificationPolicy::defaultPolicy(); - conf_general_case_type_policy.unifyMissingDictKeys = true; - conf_general_case_type_policy.allowUnifyWithPyObject = true; + cout<<" "<> type_count_pairs(type_counts.begin(), type_counts.end()); + std::sort(type_count_pairs.begin(), type_count_pairs.end(), + [](const std::pair& lhs, + const std::pair& rhs) { + return lhs.second > rhs.second; + }); - TypeUnificationPolicy conf_type_policy; - conf_type_policy.unifyMissingDictKeys = true; - std::vector sample; + double most_likely_pct = 100.0 * (type_count_pairs.front().second / (1.0 * rows.size())); + double least_likely_pct = 100.0 * (type_count_pairs.back().second / (1.0 * rows.size())); + cout<<" -- most likely type is ("<, size_t> column_count_counts; - for(auto names : column_names) { - column_count_counts[names]++; - } + double num_rows_d = column_names.size() * 1.0; + double normal_pct = normal_case_max_type.second / num_rows_d * 100.0; + double general_pct = general_case_max_type.second / num_rows_d * 100.0; + cout<<" "< most_frequent_names; - for(const auto& el : column_count_counts) - if(el.second > most_frequent_count) { - most_frequent_count = el.second; - most_frequent_names = el.first; + } + cout<<" "< i.e. reorder columns! - if(vec_set_eq(column_names[i], detected_column_names)) { - Row row = rows[i]; - reorder_row(row, column_names[i], detected_column_names); - sample.push_back(row); - } else { - continue; - } - } + // to string + json_string = j.dump(); } + + return json_string; } - std::unordered_map type_counts; - timer.reset(); - - // step 5: detect over ALL rows by forming corresponding type - vector row_types; - row_types.reserve(rows.size()); - for(unsigned i = 0; i < rows.size(); ++i) { - auto num_columns = rows[i].getNumColumns(); - assert(num_columns == column_names[i].size()); - - vector kv_pairs; kv_pairs.reserve(num_columns); - for(unsigned j = 0; j < num_columns; ++j) { - python::StructEntry entry; - entry.alwaysPresent = true; - entry.key = column_names[i][j]; - entry.keyType = python::Type::STRING; - entry.valueType = rows[i].getType(j); - kv_pairs.push_back(entry); - } +} - // create struct type - auto s_type = python::Type::makeStructuredDictType(kv_pairs); - row_types.push_back(s_type); +TEST(JSONUtils, CheckFiles) { + using namespace tuplex; + using namespace std; - // hash type - type_counts[s_type]++; - } + // for each file, run sampling stats + string root_path = "/hot/data/flights_all/"; + string pattern = root_path + "flights_on_time_performance_*.csv"; - cout<<" "<> type_count_pairs(type_counts.begin(), type_counts.end()); - std::sort(type_count_pairs.begin(), type_count_pairs.end(), - [](const std::pair& lhs, - const std::pair& rhs) { - return lhs.second > rhs.second; - }); - - double most_likely_pct = 100.0 * (type_count_pairs.front().second / (1.0 * rows.size())); - double least_likely_pct = 100.0 * (type_count_pairs.back().second / (1.0 * rows.size())); - cout<<" -- most likely type is ("< Date: Sat, 20 Aug 2022 13:06:22 +0200 Subject: [PATCH 045/286] fixing unification --- tuplex/test/codegen/TypeSystemTest.cc | 21 ++++++++ tuplex/utils/src/TypeHelper.cc | 73 +++++++++++++++++++-------- 2 files changed, 72 insertions(+), 22 deletions(-) diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index 7b3126c49..4f771482a 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -204,6 +204,27 @@ TEST(TypeSys, flattenWithPyObject) { EXPECT_EQ(num_params, 3); } +TEST(TypeSys, StructTypeStringKeyDecodingEncoding) { + using namespace tuplex; + using namespace std; + + // create string key + auto t1 = python::Type::makeStructuredDictType(std::vector>{make_pair(10, python::Type::STRING), + make_pair("key", python::Type::STRING)}); + EXPECT_EQ(t1.desc(), "Struct[(i64,'10'->str),(str,'key'->str)]"); + + auto t2 = python::Type::makeStructuredDictType(std::vector>{make_pair("42", python::Type::STRING), + make_pair("key", python::Type::NULLVALUE)}); + + std::cout<<"t1: "< unique_keys; + std::unordered_map a_map; + std::unordered_map b_map; + for(auto a_pair : a_pairs) { + unique_keys.insert(a_pair.key); + a_map[a_pair.key] = a_pair; + } + for(auto b_pair : b_pairs) { + unique_keys.insert(b_pair.key); + a_map[b_pair.key] = b_pair; + } + + // go through keys & unify -> check for policy std::vector uni_pairs; - for(unsigned i = 0; i < a_pairs.size(); ++i) { - if(a_pairs[i].key != b_pairs[i].key) - return python::Type::UNKNOWN; + for(const auto& key : unique_keys) { python::StructEntry uni; - uni.key = a_pairs[i].key; - // if either is maybe present -> result is a maybe present - // but dicts can be always unified this way! - uni.alwaysPresent = a_pairs[i].alwaysPresent && b_pairs[i].alwaysPresent; - - uni.keyType = unifyTypes(a_pairs[i].keyType, b_pairs[i].keyType, policy); - if(uni.keyType == python::Type::UNKNOWN) - return python::Type::UNKNOWN; - uni.valueType = unifyTypes(a_pairs[i].valueType, b_pairs[i].valueType, policy); - if(uni.valueType == python::Type::UNKNOWN) - return python::Type::UNKNOWN; + uni.key = key; + + // both pairs present? + auto a_it = a_map.find(key); + auto b_it = b_map.find(key); + + if(a_it != a_map.end() && b_it != b_map.end()) { + auto a_pair = a_it->second; + auto b_pair = b_it->second; + // if either is maybe present -> result is a maybe present + // but dicts can be always unified this way! + uni.alwaysPresent = a_pair.alwaysPresent && b_pair.alwaysPresent; + + uni.keyType = unifyTypes(a_pair.keyType, b_pair.keyType, policy); + if(uni.keyType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + uni.valueType = unifyTypes(a_pair.valueType, b_pair.valueType, policy); + if(uni.valueType == python::Type::UNKNOWN) + return python::Type::UNKNOWN; + } else if(a_it != a_map.end()) { + // only a is present + if(!policy.unifyMissingDictKeys) + return python::Type::UNKNOWN; + uni.alwaysPresent = false; + uni.keyType = a_it->second.keyType; + uni.valueType = a_it->second.valueType; + } else { + assert(b_it != b_map.end()); + // only b is present + if(!policy.unifyMissingDictKeys) + return python::Type::UNKNOWN; + uni.alwaysPresent = false; + uni.keyType = b_it->second.keyType; + uni.valueType = b_it->second.valueType; + } + uni_pairs.push_back(uni); } return python::Type::makeStructuredDictType(uni_pairs); From 4dfdd6b104f5990134da8a1d09d07f6ffb0bb0ef Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Sat, 20 Aug 2022 13:09:30 +0200 Subject: [PATCH 046/286] fix --- tuplex/test/codegen/TypeSystemTest.cc | 2 +- tuplex/utils/src/TypeHelper.cc | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index 4f771482a..8d0f6d839 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -222,7 +222,7 @@ TEST(TypeSys, StructTypeStringKeyDecodingEncoding) { TypeUnificationPolicy t_policy; t_policy.unifyMissingDictKeys = true; auto combo_type = unifyTypes(t1, t2, t_policy); std::cout<<"unified: "<str),(str,'key'->Option[str]),(i64,'10'=>str)]"); } TEST(TypeSys, compatibleType) { diff --git a/tuplex/utils/src/TypeHelper.cc b/tuplex/utils/src/TypeHelper.cc index 64372d236..4054afab0 100644 --- a/tuplex/utils/src/TypeHelper.cc +++ b/tuplex/utils/src/TypeHelper.cc @@ -118,7 +118,7 @@ namespace tuplex { } for(auto b_pair : b_pairs) { unique_keys.insert(b_pair.key); - a_map[b_pair.key] = b_pair; + b_map[b_pair.key] = b_pair; } // go through keys & unify -> check for policy From 4ca58d8d99b97344e2a0eda16881614959679505 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Sat, 20 Aug 2022 13:16:17 +0200 Subject: [PATCH 047/286] escape fix --- tuplex/test/utils/TestJSONUtils.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index fb491204d..367658d56 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -378,7 +378,7 @@ namespace tuplex { for(unsigned j = 0; j < num_columns; ++j) { python::StructEntry entry; entry.alwaysPresent = true; - entry.key = column_names[i][j]; + entry.key = escape_to_python_str(column_names[i][j]); entry.keyType = python::Type::STRING; entry.valueType = rows[i].getType(j); kv_pairs.push_back(entry); From 11548a4365766e494d867c637e97cce3852ac552 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Sat, 20 Aug 2022 13:35:36 +0200 Subject: [PATCH 048/286] test --- tuplex/test/utils/TestJSONUtils.cc | 35 +++++++++++++++++++++++++++++- 1 file changed, 34 insertions(+), 1 deletion(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 367658d56..6a6da0958 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -20,12 +20,35 @@ #include #include +#include +#include +#include + +bool create_dir(const std::string& path) { + struct stat st = {0}; + + if (stat(path.c_str(), &st) == -1) { + mkdir(path.c_str(), 0700); + return true; + } + return false; +} + + + + static std::string fileToString(const std::string& path) { std::ifstream t(path); std::stringstream buffer; buffer << t.rdbuf(); return buffer.str(); } +static bool stringToFile(const std::string& data, const std::string& path) { + std::ofstream ofs(path); + ofs << data; + ofs.close(); + return true; +} TEST(JSONUtils, Chunker) { using namespace std; @@ -487,14 +510,24 @@ TEST(JSONUtils, CheckFiles) { // test pattern = "../resources/*.json.gz"; + // where to output stats... + string output_path = "stats"; + cout<<"Saving detailed stats in "<<"./"< Date: Sat, 20 Aug 2022 13:36:50 +0200 Subject: [PATCH 049/286] types --- tuplex/test/utils/TestJSONUtils.cc | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 6a6da0958..f545039b5 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -516,10 +516,10 @@ TEST(JSONUtils, CheckFiles) { size_t num_files_found = 0; auto paths = glob(pattern); + std::sort(paths.begin(), paths.end()); num_files_found = paths.size(); cout<<"Found "< Date: Fri, 2 Sep 2022 10:31:22 -0400 Subject: [PATCH 050/286] analysis --- experimental/data/.gitignore | 1 + experimental/notebooks/JSON analysis.ipynb | 268 +++++++++++++++++++++ tuplex/test/utils/TestJSONUtils.cc | 2 + 3 files changed, 271 insertions(+) create mode 100644 experimental/data/.gitignore create mode 100644 experimental/notebooks/JSON analysis.ipynb diff --git a/experimental/data/.gitignore b/experimental/data/.gitignore new file mode 100644 index 000000000..de311355a --- /dev/null +++ b/experimental/data/.gitignore @@ -0,0 +1 @@ +json_stats/ diff --git a/experimental/notebooks/JSON analysis.ipynb b/experimental/notebooks/JSON analysis.ipynb new file mode 100644 index 000000000..f5b4e3170 --- /dev/null +++ b/experimental/notebooks/JSON analysis.ipynb @@ -0,0 +1,268 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "700d9636", + "metadata": {}, + "source": [ + "## instructions\n", + "\n", + "to download files, use `scp /home/lspiegel/tuplex-public/tuplex/build/stats/*.json `" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0a26eb71", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import json\n", + "import glob" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d68aa2c9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 100\r\n" + ] + } + ], + "source": [ + "!ls -l ../data/json_stats/ | wc -l" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e427fac2", + "metadata": {}, + "outputs": [], + "source": [ + "rows = []\n", + "for path in glob.glob('../data/json_stats/*.json'):\n", + " with open(path, 'r') as fp:\n", + " rows.append(json.load(fp))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b252ac68", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame(rows)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "11906731", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\tunique general case types\n", + "1\tunique normal case types\n", + "99\tfiles\n" + ] + } + ], + "source": [ + "# print some global stats\n", + "n_unique_general_case = len(df['general_case_type'].unique())\n", + "n_unique_normal_case = len(df['normal_case_type'].unique())\n", + "\n", + "print('{}\\tunique general case types\\n{}\\t'\n", + "'unique normal case types\\n{}\\tfiles'.format(n_unique_general_case, n_unique_normal_case, len(df)))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "ed070738", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "6142c947", + "metadata": {}, + "outputs": [], + "source": [ + "# plot out normal/general/fallback case distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "58d50f20", + "metadata": {}, + "outputs": [], + "source": [ + "df= df.sort_values(by='nrows')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "a01648ec", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "xq = np.arange(len(df)) + .5\n", + "plt.bar(xq, df['normal_case_path_count'], width=1, linewidth=0, label='normal case')\n", + "plt.bar(xq, df['general_case_path_count'], width=1, linewidth=0,\n", + " bottom=df['normal_case_path_count'], label='general case')\n", + "plt.bar(xq, df['fallback_case_path_count'], width=1, linewidth=0,\n", + " bottom=df['normal_case_path_count'] + df['general_case_path_count'],\n", + " label='fallback')\n", + "plt.ylabel('num rows')\n", + "plt.xlabel('file index')\n", + "plt.xlim(0, len(df))\n", + "plt.legend()\n", + "sns.despine()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "2b6b8154", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# same figure, but this time with percent\n", + "plt.figure(figsize=(10, 5))\n", + "xq = np.arange(len(df)) + .5\n", + "nrows = df['nrows'] * 0.01\n", + "plt.bar(xq, df['normal_case_path_count'] / nrows,\n", + " width=1, linewidth=0, label='% normal case')\n", + "plt.bar(xq, df['general_case_path_count'] / nrows, label='% general case',\n", + " width=1, linewidth=0, bottom=df['normal_case_path_count'] / nrows)\n", + "plt.bar(xq, df['fallback_case_path_count'] / nrows,\n", + " width=1, linewidth=0, label='% fallback',\n", + " bottom=df['normal_case_path_count'] / nrows + df['general_case_path_count'] / nrows)\n", + "plt.ylabel('%')\n", + "plt.xlabel('file index')\n", + "plt.axhline(50, color='k', linestyle='--')\n", + "plt.yticks(np.arange(0, 110, 10))\n", + "plt.xlim(0, len(df))\n", + "plt.legend()\n", + "sns.despine()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "264be2a9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# same figure, but this time with percent\n", + "plt.figure(figsize=(10, 5))\n", + "xq = np.arange(len(df)) + .5\n", + "nrows = df['nrows'] * 0.01\n", + "alpha=.6\n", + "plt.bar(xq, df['normal_case_path_count'] / nrows,\n", + " width=1, linewidth=0, label='% normal case', alpha=alpha)\n", + "plt.bar(xq, df['general_case_path_count'] / nrows, label='% general case',\n", + " width=1, linewidth=0, alpha=alpha)\n", + "plt.bar(xq, df['fallback_case_path_count'] / nrows,\n", + " width=1, linewidth=0, label='% fallback', alpha=alpha)\n", + "plt.ylabel('%')\n", + "plt.xlabel('file index')\n", + "plt.axhline(50, color='k', linestyle='--')\n", + "plt.yticks(np.arange(0, 110, 10))\n", + "plt.xlim(0, len(df))\n", + "plt.legend()\n", + "sns.despine()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ba7e2e1a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 092ed5a51..cc64cd63f 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -513,6 +513,8 @@ TEST(JSONUtils, CheckFiles) { // bbsn00 test pattern = "/disk/download/data/*2021*.json.gz"; + // test file /disk/download/data/2021-01-05-11.json.gz + // where to output stats... string output_path = "stats"; cout<<"Saving detailed stats in "<<"./"< Date: Fri, 2 Sep 2022 10:46:49 -0400 Subject: [PATCH 051/286] bump max uncompress size --- tuplex/test/utils/TestJSONUtils.cc | 1 + tuplex/utils/include/third_party/gzip/decompress.hpp | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index cc64cd63f..04370293e 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -514,6 +514,7 @@ TEST(JSONUtils, CheckFiles) { pattern = "/disk/download/data/*2021*.json.gz"; // test file /disk/download/data/2021-01-05-11.json.gz + pattern = "/Users/leonhards/Downloads/2021-01-05-11.json.gz"; // where to output stats... string output_path = "stats"; diff --git a/tuplex/utils/include/third_party/gzip/decompress.hpp b/tuplex/utils/include/third_party/gzip/decompress.hpp index 422965d35..296494f2a 100644 --- a/tuplex/utils/include/third_party/gzip/decompress.hpp +++ b/tuplex/utils/include/third_party/gzip/decompress.hpp @@ -16,7 +16,7 @@ class Decompressor std::size_t max_; public: - Decompressor(std::size_t max_bytes = 1000000000) // by default refuse operation if compressed data is > 1GB + Decompressor(std::size_t max_bytes = 10000000000) // by default refuse operation if compressed data is > 10GB : max_(max_bytes) { } From bb2fef9cafc948042495a33e5428e40e1cb905b9 Mon Sep 17 00:00:00 2001 From: Your Name Date: Fri, 2 Sep 2022 10:47:27 -0400 Subject: [PATCH 052/286] bbsn00 settings --- tuplex/test/utils/TestJSONUtils.cc | 24 +++++++++++++++++++----- 1 file changed, 19 insertions(+), 5 deletions(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 092ed5a51..ee15bd1b1 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -44,9 +44,20 @@ static std::string fileToString(const std::string& path) { return buffer.str(); } static bool stringToFile(const std::string& data, const std::string& path) { - std::ofstream ofs(path); - ofs << data; - ofs.close(); + //std::ofstream ofs(path); + //ofs << data; + //ofs.flush(); + //ofs.close(); + // + FILE *f = fopen(path.c_str(), "w"); + if(!f) { + std::cerr<<"failed to open file "< Date: Fri, 2 Sep 2022 10:48:35 -0400 Subject: [PATCH 053/286] settings --- tuplex/test/utils/TestJSONUtils.cc | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 48788e58c..91092ee7d 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -525,7 +525,7 @@ TEST(JSONUtils, CheckFiles) { pattern = "/disk/download/data/*2021*.json.gz"; // test file /disk/download/data/2021-01-05-11.json.gz - pattern = "/Users/leonhards/Downloads/2021-01-05-11.json.gz"; + // pattern = "/Users/leonhards/Downloads/2021-01-05-11.json.gz"; // where to output stats... string output_path = "./stats"; @@ -537,6 +537,7 @@ TEST(JSONUtils, CheckFiles) { size_t num_files_found = 0; auto paths = glob(pattern); std::sort(paths.begin(), paths.end()); + std::reverse(paths.begin(), paths.end()); num_files_found = paths.size(); cout<<"Found "< Date: Sun, 4 Sep 2022 12:03:18 -0400 Subject: [PATCH 054/286] pretty print --- experimental/notebooks/JSON analysis.ipynb | 181 +++++++++++++++++---- tuplex/test/utils/TestJSONUtils.cc | 58 ++++++- tuplex/utils/include/Base.h | 8 + tuplex/utils/src/Base.cc | 14 ++ 4 files changed, 227 insertions(+), 34 deletions(-) diff --git a/experimental/notebooks/JSON analysis.ipynb b/experimental/notebooks/JSON analysis.ipynb index f5b4e3170..66979de4f 100644 --- a/experimental/notebooks/JSON analysis.ipynb +++ b/experimental/notebooks/JSON analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "700d9636", + "id": "74f775f7", "metadata": {}, "source": [ "## instructions\n", @@ -12,8 +12,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "0a26eb71", + "execution_count": 67, + "id": "408dc524", "metadata": {}, "outputs": [], "source": [ @@ -24,15 +24,15 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "d68aa2c9", + "execution_count": 68, + "id": "27f1dec4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 100\r\n" + " 121\r\n" ] } ], @@ -42,8 +42,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "e427fac2", + "execution_count": 69, + "id": "84860fcc", "metadata": {}, "outputs": [], "source": [ @@ -55,8 +55,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "b252ac68", + "execution_count": 70, + "id": "eba1ec29", "metadata": {}, "outputs": [], "source": [ @@ -65,17 +65,17 @@ }, { "cell_type": "code", - "execution_count": 19, - "id": "11906731", + "execution_count": 71, + "id": "77c690ec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "10\tunique general case types\n", - "1\tunique normal case types\n", - "99\tfiles\n" + "14\tunique general case types\n", + "2\tunique normal case types\n", + "120\tfiles\n" ] } ], @@ -90,8 +90,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "id": "ed070738", + "execution_count": 72, + "id": "f63429f8", "metadata": {}, "outputs": [], "source": [ @@ -102,8 +102,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "id": "6142c947", + "execution_count": 73, + "id": "879d2ca5", "metadata": {}, "outputs": [], "source": [ @@ -112,8 +112,8 @@ }, { "cell_type": "code", - "execution_count": 44, - "id": "58d50f20", + "execution_count": 74, + "id": "1c4ff734", "metadata": {}, "outputs": [], "source": [ @@ -122,13 +122,13 @@ }, { "cell_type": "code", - "execution_count": 61, - "id": "a01648ec", + "execution_count": 75, + "id": "e1fd9e99", "metadata": {}, "outputs": [ { "data": { - "image/png": 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tttsCsNNOO607zqmnnsoxxxxjsJMkqQ4Y7urE17/+dQ466CBuueUWlixZwtixYze6T0R84PXll19O7969efzxx1mzZg09evTY6HH2228/7r33Xs4555yy6kuSVO/q4dq6tnjNXZ1YuXIlffv2BUqzYstx4403smbNGp599lkWL17M7rvvzsqVK+nTpw/dunXjmmuuYfXq1QAccsgh/OhHP+KNN94AeN+w7Mknn8zhhx/OMcccw6pVqzr2jUmSpA5luKsT5557Lueffz4jR44sO2D179+fvffem8MOO4yrrrqKHj16cPrppzN9+nSGDx/O008/zXbbbQfAuHHjGD9+PE1NTYwYMYLLLrvsfcf68pe/zMiRI/nMZz7DmjVrOvz9SZKkjhGZWe021ISmpqZcfz23BQsWMHjw4Cq1SOvz85AkdZZaH5adN3FetLXNa+4kSVKXVutBrr0clpUkSWoghjtJkqQG4rDsRmTmB5YUUefz2lBJ0uZqtOHXthjuNqBHjx68/PLL9OrVy4BXRZnJyy+/7Bp7kqSydZUg1xrD3Qb069eP5uZmXnrppWo3pcvr0aMH/fr1q3YzJEk1piuHuLYY7jZgyy23ZODAgdVuhiRJXZ4hrnxOqJAkSWog9txJkqSqsDeuMgx3kiSpogxxnatiw7IRMTUiXoyIJ1uUfTsino6IJyLilojYscW28yNiUUQ8ExGfaFE+rihbFBHntSgfGBEPF+XXR8RWRfnWxetFxfYBlXqPkiRJtaaS19xNA8atVzYDGJKZw4DfAecDRMQewHHAnsU+34uI7hHRHfgucBiwB3B8URfgUuDyzPww8ApwclF+MvBKUX55UU+SJKlLqFi4y8z7gBXrld2dmauKlw8Ba9e2mABcl5lvZ+ZzwCJg7+KxKDMXZ+Y7wHXAhCgtOvdx4KZi/+nAkS2ONb14fhNwcLhInSRJ6iKqOVv2s8AdxfO+wNIW25qLsrbKewGvtgiKa8vfd6xi+8qiviRJUsOrSriLiK8Cq4Brq3H+Fu2YHBFzImKOCxVLkqRG0OnhLiImAUcAJ+R7NwxdBuzaolq/oqyt8peBHSNii/XK33esYvsORf0PyMwpmdmUmU0777zzZr4zSZKk6uvUcBcR44BzgfGZ+UaLTbcBxxUzXQcCg4BHgNnAoGJm7FaUJl3cVoTCe4Gjiv0nAre2ONbE4vlRwC/Tu85LkqQuomLr3EXET4GxwF9GRDNwIaXZsVsDM4o5Dg9l5mmZOT8ibgCeojRce0Zmri6OcyZwF9AdmJqZ84tTfAW4LiIuAh4DfliU/xC4JiIWUZrQcVyl3qMkSVKtCTu1SpqamnLOnDnVboYkSQ3HRYw73ryJ89pcCcR7y0qSJDUQw50kSVID8d6ykiSpwzgEW3323EmSJDUQe+4kSZJq1Lznft/ufey5kyRJaiCGO0mSpAbisKwkSWo3J050vE0Zgm2NPXeSJEkNxHAnSZLUQAx3kiRJDcRwJ0mS1EAMd5IkSQ3EcCdJktRAXApFkiS1ySVPytPaMiZDB/avQkvsuZMkSWoohjtJkqQGYriTJElqIIY7SZKkBuKECkmSBDh5olEY7iRJ6mIMcdXV2szajuSwrCRJUgMx3EmSJDUQh2UlSWpgDsFWT6WHX9tiz50kSVIDMdxJkiQ1kIoNy0bEVOAI4MXMHFKU7QRcDwwAlgDHZOYrERHAFcDhwBvApMz8bbHPROBrxWEvyszpRfloYBqwDXA7cHZmZlvnqNT7lCSpFjj8qrUq2XM3DRi3Xtl5wD2ZOQi4p3gNcBgwqHhMBr4P68LghcA+wN7AhRHRs9jn+8ApLfYbt5FzSJIkNbyK9dxl5n0RMWC94gnA2OL5dGAW8JWi/OrMTOChiNgxIvoUdWdk5gqAiJgBjIuIWcCHMvOhovxq4Ejgjg2cQ5KkumcPnTams2fL9s7M5cXzPwC9i+d9gaUt6jUXZRsqb26lfEPnkCSprhjktCmqthRKcX1cVvMcETGZ0jAw/fv3r2RTJElqkyFOHamzZ8u+UAy3Uvx8sShfBuzaol6/omxD5f1aKd/QOT4gM6dkZlNmNu28886b/KYkSZJqRWeHu9uAicXzicCtLcpPjJIxwMpiaPUu4NCI6FlMpDgUuKvY9lpEjClm2p643rFaO4ckSVLDq+RSKD+lNLHhLyOimdKs10uAGyLiZOB54Jii+u2UlkFZRGkplJMAMnNFRHwLmF3U++bayRXA6by3FModxYMNnEOSJKnhVXK27PFtbDq4lboJnNHGcaYCU1spnwMMaaX85dbOIUmS1BV4b1lJkqQyVet+se1huJMkqQKcAatqMdxJkqQuoa1et6EDG2s5NMOdJEllsCeuvtTD8GmlGO4kSVqPQU71HA4Nd5IkqUur5yDXms5exFiSJEkVZM+dJEmqKa31pDXapIdKsudOkiSpgdhzJ0nqspw4oUbUrnAXET2BXTPziQq1R5IkqWyNNhmiI2w03EXELGB8UfdR4MWIeCAzv1zhtkmS1GHspatvhrjyldNzt0NmvhYRnwOuzswLI8KeO0lSTTLEVVd7JkMY2CqjnHC3RUT0AY4Bvlrh9kiSVBZDXHW1J5gZ4jpXObNlvwncBSzKzNkRsRuwsLLNkiRJ0qYop+fufzLzxrUvMnMx8KnKNUmSJEmbqpxw92REvADcXzx+nZkrK9ssSZIkbYqNDstm5oeB44F5wN8Dj0fE3Aq3S5IkSZugnKVQ+gH7AwcAw4H5wK8r3C5JktZx8oRUvnKGZX8PzAb+LTNPq3B7JEmStBnKCXcjgY8Bn46I8yjNlP1VZv6woi2TJHU59tB1jvYsTdLWGnWqXRsNd5n5eEQ8CzxLaWj2fwF/CxjuJEkbZWCTOlc519zNAbYGHqQ0W/bAzHy+0g2TJNUmw5pU28oZlj0sM1+qeEskSVVjYGtc3h2i6ynnDhXvRMR3ImJO8fjfEbFDxVsmSZKkdiun524q8CSle8sCfAb4EfDJSjVKklQ59tJJja2ccPc3mdnydmPf2NxFjCPiS8DngKS0OPJJQB/gOqAX8Cjwmcx8JyK2Bq4GRgMvA8dm5pLiOOcDJwOrgbMy866ifBxwBdAd+EFmXrI57ZWkWmZYk9RSOeHuzYj4WGb+GiAi9gfe3NQTRkRf4Cxgj8x8MyJuAI4DDgcuz8zrIuIqSqHt+8XPVzLzwxFxHHApcGxE7FHstyfwV8DMiPhIcZrvAocAzcDsiLgtM5/a1DZLUmczsKm9vLZOa5Vzzd1pwHcjYklELAH+Czh1M8+7BbBNRGwBbAssBz4O3FRsnw4cWTyfULym2H5wRERRfl1mvp2ZzwGLgL2Lx6LMXJyZ71DqDZywme2VJEmqCxvsuYuI7pSGR4dHxIcAMvO1zTlhZi6LiMso3fniTeBuSsOwr2bmqqJaM9C3eN4XWFrsuyoiVlIauu0LPNTi0C33Wbpe+T6b02ZJqhR76CR1tA2Gu8xcHREfK55vVqhbKyJ6UupJGwi8CtwIjOuIY29CWyYDkwH693cFbkkdw8CmRuJwb/0p55q7xyLiNkoh7M9rCzPzZ5t4zr8Dnlu7dl5E/AzYH9gxIrYoeu/6AcuK+suAXYHmYhh3B0oTK9aWr9Vyn7bK3yczpwBTAJqamnIT348kSVLNKCfc9aAUpj7eoiyBTQ13vwfGRMS2lIZlDwbmAPcCR1G6Rm4icGtR/7bi9W+K7b/MzCwC508i4juUJlQMAh4BAhgUEQMphbrjgE9vYlsldTH2ukmqd+XcW/akjjxhZj4cETcBvwVWAY9R6j37BXBdRFxUlK29d+0PgWsiYhGwglJYIzPnFzNtnyqOc0ZmrgaIiDOBuygthTI1M+d35HuQ1BgMcupsbQ1xDh3opUHqOOX03HW4zLwQuHC94sWUZrquX/ct4Og2jnMxcHEr5bcDt29+SyVJ2jReq6ZqqUq4k6TOZA+d2stgpnpmuJPUMAxxqlcO16ojbTTcRcSOwInAgJb1M/OsirVKkgoGNun97FXUxpTTc3c7pcWC5wFrKtscSZIkbY6ylkLJzC9XvCWSGo69bpLU+coJd9dExCnAz4G31xZm5oqKtUpSXTHEqR44nKmuopxw9w7wbeCrlBYvpvi5W6UaJal2GeRUK5yEILWunHB3DvDhzPxjpRsjSZLeY2+jNkU54W4R8EalGyKpeuyNUyMxEKmrKyfc/RmYGxH38v5r7lwKRapRhjVJ6rrKCXf/t3hIkiSpxm003GXm9M5oiCRJTpKQNl85d6h4jvdmya6Tmc6WlWqAQ7CSpJbKGZZtavG8B3A0sFNlmiOpLYY4dWVOkpDKV86w7MvrFf1HRDwK/EtlmiR1bYY4dQWGNalyyhmWHdXiZTdKPXnl9PhJ2giDnGqF17pJjaOckPa/WzxfBSwBjqlIa6QGZYhTV2BAlGpDOcOyB3VGQyRJ72mkoOQQrNS5yhmW3Rr4FDCgZf3M/GblmiXVPnvjVA2tBaX2Br7NDVuGNam2lTMseyuwEniUFneokOqZwUwqj0FOqj/lhLt+mTmu4i2RNpOBTV1VIw3hStp85YS7ByNiaGbOq3hrpDIY4lRJjRSU7HWTuqZywt3HgEnFnSreBgLIzBxW0ZapSzGwqasygEnqaOWEu8Mq3gp1GYY4SZIqq5ylUJ7vjIaosgxVUvXZSyepM3inCUkqQ0csQSJJnaEq4S4idgR+AAwBEvgs8AxwPaX19JYAx2TmKxERwBXA4cAbwKTM/G1xnInA14rDXpSZ04vy0cA0YBvgduDszMxOeGs1wV46dQW1ELbsiZNUi6rVc3cFcGdmHhURWwHbAhcA92TmJRFxHnAe8BVK1/wNKh77AN8H9omInYALKd3rNoFHI+K2zHylqHMK8DClcDcOuKMz32BnMMRJ5WmkGbCSupYBb/2k1fIlG9in08NdROwAHAhMAsjMd4B3ImICMLaoNh2YRSncTQCuLnreHoqIHSOiT1F3RmauKI47AxgXEbOAD2XmQ0X51cCR1HG4M8SpXnV2qGpvT5o9b5IaUTV67gYCLwE/iojhlO58cTbQOzOXF3X+APQunvcFlrbYv7ko21B5cyvldcEgp1pRK8HM3jVJXUVbvXTtVY1wtwUwCvhCZj4cEVdQGoJdJzMzIip+jVxETAYmA/Tv7x8QqbPYYyZJlVONcNcMNGfmw8XrmyiFuxciok9mLi+GXV8sti8Ddm2xf7+ibBnvDeOuLZ9VlPdrpf4HZOYUYApAU1NTp064sIdOKo9BUJLap9PDXWb+ISKWRsTumfkMcDDwVPGYCFxS/Ly12OU24MyIuI7ShIqVRQC8C/i3iOhZ1DsUOD8zV0TEaxExhtKEihOB/+y0NyjVgPYOcbYnQNXCLFVJUtuqNVv2C8C1xUzZxcBJQDfghog4GXgeOKaoezulZVAWUVoK5SSAIsR9C5hd1Pvm2skVwOm8txTKHdTxZApprY64Jq1SvWD2rklS7ahKuMvMuZSWMFnfwa3UTeCMNo4zFZjaSvkcSmvoSZIk1ZSOmjjRFu9QUWFeWydoX6+bvWCS1BgqHeLa0q0qZ5UkSVJF2HMnbUQl11/riF46e/okSS0Z7tTQXBhXktTVGO46kNfX1T97wSRJ9c5wtwkMcbXJYCZJ5WnzZvQ9Pt3JLVElGO7UJbnemyR1PV0l1BruVLMMSpK0+aq1HEejqoeAaLjbCIdgN87bUUmSVDsMdw2oPWGrUovr2usmSfWntV6pWuqRUnkMd3WskgHKcLZx/o4kSbXIcCdJkmpee68d7Mo9joY7SZLKYLjoWtr7edfSxBXDXY2p1OQEhxAlqXyV+kNdDzMtVf8Md5IkqaJqvdezlnrdOoLhTpKkCmi0wKD6YbirEodJJUlSJRjuJEl1qb3Xr7mGW/2w13PzGO7qgL18kiSpXIY7SVKXZQ9R4+rKn223ajdAkiRJHceeO0lSp6vk0hhducdGAnvuJEmSGoo9dx3IiQ+S6pV3TpAah+FOkrqYery1lkOtUvkMd5LUQq30YNVKOyT/LdafqoW7iOgOzAGWZeYRETEQuA7oBTwKfCYz34mIrYGrgdHAy8CxmbmkOMb5wMnAauCszLyrKB8HXAF0B36QmZd0ZNsdfpVULbWwEK+9aB2vPQGqVsKW/w5qVzV77s4GFgAfKl5fClyemddFxFWUQtv3i5+vZOaHI+K4ot6xEbEHcBywJ/BXwMyI+EhxrO8ChwDNwOyIuC0zn+qsNyZJtaBW/vjWSjvqkb87bYqqhLuI6Af8PXAx8OWICODjwNr/7ZgO/CulcDeheA5wE/BfRf0JwHWZ+TbwXEQsAvYu6i3KzMXFua4r6hruJNWcjvjjbQAQ+O9A76lWz91/AOcCf1G87gW8mpmritfNQN/ieV9gKUBmroqIlUX9vsBDLY7Zcp+l65Xvs6kNdQhWEtTGcKgklaPTw11EHAG8mJmPRsTYzj7/em2ZDEwG6N+/fzWbIqmd6jFs2bMiqTNUo+duf2B8RBwO9KB0zd0VwI4RsUXRe9cPWFbUXwbsCjRHxBbADpQmVqwtX6vlPm2Vv09mTgGmADQ1NeXmvzVJ1VTJux5IUr3o9HCXmecD5wMUPXf/lJknRMSNwFGUZsxOBG4tdrmteP2bYvsvMzMj4jbgJxHxHUoTKgYBjwABDCpm3y6jNOnC/4JL7dQRM/I6YgagJKl9ammdu68A10XERcBjwA+L8h8C1xQTJlZQCmtk5vyIuIHSRIlVwBmZuRogIs4E7qK0FMrUzJzfqe9E0gYZ5OqHn5VUf6oa7jJzFjCreL6Y92a7tqzzFnB0G/tfTGnG7frltwO3d2BTpYbWnj/g/rGXpNpWSz13kjagVhYu1Xv8TCTVIsOd1Ans7apNfi6SGpHhTqpz7VkSxDDTOfw9S6omw526JIfTJEmNynCnhtbeHpT21DcISpJqkeFOdcdeN0mS2ma4qzEdcUuljrgGq1KLzHbEAriSJKlthjs1DMOgJEmGu7pWj2GmHtvcHo3+/iRJta9btRsgSZKkjmPPnVplD5QkSfXJcNdFGNY6nr9TSVItclhWkiSpgdhzVwfsIZIkSeUy3FWJgU2SJFWC4W4TeIcE1Tr/50GSui6vuZMkSWog9txVmD0okiSpMxnuNqI94cwgJ0mSqs1hWUmSpAZiuJMkSWoghjtJkqQGYriTJElqIIY7SZKkBmK4kyRJaiCGO0mSpAbS6eEuInaNiHsj4qmImB8RZxflO0XEjIhYWPzsWZRHRFwZEYsi4omIGNXiWBOL+gsjYmKL8tERMa/Y58qIiM5+n5IkSdVQjZ67VcA5mbkHMAY4IyL2AM4D7snMQcA9xWuAw4BBxWMy8H0ohUHgQmAfYG/gwrWBsKhzSov9xnXC+5IkSaq6Tg93mbk8M39bPP8TsADoC0wAphfVpgNHFs8nAFdnyUPAjhHRB/gEMCMzV2TmK8AMYFyx7UOZ+VBmJnB1i2NJkiQ1tKpecxcRA4CRwMNA78xcXmz6A9C7eN4XWNpit+aibEPlza2US5IkNbyqhbuI2B64GfhiZr7WclvR45ad0IbJETEnIua89NJLlT6dJElSxVUl3EXElpSC3bWZ+bOi+IViSJXi54tF+TJg1xa79yvKNlTer5XyD8jMKZnZlJlNO++88+a9KUmSpBpQjdmyAfwQWJCZ32mx6TZg7YzXicCtLcpPLGbNjgFWFsO3dwGHRkTPYiLFocBdxbbXImJMca4TWxxLkiSpoW1RhXPuD3wGmBcRc4uyC4BLgBsi4mTgeeCYYtvtwOHAIuAN4CSAzFwREd8CZhf1vpmZK4rnpwPTgG2AO4qHJElSw+v0cJeZvwbaWnfu4FbqJ3BGG8eaCkxtpXwOMGQzmilJklSXvEOFJElSAzHcSZIkNRDDnSRJUgMx3EmSJDWQasyWrUnzX57P0OlDW9lySae3RZIkaVPZcydJktRADHeSJEkNxHAnSZLUQAx3kiRJDcQJFYU9336HOc/9/gPlAzq/KZIkSZvMnjtJkqQGYriTJElqIIY7SZKkBmK4kyRJaiCGO0mSpAZiuJMkSWoghjtJkqQGYriTJElqIC5iXJiXuzHgrf+odjMkSZI2iz13kiRJDcRwJ0mS1EAMd5IkSQ3EcCdJktRADHeSJEkNxHAnSZLUQAx3kiRJDaRhw11EjIuIZyJiUUScV+32SJIkdYaGDHcR0R34LnAYsAdwfETsUd1WSZIkVV5Dhjtgb2BRZi7OzHeA64AJVW6TJElSxTVquOsLLG3xurkokyRJamhd+t6yETEZmFy8fPv5S494sprt0Wb7S+CP1W6ENpmfX/3zM6x/foZ1Ii7lzswc19q2Rg13y4BdW7zuV5S9T2ZOAaYARMSczGzqnOapEvwM65ufX/3zM6x/foaNoVGHZWcDgyJiYERsBRwH3FblNkmSJFVcQ/bcZeaqiDgTuAvoDkzNzPlVbpYkSVLFNWS4A8jM24Hb27HLlEq1RZ3Gz7C++fnVPz/D+udn2AAiM6vdBkmSJHWQRr3mTpIkqUvq8uHO25TVn4jYNSLujYinImJ+RJxdlO8UETMiYmHxs2e126oNi4juEfFYRPy8eD0wIh4uvo/XFxOiVKMiYseIuCkino6IBRGxr9/D+hERXyr+G/pkRPw0Inr4HWwMXTrceZuyurUKOCcz9wDGAGcUn9t5wD2ZOQi4p3it2nY2sKDF60uByzPzw8ArwMlVaZXKdQVwZ2Z+FBhO6bP0e1gHIqIvcBbQlJlDKE0+PA6/gw2hS4c7vE1ZXcrM5Zn52+L5nyj9QelL6bObXlSbDhxZlQaqLBHRD/h74AfF6wA+DtxUVPEzrGERsQNwIPBDgMx8JzNfxe9hPdkC2CYitgC2BZbjd7AhdPVw523K6lxEDABGAg8DvTNzebHpD0DvarVLZfkP4FxgTfG6F/BqZq4qXvt9rG0DgZeAHxVD6z+IiO3we1gXMnMZcBnwe0qhbiXwKH4HG0JXD3eqYxGxPXAz8MXMfK3ltixNA3cqeI2KiCOAFzPz0Wq3RZtsC2AU8P3MHAn8mfWGYP0e1q7iWsgJlEL6XwHbAa3eykr1p6uHu7JuU6baExFbUgp212bmz4riFyKiT7G9D/BitdqnjdofGB8RSyhdDvFxStdv7VgMEYHfx1rXDDRn5sPF65sohT2/h/Xh74DnMvOlzHwX+Bml76XfwQbQ1cOdtymrQ8W1WT8EFmTmd1psug2YWDyfCNza2W1TeTLz/Mzsl5kDKH3vfpmZJwD3AkcV1fwMa1hm/gFYGhG7F0UHA0/h97Be/B4YExHbFv9NXfv5+R1sAF1+EeOIOJzStT9rb1N2cXVbpI2JiI8B9wPzeO96rQsoXXd3A9AfeB44JjNXVKWRKltEjAX+KTOPiIjdKPXk7QQ8BvyvzHy7is3TBkTECEoTYrYCFgMnUeo08HtYByLiG8CxlFYgeAz4HKVr7PwO1rkuH+4kSZIaSVcflpUkSWoohjtJkqQGYriTJElqIIY7SZKkBmK4kyRJaiCGO0kCIuKsiFgQEddGxPiIOK8o/9eI+Kd2HGfdvu3YZ1pEHLXxmpK0cVtsvIokdQmnA3+Xmc3F601a0Dwzb9vUfSWpI9hzJ6nLi4irgN2AOyLiSxExKSL+q5V6fxMRd0bEoxFxf0R8tJU66/YteuSujIgHI2Lx2t65KPmviHgmImYCu7TYf3RE/Ko4x10R0Scidijq7l7U+WlEnFKhX4ekOme4k9TlZeZpwP8DDsrMyzdQdQrwhcwcDfwT8L0yDt8H+BhwBHBJUfaPwO7AHsCJwH6w7p7J/wkcVZxjKnBxZq4EzgSmRcRxQM/M/D/te5eSugqHZSWpDBGxPaUQdmPpVpwAbF3Grv83M9cAT0VE76LsQOCnmbka+H8R8cuifHdgCDCjOEd3YDlAZs6IiKOB7wLDO+AtSWpQhjtJKk834NXMHNHO/VrelzParPXe9vmZue8HNkR0AwYDbwA9geb160gSOCwrSWXJzNeA54res7XXzW1qD9p9wLER0T0i+gAHFeXPADtHxL7FObaMiD2LbV8CFgCfBn5UDOFK0gcY7iSpfCcAJ0fE48B8YMImHucWYCHwFHA18BuAzHwHOAq4tDjHXGC/YiLF54BzMvN+SuHwa5vxPiQ1sMjMardBkiRJHcSeO0mSpAZiuJMkSWoghjtJkqQGYriTJElqIIY7SZKkBmK4kyRJaiCGO0mSpAZiuJMkSWog/x9yIAolUbG/vwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -157,13 +157,121 @@ }, { "cell_type": "code", - "execution_count": 63, - "id": "2b6b8154", + "execution_count": 79, + "id": "4ace84d3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "\"Struct[(str,'id'->str),(str,'type'->str),(str,'actor'->Struct[(str,'id'->i64),(str,'login'->str),(str,'display_login'->str),(str,'gravatar_id'->str),(str,'url'->str),(str,'avatar_url'->str)]),(str,'repo'->Struct[(str,'id'->i64),(str,'name'->str),(str,'url'->str)]),(str,'payload'->Struct[(str,'push_id'->i64),(str,'size'->i64),(str,'distinct_size'->i64),(str,'ref'->str),(str,'head'->str),(str,'before'->str),(str,'commits'->List[Struct[(str,'sha'->str),(str,'author'->Struct[(str,'name'->str),(str,'email'->str)]),(str,'message'->str),(str,'distinct'->boolean),(str,'url'->str)]])]),(str,'public'->boolean),(str,'created_at'->str)]\"" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head().iloc[0]['normal_case_type']" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "cb3df19d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + 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+ ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sorted(list(df['general_case_type'].unique()), key=lambda x: len(x))[::-1][0]" + ] + }, + { + "cell_type": "markdown", + "id": "9c77f832", + "metadata": {}, + "source": [ + "TODO: If we computed a global general case, this would mean either everything was optional or highly likely optional, but also often we can't create this global general case becuase of the type mismatch since Tuplex has only Optional[ ] types as polymoprhic types." + ] + }, + { + "cell_type": "markdown", + "id": "4a117663", + "metadata": {}, + "source": [ + "TODO: add to stats sample rows (100x ?) that match normal/general case/fallback case." + ] + }, + { + "cell_type": "markdown", + "id": "cb6b30ba", + "metadata": {}, + "source": [ + "TODO: add pretty print for nested struct type." + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "bacbd343", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -197,13 +305,13 @@ }, { "cell_type": "code", - "execution_count": 66, - "id": "264be2a9", + "execution_count": 77, + "id": "025520ba", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -235,10 +343,21 @@ "sns.despine()" ] }, + { + "cell_type": "markdown", + "id": "a49e91d9", + "metadata": {}, + "source": [ + "Next steps:\n", + "--> make pushdown work. Also the idea with the filter (i.e., filter after event type (PushEvent?))\n", + "\n", + "--> UDF should actually then check on the type (i.e. list or int). => requires adding `isinstance`" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "ba7e2e1a", + "id": "74f25903", "metadata": {}, "outputs": [], "source": [] diff --git a/tuplex/test/utils/TestJSONUtils.cc b/tuplex/test/utils/TestJSONUtils.cc index 04370293e..189b4687e 100644 --- a/tuplex/test/utils/TestJSONUtils.cc +++ b/tuplex/test/utils/TestJSONUtils.cc @@ -265,6 +265,52 @@ namespace tuplex { return best_pair; } + /*! + * prints json struct type neatly out + * @param type + * @param spaces_per_level + * @return string + */ + std::string prettyPrintStructType(const python::Type& type, const size_t spaces_per_level=2) { + std::stringstream ss; + + std::string indent; + for(unsigned i = 0; i < spaces_per_level; ++i) { + indent += " "; + } + + // is it struct type? + if(!type.isStructuredDictionaryType()) + return type.desc(); + else { + // go through pairs, and create JSON structure + ss<<"{\n"; + for(unsigned i = 0; i < type.get_struct_pairs().size(); ++i) { + auto kv = type.get_struct_pairs()[i]; + if(kv.keyType == python::Type::STRING) { + auto unescaped_key = str_value_from_python_raw_value(kv.key); + auto json_key = simdjson::internal::escape_json_string(unescaped_key); + + ss< Date: Sun, 4 Sep 2022 21:08:03 -0400 Subject: [PATCH 055/286] fixing toPythonString for nested dicts --- tuplex/test/core/RowTest.cc | 10 ++ tuplex/test/utils/TestJSONUtils.cc | 54 ++++++++- tuplex/utils/include/Field.h | 6 + tuplex/utils/src/Field.cc | 173 ++++++++++++++++++++++++++++- tuplex/utils/src/Row.cc | 2 +- 5 files changed, 238 insertions(+), 7 deletions(-) diff --git a/tuplex/test/core/RowTest.cc b/tuplex/test/core/RowTest.cc index a736e8511..03a3f10bd 100644 --- a/tuplex/test/core/RowTest.cc +++ b/tuplex/test/core/RowTest.cc @@ -152,4 +152,14 @@ TEST(Row, NullValue) { Row r3(12, Tuple(Field::null()), Field::null(), Tuple(1, Field::null()), Tuple(Field::null(), 2)); EXPECT_EQ(r3.toPythonString(), "(12,(None,),None,(1,None),(None,2))"); +} + +TEST(Row, StructTypeToPythonString) { + auto stype_sub = python::Type::makeStructuredDictType({std::make_pair("a", python::Type::I64), + std::make_pair("b", python::Type::I64), + std::make_pair("c", python::Type::NULLVALUE)}); + auto stype = python::Type::makeStructuredDictType({std::make_pair("column1", stype_sub)}); + Row r({Field::from_str_data("{\"column1\": {\"a\": 10, \"b\": 20, \"c\": null}}", stype)}); + + std::cout<& rows) { + nlohmann::json j = nlohmann::json::array(); - std::string process_path(const std::string& path) { + for(auto row : rows) { + nlohmann::json jrow; + jrow = row.toPythonString(); + j.push_back(jrow); + } + + return j; + } + + + std::string process_path(const std::string& path, size_t max_samples_per_path=100) { using namespace std; // step 1: decode file @@ -499,13 +511,36 @@ namespace tuplex { size_t nc_count = 0; size_t gc_count = 0; size_t fb_count = 0; + + std::vector normal_case_sample; + std::vector general_case_sample; + std::vector fallback_case_sample; for(unsigned i = 0; i < row_types.size(); ++i) { - if(python::canUpcastType(row_types[i], normal_case_max_type.first)) + if(python::canUpcastType(row_types[i], normal_case_max_type.first)) { nc_count++; - else if(python::canUpcastType(row_types[i], general_case_max_type.first)) + + if(normal_case_sample.size() < max_samples_per_path) { + assert(rows.size() >= max_samples_per_path); + normal_case_sample.push_back(rows[i]); + } + + } else if(python::canUpcastType(row_types[i], general_case_max_type.first)) { + + if(general_case_sample.size() < max_samples_per_path) { + assert(rows.size() >= max_samples_per_path); + general_case_sample.push_back(rows[i]); + } + gc_count++; - else + } else { + if(fallback_case_sample.size() < max_samples_per_path) { + assert(rows.size() >= max_samples_per_path); + fallback_case_sample.push_back(rows[i]); + } + fb_count++; + } + } cout<<" "<& elements); + + // parses JSON and converts it into python syntax (together with type) + std::string internalJSONToPythonString() const; public: Field(): _ptrValue(nullptr), _type(python::Type::UNKNOWN), _size(0), _isNull(false) {} @@ -164,6 +167,9 @@ namespace tuplex { std::string desc() const; std::string toPythonString() const { + // special case: struct type and dict -> they're stored as JSON string/dictionaries + if(getType().isDictionaryType()) + return internalJSONToPythonString(); return desc(); } diff --git a/tuplex/utils/src/Field.cc b/tuplex/utils/src/Field.cc index 3ab6fecca..0234b86f8 100644 --- a/tuplex/utils/src/Field.cc +++ b/tuplex/utils/src/Field.cc @@ -12,6 +12,8 @@ #include #include +#include + // gcc fixes, needed for memcpy. Clang does not need those includes #ifdef __GNUC__ #include @@ -20,7 +22,6 @@ #include #include #include - #endif namespace tuplex { @@ -409,4 +410,174 @@ namespace tuplex { return f; } + + std::string jsonToPython(const std::string& s, const python::Type& t) { + if(t == python::Type::STRING) { + return escape_to_python_str(s); + } + if(t == python::Type::BOOLEAN) { + auto b = parseBoolString(s); + return b ? "True" : "False"; + } +// if(t == python::Type::I64) { +// auto i = +// } + + throw std::runtime_error("unknown type encountered for decoding."); + return s; + } + + std::string jsonToPython(const nlohmann::json& j, const python::Type& t) { + + // special case: option + if(t.isOptionType()) { + if(j.is_null()) + return "None"; + else + return jsonToPython(j, t.elementType()); + } + + // decode other json objects... + if(j.is_array()) { + // is type list type? + assert(t == python::Type::PYOBJECT || t .isListType() + || t.isTupleType() || t == python::Type::EMPTYTUPLE || t == python::Type::EMPTYLIST); + if(t == python::Type::EMPTYTUPLE) + return "()"; + if(t == python::Type::EMPTYLIST) + return "[]"; + if(t.isListType()) { + std::stringstream ss; + auto num_elements = j.size(); + for(unsigned i = 0; i < num_elements; ++i) { + ss< kv_lookup; + for(auto kv_pair : kv_pairs) + kv_lookup[kv_pair.key] = kv_pair; + auto pos = 0; + ss<<"{"; + for(const auto& el : j.items()) { + + // the key in json is always a string, yet struct type uses pystring storage or raw value. -> check for that reason + auto key = el.key(); + auto skey = escape_to_python_str(key); + auto it = kv_lookup.find(key); + if(it == kv_lookup.end()) + it = kv_lookup.find(skey); + if(it == kv_lookup.end()) + throw std::runtime_error("type decode error, could not find key " + key); + + auto key_t = it->second.keyType; + auto val_t = it->second.valueType; + ss<()); + return j.get(); + } else if(j.is_number()) { + if(t != python::Type::I64 && t != python::Type::F64) + throw std::runtime_error("encoding mismatch, not number (float or int)"); + if(j.is_number_float()) { + auto val = j.get(); + return t == python::Type::I64 ? std::to_string((int64_t)val) : std::to_string(val); + } else { + auto val = j.get(); + return t == python::Type::I64 ? std::to_string(val) : std::to_string(val) + ".0"; + } + } else if(j.is_null()) { + if(!t.isOptionType() && t != python::Type::NULLVALUE) + throw std::runtime_error("encoding mismatch, not null"); + return "None"; + } else if(j.is_boolean()) { + if(t != python::Type::BOOLEAN) + throw std::runtime_error("encoding mismatch, not boolean"); + return j.get() ? "True" : "False"; + } else { + throw std::runtime_error("unknown json encountered."); + } + } + + std::string Field::internalJSONToPythonString() const { + // decode internal json string according to spec. + assert(_type.isDictionaryType()); + if(_type == python::Type::EMPTYDICT) + return "{}"; + + // is it a structured key type? + if(_type.isStructuredDictionaryType() || _type.isDictionaryType()) { + // special case: parse JSON dict + nlohmann::json j; + if(!_ptrValue) { + std::cerr<<"INTERNAL ERROR: no value stored for dict"<(_ptrValue)); + try { + j = nlohmann::json::parse(str); + return jsonToPython(j, _type); + } catch (nlohmann::json::parse_error& ex) { + std::cerr << "JSON parse error at byte " << ex.byte << std::endl; + return "json.loads(" + escape_to_python_str(str) + ")"; + } + } else { + throw std::runtime_error("internal error, what other struct is stored as JSON?"); + } + return "None"; + } + } \ No newline at end of file diff --git a/tuplex/utils/src/Row.cc b/tuplex/utils/src/Row.cc index b486ae045..38ab87a88 100644 --- a/tuplex/utils/src/Row.cc +++ b/tuplex/utils/src/Row.cc @@ -89,7 +89,7 @@ namespace tuplex { std::string Row::toPythonString() const { std::string s = "("; for(int i = 0; i < getNumColumns(); ++i) { - s += _values[i].desc(); + s += _values[i].toPythonString(); if(i != getNumColumns() - 1) s += ","; From 3f191df45573bf9cfb9dc669a0c22f6c1d30af3c Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Mon, 5 Sep 2022 11:37:38 -0400 Subject: [PATCH 056/286] test update --- tuplex/test/core/RowTest.cc | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/tuplex/test/core/RowTest.cc b/tuplex/test/core/RowTest.cc index 03a3f10bd..76fb71400 100644 --- a/tuplex/test/core/RowTest.cc +++ b/tuplex/test/core/RowTest.cc @@ -13,6 +13,7 @@ #include #include #include +#include using namespace tuplex; @@ -161,5 +162,9 @@ TEST(Row, StructTypeToPythonString) { auto stype = python::Type::makeStructuredDictType({std::make_pair("column1", stype_sub)}); Row r({Field::from_str_data("{\"column1\": {\"a\": 10, \"b\": 20, \"c\": null}}", stype)}); - std::cout< Date: Mon, 5 Sep 2022 13:57:59 -0400 Subject: [PATCH 057/286] adding typing based on structured type --- tuplex/codegen/include/TypeAnnotatorVisitor.h | 2 + tuplex/codegen/src/TypeAnnotatorVisitor.cc | 85 ++++++++++++++++++- tuplex/test/core/JSONPathSelection.cc | 81 ++++++++++++++++++ tuplex/test/utils/TestJSONUtils.cc | 1 + tuplex/utils/include/JsonStatistic.h | 19 +++-- tuplex/utils/src/JsonStatistic.cc | 44 +++++++--- 6 files changed, 216 insertions(+), 16 deletions(-) create mode 100644 tuplex/test/core/JSONPathSelection.cc diff --git a/tuplex/codegen/include/TypeAnnotatorVisitor.h b/tuplex/codegen/include/TypeAnnotatorVisitor.h index 468753f1b..8fe3bcfbf 100644 --- a/tuplex/codegen/include/TypeAnnotatorVisitor.h +++ b/tuplex/codegen/include/TypeAnnotatorVisitor.h @@ -73,6 +73,8 @@ namespace tuplex { size_t _ongoingLoopCount; + void typeStructuredDictSubscription(NSubscription* sub, const python::Type& type); + public: void reset() { diff --git a/tuplex/codegen/src/TypeAnnotatorVisitor.cc b/tuplex/codegen/src/TypeAnnotatorVisitor.cc index f993b9b1b..623661f4a 100644 --- a/tuplex/codegen/src/TypeAnnotatorVisitor.cc +++ b/tuplex/codegen/src/TypeAnnotatorVisitor.cc @@ -989,6 +989,84 @@ namespace tuplex { } } + void TypeAnnotatorVisitor::typeStructuredDictSubscription(tuplex::NSubscription *sub, const python::Type &type) { + assert(type.isStructuredDictionaryType()); + + // index by literal (or future: constant value?) +#ifndef NDEBUG + Logger::instance().defaultLogger().info("add support for constant-valued types here as well..."); + // maybe also normal-case speculation on struct type?? + // --> could be done as well... +#endif + + sub->setInferredType(python::Type::UNKNOWN); + + // is it homogenous in value type? -> simple decision, what to use as return type. + if(type.valueType() != python::Type::PYOBJECT) + sub->setInferredType(type.valueType()); + else { + // check whether there's a literal used for indexing and look up type + // (future: constant valued type should work as well!) + if(isLiteral(sub->_expression) || type.valueType().isConstantValued()) { + // check lookup in keys... + + auto keyerror_sym = _symbolTable.findSymbol("KeyError"); + assert(keyerror_sym); // must exist... + if(!keyerror_sym) + fatal_error("could not find KeyError symbol."); + auto keyError_type = keyerror_sym->type(); + + std::string lookup_key; + if(isLiteral(sub->_expression)) { + switch(sub->_expression->type()) { + case ASTNodeType::String: { + lookup_key = escape_to_python_str(static_cast(sub->_expression)->value()); + break; + } + case ASTNodeType::Number: { + lookup_key = static_cast(sub->_expression)->_value; + break; + } + case ASTNodeType::None: { + lookup_key = "None"; + break; + } + case ASTNodeType::Boolean: { + lookup_key = static_cast(sub->_expression)->_value; + break; + } + // could also type empty tuple, empty list, empty dict, ... @TODO. + default: { + // key error + sub->setInferredType(keyError_type); + return; + break; + } + } + } else if(type.valueType().isConstantValued()) { + lookup_key = type.valueType().constant(); + } + + // lookup in kv pairs... + auto kv_pairs = type.get_struct_pairs(); + auto it = std::find_if(kv_pairs.begin(), kv_pairs.end(), [&lookup_key](const python::StructEntry& entry) { + return entry.key == lookup_key; + }); + if(it != kv_pairs.end()) { + sub->setInferredType(it->valueType); + } else { + // -> if fails, set to key error! + + // warn? + Logger::instance().defaultLogger().warn("could not find key '" + lookup_key + + "' in structured dict type, code will always produce KeyError."); + sub->setInferredType(keyError_type); + } + } + } + } + + void TypeAnnotatorVisitor::visit(NSubscription *sub) { ApatheticVisitor::visit(sub); @@ -1083,7 +1161,12 @@ namespace tuplex { error("subscripting an empty dictionary will always yield a KeyError. Please fix code"); sub->setInferredType(python::Type::UNKNOWN); } else if(type.isDictionaryType()) { - sub->setInferredType(type.valueType()); + // special case: structured dict + if(type.isStructuredDictionaryType()) { + typeStructuredDictSubscription(sub, type); + } else { + sub->setInferredType(type.valueType()); + } } else if(python::Type::EMPTYLIST == type) { error("subscripting an empty list will always yield an IndexError. Please fix code"); sub->setInferredType(python::Type::UNKNOWN); diff --git a/tuplex/test/core/JSONPathSelection.cc b/tuplex/test/core/JSONPathSelection.cc new file mode 100644 index 000000000..1a014e87c --- /dev/null +++ b/tuplex/test/core/JSONPathSelection.cc @@ -0,0 +1,81 @@ +// +// Created by Leonhard Spiegelberg on 9/5/22. +// + +#include "TestUtils.h" +#include "JsonStatistic.h" + +namespace tuplex { + class SelectionPathAtom { + public: + SelectionPathAtom() : _index(-1), _is_wildcard(true) {} + + SelectionPathAtom(int index) : _index(index), _is_wildcard(false) {} + SelectionPathAtom(const std::string& key) : _index(-1), _is_wildcard(false), _key(key) {} + + static SelectionPathAtom wildcard() { + SelectionPathAtom a; a._is_wildcard = true; + return a; + } + + std::string desc() const { + if(_is_wildcard) + return "*"; + if(_index < 0) { + return std::to_string(_index); + } + return escape_to_python_str(_key); + } + private: + // only int and string keys supported for now + int _index; + std::string _key; + bool _is_wildcard; + }; + + // new projection pushdown mechanism. I.e., subselect "paths" into JSON/dict structure + struct SelectionPath { + // each path maps a single item to a target? + // 0.*.'test' + // maybe use https://datatracker.ietf.org/doc/id/draft-goessner-dispatch-jsonpath-00.html ? + + // so if we have something like row['repo']['name'] -> this should return only the name field + // and the selection path 'repo'.'name'. + // for arrays, use wildcard syntax for now, i.e. [*] to return everything. Yet, we can subselect within them + // by appending to the path + std::vector atoms; + + std::string desc() const { + std::stringstream ss; + for(unsigned i = 0; i < atoms.size(); ++i) { + ss<> column_names; + auto rows = parseRowsFromJSON(data, &column_names, false); + ASSERT_FALSE(rows.empty()); + + cout<<"type of first row: \n"< parseRowsFromJSON(const char* buf, size_t buf_size, std::vector>* outColumnNames=nullptr); - - inline std::vector parseRowsFromJSON(const std::string& s, std::vector>* outColumnNames=nullptr) { - return parseRowsFromJSON(s.c_str(), s.size() + 1, outColumnNames); + extern std::vector parseRowsFromJSON(const char* buf, + size_t buf_size, + std::vector>* outColumnNames=nullptr, + bool unwrap_rows=true); + + inline std::vector parseRowsFromJSON(const std::string& s, + std::vector>* outColumnNames=nullptr, + bool unwrap_rows=true) { + return parseRowsFromJSON(s.c_str(), s.size() + 1, outColumnNames, unwrap_rows); } // --> put implementation of this into JsonStatistic.cc file in utils/src/JsonStatistic.cc diff --git a/tuplex/utils/src/JsonStatistic.cc b/tuplex/utils/src/JsonStatistic.cc index 6bd31b0b5..c2c481ab0 100644 --- a/tuplex/utils/src/JsonStatistic.cc +++ b/tuplex/utils/src/JsonStatistic.cc @@ -249,7 +249,10 @@ namespace tuplex { return ""; } - std::vector parseRowsFromJSON(const char* buf, size_t buf_size, std::vector>* outColumnNames) { + std::vector parseRowsFromJSON(const char* buf, + size_t buf_size, + std::vector>* outColumnNames, + bool unwrap_rows) { using namespace std; assert(buf[buf_size - 1] == '\0'); @@ -290,6 +293,16 @@ namespace tuplex { for(auto it = stream.begin(); it != stream.end(); ++it) { auto doc = (*it); + // the full json string of a row can be obtained via + // std::cout << it.source() << std::endl; + string full_row; + { + stringstream ss; + ss< kv_pairs; + assert(fields.size() == row_column_names.size()); + for(unsigned i = 0; i < fields.size(); ++i) { + python::StructEntry entry; + entry.key = escape_to_python_str(row_column_names[i]); + entry.keyType = python::Type::STRING; + entry.valueType = fields[i].getType(); + kv_pairs.push_back(entry); + } + python::Type struct_type = python::Type::makeStructuredDictType(kv_pairs); + Row struct_row({Field::from_str_data(json_line, struct_type)}); + rows.push_back(struct_row); + } break; } @@ -377,6 +408,7 @@ namespace tuplex { // header? -> first line? // @TODO: not yet fully implemented!!! + throw std::runtime_error("not yet fully implemented..."); if(first_row) { bool all_elements_strings = true; @@ -407,14 +439,6 @@ namespace tuplex { } } first_row = true; - - // the full json string of a row can be obtained via - // std::cout << it.source() << std::endl; - // { - // stringstream ss; - // ss< Date: Tue, 6 Sep 2022 18:04:15 -0400 Subject: [PATCH 058/286] access path redo --- tuplex/core/include/AccessPathVisitor.h | 114 +++++++++++++ tuplex/core/src/AccessPathVisitor.cc | 215 ++++++++++++++++++++++++ tuplex/test/core/JSONPathSelection.cc | 85 ++++------ 3 files changed, 363 insertions(+), 51 deletions(-) create mode 100644 tuplex/core/include/AccessPathVisitor.h create mode 100644 tuplex/core/src/AccessPathVisitor.cc diff --git a/tuplex/core/include/AccessPathVisitor.h b/tuplex/core/include/AccessPathVisitor.h new file mode 100644 index 000000000..cd644459c --- /dev/null +++ b/tuplex/core/include/AccessPathVisitor.h @@ -0,0 +1,114 @@ +// +// Created by Leonhard Spiegelberg on 9/6/22. +// + +#ifndef TUPLEX_ACCESSPATHVISITOR_H +#define TUPLEX_ACCESSPATHVISITOR_H + +#include +#include +#include +#include +#include +#include +#include + +namespace tuplex { + + // for access path detection - no support for . syntax, i.e. something like x.hello.test won't be supported. + // basically the algorithm is for each identifier, fetch longest id[key1][key2]... chain. + // => then sort out unique ones! + class SelectionPathAtom { + public: + SelectionPathAtom() : _index(-1), _is_wildcard(true) {} + + SelectionPathAtom(int index) : _index(index), _is_wildcard(false) {} + SelectionPathAtom(const std::string& key) : _index(-1), _is_wildcard(false), _key(key) {} + + static SelectionPathAtom wildcard() { + SelectionPathAtom a; a._is_wildcard = true; + return a; + } + + std::string desc() const { + if(_is_wildcard) + return "*"; + if(_index >= 0) { + return std::to_string(_index); + } + return escape_to_python_str(_key); + } + private: + // only int and string keys supported for now + int _index; // raw value + std::string _key; // raw value + bool _is_wildcard; + }; + + // new projection pushdown mechanism. I.e., subselect "paths" into JSON/dict structure + struct SelectionPath { + // each path maps a single item to a target? + // 0.*.'test' + // maybe use https://datatracker.ietf.org/doc/id/draft-goessner-dispatch-jsonpath-00.html ? + + // so if we have something like row['repo']['name'] -> this should return only the name field + // and the selection path 'repo'.'name'. + // for arrays, use wildcard syntax for now, i.e. [*] to return everything. Yet, we can subselect within them + // by appending to the path + std::vector atoms; + std::string name; // identifier name + + std::string desc() const { + std::stringstream ss; + ss< _argNames; + std::unordered_map _argFullyUsed; + std::unordered_map> _argSubscriptIndices; + + // holds map from identifier -> accessPath + std::unordered_map> _accessPaths; + + // has subscript been already visited? + std::unordered_map _subscriptVisited; + + SelectionPath longestAccessPath(NSubscription* sub); + private: + bool subscript_visited(NSubscription* sub) { + assert(sub); + auto it = _subscriptVisited.find(sub); + if(it == _subscriptVisited.end()) + return false; + return it->second; + } + void mark_visited(NSubscription* sub) { _subscriptVisited[sub] = true; } + public: + AccessPathVisitor() : _tupleArgument(false), + _numColumns(0), _singleLambda(false) {} + + + std::vector getAccessedIndices() const; + }; +} +#endif //TUPLEX_ACCESSPATHVISITOR_H diff --git a/tuplex/core/src/AccessPathVisitor.cc b/tuplex/core/src/AccessPathVisitor.cc new file mode 100644 index 000000000..a658b2413 --- /dev/null +++ b/tuplex/core/src/AccessPathVisitor.cc @@ -0,0 +1,215 @@ +// +// Created by Leonhard Spiegelberg on 9/6/22. +// + +#include + +namespace tuplex { + std::vector AccessPathVisitor::getAccessedIndices() const { + + std::vector idxs; + + // first check what type it is + if(_tupleArgument) { + assert(_argNames.size() == 1); + std::string argName = _argNames.front(); + if(_argFullyUsed.at(argName)) { + for(unsigned i = 0; i < _numColumns; ++i) + idxs.push_back(i); + } else { + return _argSubscriptIndices.at(argName); + } + } else { + // simple, see which params are fully used. + for(unsigned i = 0; i < _argNames.size(); ++i) { + if(_argFullyUsed.at(_argNames[i])) + idxs.push_back(i); + } + } + + return idxs; + } + + void AccessPathVisitor::preOrder(ASTNode *node) { + switch(node->type()) { + case ASTNodeType::Lambda: { + assert(!_singleLambda); + _singleLambda = true; + + NLambda* lambda = (NLambda*)node; + auto itype = lambda->_arguments->getInferredType(); + assert(itype.isTupleType()); + + // how many elements? + _tupleArgument = itype.parameters().size() == 1 && + itype.parameters().front().isTupleType() && + itype.parameters().front() != python::Type::EMPTYTUPLE; + _numColumns = _tupleArgument ? itype.parameters().front().parameters().size() : itype.parameters().size(); + + // fetch identifiers for args + for(auto argNode : lambda->_arguments->_args) { + assert(argNode->type() == ASTNodeType::Parameter); + NIdentifier* id = ((NParameter*)argNode)->_identifier; + _argNames.push_back(id->_name); + _argFullyUsed[id->_name] = false; + _argSubscriptIndices[id->_name] = std::vector(); + } + + break; + } + + case ASTNodeType::Function: { + assert(!_singleLambda); + _singleLambda = true; + + NFunction* func = (NFunction*)node; + auto itype = func->_parameters->getInferredType(); + assert(itype.isTupleType()); + + // how many elements? + _tupleArgument = itype.parameters().size() == 1 && + itype.parameters().front().isTupleType() && + itype.parameters().front() != python::Type::EMPTYTUPLE; + _numColumns = _tupleArgument ? itype.parameters().front().parameters().size() : itype.parameters().size(); + + // fetch identifiers for args + for(auto argNode : func->_parameters->_args) { + assert(argNode->type() == ASTNodeType::Parameter); + NIdentifier* id = ((NParameter*)argNode)->_identifier; + _argNames.push_back(id->_name); + _argFullyUsed[id->_name] = false; + _argSubscriptIndices[id->_name] = std::vector(); + } + + break; + } + + case ASTNodeType::Identifier: { + NIdentifier* id = (NIdentifier*)node; + if(parent()->type() != ASTNodeType::Parameter && + parent()->type() != ASTNodeType::Subscription) { + // the actual identifier is fully used, mark as such! + _argFullyUsed[id->_name] = true; + } + + break; + } + + // check whether function with single parameter which is a tuple is accessed. + case ASTNodeType::Subscription: { + NSubscription* sub = (NSubscription*)node; + + assert(sub->_value->getInferredType() != python::Type::UNKNOWN); // type annotation/tracing must have run for this... + + auto val_type = sub->_value->getInferredType(); + // access/rewrite makes only sense for dict/tuple types! + // just simple stuff yet. + if (sub->_value->type() == ASTNodeType::Identifier && + (val_type.isTupleType() || val_type.isDictionaryType())) { + NIdentifier* id = (NIdentifier*)sub->_value; + + // first check whether this identifier is in args, + // if not ignore. + if(std::find(_argNames.begin(), _argNames.end(), id->_name) != _argNames.end()) { + // no nested paths yet, i.e. x[0][2] + if(sub->_expression->type() == ASTNodeType::Number) { + NNumber* num = (NNumber*)sub->_expression; + + // should be I64 or bool + assert(num->getInferredType() == python::Type::BOOLEAN || + num->getInferredType() == python::Type::I64); + + + // can save this one! + auto idx = num->getI64(); + + // negative indices should be converted to positive ones + if(idx < 0) + idx += _numColumns; + assert(idx >= 0 && idx < _numColumns); + + _argSubscriptIndices[id->_name].push_back(idx); + } else { + // dynamic access into identifier, so need to push completely back. + _argFullyUsed[id->_name] = true; + } + } + + } + + + // path: + auto path = longestAccessPath(sub); + if(!path.empty()) + std::cout<<"found path: "<type() == ASTNodeType::Subscription) { + + // has this node been already visited? + // yes, abort. + if(subscript_visited(sub)) + return {}; + // mark visited + mark_visited(sub); + + auto expr = sub->_expression; + auto value = sub->_value; + + // update name + if(value->type() == ASTNodeType::Identifier) { + p.name = ((NIdentifier*)value)->_name; + } + + // constant valued? + if(isLiteral(expr)) { + if(expr->type() == ASTNodeType::String) { + auto index = static_cast(expr)->value(); + p.atoms.push_back(SelectionPathAtom(index)); + } else if(expr->type() == ASTNodeType::Number + && deoptimizedType(expr->getInferredType()) == python::Type::I64) { + auto num = ((NNumber*)expr); + auto index = num->getI64(); + p.atoms.push_back(SelectionPathAtom(index)); + } else { + return p; // abort, can't decide for longest. + } + } else if(expr->getInferredType().isConstantValued()) { + // string? + auto t = expr->getInferredType().underlying(); + if(t == python::Type::STRING) { + p.atoms.push_back(expr->getInferredType().constant()); + } else if(t == python::Type::I64) { + p.atoms.push_back(std::stoi(expr->getInferredType().constant())); + } else { + return p; // abort, can't decide for longest. + } + } + + sub = dynamic_cast(value); + } + + return p; + } + + void AccessPathVisitor::postOrder(tuplex::ASTNode *node) { + if(!node) + return; + switch(node->type()) { + default: + break; + } + } +} \ No newline at end of file diff --git a/tuplex/test/core/JSONPathSelection.cc b/tuplex/test/core/JSONPathSelection.cc index 1a014e87c..45e8e8a4a 100644 --- a/tuplex/test/core/JSONPathSelection.cc +++ b/tuplex/test/core/JSONPathSelection.cc @@ -5,57 +5,7 @@ #include "TestUtils.h" #include "JsonStatistic.h" -namespace tuplex { - class SelectionPathAtom { - public: - SelectionPathAtom() : _index(-1), _is_wildcard(true) {} - - SelectionPathAtom(int index) : _index(index), _is_wildcard(false) {} - SelectionPathAtom(const std::string& key) : _index(-1), _is_wildcard(false), _key(key) {} - - static SelectionPathAtom wildcard() { - SelectionPathAtom a; a._is_wildcard = true; - return a; - } - - std::string desc() const { - if(_is_wildcard) - return "*"; - if(_index < 0) { - return std::to_string(_index); - } - return escape_to_python_str(_key); - } - private: - // only int and string keys supported for now - int _index; - std::string _key; - bool _is_wildcard; - }; - - // new projection pushdown mechanism. I.e., subselect "paths" into JSON/dict structure - struct SelectionPath { - // each path maps a single item to a target? - // 0.*.'test' - // maybe use https://datatracker.ietf.org/doc/id/draft-goessner-dispatch-jsonpath-00.html ? - - // so if we have something like row['repo']['name'] -> this should return only the name field - // and the selection path 'repo'.'name'. - // for arrays, use wildcard syntax for now, i.e. [*] to return everything. Yet, we can subselect within them - // by appending to the path - std::vector atoms; - - std::string desc() const { - std::stringstream ss; - for(unsigned i = 0; i < atoms.size(); ++i) { - ss< class JSONPathSelection : public PyTest {}; @@ -78,4 +28,37 @@ TEST_F(JSONPathSelection, BasicPathSelection) { udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, input_row_type)); auto output_row_type = udf.getOutputSchema().getRowType(); cout<<"output type of UDF: "<accept(apv); + auto indices = apv.getAccessedIndices(); + cout<<"visited indices: "< i.e., can this be restricted? + // what about redefinitions?d + // not really needed, use simple method for now... + // --> maybe track through assignments? + // if/else control flow is critical. Yet, that can be solved by simply following + // only valid control flow. + // also specialize according to normal case! + // i.e., maintain nametable pointing to access paths (?) + // def f(x): + // y = x['repo'] + // return y['url'] + // => this should make clear that only path 'repo'.'url' is needed. + // for literals/constants from global enclosure allow tracking as well! + // KEY = 'repo' + // def f(x): + // return x[KEY] + // should work as well. + } \ No newline at end of file From 610c057eec50720fee92278c0ba26e7d2150523d Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Wed, 7 Sep 2022 10:29:02 -0400 Subject: [PATCH 059/286] renaming csv.selectionPushdown -> optimizer.selectionPushdown --- benchmarks/311-demo/runtuplex.py | 2 +- benchmarks/311-demo/tuplex_config.json | 2 +- benchmarks/311/create_conf.py | 2 +- benchmarks/311/runtuplex.py | 2 +- benchmarks/311/tuplex_config_mt.json | 2 +- benchmarks/311/tuplex_config_st.json | 2 +- benchmarks/README.md | 2 +- benchmarks/dirty_zillow/create_conf.py | 2 +- benchmarks/dirty_zillow/runtuplex.py | 2 +- benchmarks/dirty_zillow/tuplex_config.json | 2 +- benchmarks/distributed/tuplex/run_tuplex.py | 2 +- benchmarks/flights/create_conf.py | 2 +- benchmarks/flights/run_on_aws.py | 2 +- benchmarks/flights/runtuplex.py | 4 +- benchmarks/flights/tuplex_config.json | 2 +- .../flights/tuplex_config_template.json | 2 +- benchmarks/logs/create_conf.py | 2 +- .../logs/manual_reorder/runtuplex-io.py | 2 +- benchmarks/logs/manual_reorder/runtuplex.py | 2 +- .../logs/manual_reorder/tuplex_config.json | 2 +- .../microbenchmarks/single_regex/runtuplex.py | 2 +- .../single_regex/tuplex_config.json | 2 +- benchmarks/logs/runtuplex-io.py | 2 +- benchmarks/logs/runtuplex.py | 2 +- benchmarks/logs/tuplex_config.json | 2 +- benchmarks/orc/runcsv-read-single.py | 2 +- benchmarks/orc/runcsv-write.py | 2 +- benchmarks/orc/runorc-read-single.py | 2 +- benchmarks/orc/runorc-write.py | 2 +- .../plot_scripts/figure10.py | 2 +- benchmarks/tpch/Q06/create_conf.py | 2 +- benchmarks/tpch/Q06/runtuplex.py | 2 +- benchmarks/tpch/Q19/create_conf.py | 2 +- benchmarks/tpch/Q19/runtuplex.py | 2 +- .../zillow/Z1/baseline/tuplex_config.json | 2 +- benchmarks/zillow/Z1/runtuplex-io.py | 2 +- benchmarks/zillow/Z1/runtuplex.py | 2 +- benchmarks/zillow/Z1/tuplex_config.json | 2 +- .../zillow/Z2/baseline/tuplex_config.json | 2 +- benchmarks/zillow/Z2/runtuplex.py | 2 +- benchmarks/zillow/Z2/tuplex_config.json | 2 +- tuplex/core/include/AccessPathVisitor.h | 46 +++++++++++++-- tuplex/core/include/ContextOptions.h | 2 +- tuplex/core/src/AccessPathVisitor.cc | 30 +++++++++- tuplex/core/src/ContextOptions.cc | 8 +-- tuplex/core/src/logical/LogicalPlan.cc | 4 +- tuplex/python/src/PythonContext.cc | 4 +- tuplex/python/tests/helper.py | 2 +- tuplex/python/tuplex/context.py | 2 +- tuplex/test/core/AggregateTest.cc | 2 +- tuplex/test/core/CacheTest.cc | 4 +- tuplex/test/core/DataFrameOperations.cc | 2 +- tuplex/test/core/FlightDataTest.cc | 18 +++--- tuplex/test/core/FullPipelines.cc | 58 +++++++++---------- tuplex/test/core/JSONPathSelection.cc | 49 ++++++++++++---- tuplex/test/core/JoinTest.cc | 2 +- tuplex/test/core/ResolveTests.cc | 6 +- tuplex/test/core/SelectionPushdownTest.cc | 8 +-- tuplex/test/core/SignalTest.cc | 2 +- tuplex/test/core/TPCH.cc | 8 +-- tuplex/test/core/TestUtils.h | 2 +- tuplex/test/core/UseCaseFunctionsTest.cc | 2 +- tuplex/test/wrappers/WrapperTest.cc | 8 +-- 63 files changed, 220 insertions(+), 133 deletions(-) diff --git a/benchmarks/311-demo/runtuplex.py b/benchmarks/311-demo/runtuplex.py index a3730c352..27275f16d 100644 --- a/benchmarks/311-demo/runtuplex.py +++ b/benchmarks/311-demo/runtuplex.py @@ -69,7 +69,7 @@ def fix_zip_codes(zips): "runTimeMemory": "128MB", "useLLVMOptimizer": True, "optimizer.nullValueOptimization": True, - "csv.selectionPushdown": True, + "optimizer.selectionPushdown": True, "optimizer.generateParser": True, "tuplex.optimizer.mergeExceptionsInOrder": False, "csv.filterPushdown": True, diff --git a/benchmarks/311-demo/tuplex_config.json b/benchmarks/311-demo/tuplex_config.json index 21fc1f982..1034acd46 100644 --- a/benchmarks/311-demo/tuplex_config.json +++ b/benchmarks/311-demo/tuplex_config.json @@ -1 +1 @@ -{"webui.enable": false, "executorMemory": "4G", "executorCount": 63, "driverMemory": "4G", "partitionSize": "32MB", "runTimeMemory": "4MB", "inputSplitSize": "8MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": false, "csv.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} +{"webui.enable": false, "executorMemory": "4G", "executorCount": 63, "driverMemory": "4G", "partitionSize": "32MB", "runTimeMemory": "4MB", "inputSplitSize": "8MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": false, "optimizer.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} diff --git a/benchmarks/311/create_conf.py b/benchmarks/311/create_conf.py index c5e2cfaed..476467a09 100644 --- a/benchmarks/311/create_conf.py +++ b/benchmarks/311/create_conf.py @@ -29,7 +29,7 @@ 'inputSplitSize' : args.input_split_size, 'useLLVMOptimizer' : args.opt_llvm, 'optimizer.nullValueOptimization' : args.opt_null, - 'csv.selectionPushdown' : args.opt_pushdown, + 'optimizer.selectionPushdown' : args.opt_pushdown, 'optimizer.generateParser' : args.opt_parser, 'optimizer.mergeExceptionsInOrder' : False, 'optimizer.filterPushdown' : args.opt_filter} diff --git a/benchmarks/311/runtuplex.py b/benchmarks/311/runtuplex.py index a3730c352..27275f16d 100644 --- a/benchmarks/311/runtuplex.py +++ b/benchmarks/311/runtuplex.py @@ -69,7 +69,7 @@ def fix_zip_codes(zips): "runTimeMemory": "128MB", "useLLVMOptimizer": True, "optimizer.nullValueOptimization": True, - "csv.selectionPushdown": True, + "optimizer.selectionPushdown": True, "optimizer.generateParser": True, "tuplex.optimizer.mergeExceptionsInOrder": False, "csv.filterPushdown": True, diff --git a/benchmarks/311/tuplex_config_mt.json b/benchmarks/311/tuplex_config_mt.json index 131bd1e58..b1041c01c 100644 --- a/benchmarks/311/tuplex_config_mt.json +++ b/benchmarks/311/tuplex_config_mt.json @@ -1 +1 @@ -{"webui.enable": false, "executorMemory": "6G", "executorCount": 15, "driverMemory": "10G", "partitionSize": "32MB", "runTimeMemory": "64MB", "inputSplitSize": "64MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": false, "csv.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} +{"webui.enable": false, "executorMemory": "6G", "executorCount": 15, "driverMemory": "10G", "partitionSize": "32MB", "runTimeMemory": "64MB", "inputSplitSize": "64MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": false, "optimizer.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} diff --git a/benchmarks/311/tuplex_config_st.json b/benchmarks/311/tuplex_config_st.json index f9655db6d..f0b0ccbb5 100644 --- a/benchmarks/311/tuplex_config_st.json +++ b/benchmarks/311/tuplex_config_st.json @@ -1 +1 @@ -{"webui.enable": false, "executorMemory": "6G", "executorCount": 0, "driverMemory": "100G", "partitionSize": "32MB", "runTimeMemory": "64MB", "inputSplitSize": "64MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": false, "csv.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} +{"webui.enable": false, "executorMemory": "6G", "executorCount": 0, "driverMemory": "100G", "partitionSize": "32MB", "runTimeMemory": "64MB", "inputSplitSize": "64MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": false, "optimizer.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} diff --git a/benchmarks/README.md b/benchmarks/README.md index 5d2a19f8a..c0c54544f 100644 --- a/benchmarks/README.md +++ b/benchmarks/README.md @@ -262,7 +262,7 @@ Use following config for flights, to get it fast... "autoUpcast":true, "optimizer.generateParser":true, "optimizer.nullValueOptimization": true, -"csv.selectionPushdown": true, +"optimizer.selectionPushdown": true, "resolveWithInterpreterOnly":false} ``` diff --git a/benchmarks/dirty_zillow/create_conf.py b/benchmarks/dirty_zillow/create_conf.py index 39bd486d1..2a20f36a7 100644 --- a/benchmarks/dirty_zillow/create_conf.py +++ b/benchmarks/dirty_zillow/create_conf.py @@ -29,7 +29,7 @@ 'inputSplitSize' : args.input_split_size, 'useLLVMOptimizer' : args.opt_llvm, 'optimizer.nullValueOptimization' : args.opt_null, - 'csv.selectionPushdown' : args.opt_pushdown, + 'optimizer.selectionPushdown' : args.opt_pushdown, 'optimizer.generateParser' : args.opt_parser, 'optimizer.mergeExceptionsInOrder' : False, 'optimizer.filterPushdown' : args.opt_filter} diff --git a/benchmarks/dirty_zillow/runtuplex.py b/benchmarks/dirty_zillow/runtuplex.py index ce1e4cd93..b1a476fb6 100644 --- a/benchmarks/dirty_zillow/runtuplex.py +++ b/benchmarks/dirty_zillow/runtuplex.py @@ -471,7 +471,7 @@ def extractZipcode(x): "runTimeMemory" : "128MB", "useLLVMOptimizer" : True, "optimizer.nullValueOptimization" : False, - "csv.selectionPushdown" : True, + "optimizer.selectionPushdown" : True, "optimizer.generateParser" : False} # bug when using generated parser. Need to fix that. if os.path.exists('tuplex_config.json'): diff --git a/benchmarks/dirty_zillow/tuplex_config.json b/benchmarks/dirty_zillow/tuplex_config.json index 131bd1e58..b1041c01c 100644 --- a/benchmarks/dirty_zillow/tuplex_config.json +++ b/benchmarks/dirty_zillow/tuplex_config.json @@ -1 +1 @@ -{"webui.enable": false, "executorMemory": "6G", "executorCount": 15, "driverMemory": "10G", "partitionSize": "32MB", "runTimeMemory": "64MB", "inputSplitSize": "64MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": false, "csv.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} +{"webui.enable": false, "executorMemory": "6G", "executorCount": 15, "driverMemory": "10G", "partitionSize": "32MB", "runTimeMemory": "64MB", "inputSplitSize": "64MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": false, "optimizer.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} diff --git a/benchmarks/distributed/tuplex/run_tuplex.py b/benchmarks/distributed/tuplex/run_tuplex.py index 2d9acc8da..31d5d625b 100644 --- a/benchmarks/distributed/tuplex/run_tuplex.py +++ b/benchmarks/distributed/tuplex/run_tuplex.py @@ -180,7 +180,7 @@ def filterBd(x): "runTimeMemory": "128MB", "useLLVMOptimizer": True, "optimizer.nullValueOptimization": False, - "csv.selectionPushdown": True, + "optimizer.selectionPushdown": True, } # Begin pipeline diff --git a/benchmarks/flights/create_conf.py b/benchmarks/flights/create_conf.py index aa9b5ff2d..7fa60b1cf 100644 --- a/benchmarks/flights/create_conf.py +++ b/benchmarks/flights/create_conf.py @@ -29,7 +29,7 @@ 'inputSplitSize' : args.input_split_size, 'useLLVMOptimizer' : args.opt_llvm, 'optimizer.nullValueOptimization' : args.opt_null, - 'csv.selectionPushdown' : args.opt_pushdown, + 'optimizer.selectionPushdown' : args.opt_pushdown, 'optimizer.generateParser' : args.opt_parser, 'optimizer.mergeExceptionsInOrder' : False, 'optimizer.filterPushdown' : args.opt_filter, diff --git a/benchmarks/flights/run_on_aws.py b/benchmarks/flights/run_on_aws.py index f904c50a0..50ebc94dd 100644 --- a/benchmarks/flights/run_on_aws.py +++ b/benchmarks/flights/run_on_aws.py @@ -289,7 +289,7 @@ def run_tuplex(instances, branch, enableLLVMOpt, enablePushdown, num_runs=5, num "partitionSize": "32MB", "runTimeMemory": "256MB", "useLLVMOptimizer": enableLLVMOpt, - "csv.selectionPushdown": enablePushdown} + "optimizer.selectionPushdown": enablePushdown} with open(config_file, 'w') as fp: json.dump(conf, fp) diff --git a/benchmarks/flights/runtuplex.py b/benchmarks/flights/runtuplex.py index ca1d79e5d..4c43c31d9 100644 --- a/benchmarks/flights/runtuplex.py +++ b/benchmarks/flights/runtuplex.py @@ -77,7 +77,7 @@ "runTimeMemory" : "128MB", "useLLVMOptimizer" : False, "optimizer.nullValueOptimization" : False, - "csv.selectionPushdown" : True, + "optimizer.selectionPushdown" : True, "tuplex.optimizer.generateParser": True} @@ -105,7 +105,7 @@ df = df.renameColumn(c, renamed_cols[i]) # if cache/nosf mode is active, prefilter -if args.simulate_spark and conf["csv.selectionPushdown"]: +if args.simulate_spark and conf["optimizer.selectionPushdown"]: df = df.selectColumns(time_req_cols) if args.simulate_spark: df = df.cache() diff --git a/benchmarks/flights/tuplex_config.json b/benchmarks/flights/tuplex_config.json index 5b260bbf4..2f56cec09 100644 --- a/benchmarks/flights/tuplex_config.json +++ b/benchmarks/flights/tuplex_config.json @@ -6,6 +6,6 @@ "runTimeMemory": "8MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": true, -"csv.selectionPushdown": true, +"optimizer.selectionPushdown": true, "resolveWithInterpreterOnly":false, "mergeRowsInOrder":false} diff --git a/benchmarks/flights/tuplex_config_template.json b/benchmarks/flights/tuplex_config_template.json index 5b260bbf4..2f56cec09 100644 --- a/benchmarks/flights/tuplex_config_template.json +++ b/benchmarks/flights/tuplex_config_template.json @@ -6,6 +6,6 @@ "runTimeMemory": "8MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": true, -"csv.selectionPushdown": true, +"optimizer.selectionPushdown": true, "resolveWithInterpreterOnly":false, "mergeRowsInOrder":false} diff --git a/benchmarks/logs/create_conf.py b/benchmarks/logs/create_conf.py index c5e2cfaed..476467a09 100644 --- a/benchmarks/logs/create_conf.py +++ b/benchmarks/logs/create_conf.py @@ -29,7 +29,7 @@ 'inputSplitSize' : args.input_split_size, 'useLLVMOptimizer' : args.opt_llvm, 'optimizer.nullValueOptimization' : args.opt_null, - 'csv.selectionPushdown' : args.opt_pushdown, + 'optimizer.selectionPushdown' : args.opt_pushdown, 'optimizer.generateParser' : args.opt_parser, 'optimizer.mergeExceptionsInOrder' : False, 'optimizer.filterPushdown' : args.opt_filter} diff --git a/benchmarks/logs/manual_reorder/runtuplex-io.py b/benchmarks/logs/manual_reorder/runtuplex-io.py index e2e7b6fa8..394fc67c5 100644 --- a/benchmarks/logs/manual_reorder/runtuplex-io.py +++ b/benchmarks/logs/manual_reorder/runtuplex-io.py @@ -212,7 +212,7 @@ def randomize_udf(x): "runTimeMemory": "128MB", "useLLVMOptimizer": False, "nullValueOptimization": False, - "csv.selectionPushdown": False, + "optimizer.selectionPushdown": False, "optimizer.generateParser": False } diff --git a/benchmarks/logs/manual_reorder/runtuplex.py b/benchmarks/logs/manual_reorder/runtuplex.py index c1ae51fbd..5bb8844b8 100644 --- a/benchmarks/logs/manual_reorder/runtuplex.py +++ b/benchmarks/logs/manual_reorder/runtuplex.py @@ -220,7 +220,7 @@ def randomize_udf(x): "runTimeMemory": "128MB", "useLLVMOptimizer": False, "nullValueOptimization": False, - "csv.selectionPushdown": False, + "optimizer.selectionPushdown": False, "optimizer.generateParser": False } diff --git a/benchmarks/logs/manual_reorder/tuplex_config.json b/benchmarks/logs/manual_reorder/tuplex_config.json index abcb51a05..3fe7e171d 100644 --- a/benchmarks/logs/manual_reorder/tuplex_config.json +++ b/benchmarks/logs/manual_reorder/tuplex_config.json @@ -7,7 +7,7 @@ "inputSplitSize": "64MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": true, - "csv.selectionPushdown": true, + "optimizer.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} diff --git a/benchmarks/logs/microbenchmarks/single_regex/runtuplex.py b/benchmarks/logs/microbenchmarks/single_regex/runtuplex.py index b6dd52f29..3baec7bc8 100644 --- a/benchmarks/logs/microbenchmarks/single_regex/runtuplex.py +++ b/benchmarks/logs/microbenchmarks/single_regex/runtuplex.py @@ -70,7 +70,7 @@ def ParseWithRegex(logline): "runTimeMemory": "128MB", "useLLVMOptimizer": False, "nullValueOptimization": False, - "csv.selectionPushdown": False, + "optimizer.selectionPushdown": False, "optimizer.generateParser": False } diff --git a/benchmarks/logs/microbenchmarks/single_regex/tuplex_config.json b/benchmarks/logs/microbenchmarks/single_regex/tuplex_config.json index 0b7ba04e7..8b7f8d5c8 100644 --- a/benchmarks/logs/microbenchmarks/single_regex/tuplex_config.json +++ b/benchmarks/logs/microbenchmarks/single_regex/tuplex_config.json @@ -7,6 +7,6 @@ "runTimeMemory": "256MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": false, - "csv.selectionPushdown": false, + "optimizer.selectionPushdown": false, "optimizer.generateParser": false } diff --git a/benchmarks/logs/runtuplex-io.py b/benchmarks/logs/runtuplex-io.py index 067fe41fe..1dd3031cf 100644 --- a/benchmarks/logs/runtuplex-io.py +++ b/benchmarks/logs/runtuplex-io.py @@ -156,7 +156,7 @@ def randomize_udf(x): "runTimeMemory": "128MB", "useLLVMOptimizer": False, "nullValueOptimization": False, - "csv.selectionPushdown": False, + "optimizer.selectionPushdown": False, "optimizer.generateParser": False } diff --git a/benchmarks/logs/runtuplex.py b/benchmarks/logs/runtuplex.py index 5532c1a4c..4975d048f 100644 --- a/benchmarks/logs/runtuplex.py +++ b/benchmarks/logs/runtuplex.py @@ -220,7 +220,7 @@ def randomize_udf(x): "runTimeMemory": "128MB", "useLLVMOptimizer": False, "nullValueOptimization": False, - "csv.selectionPushdown": False, + "optimizer.selectionPushdown": False, "optimizer.generateParser": False } diff --git a/benchmarks/logs/tuplex_config.json b/benchmarks/logs/tuplex_config.json index 4b683e6b8..903cb2629 100644 --- a/benchmarks/logs/tuplex_config.json +++ b/benchmarks/logs/tuplex_config.json @@ -7,7 +7,7 @@ "inputSplitSize": "64MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": true, - "csv.selectionPushdown": true, + "optimizer.selectionPushdown": true, "optimizer.generateParser": false, "optimizer.mergeExceptionsInOrder": false, "optimizer.filterPushdown": true} diff --git a/benchmarks/orc/runcsv-read-single.py b/benchmarks/orc/runcsv-read-single.py index 046a30158..bde4b62fc 100644 --- a/benchmarks/orc/runcsv-read-single.py +++ b/benchmarks/orc/runcsv-read-single.py @@ -41,7 +41,7 @@ "runTimeMemory" : "128MB", "useLLVMOptimizer" : True, "optimizer.nullValueOptimization" : False, - "csv.selectionPushdown" : True} + "optimizer.selectionPushdown" : True} if os.path.exists('tuplex_config.json'): with open('tuplex_config.json') as fp: diff --git a/benchmarks/orc/runcsv-write.py b/benchmarks/orc/runcsv-write.py index a43753a4a..13d3abf95 100644 --- a/benchmarks/orc/runcsv-write.py +++ b/benchmarks/orc/runcsv-write.py @@ -41,7 +41,7 @@ "runTimeMemory" : "128MB", "useLLVMOptimizer" : True, "optimizer.nullValueOptimization" : False, - "csv.selectionPushdown" : True} + "optimizer.selectionPushdown" : True} if os.path.exists('tuplex_config.json'): with open('tuplex_config.json') as fp: diff --git a/benchmarks/orc/runorc-read-single.py b/benchmarks/orc/runorc-read-single.py index 845ada1eb..39117e09c 100644 --- a/benchmarks/orc/runorc-read-single.py +++ b/benchmarks/orc/runorc-read-single.py @@ -41,7 +41,7 @@ "runTimeMemory" : "128MB", "useLLVMOptimizer" : True, "optimizer.nullValueOptimization" : False, - "csv.selectionPushdown" : True} + "optimizer.selectionPushdown" : True} if os.path.exists('tuplex_config.json'): with open('tuplex_config.json') as fp: diff --git a/benchmarks/orc/runorc-write.py b/benchmarks/orc/runorc-write.py index c57007190..3df6cdb26 100644 --- a/benchmarks/orc/runorc-write.py +++ b/benchmarks/orc/runorc-write.py @@ -41,7 +41,7 @@ "runTimeMemory" : "128MB", "useLLVMOptimizer" : True, "optimizer.nullValueOptimization" : False, - "csv.selectionPushdown" : True} + "optimizer.selectionPushdown" : True} if os.path.exists('tuplex_config.json'): with open('tuplex_config.json') as fp: diff --git a/benchmarks/sigmod21-reproducibility/plot_scripts/figure10.py b/benchmarks/sigmod21-reproducibility/plot_scripts/figure10.py index 254a689de..353bba8b3 100644 --- a/benchmarks/sigmod21-reproducibility/plot_scripts/figure10.py +++ b/benchmarks/sigmod21-reproducibility/plot_scripts/figure10.py @@ -121,7 +121,7 @@ def extractType(row): t += 'sf' else: t += 'nosf' - if row['csv.selectionPushdown']: + if row['optimizer.selectionPushdown']: t += '+logical' if row['optimizer.nullValueOptimization']: t += '+null' diff --git a/benchmarks/tpch/Q06/create_conf.py b/benchmarks/tpch/Q06/create_conf.py index abe2b7344..dceb75bc0 100644 --- a/benchmarks/tpch/Q06/create_conf.py +++ b/benchmarks/tpch/Q06/create_conf.py @@ -30,7 +30,7 @@ 'inputSplitSize' : args.input_split_size, 'useLLVMOptimizer' : args.opt_llvm, 'optimizer.nullValueOptimization' : args.opt_null, - 'csv.selectionPushdown' : args.opt_pushdown, + 'optimizer.selectionPushdown' : args.opt_pushdown, 'optimizer.generateParser' : args.opt_parser, 'optimizer.mergeExceptionsInOrder' : False, 'optimizer.filterPushdown' : args.opt_filter} diff --git a/benchmarks/tpch/Q06/runtuplex.py b/benchmarks/tpch/Q06/runtuplex.py index 170f980fd..0305e08f2 100644 --- a/benchmarks/tpch/Q06/runtuplex.py +++ b/benchmarks/tpch/Q06/runtuplex.py @@ -36,7 +36,7 @@ "runTimeMemory": "128MB", "useLLVMOptimizer": True, "nullValueOptimization": True, - "csv.selectionPushdown": True, + "optimizer.selectionPushdown": True, "optimizer.generateParser": True, } diff --git a/benchmarks/tpch/Q19/create_conf.py b/benchmarks/tpch/Q19/create_conf.py index abe2b7344..dceb75bc0 100644 --- a/benchmarks/tpch/Q19/create_conf.py +++ b/benchmarks/tpch/Q19/create_conf.py @@ -30,7 +30,7 @@ 'inputSplitSize' : args.input_split_size, 'useLLVMOptimizer' : args.opt_llvm, 'optimizer.nullValueOptimization' : args.opt_null, - 'csv.selectionPushdown' : args.opt_pushdown, + 'optimizer.selectionPushdown' : args.opt_pushdown, 'optimizer.generateParser' : args.opt_parser, 'optimizer.mergeExceptionsInOrder' : False, 'optimizer.filterPushdown' : args.opt_filter} diff --git a/benchmarks/tpch/Q19/runtuplex.py b/benchmarks/tpch/Q19/runtuplex.py index 51578e935..71e4965cf 100644 --- a/benchmarks/tpch/Q19/runtuplex.py +++ b/benchmarks/tpch/Q19/runtuplex.py @@ -69,7 +69,7 @@ "runTimeMemory": "128MB", "useLLVMOptimizer": True, "nullValueOptimization": True, - "csv.selectionPushdown": True, + "optimizer.selectionPushdown": True, "optimizer.generateParser": True, } diff --git a/benchmarks/zillow/Z1/baseline/tuplex_config.json b/benchmarks/zillow/Z1/baseline/tuplex_config.json index 15a23d639..15e44eb85 100644 --- a/benchmarks/zillow/Z1/baseline/tuplex_config.json +++ b/benchmarks/zillow/Z1/baseline/tuplex_config.json @@ -8,7 +8,7 @@ "runTimeMemory": "256MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": true, - "csv.selectionPushdown": true, + "optimizer.selectionPushdown": true, "optimizer.generateParser": true, "optimizer.filterPushdown": true } diff --git a/benchmarks/zillow/Z1/runtuplex-io.py b/benchmarks/zillow/Z1/runtuplex-io.py index 8b8bdac3d..edd4e0eac 100644 --- a/benchmarks/zillow/Z1/runtuplex-io.py +++ b/benchmarks/zillow/Z1/runtuplex-io.py @@ -149,7 +149,7 @@ def filterBd(x): "runTimeMemory" : "128MB", "useLLVMOptimizer" : True, "optimizer.nullValueOptimization" : True, - "csv.selectionPushdown" : True} + "optimizer.selectionPushdown" : True} # # conf for r5d.4xlarge (in total: 100GB, same as spark) # conf = {"webui.enable" : False, diff --git a/benchmarks/zillow/Z1/runtuplex.py b/benchmarks/zillow/Z1/runtuplex.py index 8358011e9..2eeb52789 100644 --- a/benchmarks/zillow/Z1/runtuplex.py +++ b/benchmarks/zillow/Z1/runtuplex.py @@ -155,7 +155,7 @@ def filterBd(x): "runTimeMemory" : "128MB", "useLLVMOptimizer" : True, "optimizer.nullValueOptimization" : False, - "csv.selectionPushdown" : True} + "optimizer.selectionPushdown" : True} # # conf for r5d.4xlarge (in total: 100GB, same as spark) # conf = {"webui.enable" : False, diff --git a/benchmarks/zillow/Z1/tuplex_config.json b/benchmarks/zillow/Z1/tuplex_config.json index 37a959909..7d423cdf7 100644 --- a/benchmarks/zillow/Z1/tuplex_config.json +++ b/benchmarks/zillow/Z1/tuplex_config.json @@ -6,4 +6,4 @@ "runTimeMemory": "8MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": true, - "csv.selectionPushdown": true} + "optimizer.selectionPushdown": true} diff --git a/benchmarks/zillow/Z2/baseline/tuplex_config.json b/benchmarks/zillow/Z2/baseline/tuplex_config.json index 15a23d639..15e44eb85 100644 --- a/benchmarks/zillow/Z2/baseline/tuplex_config.json +++ b/benchmarks/zillow/Z2/baseline/tuplex_config.json @@ -8,7 +8,7 @@ "runTimeMemory": "256MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": true, - "csv.selectionPushdown": true, + "optimizer.selectionPushdown": true, "optimizer.generateParser": true, "optimizer.filterPushdown": true } diff --git a/benchmarks/zillow/Z2/runtuplex.py b/benchmarks/zillow/Z2/runtuplex.py index c30445d5f..3ea09bf98 100644 --- a/benchmarks/zillow/Z2/runtuplex.py +++ b/benchmarks/zillow/Z2/runtuplex.py @@ -158,7 +158,7 @@ def filterBd(x): "useLLVMOptimizer" : True, "optimizer.nullValueOptimization" : False, "tuplex.allowUndefinedBehavior" : False, - "csv.selectionPushdown" : True, + "optimizer.selectionPushdown" : True, "optimizer.filterPushdown" : True, "optimizer.generateParser": False} diff --git a/benchmarks/zillow/Z2/tuplex_config.json b/benchmarks/zillow/Z2/tuplex_config.json index 7994466a1..b460c4315 100644 --- a/benchmarks/zillow/Z2/tuplex_config.json +++ b/benchmarks/zillow/Z2/tuplex_config.json @@ -6,4 +6,4 @@ "runTimeMemory": "8MB", "useLLVMOptimizer": true, "optimizer.nullValueOptimization": true, - "csv.selectionPushdown": true} \ No newline at end of file + "optimizer.selectionPushdown": true} \ No newline at end of file diff --git a/tuplex/core/include/AccessPathVisitor.h b/tuplex/core/include/AccessPathVisitor.h index cd644459c..8421dd0a2 100644 --- a/tuplex/core/include/AccessPathVisitor.h +++ b/tuplex/core/include/AccessPathVisitor.h @@ -38,6 +38,14 @@ namespace tuplex { } return escape_to_python_str(_key); } + + bool operator == (const SelectionPathAtom& other) const { + return _index == other._index && _key == other._key && _is_wildcard == other._is_wildcard; + } + + bool operator != (const SelectionPathAtom& other) const { + return !(*this == other); + } private: // only int and string keys supported for now int _index; // raw value @@ -58,6 +66,11 @@ namespace tuplex { std::vector atoms; std::string name; // identifier name + SelectionPath() {} + + SelectionPath(const std::string& name, + const std::vector& atoms) : name(name), atoms(atoms) {} + std::string desc() const { std::stringstream ss; ss<> _accessPaths; // has subscript been already visited? - std::unordered_map _subscriptVisited; + std::unordered_map _nodeVisited; SelectionPath longestAccessPath(NSubscription* sub); + + std::vector _accessedPaths; // holds ALL accessed paths private: - bool subscript_visited(NSubscription* sub) { - assert(sub); - auto it = _subscriptVisited.find(sub); - if(it == _subscriptVisited.end()) + bool node_visited(ASTNode* n) { + assert(n); + auto it = _nodeVisited.find(n); + if(it == _nodeVisited.end()) return false; return it->second; } - void mark_visited(NSubscription* sub) { _subscriptVisited[sub] = true; } + void mark_visited(ASTNode* n) { if(!n)return; _nodeVisited[n] = true; } public: AccessPathVisitor() : _tupleArgument(false), _numColumns(0), _singleLambda(false) {} std::vector getAccessedIndices() const; + + std::vector accessedPaths() const { return _accessedPaths; } }; } #endif //TUPLEX_ACCESSPATHVISITOR_H diff --git a/tuplex/core/include/ContextOptions.h b/tuplex/core/include/ContextOptions.h index 51912124f..92248c59f 100644 --- a/tuplex/core/include/ContextOptions.h +++ b/tuplex/core/include/ContextOptions.h @@ -53,7 +53,7 @@ namespace tuplex { bool OPT_FILTER_PUSHDOWN() const { return stringToBool(_store.at("tuplex.optimizer.filterPushdown")); } bool OPT_OPERATOR_REORDERING() const { return stringToBool(_store.at("tuplex.optimizer.operatorReordering")); } bool OPT_MERGE_EXCEPTIONS_INORDER() const { return stringToBool(_store.at("tuplex.optimizer.mergeExceptionsInOrder")); } - bool CSV_PARSER_SELECTION_PUSHDOWN() const; //! whether to use selection pushdown in the parser. If false, then full data will be serialized. + bool OPT_SELECTION_PUSHDOWN() const; //! whether to use selection pushdown when reading files. If false, then full data will be always read and thus serialized within memory. bool INTERLEAVE_IO() const { return stringToBool(_store.at("tuplex.interleaveIO")); } //! whether to first load, compute, then write or use IO thread to interleave IO work with compute work for faster speeds. bool RESOLVE_WITH_INTERPRETER_ONLY() const { return stringToBool(_store.at("tuplex.resolveWithInterpreterOnly")); } diff --git a/tuplex/core/src/AccessPathVisitor.cc b/tuplex/core/src/AccessPathVisitor.cc index a658b2413..1a8541543 100644 --- a/tuplex/core/src/AccessPathVisitor.cc +++ b/tuplex/core/src/AccessPathVisitor.cc @@ -140,8 +140,13 @@ namespace tuplex { // path: auto path = longestAccessPath(sub); - if(!path.empty()) + if(!path.empty()) { + _accessedPaths.push_back(path); +#ifndef NDEBUG std::cout<<"found path: "<type() == ASTNodeType::Identifier) { p.name = ((NIdentifier*)value)->_name; + mark_visited(value); // mark the identifier as visited } // constant valued? @@ -184,6 +190,7 @@ namespace tuplex { auto index = num->getI64(); p.atoms.push_back(SelectionPathAtom(index)); } else { + std::reverse(p.atoms.begin(), p.atoms.end()); // b.c. of descent, need to reverse order return p; // abort, can't decide for longest. } } else if(expr->getInferredType().isConstantValued()) { @@ -194,6 +201,7 @@ namespace tuplex { } else if(t == python::Type::I64) { p.atoms.push_back(std::stoi(expr->getInferredType().constant())); } else { + std::reverse(p.atoms.begin(), p.atoms.end()); // b.c. of descent, need to reverse order return p; // abort, can't decide for longest. } } @@ -201,6 +209,7 @@ namespace tuplex { sub = dynamic_cast(value); } + std::reverse(p.atoms.begin(), p.atoms.end()); // b.c. of descent, need to reverse order return p; } @@ -208,6 +217,23 @@ namespace tuplex { if(!node) return; switch(node->type()) { + case ASTNodeType::Identifier: { + NIdentifier *id = (NIdentifier*)node; + // for identifiers that are not path of subscript AND within function body, + // add access path if not visited + if(parent() && parent()->type() == ASTNodeType::Parameter) + return; + if(!node_visited(id)) { + mark_visited(id); + SelectionPath path; + path.name = id->_name; // a path without atoms. + _accessedPaths.push_back(path); +#ifndef NDEBUG + std::cout<<"Found access path: "< i.e. only parse accessed fields! - if(context.getOptions().CSV_PARSER_SELECTION_PUSHDOWN()) { + if(context.getOptions().OPT_SELECTION_PUSHDOWN()) { // note: set dropOperators to true to get rid off not computed columns!!! vector cols; diff --git a/tuplex/python/src/PythonContext.cc b/tuplex/python/src/PythonContext.cc index 9605cc671..74f99d0c1 100644 --- a/tuplex/python/src/PythonContext.cc +++ b/tuplex/python/src/PythonContext.cc @@ -1519,8 +1519,8 @@ namespace tuplex { // @TODO: move to optimizer PyDict_SetItem(dictObject, - python::PyString_FromString("tuplex.csv.selectionPushdown"), - python::boolToPython(co.CSV_PARSER_SELECTION_PUSHDOWN())); + python::PyString_FromString("tuplex.optimizer.selectionPushdown"), + python::boolToPython(co.OPT_SELECTION_PUSHDOWN())); PyDict_SetItem(dictObject, diff --git a/tuplex/python/tests/helper.py b/tuplex/python/tests/helper.py index b64ff0748..ba07680b9 100644 --- a/tuplex/python/tests/helper.py +++ b/tuplex/python/tests/helper.py @@ -16,4 +16,4 @@ def test_options(): "tuplex.allowUndefinedBehavior" : False, "tuplex.webui.enable" : False, "tuplex.optimizer.mergeExceptionsInOrder": True, - "tuplex.csv.selectionPushdown" : True} \ No newline at end of file + "tuplex.optimizer.selectionPushdown" : True} \ No newline at end of file diff --git a/tuplex/python/tuplex/context.py b/tuplex/python/tuplex/context.py index f05902c61..d3cf7c0ba 100644 --- a/tuplex/python/tuplex/context.py +++ b/tuplex/python/tuplex/context.py @@ -73,7 +73,7 @@ def __init__(self, conf=None, name="", **kwargs): csv.quotechar (str): single character denoting the character that is used as quote char according to RFC-4180 standard. E.g. ``'"'`` csv.comments (str): list of single character string which indicate start of a comment line, e.g. ``['#', '~']`` csv.generateParser (str) or (bool): Whether to use C++ parser or a LLVM code generated parser - csv.selectionPushdown (str) or (bool): When enabled, then the physical planner will generate a parser that \ + optimizer.selectionPushdown (str) or (bool): When enabled, then the physical planner will generate a parser that \ only serializes data that is required within the pipeline. """ diff --git a/tuplex/test/core/AggregateTest.cc b/tuplex/test/core/AggregateTest.cc index cd8e8554d..4583b714a 100644 --- a/tuplex/test/core/AggregateTest.cc +++ b/tuplex/test/core/AggregateTest.cc @@ -372,7 +372,7 @@ TEST_F(AggregateTest, UniqueMixedTypesWithInterpreterFallback) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "true"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.generateParser", "false"); Context c_ref(opt_ref); diff --git a/tuplex/test/core/CacheTest.cc b/tuplex/test/core/CacheTest.cc index 81454defa..ebe10479d 100644 --- a/tuplex/test/core/CacheTest.cc +++ b/tuplex/test/core/CacheTest.cc @@ -118,7 +118,7 @@ TEST_F(CacheTest, SimpleCSVLoad) { auto opt = microTestOptions(); // first, deactivate logical optimizations and make caching work as is... - opt.set("tuplex.csv.selectionPushdown", "false"); + opt.set("tuplex.optimizer.selectionPushdown", "false"); opt.set("tuplex.optimizer.nullValueOptimization", "false"); opt.set("tuplex.optimizer.filterPushdown", "false"); opt.set("tuplex.optimizer.sharedObjectPropagation", "false"); @@ -151,7 +151,7 @@ TEST_F(CacheTest, LogicalOptCSVLoad) { auto opt = microTestOptions(); // first, deactivate logical optimizations and make caching work as is... - opt.set("tuplex.csv.selectionPushdown", "true"); + opt.set("tuplex.optimizer.selectionPushdown", "true"); opt.set("tuplex.optimizer.nullValueOptimization", "false"); opt.set("tuplex.optimizer.filterPushdown", "true"); opt.set("tuplex.optimizer.sharedObjectPropagation", "false"); diff --git a/tuplex/test/core/DataFrameOperations.cc b/tuplex/test/core/DataFrameOperations.cc index 220aa0fc8..231cd1d29 100644 --- a/tuplex/test/core/DataFrameOperations.cc +++ b/tuplex/test/core/DataFrameOperations.cc @@ -104,7 +104,7 @@ TEST_F(CSVDataFrameTest, HeaderlessStringFile) { auto conf = testOptions(); // deactivate optimizers for now conf.set("tuplex.optimizer.filterPushdown", "false"); - conf.set("tuplex.csv.selectionPushdown", "false"); + conf.set("tuplex.optimizer.selectionPushdown", "false"); conf.set("tuplex.useLLVMOptimizer", "false"); conf.set("tuplex.executorCount", "0"); conf.set("tuplex.optimizer.generateParser", "false"); diff --git a/tuplex/test/core/FlightDataTest.cc b/tuplex/test/core/FlightDataTest.cc index 3d90bbca3..39e83cd00 100644 --- a/tuplex/test/core/FlightDataTest.cc +++ b/tuplex/test/core/FlightDataTest.cc @@ -293,7 +293,7 @@ TEST_F(FlightDataTest, AirportCleaning) { opt.set("tuplex.useLLVMOptimizer", "false"); // deactivate // projection pushdown enabled! - opt.set("tuplex.csv.selectionPushdown", "true"); + opt.set("tuplex.optimizer.selectionPushdown", "true"); // null value opt! // opt.set("tuplex.optimizer.nullValueOptimization", "true"); @@ -371,7 +371,7 @@ TEST_F(FlightDataTest, LeftJoin) { // Notes: prob need to adjust columns in projection pushdown because of change in map operator... // also need to overwrite for rename/empty UDF... - opt.set("tuplex.csv.selectionPushdown", "true"); + opt.set("tuplex.optimizer.selectionPushdown", "true"); Context c(opt); @@ -585,7 +585,7 @@ TEST_F(FlightDataTest, SelectAndFilterPushdown) { // deactivate NULL value optimization opt.set("tuplex.optimizer.nullValueOptimization", "false"); - opt.set("tuplex.csv.selectionPushdown", "true"); + opt.set("tuplex.optimizer.selectionPushdown", "true"); Context ctx(opt); @@ -617,7 +617,7 @@ TEST_F(FlightDataTest, WeirdFilterIssue) { // deactivate NULL value optimization opt.set("tuplex.optimizer.filterPushdown", "true"); - opt.set("tuplex.csv.selectionPushdown", "false"); + opt.set("tuplex.optimizer.selectionPushdown", "false"); Context ctx(opt); @@ -654,11 +654,11 @@ TEST_F(FlightDataTest, ProjectionPushdown) { // deactivate NULL value optimization opt.set("tuplex.optimizer.nullValueOptimization", "false"); - opt.set("tuplex.csv.selectionPushdown", "true"); + opt.set("tuplex.optimizer.selectionPushdown", "true"); opt.set("tuplex.optimizer.filterPushdown", "true"); auto opt_ref = opt; - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.filterPushdown", "false"); // test a couple pipelines using the two different context objects. @@ -747,7 +747,7 @@ TEST_F(FlightDataTest, ProjectionPushdownInvariant) { // deactivate NULL value optimization opt.set("tuplex.optimizer.nullValueOptimization", "false"); - opt.set("tuplex.csv.selectionPushdown", "true"); + opt.set("tuplex.optimizer.selectionPushdown", "true"); Context c(opt); @@ -819,7 +819,7 @@ TEST_F(FlightDataTest, LargeFilePipeline) { opt.set("tuplex.inputSplitSize", "64MB"); opt.set("tuplex.runTimeMemory", "340MB"); opt.set("tuplex.optimizer.generateParser", "true"); - opt.set("tuplex.csv.selectionPushdown", "true"); + opt.set("tuplex.optimizer.selectionPushdown", "true"); Context c(opt); @@ -845,7 +845,7 @@ TEST_F(FlightDataTest, FallbackPythonDict) { opt.set("tuplex.optimizer.generateParser", "false"); opt.set("tuplex.optimizer.nullValueOptimization", "true"); opt.set("tuplex.optimizer.operatorReordering", "false"); - opt.set("tuplex.csv.selectionPushdown", "false"); + opt.set("tuplex.optimizer.selectionPushdown", "false"); Context c(opt); diff --git a/tuplex/test/core/FullPipelines.cc b/tuplex/test/core/FullPipelines.cc index 8c5429a31..f676ddfd6 100644 --- a/tuplex/test/core/FullPipelines.cc +++ b/tuplex/test/core/FullPipelines.cc @@ -656,7 +656,7 @@ TEST_F(PipelinesTest, ZillowConfigHarness) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.generateParser", "false"); Context c_ref(opt_ref); @@ -671,14 +671,14 @@ TEST_F(PipelinesTest, ZillowConfigHarness) { // with projection pushdown enabled auto opt_proj = opt_ref; - opt_proj.set("tuplex.csv.selectionPushdown", "true"); + opt_proj.set("tuplex.optimizer.selectionPushdown", "true"); Context c_proj(opt_proj); auto r_proj = pipelineAsStrs(zillowPipeline(c_proj, zpath, cache)); compareStrArrays(r_proj, ref, true); // with projection pushdown + LLVM Optimizers auto opt_proj_wLLVMOpt = opt_ref; - opt_proj_wLLVMOpt.set("tuplex.csv.selectionPushdown", "true"); + opt_proj_wLLVMOpt.set("tuplex.optimizer.selectionPushdown", "true"); opt_proj_wLLVMOpt.set("tuplex.useLLVMOptimizer", "true"); Context c_proj_wLLVMOpt(opt_proj_wLLVMOpt); auto r_proj_wLLVMOpt = pipelineAsStrs(zillowPipeline(c_proj_wLLVMOpt, zpath, cache)); @@ -694,7 +694,7 @@ TEST_F(PipelinesTest, ZillowConfigHarness) { // with null value + proj auto opt_null_proj = opt_ref; opt_null_proj.set("tuplex.optimizer.nullValueOptimization", "true"); - opt_null_proj.set("tuplex.csv.selectionPushdown", "true"); + opt_null_proj.set("tuplex.optimizer.selectionPushdown", "true"); Context c_null_proj(opt_null_proj); auto r_null_proj = pipelineAsStrs(zillowPipeline(c_null_proj, zpath, cache)); compareStrArrays(r_null_proj, ref, true); @@ -702,7 +702,7 @@ TEST_F(PipelinesTest, ZillowConfigHarness) { // with null value + proj + llvmopt auto opt_null_proj_opt = opt_ref; opt_null_proj_opt.set("tuplex.optimizer.nullValueOptimization", "true"); - opt_null_proj_opt.set("tuplex.csv.selectionPushdown", "true"); + opt_null_proj_opt.set("tuplex.optimizer.selectionPushdown", "true"); opt_null_proj_opt.set("tuplex.useLLVMOptimizer", "true"); Context c_null_proj_opt(opt_null_proj_opt); auto r_null_proj_opt = pipelineAsStrs(zillowPipeline(c_null_proj_opt, zpath, cache)); @@ -710,7 +710,7 @@ TEST_F(PipelinesTest, ZillowConfigHarness) { // with projection pushdown + LLVM Optimizers + generated parser auto opt_proj_wLLVMOpt_parse = opt_ref; - opt_proj_wLLVMOpt_parse.set("tuplex.csv.selectionPushdown", "true"); + opt_proj_wLLVMOpt_parse.set("tuplex.optimizer.selectionPushdown", "true"); opt_proj_wLLVMOpt_parse.set("tuplex.useLLVMOptimizer", "true"); opt_proj_wLLVMOpt_parse.set("tuplex.optimizer.generateParser", "true"); Context c_proj_wLLVMOpt_parse(opt_proj_wLLVMOpt_parse); @@ -720,7 +720,7 @@ TEST_F(PipelinesTest, ZillowConfigHarness) { // NULL value OPTIMIZATION // with projection pushdown + LLVM Optimizers + generated parser + null value opt auto opt_proj_wLLVMOpt_parse_null = opt_ref; - opt_proj_wLLVMOpt_parse_null.set("tuplex.csv.selectionPushdown", "true"); + opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.selectionPushdown", "true"); opt_proj_wLLVMOpt_parse_null.set("tuplex.useLLVMOptimizer", "true"); opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.generateParser", "true"); opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.nullValueOptimization", "true"); @@ -743,7 +743,7 @@ TEST_F(PipelinesTest, ServiceRequestsConfigHarnessNVOvsNormal) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.generateParser", "false"); auto opt_nvo = opt_ref; @@ -820,7 +820,7 @@ TEST_F(PipelinesTest, FlightsWithPyResolver) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.csv.operatorReordering", "false"); // opt_ref.set("tuplex.optimizer.generateParser", "true"); opt_ref.set("tuplex.optimizer.generateParser", "true"); @@ -873,7 +873,7 @@ TEST_F(PipelinesTest, FlightDevWithColumnPyFallback) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); // disable for now, prob errors later... + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); // disable for now, prob errors later... // Note: when null value opt is turned off AND selection pushdown is off, // then on 2009 there are 8 rows where errors are produced on columns which actually do not @@ -923,7 +923,7 @@ TEST_F(PipelinesTest, FlightDevToFixWithPurePythonPipeline) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); // disable for now, prob errors later... + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); // disable for now, prob errors later... // Note: when null value opt is turned off AND selection pushdown is off, // then on 2009 there are 8 rows where errors are produced on columns which actually do not @@ -950,7 +950,7 @@ TEST_F(PipelinesTest, TypeErrorFlightPipeline) { opt.set("tuplex.executorCount", "15"); // single-threaded opt.set("tuplex.useLLVMOptimizer", "true"); // deactivate opt.set("tuplex.optimizer.nullValueOptimization", "true"); - opt.set("tuplex.csv.selectionPushdown", "true"); // disable for now, prob errors later... + opt.set("tuplex.optimizer.selectionPushdown", "true"); // disable for now, prob errors later... opt.set("tuplex.optimizer.generateParser", "false"); // do not use parser generation opt.set("tuplex.inputSplitSize", "128MB"); // probably something wrong with the reader, again?? opt.set("tuplex.resolveWithInterpreterOnly", "false"); @@ -960,7 +960,7 @@ TEST_F(PipelinesTest, TypeErrorFlightPipeline) { // Checks: // 1.) Is selectionPushdown NOT working with interpreter only resolve?? - // ---> yup, exactly that is the issue!!! i.e. interpreteronly == true AND csv.selectionPushdown == true + // ---> yup, exactly that is the issue!!! i.e. interpreteronly == true AND optimizer.selectionPushdown == true // 2.) what is the typeError that occurs?? // check //~ expansion in the future... @@ -984,7 +984,7 @@ TEST_F(PipelinesTest, FlightNullValueCacheMini) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "true"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "true"); // disable for now, prob errors later... + opt_ref.set("tuplex.optimizer.selectionPushdown", "true"); // disable for now, prob errors later... opt_ref.set("tuplex.optimizer.generateParser", "false"); // do not use par opt_ref.set("tuplex.inputSplitSize", "64MB"); // probably something wrong with the reader, again?? opt_ref.set("tuplex.optimizer.mergeExceptionsInOrder", "false"); @@ -1056,7 +1056,7 @@ TEST_F(PipelinesTest, ZillowDev) { // "inputSplitSize":"64MB", // "useLLVMOptimizer" : True, // "optimizer.nullValueOptimization" : False, - // "csv.selectionPushdown" : True, + // "optimizer.selectionPushdown" : True, // "optimizer.generateParser": False} @@ -1068,7 +1068,7 @@ TEST_F(PipelinesTest, ZillowDev) { // "runTimeMemory" : "128MB", // "useLLVMOptimizer" : True, // "optimizer.nullValueOptimization" : False, - // "csv.selectionPushdown" : True} + // "optimizer.selectionPushdown" : True} opt_ref.set("tuplex.runTimeMemory", "256MB"); // join might require a lot of runtime memory!!! opt_ref.set("tuplex.executorMemory", "2GB"); opt_ref.set("tuplex.driverMemory", "2GB"); @@ -1076,7 +1076,7 @@ TEST_F(PipelinesTest, ZillowDev) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "true"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "true"); // disable for now, prob errors later... + opt_ref.set("tuplex.optimizer.selectionPushdown", "true"); // disable for now, prob errors later... opt_ref.set("tuplex.optimizer.generateParser", "true"); // do not use par => wrong parse for some cell here! opt_ref.set("tuplex.inputSplitSize", "64MB"); // probably something wrong with the reader, again?? //opt_ref.set("tuplex.optimizer.mergeExceptionsInOrder", "false"); @@ -1099,7 +1099,7 @@ TEST_F(PipelinesTest, ApacheDev) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.generateParser", "false"); opt_ref.set("tuplex.optimizer.filterPushdown", "true"); opt_ref.set("tuplex.optimizer.sharedObjectPropagation", "true"); @@ -1119,7 +1119,7 @@ TEST_F(PipelinesTest, ApacheDev) { // NULL value OPTIMIZATION // with projection pushdown + LLVM Optimizers + generated parser + null value opt auto opt_proj_wLLVMOpt_parse_null = opt_ref; - opt_proj_wLLVMOpt_parse_null.set("tuplex.csv.selectionPushdown", "true"); + opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.selectionPushdown", "true"); opt_proj_wLLVMOpt_parse_null.set("tuplex.useLLVMOptimizer", "true"); opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.generateParser", "true"); opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.nullValueOptimization", "true"); @@ -1142,7 +1142,7 @@ TEST_F(PipelinesTest, NullValueApache) { opt_ref.set("tuplex.executorCount", "4"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "true"); - opt_ref.set("tuplex.csv.selectionPushdown", "true"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "true"); opt_ref.set("tuplex.optimizer.generateParser", "false"); opt_ref.set("tuplex.optimizer.filterPushdown", "true"); opt_ref.set("tuplex.optimizer.sharedObjectPropagation", "true"); @@ -1268,12 +1268,12 @@ TEST_F(PipelinesTest, FlightWithIgnore) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.generateParser", "false"); opt_ref.set("tuplex.optimizer.filterPushdown", "false"); auto opt_proj_wLLVMOpt_parse_null = opt_ref; - opt_proj_wLLVMOpt_parse_null.set("tuplex.csv.selectionPushdown", "true"); + opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.selectionPushdown", "true"); // opt_proj_wLLVMOpt_parse_null.set("tuplex.useLLVMOptimizer", "true"); // opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.generateParser", "true"); // opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.nullValueOptimization", "true"); @@ -1298,7 +1298,7 @@ TEST_F(PipelinesTest, CarriersOnly) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.generateParser", "false"); opt_ref.set("tuplex.optimizer.mergeExceptionsInOrder", "false"); @@ -1344,7 +1344,7 @@ TEST_F(PipelinesTest, FlightConfigHarness) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.generateParser", "false"); opt_ref.set("tuplex.optimizer.mergeExceptionsInOrder", "false"); // Note: all resolve with interpreter work, except for when projection pushdown is used. @@ -1363,7 +1363,7 @@ TEST_F(PipelinesTest, FlightConfigHarness) { // with projection pushdown enabled auto opt_proj = opt_ref; - opt_proj.set("tuplex.csv.selectionPushdown", "true"); + opt_proj.set("tuplex.optimizer.selectionPushdown", "true"); Context c_proj(opt_proj); auto r_proj = pipelineAsStrs(flightPipeline(c_proj, bts_path, carrier_path, airport_path, cache)); @@ -1371,7 +1371,7 @@ TEST_F(PipelinesTest, FlightConfigHarness) { // with projection pushdown + LLVM Optimizers auto opt_proj_wLLVMOpt = opt_ref; - opt_proj_wLLVMOpt.set("tuplex.csv.selectionPushdown", "true"); + opt_proj_wLLVMOpt.set("tuplex.optimizer.selectionPushdown", "true"); opt_proj_wLLVMOpt.set("tuplex.useLLVMOptimizer", "true"); Context c_proj_wLLVMOpt(opt_proj_wLLVMOpt); auto r_proj_wLLVMOpt = pipelineAsStrs(flightPipeline(c_proj_wLLVMOpt, bts_path, carrier_path, airport_path, cache)); @@ -1379,7 +1379,7 @@ TEST_F(PipelinesTest, FlightConfigHarness) { // with projection pushdown + LLVM Optimizers + generated parser auto opt_proj_wLLVMOpt_parse = opt_ref; - opt_proj_wLLVMOpt_parse.set("tuplex.csv.selectionPushdown", "true"); + opt_proj_wLLVMOpt_parse.set("tuplex.optimizer.selectionPushdown", "true"); opt_proj_wLLVMOpt_parse.set("tuplex.useLLVMOptimizer", "true"); opt_proj_wLLVMOpt_parse.set("tuplex.optimizer.generateParser", "true"); Context c_proj_wLLVMOpt_parse(opt_proj_wLLVMOpt_parse); @@ -1389,7 +1389,7 @@ TEST_F(PipelinesTest, FlightConfigHarness) { // NULL value OPTIMIZATION // with projection pushdown + LLVM Optimizers + generated parser + null value opt auto opt_proj_wLLVMOpt_parse_null = opt_ref; - opt_proj_wLLVMOpt_parse_null.set("tuplex.csv.selectionPushdown", "true"); + opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.selectionPushdown", "true"); opt_proj_wLLVMOpt_parse_null.set("tuplex.useLLVMOptimizer", "true"); opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.generateParser", "true"); opt_proj_wLLVMOpt_parse_null.set("tuplex.optimizer.nullValueOptimization", "true"); @@ -1414,7 +1414,7 @@ TEST_F(PipelinesTest, GoogleTrace) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.generateParser", "false"); Context c_ref(opt_ref); diff --git a/tuplex/test/core/JSONPathSelection.cc b/tuplex/test/core/JSONPathSelection.cc index 45e8e8a4a..d3ea550a3 100644 --- a/tuplex/test/core/JSONPathSelection.cc +++ b/tuplex/test/core/JSONPathSelection.cc @@ -9,6 +9,20 @@ class JSONPathSelection : public PyTest {}; +template ::testing::AssertionResult VecContains(const std::vector& v, const T& value) { + if (v.empty()) { + // If MyObject is streamable, then we probably want to include it + // in the error message. + return ::testing::AssertionFailure() << v << " is empty"; + } + for(const T& el : v) { + if(el == value) + return ::testing::AssertionSuccess(); + } + + return ::testing::AssertionFailure() << value << " not contained in " << v; +} + TEST_F(JSONPathSelection, BasicPathSelection) { using namespace tuplex; using namespace std; @@ -24,17 +38,30 @@ TEST_F(JSONPathSelection, BasicPathSelection) { auto input_row_type = rows.front().getRowType(); - UDF udf("lambda x: x['repo']['url']"); - udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, input_row_type)); - auto output_row_type = udf.getOutputSchema().getRowType(); - cout<<"output type of UDF: "<accept(apv); - auto indices = apv.getAccessedIndices(); - cout<<"visited indices: "<accept(apv); + auto paths = apv.accessedPaths(); + + SelectionPath path1("x", vector{}); + SelectionPath path2("x", vector{SelectionPathAtom("repo")}); + SelectionPath path3("x", vector{SelectionPathAtom("repo"), SelectionPathAtom("url")}); + + EXPECT_EQ(paths.size(), 3); + EXPECT_TRUE(VecContains(paths, path1)); + EXPECT_TRUE(VecContains(paths, path2)); + EXPECT_TRUE(VecContains(paths, path3)); + } + + + // need to detect path access using identifier (single + multiple columns) // e.g., diff --git a/tuplex/test/core/JoinTest.cc b/tuplex/test/core/JoinTest.cc index e4fa0d687..053ffe8a6 100644 --- a/tuplex/test/core/JoinTest.cc +++ b/tuplex/test/core/JoinTest.cc @@ -467,7 +467,7 @@ TEST_F(JoinTest, SimpleIntJoins) { // // @TODO: activate filter pushdown as option... // // @TODO: ignore/resolve operators following a filter should be pushed with it down! // auto co = microTestOptions(); -// co.set("tuplex.csv.selectionPushdown", "true"); +// co.set("tuplex.optimizer.selectionPushdown", "true"); // Context c(co); // // auto& ds1 = c.parallelize({Row(1, 2, 3), Row(1, 2, 4), Row(2, 1, 1)}, vector{"a", "b", "c"}); diff --git a/tuplex/test/core/ResolveTests.cc b/tuplex/test/core/ResolveTests.cc index e01c27170..d2bc26ce9 100644 --- a/tuplex/test/core/ResolveTests.cc +++ b/tuplex/test/core/ResolveTests.cc @@ -282,7 +282,7 @@ TEST_F(Resolve, ResolveAccessesOtherCol) { using namespace std; auto opt = microTestOptions(); - opt.set("tuplex.csv.selectionPushdown", "true"); + opt.set("tuplex.optimizer.selectionPushdown", "true"); opt.set("tuplex.resolveWithInterpreterOnly", "false"); Context c(opt); @@ -308,7 +308,7 @@ TEST_F(Resolve, ResolveAccessesOtherColInterpreterOnlyAndPushdown) { // of input columns. auto opt = microTestOptions(); - opt.set("tuplex.csv.selectionPushdown", "true"); + opt.set("tuplex.optimizer.selectionPushdown", "true"); opt.set("tuplex.resolveWithInterpreterOnly", "true"); Context c(opt); @@ -1097,7 +1097,7 @@ TEST_F(Resolve, NoProjectionPushdown) { // yeah, that would work... auto options = microTestOptions(); - options.set("tuplex.csv.selectionPushdown", "false"); // setting to false should produce errors... + options.set("tuplex.optimizer.selectionPushdown", "false"); // setting to false should produce errors... Context c(options); // auto extractSqft_c = "def extractSqft(x):\n" diff --git a/tuplex/test/core/SelectionPushdownTest.cc b/tuplex/test/core/SelectionPushdownTest.cc index e8eba434d..d07205ebb 100644 --- a/tuplex/test/core/SelectionPushdownTest.cc +++ b/tuplex/test/core/SelectionPushdownTest.cc @@ -26,7 +26,7 @@ TEST_F(CSVSelectionPushDown, SimpleMap) { fclose(file); auto co = microTestOptions(); - co.set("tuplex.csv.selectionPushdown", "true"); + co.set("tuplex.optimizer.selectionPushdown", "true"); Context c(co); auto v = c.csv(testName + ".csv").map(UDF("lambda x: x[2]")).collectAsVector(); ASSERT_EQ(v.size(), 3); @@ -50,7 +50,7 @@ TEST_F(CSVSelectionPushDown, SimpleFilterAndMap) { auto co = microTestOptions(); - co.set("tuplex.csv.selectionPushdown", "true"); + co.set("tuplex.optimizer.selectionPushdown", "true"); Context c(co); auto v = c.csv(testName + ".csv").filter(UDF("lambda x: x[0] == 2")).map(UDF("lambda x: x[-1]")).collectAsVector(); ASSERT_EQ(v.size(), 3); @@ -75,7 +75,7 @@ TEST_F(CSVSelectionPushDown, SimpleFilterAndMapII) { auto co = microTestOptions(); - co.set("tuplex.csv.selectionPushdown", "true"); + co.set("tuplex.optimizer.selectionPushdown", "true"); Context c(co); auto v = c.csv(testName + ".csv").filter(UDF("lambda a,b,c,d: a == 2")).map(UDF("lambda x,y,z, w: w")).collectAsVector(); ASSERT_EQ(v.size(), 3); @@ -99,7 +99,7 @@ TEST_F(CSVSelectionPushDown, SimpleFilterAndMapIII) { fclose(file); auto co = microTestOptions(); - co.set("tuplex.csv.selectionPushdown", "true"); + co.set("tuplex.optimizer.selectionPushdown", "true"); Context c(co); auto v = c.csv(testName + ".csv").filter(UDF("lambda a,b,c,d: a == 2")).map(UDF("lambda x: x[-2]")).collectAsVector(); ASSERT_EQ(v.size(), 3); diff --git a/tuplex/test/core/SignalTest.cc b/tuplex/test/core/SignalTest.cc index 437f90d0b..6e3ae66ac 100644 --- a/tuplex/test/core/SignalTest.cc +++ b/tuplex/test/core/SignalTest.cc @@ -33,7 +33,7 @@ TEST_F(SigTest, FlightInterrupt) { opt_ref.set("tuplex.executorCount", "0"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "false"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "false"); - opt_ref.set("tuplex.csv.selectionPushdown", "false"); + opt_ref.set("tuplex.optimizer.selectionPushdown", "false"); opt_ref.set("tuplex.optimizer.generateParser", "false"); opt_ref.set("tuplex.optimizer.mergeExceptionsInOrder", "false"); diff --git a/tuplex/test/core/TPCH.cc b/tuplex/test/core/TPCH.cc index 0b594792a..248332d7c 100644 --- a/tuplex/test/core/TPCH.cc +++ b/tuplex/test/core/TPCH.cc @@ -65,7 +65,7 @@ TEST_F(TpchTest, Q6) { for(unsigned i = 0; i < (0x1ul << 4ul); ++i) { ContextOptions conf(ref_conf); conf.set("tuplex.optimizer.filterPushdown", (i & (0x1ul << 0ul)) ? "true" : "false"); - conf.set("tuplex.csv.selectionPushdown", (i & (0x1ul << 1ul)) ? "true" : "false"); + conf.set("tuplex.optimizer.selectionPushdown", (i & (0x1ul << 1ul)) ? "true" : "false"); conf.set("tuplex.useLLVMOptimizer", (i & (0x1ul << 2ul)) ? "true" : "false"); conf.set("tuplex.optimizer.generateParser", (i & (0x1ul << 3ul)) ? "true" : "false"); @@ -124,7 +124,7 @@ TEST_F(TpchTest, Q6_AggDictRewrite) { ContextOptions conf(ref_conf); conf.set("tuplex.optimizer.filterPushdown", "true"); - conf.set("tuplex.csv.selectionPushdown", "true"); + conf.set("tuplex.optimizer.selectionPushdown", "true"); conf.set("tuplex.useLLVMOptimizer", "true"); conf.set("tuplex.optimizer.generateParser", "true"); @@ -164,7 +164,7 @@ TEST_F(TpchTest, SimpleSumAggregate) { auto conf = testOptions(); // deactivate optimizers for now conf.set("tuplex.optimizer.filterPushdown", "false"); - conf.set("tuplex.csv.selectionPushdown", "false"); + conf.set("tuplex.optimizer.selectionPushdown", "false"); conf.set("tuplex.useLLVMOptimizer", "false"); conf.set("tuplex.executorCount", "0"); conf.set("tuplex.optimizer.generateParser", "true"); @@ -180,7 +180,7 @@ TEST_F(TpchTest, SimpleFileCountWGeneratedParser) { auto conf = testOptions(); // deactivate optimizers for now conf.set("tuplex.optimizer.filterPushdown", "false"); - conf.set("tuplex.csv.selectionPushdown", "false"); + conf.set("tuplex.optimizer.selectionPushdown", "false"); conf.set("tuplex.useLLVMOptimizer", "false"); conf.set("tuplex.executorCount", "0"); conf.set("tuplex.optimizer.generateParser", "true"); diff --git a/tuplex/test/core/TestUtils.h b/tuplex/test/core/TestUtils.h index bbe23c52c..c946da4ca 100644 --- a/tuplex/test/core/TestUtils.h +++ b/tuplex/test/core/TestUtils.h @@ -117,7 +117,7 @@ class TuplexTest : public ::testing::Test { co.set("tuplex.scratchDir", "file://" + scratchDir); // disable schema pushdown - co.set("tuplex.csv.selectionPushdown", "true"); + co.set("tuplex.optimizer.selectionPushdown", "true"); #ifdef BUILD_FOR_CI co.set("tuplex.aws.httpThreadCount", "0"); diff --git a/tuplex/test/core/UseCaseFunctionsTest.cc b/tuplex/test/core/UseCaseFunctionsTest.cc index 73b12be4e..173b86ca5 100644 --- a/tuplex/test/core/UseCaseFunctionsTest.cc +++ b/tuplex/test/core/UseCaseFunctionsTest.cc @@ -1187,7 +1187,7 @@ TEST_F(UseCaseFunctionsTest, ZillowCacheEachStep) { opt_ref.set("tuplex.executorCount", "4"); // single-threaded opt_ref.set("tuplex.useLLVMOptimizer", "true"); // deactivate opt_ref.set("tuplex.optimizer.nullValueOptimization", "true"); - opt_ref.set("tuplex.csv.selectionPushdown", "true"); // disable for now, prob errors later... + opt_ref.set("tuplex.optimizer.selectionPushdown", "true"); // disable for now, prob errors later... opt_ref.set("tuplex.optimizer.generateParser", "true"); // do not use par => wrong parse for some cell here! opt_ref.set("tuplex.inputSplitSize", "64MB"); // probably something wrong with the reader, again?? Context ctx(opt_ref); diff --git a/tuplex/test/wrappers/WrapperTest.cc b/tuplex/test/wrappers/WrapperTest.cc index ea73ffaf6..52a297ffb 100644 --- a/tuplex/test/wrappers/WrapperTest.cc +++ b/tuplex/test/wrappers/WrapperTest.cc @@ -1149,14 +1149,14 @@ TEST_F(WrapperTest, FlightSimulateSpark) { // "partitionSize": "32MB", "runTimeMemory": "64MB", // "inputSplitSize": "64MB", "useLLVMOptimizer": true, // "optimizer.nullValueOptimization": true, - // "csv.selectionPushdown": true, + // "optimizer.selectionPushdown": true, // "optimizer.generateParser": false, // "optimizer.mergeExceptionsInOrder": false, // "optimizer.filterPushdown": true} PythonContext ctx("python", "", "{\"tuplex.webui.enable\":\"False\", \"tuplex.useLLVMOptimizer\" : \"True\"," " \"tuplex.optimizer.nullValueOptimization\" : \"True\"," - " \"tuplex.optimizer.csv.selectionPushdown\" : \"True\"," + " \"tuplex.optimizer.optimizer.selectionPushdown\" : \"True\"," " \"tuplex.resolveWithInterpreterOnly\":\"False\"," "\"tuplex.executorCount\":0," "\"tuplex.driverMemory\":\"6G\"," @@ -2207,7 +2207,7 @@ TEST_F(WrapperTest, ZillowDirty) { " \"runTimeMemory\": \"4MB\"," " \"useLLVMOptimizer\": true," " \"optimizer.nullValueOptimization\": false," - " \"csv.selectionPushdown\": false, " + " \"optimizer.selectionPushdown\": false, " "\"optimizer.generateParser\": false," "\"tuplex.scratchDir\": \"file://" + scratchDir + "\"," "\"optimizer.mergeExceptionsInOrder\": true}"; @@ -2220,7 +2220,7 @@ TEST_F(WrapperTest, ZillowDirty) { " \"runTimeMemory\": \"4MB\"," " \"useLLVMOptimizer\": true," " \"optimizer.nullValueOptimization\": false," - " \"csv.selectionPushdown\": false, " + " \"optimizer.selectionPushdown\": false, " "\"tuplex.scratchDir\": \"file://" + scratchDir + "\"," "\"optimizer.generateParser\": false," From b95ff23993fcb837f82fda4ca19023ba80a50d5a Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Thu, 8 Sep 2022 16:14:20 -0400 Subject: [PATCH 060/286] adding typeobject to typesystem --- tuplex/test/codegen/TypeSystemTest.cc | 11 ++++++ tuplex/test/core/IsInstanceTest.cc | 48 +++++++++++++++++++++++++++ tuplex/test/core/JSONPathSelection.cc | 43 +++++++++++++++++++----- tuplex/utils/include/TypeSystem.h | 11 ++++++ tuplex/utils/src/TypeSystem.cc | 27 ++++++++++++++- 5 files changed, 130 insertions(+), 10 deletions(-) create mode 100644 tuplex/test/core/IsInstanceTest.cc diff --git a/tuplex/test/codegen/TypeSystemTest.cc b/tuplex/test/codegen/TypeSystemTest.cc index 8d0f6d839..ce3ab33ed 100644 --- a/tuplex/test/codegen/TypeSystemTest.cc +++ b/tuplex/test/codegen/TypeSystemTest.cc @@ -294,4 +294,15 @@ TEST(TypeSys, structuredDictType) { auto decoded_3 = python::decodeType(encoded_3); EXPECT_EQ(decoded_3.desc(), t_3.desc()); +} + +TEST(TypeSys, TypeObject) { + auto types = primitiveTypes(); + + for(const auto& t : types) { + auto to = python::Type::makeTypeObjectType(t); + ASSERT_TRUE(to.isTypeObjectType()); + EXPECT_EQ(to.desc(), "Type[" + t.desc() + "]"); + EXPECT_EQ(to.underlying(), t); + } } \ No newline at end of file diff --git a/tuplex/test/core/IsInstanceTest.cc b/tuplex/test/core/IsInstanceTest.cc new file mode 100644 index 000000000..b8241ede2 --- /dev/null +++ b/tuplex/test/core/IsInstanceTest.cc @@ -0,0 +1,48 @@ +// +// Created by Leonhard Spiegelberg on 9/8/22. +// + +#include "TestUtils.h" +#include "JsonStatistic.h" + +#include + +class IsInstance : public PyTest {}; + +TEST_F(IsInstance, BasicTyping) { + // this is a basic test for isinstance covering the correct type deduction + + using namespace tuplex; + + // this also requires to implement/add type objects. + // i.e. Type[str] => this gives a type object for type str. + // these should not be serializable... + // but may occur within the code. + // e.g. type(obj) => should create type object! => this can be simply assigned. + // no need to compile that since we're restricted to them internally. + + + // isinstance has multiple supported syntaxes + // isinstance(object, classinfo) + //Return True if the object argument is an instance of the + // classinfo argument, or of a (direct, indirect, or virtual) + // subclass thereof. If object is not an object of the given type, + // the function always returns False. If classinfo is a tuple of + // type objects (or recursively, other such tuples) or a Union + // Type of multiple types, return True if object is an instance + // of any of the types. If classinfo is not a type or tuple of types + // and such tuples, a TypeError exception is raised. + // + //Changed in version 3.10: classinfo can be a Union Type. + // + //issubclass(class, classinfo) + //Return True if class is a subclass (direct, indirect, or virtual) + // of classinfo. A class is considered a subclass of itself. classinfo + // may be a tuple of class objects (or recursively, other such tuples) + // or a Union Type, in which case return True if class is a subclass + // of any entry in classinfo. In any other case, a TypeError exception + // is raised. + // + //Changed in version 3.10: classinfo can be a Union Type. + +} \ No newline at end of file diff --git a/tuplex/test/core/JSONPathSelection.cc b/tuplex/test/core/JSONPathSelection.cc index d3ea550a3..71bf34853 100644 --- a/tuplex/test/core/JSONPathSelection.cc +++ b/tuplex/test/core/JSONPathSelection.cc @@ -38,9 +38,37 @@ TEST_F(JSONPathSelection, BasicPathSelection) { auto input_row_type = rows.front().getRowType(); - // basic tests - { // basic UDF - UDF udf("lambda x: (x, x['repo'], x['repo']['url'])"); + // works +// // basic tests +// { // basic UDF +// UDF udf("lambda x: (x, x['repo'], x['repo']['url'])"); +// udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, input_row_type)); +// auto output_row_type = udf.getOutputSchema().getRowType(); +// cout<<"output type of UDF: "<accept(apv); +// auto paths = apv.accessedPaths(); +// +// SelectionPath path1("x", vector{}); +// SelectionPath path2("x", vector{SelectionPathAtom("repo")}); +// SelectionPath path3("x", vector{SelectionPathAtom("repo"), SelectionPathAtom("url")}); +// +// EXPECT_EQ(paths.size(), 3); +// EXPECT_TRUE(VecContains(paths, path1)); +// EXPECT_TRUE(VecContains(paths, path2)); +// EXPECT_TRUE(VecContains(paths, path3)); +// } + + + { // UDF with key supplied via closure + ClosureEnvironment ce; + ClosureEnvironment::Constant c1{python::Type::STRING, "KEY", Field("repo")}; + ClosureEnvironment::Constant c2{python::Type::STRING, "ANOTHER_KEY", Field("id")}; + ce.addConstant(c1); + ce.addConstant(c2); + UDF udf("lambda x: (x['repo'][ANOTHER_KEY], x[KEY], KEY)", "", ce); udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, input_row_type)); auto output_row_type = udf.getOutputSchema().getRowType(); cout<<"output type of UDF: "<accept(apv); auto paths = apv.accessedPaths(); - SelectionPath path1("x", vector{}); - SelectionPath path2("x", vector{SelectionPathAtom("repo")}); - SelectionPath path3("x", vector{SelectionPathAtom("repo"), SelectionPathAtom("url")}); + SelectionPath path1("x", vector{SelectionPathAtom("repo")}); + SelectionPath path2("x", vector{SelectionPathAtom("repo"), SelectionPathAtom("id")}); - EXPECT_EQ(paths.size(), 3); + EXPECT_GE(paths.size(), 2); EXPECT_TRUE(VecContains(paths, path1)); EXPECT_TRUE(VecContains(paths, path2)); - EXPECT_TRUE(VecContains(paths, path3)); } - // need to detect path access using identifier (single + multiple columns) // e.g., // x['repo']['url'] diff --git a/tuplex/utils/include/TypeSystem.h b/tuplex/utils/include/TypeSystem.h index fc26aad73..7c803a80e 100644 --- a/tuplex/utils/include/TypeSystem.h +++ b/tuplex/utils/include/TypeSystem.h @@ -59,6 +59,7 @@ namespace python { static const Type MODULE; //! generic module object, used in symbol table static const Type ITERATOR; //! iterator/generator type static const Type EMPTYITERATOR; //! special type for empty iterator + static const Type TYPEOBJECT; // the type of a type object. -> i.e. generic type. // define two special types, used in the inference to describe bounds // any is a subtype of everything @@ -113,6 +114,7 @@ namespace python { bool isExceptionType() const; bool isIteratorType() const; bool isConstantValued() const; + bool isTypeObjectType() const; inline bool isGeneric() const { if(_hash == python::Type::PYOBJECT._hash || @@ -234,6 +236,13 @@ namespace python { static Type makeListType(const python::Type &elementType); + /*! + * creates a typeobject for underlying type type. I.e. str itself is a type object referring to string. + * @param type + * @return type object type (weird, isn't it?) + */ + static Type makeTypeObjectType(const python::Type& type); + // optimizing types (delayed parsing, range compression, ...) /*! * create a delayed parsing type, i.e. this helpful for small strings, integers having a small ASCII representation or @@ -362,6 +371,7 @@ namespace python { CLASS, OPTION, // for nullable ITERATOR, + TYPE, // for type objects... OPTIMIZED_CONSTANT, // constant value OPTIMIZED_DELAYEDPARSING, // dummy types to allow for certain optimizations OPTIMIZED_RANGECOMPRESSION // range compression @@ -474,6 +484,7 @@ namespace python { Type createOrGetDelayedParsingType(const Type& underlying); Type createOrGetRangeCompressedIntegerType(int64_t lower_bound, int64_t upper_bound); + Type createOrGetTypeObjectType(const Type& underlying); Type getByName(const std::string& name); diff --git a/tuplex/utils/src/TypeSystem.cc b/tuplex/utils/src/TypeSystem.cc index af15d0723..ac9e79f30 100644 --- a/tuplex/utils/src/TypeSystem.cc +++ b/tuplex/utils/src/TypeSystem.cc @@ -49,6 +49,7 @@ namespace python { const Type Type::MODULE = python::TypeFactory::instance().createOrGetPrimitiveType("module"); const Type Type::ITERATOR = python::TypeFactory::instance().createOrGetPrimitiveType("iterator"); const Type Type::EMPTYITERATOR = python::TypeFactory::instance().createOrGetPrimitiveType("emptyiterator"); + const Type Type::TYPEOBJECT = python::TypeFactory::instance().registerOrGetType("type", python::TypeFactory::AbstractType::TYPE, std::vector{}, python::Type::VOID); // builtin exception types // --> class system @@ -126,6 +127,18 @@ namespace python { return registerOrGetType(name, AbstractType::OPTION, {}, type); } + Type TypeFactory::createOrGetTypeObjectType(const Type &type) { + // special case: type object of type object? + // e.g., type(type('hello')) + // --> + if(type.isTypeObjectType()) + return Type::TYPEOBJECT; // type object itself is a type object... + + // create new option type! + std::string name = "Type[" + TypeFactory::instance().getDesc(type._hash) + "]"; + return registerOrGetType(name, AbstractType::TYPE, {type}, type); + } + Type TypeFactory::createOrGetFunctionType(const Type ¶m, const Type &ret) { std::string name = ""; name += TypeFactory::instance().getDesc(param._hash); @@ -585,7 +598,8 @@ namespace python { } Type Type::underlying() const { - // should be optimizing type... + // should be optimizing type or typeobject... + assert(isOptimizedType() || isTypeObjectType()); auto& factory = TypeFactory::instance(); auto it = factory._typeMap.find(_hash); @@ -695,6 +709,11 @@ namespace python { } } + bool Type::isTypeObjectType() const { + const auto& entry = TypeFactory::instance()._typeMap.at(_hash); + return entry._type == TypeFactory::AbstractType::TYPE; + } + bool Type::isSingleValued() const { return *this == Type::NULLVALUE || *this == Type::EMPTYTUPLE || *this == Type::EMPTYDICT || *this == Type::EMPTYLIST; } @@ -757,6 +776,10 @@ namespace python { return TypeFactory::instance().createOrGetTupleType(v); } + Type Type::makeTypeObjectType(const python::Type &type) { + return TypeFactory::instance().createOrGetTypeObjectType(type); + } + Type Type::makeFunctionType(const python::Type &argsType, const python::Type &retType) { return python::TypeFactory::instance().createOrGetFunctionType(argsType, retType); } @@ -1616,6 +1639,8 @@ namespace python { t = TypeFactory::instance().createOrGetFunctionType(topVec[0], topVec[1]); // order?? --> might need reversion? } else if("Dict" == compound_type) { t = TypeFactory::instance().createOrGetDictionaryType(topVec[0], topVec[1]); // order?? --> might need reversion? + } else if ("Type" == compound_type) { + t = TypeFactory::instance().createOrGetTypeObjectType(topVec[0]); } else if("Struct" == compound_type) { auto kv_pairs = kvStack.top(); kvStack.pop(); From cf55d4effcc7de0e757c0628979cd9d6244a6a62 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 9 Sep 2022 11:40:25 -0400 Subject: [PATCH 061/286] wip --- tuplex/codegen/include/ASTAnnotation.h | 4 ++ tuplex/codegen/include/SymbolTable.h | 7 +++- tuplex/codegen/src/SymbolTable.cc | 51 ++++++++++++++++++++------ tuplex/test/core/IsInstanceTest.cc | 29 +++++++++++++++ 4 files changed, 78 insertions(+), 13 deletions(-) diff --git a/tuplex/codegen/include/ASTAnnotation.h b/tuplex/codegen/include/ASTAnnotation.h index 8512f4087..4f011109b 100644 --- a/tuplex/codegen/include/ASTAnnotation.h +++ b/tuplex/codegen/include/ASTAnnotation.h @@ -58,6 +58,10 @@ class Symbol : public std::enable_shared_from_this { * @return unique type of this symbol. Works i.e. for variables or types. */ inline python::Type type() const { + // special case: if function symbol or not unique, return UNKNOWN. + if(symbolType == SymbolType::FUNCTION || types.size() != 1) + return python::Type::UNKNOWN; + assert(symbolType != SymbolType::FUNCTION); // better not use it on functions... assert(types.size() == 1); return types.front(); diff --git a/tuplex/codegen/include/SymbolTable.h b/tuplex/codegen/include/SymbolTable.h index c6aa32f89..720d5408c 100644 --- a/tuplex/codegen/include/SymbolTable.h +++ b/tuplex/codegen/include/SymbolTable.h @@ -45,7 +45,7 @@ namespace tuplex { Scope* parent; // names associated with certain objects & types - std::unordered_map> symbols; + std::unordered_map>> symbols; Scope() : parent(nullptr) {} @@ -262,6 +262,11 @@ namespace tuplex { * add all the exception types to both the table and the TypeSystem.cc */ void addBuiltinExceptionHierarchy(); + + /*! + * add all the builtin type objects (e.g., str, int, float, bool, ...) + */ + void addBuiltinTypes(); }; } diff --git a/tuplex/codegen/src/SymbolTable.cc b/tuplex/codegen/src/SymbolTable.cc index 99f9bb9d6..0475d7d86 100644 --- a/tuplex/codegen/src/SymbolTable.cc +++ b/tuplex/codegen/src/SymbolTable.cc @@ -492,10 +492,26 @@ namespace tuplex { // which then bundles code generation, typing etc. => that might be easier to extent... // @TODO: is this wise? + addBuiltinTypes(); + addBuiltinExceptionHierarchy(); } + + void SymbolTable::addBuiltinTypes() { + using namespace std; + + // in python, certain typeobjects are defined as standard! + // str, bool, int, float, list, tuple, dict, set, range + // -> maybe more, and also then there's the builtin typing module. + // skip implementing that for now. + + addSymbol("str", python::Type::makeTypeObjectType(python::Type::STRING)); + + //throw std::runtime_error("not yet implemented"); + } + void SymbolTable::addBuiltinExceptionHierarchy() { using namespace std; // taken from https://docs.python.org/3/library/exceptions.html @@ -627,17 +643,27 @@ namespace tuplex { auto name = sym->name; auto it = scope->symbols.find(name); - if(it == scope->symbols.end()) - scope->symbols[name] = sym; - else { - assert(it->second->qualifiedName == sym->qualifiedName); - assert(it->second->symbolType == sym->symbolType); - // check if type is contained in types - for(const auto& type : sym->types) - it->second->addTypeIfNotExists(type); + if(it == scope->symbols.end()) { + scope->symbols[name] = std::vector>{sym}; + it = scope->symbols.find(name); + return it->second.front().get(); + } else { + + // how many symbols do exist? + for(auto& stored_sym : it->second) { + if(stored_sym->symbolType == sym->symbolType) { + assert(stored_sym->qualifiedName == sym->qualifiedName); + // check if type is contained in types + for(const auto& type : sym->types) + stored_sym->addTypeIfNotExists(type); + return stored_sym.get(); + } + } + + // symbol not found, add to list + scope->symbols[name].push_back(sym); + return sym.get(); } - it = scope->symbols.find(name); - return it->second.get(); } Symbol* SymbolTable::addSymbol(const std::string &name, const python::Type &type) { @@ -651,7 +677,8 @@ namespace tuplex { auto scope = currentScope(); auto it = scope->symbols.find(builtinType.desc()); if(it == scope->symbols.end()) { - scope->symbols[builtinType.desc()] = make_shared(builtinType.desc(), builtinType.desc(), type, SymbolType::TYPE); + // add symbol + addSymbol(make_shared(builtinType.desc(), builtinType.desc(), type, SymbolType::TYPE)); it = scope->symbols.find(builtinType.desc()); assert(it != scope->symbols.end()); } @@ -719,7 +746,7 @@ namespace tuplex { os< Date: Fri, 9 Sep 2022 12:26:05 -0400 Subject: [PATCH 062/286] type object fix --- tuplex/codegen/include/SymbolTable.h | 6 ++- tuplex/codegen/src/SymbolTable.cc | 51 +++++++++++----------- tuplex/codegen/src/TypeAnnotatorVisitor.cc | 8 ++++ tuplex/test/core/IsInstanceTest.cc | 23 ++++++++-- 4 files changed, 59 insertions(+), 29 deletions(-) diff --git a/tuplex/codegen/include/SymbolTable.h b/tuplex/codegen/include/SymbolTable.h index 720d5408c..71f85f2af 100644 --- a/tuplex/codegen/include/SymbolTable.h +++ b/tuplex/codegen/include/SymbolTable.h @@ -45,7 +45,7 @@ namespace tuplex { Scope* parent; // names associated with certain objects & types - std::unordered_map>> symbols; + std::unordered_map> symbols; Scope() : parent(nullptr) {} @@ -233,6 +233,7 @@ namespace tuplex { */ std::shared_ptr findFullyQualifiedSymbol(const std::string& fullyQualifiedName); + python::Type findBuiltinType(const std::string& name) const; private: std::vector _scopeStack; std::vector _scopes; @@ -240,6 +241,9 @@ namespace tuplex { Scope* _lastScope = nullptr; + // this is a bit of hack, however due to the weird nature of builtin symbols in python that can be used for many different things. + std::unordered_map _builtinTypeObjects; + Scope* currentScope() { assert(!_scopeStack.empty()); return _scopeStack.back(); diff --git a/tuplex/codegen/src/SymbolTable.cc b/tuplex/codegen/src/SymbolTable.cc index 0475d7d86..4ed59263b 100644 --- a/tuplex/codegen/src/SymbolTable.cc +++ b/tuplex/codegen/src/SymbolTable.cc @@ -506,10 +506,22 @@ namespace tuplex { // str, bool, int, float, list, tuple, dict, set, range // -> maybe more, and also then there's the builtin typing module. // skip implementing that for now. + _builtinTypeObjects.clear(); + _builtinTypeObjects["str"] = python::Type::makeTypeObjectType(python::Type::STRING); + _builtinTypeObjects["bool"] = python::Type::makeTypeObjectType(python::Type::BOOLEAN); + _builtinTypeObjects["int"] = python::Type::makeTypeObjectType(python::Type::I64); + _builtinTypeObjects["float"] = python::Type::makeTypeObjectType(python::Type::F64); + + _builtinTypeObjects["tuple"] = python::Type::makeTypeObjectType(python::Type::GENERICTUPLE); + _builtinTypeObjects["list"] = python::Type::makeTypeObjectType(python::Type::GENERICLIST); +// _builtinTypeObjects["set"] = python::Type::makeTypeObjectType(python::Type::GENERICSET); + _builtinTypeObjects["range"] = python::Type::makeTypeObjectType(python::Type::RANGE); + _builtinTypeObjects["iterator"] = python::Type::makeTypeObjectType(python::Type::ITERATOR); + } - addSymbol("str", python::Type::makeTypeObjectType(python::Type::STRING)); - - //throw std::runtime_error("not yet implemented"); + python::Type SymbolTable::findBuiltinType(const std::string &name) const { + auto it = _builtinTypeObjects.find(name); + return it == _builtinTypeObjects.end() ? python::Type::UNKNOWN : it->second; } void SymbolTable::addBuiltinExceptionHierarchy() { @@ -643,27 +655,17 @@ namespace tuplex { auto name = sym->name; auto it = scope->symbols.find(name); - if(it == scope->symbols.end()) { - scope->symbols[name] = std::vector>{sym}; - it = scope->symbols.find(name); - return it->second.front().get(); - } else { - - // how many symbols do exist? - for(auto& stored_sym : it->second) { - if(stored_sym->symbolType == sym->symbolType) { - assert(stored_sym->qualifiedName == sym->qualifiedName); - // check if type is contained in types - for(const auto& type : sym->types) - stored_sym->addTypeIfNotExists(type); - return stored_sym.get(); - } - } - - // symbol not found, add to list - scope->symbols[name].push_back(sym); - return sym.get(); + if(it == scope->symbols.end()) + scope->symbols[name] = sym; + else { + assert(it->second->qualifiedName == sym->qualifiedName); + assert(it->second->symbolType == sym->symbolType); + // check if type is contained in types + for(const auto& type : sym->types) + it->second->addTypeIfNotExists(type); } + it = scope->symbols.find(name); + return it->second.get(); } Symbol* SymbolTable::addSymbol(const std::string &name, const python::Type &type) { @@ -677,8 +679,7 @@ namespace tuplex { auto scope = currentScope(); auto it = scope->symbols.find(builtinType.desc()); if(it == scope->symbols.end()) { - // add symbol - addSymbol(make_shared(builtinType.desc(), builtinType.desc(), type, SymbolType::TYPE)); + scope->symbols[builtinType.desc()] = make_shared(builtinType.desc(), builtinType.desc(), type, SymbolType::TYPE); it = scope->symbols.find(builtinType.desc()); assert(it != scope->symbols.end()); } diff --git a/tuplex/codegen/src/TypeAnnotatorVisitor.cc b/tuplex/codegen/src/TypeAnnotatorVisitor.cc index 623661f4a..88c0d1deb 100644 --- a/tuplex/codegen/src/TypeAnnotatorVisitor.cc +++ b/tuplex/codegen/src/TypeAnnotatorVisitor.cc @@ -356,6 +356,14 @@ namespace tuplex { // check if identifier is in symbol table, if not it's a missing identifier! if(python::Type::UNKNOWN == lookupType(id->_name)) { + + // special case: is it a builtin type object? => least likely... + auto t = _symbolTable.findBuiltinType(id->_name); + if(t != python::Type::UNKNOWN) { + id->setInferredType(t); + return; + } + // do not add identifier if it has function as parent (this means basically it is the function name) if( parent()->type() != ASTNodeType::Function && parent()->type() != ASTNodeType::Lambda diff --git a/tuplex/test/core/IsInstanceTest.cc b/tuplex/test/core/IsInstanceTest.cc index ee9b3e451..583850fea 100644 --- a/tuplex/test/core/IsInstanceTest.cc +++ b/tuplex/test/core/IsInstanceTest.cc @@ -45,15 +45,32 @@ TEST_F(IsInstance, BasicTyping) { // //Changed in version 3.10: classinfo can be a Union Type. - // start now with isinstance typing + // basic check for type objects { - UDF udf("lambda x: (str)");//, bool, int, float, "); + UDF udf("lambda x: (str, bool, int)"); auto input_type = python::Type::I64; udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); auto ret_type = udf.getAnnotatedAST().getReturnType(); - EXPECT_EQ(ret_type, python::Type::BOOLEAN); + auto output_type = python::Type::makeTupleType({python::Type::makeTypeObjectType(python::Type::STRING), + python::Type::makeTypeObjectType(python::Type::BOOLEAN), + python::Type::makeTypeObjectType(python::Type::I64),}); + EXPECT_EQ(ret_type.desc(), output_type.desc()); } + // basic check for type objects + { + UDF udf("lambda str: (str, bool, int)"); + auto input_type = python::Type::I64; + udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); + auto ret_type = udf.getAnnotatedAST().getReturnType(); + auto output_type = python::Type::makeTupleType({python::Type::I64, + python::Type::makeTypeObjectType(python::Type::BOOLEAN), + python::Type::makeTypeObjectType(python::Type::I64),}); + EXPECT_EQ(ret_type.desc(), output_type.desc()); + } + + return; + // start now with isinstance typing { UDF udf("lambda x: x if isinstance(x, str) else str(x)"); From 6b5b273920f086e5ebb775548818ef47516d2972 Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 9 Sep 2022 12:48:05 -0400 Subject: [PATCH 063/286] added basic type support --- tuplex/codegen/src/SymbolTable.cc | 23 +++++++++++ tuplex/test/core/IsInstanceTest.cc | 63 +++++++++++++++++++----------- 2 files changed, 63 insertions(+), 23 deletions(-) diff --git a/tuplex/codegen/src/SymbolTable.cc b/tuplex/codegen/src/SymbolTable.cc index 4ed59263b..f655f1a50 100644 --- a/tuplex/codegen/src/SymbolTable.cc +++ b/tuplex/codegen/src/SymbolTable.cc @@ -346,6 +346,29 @@ namespace tuplex { addSymbol(make_shared("enumerate", enumerateFunctionTyper)); addSymbol(make_shared("next", nextFunctionTyper)); + // type(...), isinstance(...) and issubclass(...) functions + + + // language reference: + // class type(name, bases, dict, **kwds) + //With one argument, return the type of an object. The return value is a type object and generally the same object as returned by object.__class__. + // + //The isinstance() built-in function is recommended for testing the type of an object, because it takes subclasses into account. + // + //With three arguments, return a new type object. This is essentially a dynamic form of the class statement. The name string is the class name and becomes the __name__ attribute. The bases tuple contains the base classes and becomes the __bases__ attribute; if empty, object, the ultimate base of all classes, is added. The dict dictionary contains attribute and method definitions for the class body; it may be copied or wrapped before becoming the __dict__ attribute. The following two statements create identical type objects: + // -> only support 1 param version + auto typeTyper = [this](const python::Type& parameterType) { + assert(parameterType.isTupleType()); + if(parameterType.parameters().size() != 1) { + throw std::runtime_error("number of parameters for type not yet supported"); + return python::Type::UNKNOWN; + } + + auto obj_type = parameterType.parameters().front(); + return python::Type::makeFunctionType(parameterType, python::Type::makeTypeObjectType(obj_type)); + }; + addSymbol(make_shared("type", typeTyper)); + // TODO: other parameters? i.e. step size and Co? // also, boolean, float? etc.? addSymbol("range", python::Type::makeFunctionType(python::Type::I64, python::Type::RANGE)); diff --git a/tuplex/test/core/IsInstanceTest.cc b/tuplex/test/core/IsInstanceTest.cc index 583850fea..0124fff3a 100644 --- a/tuplex/test/core/IsInstanceTest.cc +++ b/tuplex/test/core/IsInstanceTest.cc @@ -9,6 +9,13 @@ class IsInstance : public PyTest {}; +// for type objects, support something like +// x = type(16) +// x() +// y = type(3.141) +// y(10) + + TEST_F(IsInstance, BasicTyping) { // this is a basic test for isinstance covering the correct type deduction @@ -45,31 +52,39 @@ TEST_F(IsInstance, BasicTyping) { // //Changed in version 3.10: classinfo can be a Union Type. - // basic check for type objects - { - UDF udf("lambda x: (str, bool, int)"); - auto input_type = python::Type::I64; - udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); - auto ret_type = udf.getAnnotatedAST().getReturnType(); - auto output_type = python::Type::makeTupleType({python::Type::makeTypeObjectType(python::Type::STRING), - python::Type::makeTypeObjectType(python::Type::BOOLEAN), - python::Type::makeTypeObjectType(python::Type::I64),}); - EXPECT_EQ(ret_type.desc(), output_type.desc()); - } +// // basic check for type objects +// { +// UDF udf("lambda x: (str, bool, int)"); +// auto input_type = python::Type::I64; +// udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); +// auto ret_type = udf.getAnnotatedAST().getReturnType(); +// auto output_type = python::Type::makeTupleType({python::Type::makeTypeObjectType(python::Type::STRING), +// python::Type::makeTypeObjectType(python::Type::BOOLEAN), +// python::Type::makeTypeObjectType(python::Type::I64),}); +// EXPECT_EQ(ret_type.desc(), output_type.desc()); +// } +// +// // basic check for type objects +// { +// UDF udf("lambda str: (str, bool, int)"); +// auto input_type = python::Type::I64; +// udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); +// auto ret_type = udf.getAnnotatedAST().getReturnType(); +// auto output_type = python::Type::makeTupleType({python::Type::I64, +// python::Type::makeTypeObjectType(python::Type::BOOLEAN), +// python::Type::makeTypeObjectType(python::Type::I64),}); +// EXPECT_EQ(ret_type.desc(), output_type.desc()); +// } - // basic check for type objects - { - UDF udf("lambda str: (str, bool, int)"); - auto input_type = python::Type::I64; - udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); - auto ret_type = udf.getAnnotatedAST().getReturnType(); - auto output_type = python::Type::makeTupleType({python::Type::I64, - python::Type::makeTypeObjectType(python::Type::BOOLEAN), - python::Type::makeTypeObjectType(python::Type::I64),}); - EXPECT_EQ(ret_type.desc(), output_type.desc()); - } +// // start now with isinstance typing +// { +// UDF udf("lambda x: type(x)"); +// auto input_type = python::Type::I64; +// udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); +// auto ret_type = udf.getAnnotatedAST().getReturnType(); +// EXPECT_EQ(ret_type, python::Type::makeTypeObjectType(python::Type::I64)); +// } - return; // start now with isinstance typing { @@ -80,6 +95,8 @@ TEST_F(IsInstance, BasicTyping) { EXPECT_EQ(ret_type, python::Type::BOOLEAN); } + return; + { UDF udf("lambda x: isinstance(x, 42)"); auto input_type = python::Type::I64; From a655cb4684abaedd06a23d2c23fd65bbfbd3711b Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Fri, 9 Sep 2022 13:58:05 -0400 Subject: [PATCH 064/286] some basic typing working for isinstance --- tuplex/codegen/src/SymbolTable.cc | 42 ++++++++++++++++++ tuplex/test/core/IsInstanceTest.cc | 69 +++++++++++++++--------------- 2 files changed, 76 insertions(+), 35 deletions(-) diff --git a/tuplex/codegen/src/SymbolTable.cc b/tuplex/codegen/src/SymbolTable.cc index f655f1a50..74287a327 100644 --- a/tuplex/codegen/src/SymbolTable.cc +++ b/tuplex/codegen/src/SymbolTable.cc @@ -16,6 +16,26 @@ using namespace std; namespace tuplex { + + static bool is_classinfo(const python::Type& t) { + if(t.isTypeObjectType()) + return true; + if(t.isTupleType()) { + auto params = t.parameters(); + for(auto p : params) { + if(!is_classinfo(p)) + return false; + } + return true; + } + + // this is a bit weird b.c. list is homogenous... + if(t.isListType()) + return is_classinfo(t.elementType()); + + return false; + } + std::shared_ptr SymbolTable::createFromEnvironment(const tuplex::ClosureEnvironment *globals) { // Note: refactored functionality from SymbolTableVisitor.{h,cc} auto table = new SymbolTable(); @@ -369,6 +389,28 @@ namespace tuplex { }; addSymbol(make_shared("type", typeTyper)); + auto isinstanceTyper = [this](const python::Type& parameterType) { + assert(parameterType.isTupleType()); + + // there should be two parameters + if(parameterType.parameters().size() != 2) { + throw std::runtime_error("invalid number of parameters (2 expected, " + + std::to_string(parameterType.parameters().size()) + " found)"); + } + + auto type_to_check = parameterType.parameters()[0]; + auto _classinfo = parameterType.parameters()[1]; + + // if classinfo is not a type object or a tuple/list of types -> TypeError + auto type_error = python::TypeFactory::instance().getByName("TypeError"); + assert(type_error != python::Type::UNKNOWN); + if(!is_classinfo(_classinfo)) + return python::Type::makeFunctionType(parameterType, type_error); + + return python::Type::makeFunctionType(parameterType, python::Type::BOOLEAN); + }; + addSymbol(make_shared("isinstance", isinstanceTyper)); + // TODO: other parameters? i.e. step size and Co? // also, boolean, float? etc.? addSymbol("range", python::Type::makeFunctionType(python::Type::I64, python::Type::RANGE)); diff --git a/tuplex/test/core/IsInstanceTest.cc b/tuplex/test/core/IsInstanceTest.cc index 0124fff3a..a232afa05 100644 --- a/tuplex/test/core/IsInstanceTest.cc +++ b/tuplex/test/core/IsInstanceTest.cc @@ -52,51 +52,50 @@ TEST_F(IsInstance, BasicTyping) { // //Changed in version 3.10: classinfo can be a Union Type. -// // basic check for type objects -// { -// UDF udf("lambda x: (str, bool, int)"); -// auto input_type = python::Type::I64; -// udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); -// auto ret_type = udf.getAnnotatedAST().getReturnType(); -// auto output_type = python::Type::makeTupleType({python::Type::makeTypeObjectType(python::Type::STRING), -// python::Type::makeTypeObjectType(python::Type::BOOLEAN), -// python::Type::makeTypeObjectType(python::Type::I64),}); -// EXPECT_EQ(ret_type.desc(), output_type.desc()); -// } -// -// // basic check for type objects -// { -// UDF udf("lambda str: (str, bool, int)"); -// auto input_type = python::Type::I64; -// udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); -// auto ret_type = udf.getAnnotatedAST().getReturnType(); -// auto output_type = python::Type::makeTupleType({python::Type::I64, -// python::Type::makeTypeObjectType(python::Type::BOOLEAN), -// python::Type::makeTypeObjectType(python::Type::I64),}); -// EXPECT_EQ(ret_type.desc(), output_type.desc()); -// } - -// // start now with isinstance typing -// { -// UDF udf("lambda x: type(x)"); -// auto input_type = python::Type::I64; -// udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); -// auto ret_type = udf.getAnnotatedAST().getReturnType(); -// EXPECT_EQ(ret_type, python::Type::makeTypeObjectType(python::Type::I64)); -// } + // basic check for type objects + { + UDF udf("lambda x: (str, bool, int)"); + auto input_type = python::Type::I64; + udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); + auto ret_type = udf.getAnnotatedAST().getReturnType(); + auto output_type = python::Type::makeTupleType({python::Type::makeTypeObjectType(python::Type::STRING), + python::Type::makeTypeObjectType(python::Type::BOOLEAN), + python::Type::makeTypeObjectType(python::Type::I64),}); + EXPECT_EQ(ret_type.desc(), output_type.desc()); + } + + // basic check for type objects + { + UDF udf("lambda str: (str, bool, int)"); + auto input_type = python::Type::I64; + udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); + auto ret_type = udf.getAnnotatedAST().getReturnType(); + auto output_type = python::Type::makeTupleType({python::Type::I64, + python::Type::makeTypeObjectType(python::Type::BOOLEAN), + python::Type::makeTypeObjectType(python::Type::I64),}); + EXPECT_EQ(ret_type.desc(), output_type.desc()); + } + // start now with isinstance typing + { + UDF udf("lambda x: type(x)"); + auto input_type = python::Type::I64; + udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); + auto ret_type = udf.getAnnotatedAST().getReturnType(); + EXPECT_EQ(ret_type, python::Type::makeTypeObjectType(python::Type::I64)); + } // start now with isinstance typing { - UDF udf("lambda x: x if isinstance(x, str) else str(x)"); + UDF udf("lambda x: isinstance(x, str)"); + + // UDF udf("lambda x: x if isinstance(x, str) else str(x)"); ==> this can be typed/compiled using deadbranch removal visitor. auto input_type = python::Type::I64; udf.hintInputSchema(Schema(Schema::MemoryLayout::ROW, python::Type::propagateToTupleType(input_type))); auto ret_type = udf.getAnnotatedAST().getReturnType(); EXPECT_EQ(ret_type, python::Type::BOOLEAN); } - return; - { UDF udf("lambda x: isinstance(x, 42)"); auto input_type = python::Type::I64; From 0b66a5f1322b58b1b575fc62bf24d71b88736fea Mon Sep 17 00:00:00 2001 From: Leonhard Spiegelberg Date: Thu, 15 Sep 2022 13:40:41 -0400 Subject: [PATCH 065/286] new samples --- tuplex/core/include/Defs.h | 1 + .../core/include/logical/FileInputOperator.h | 13 + tuplex/test/core/GithubPipeline.cc | 17 + tuplex/test/core/IsInstanceTest.cc | 7 + .../ndjson/github-hyper/01_Explore.ipynb | 88 +++ .../ndjson/github-hyper/2022-01-01-1.json | 500 ++++++++++++++++++ .../ndjson/github-hyper/2022-01-02-1.json | 500 ++++++++++++++++++ .../ndjson/github-hyper/2022-01-03-1.json | 500 ++++++++++++++++++ .../ndjson/github-hyper/2022-01-04-1.json | 500 ++++++++++++++++++ .../ndjson/github-hyper/2022-01-05-1.json | 500 ++++++++++++++++++ .../resources/ndjson/github-hyper/README.md | 2 + tuplex/test/utils/TestJSONUtils.cc | 34 ++ 12 files changed, 2662 insertions(+) create mode 100644 tuplex/test/core/GithubPipeline.cc create mode 100644 tuplex/test/resources/ndjson/github-hyper/01_Explore.ipynb create mode 100644 tuplex/test/resources/ndjson/github-hyper/2022-01-01-1.json create mode 100644 tuplex/test/resources/ndjson/github-hyper/2022-01-02-1.json create mode 100644 tuplex/test/resources/ndjson/github-hyper/2022-01-03-1.json create mode 100644 tuplex/test/resources/ndjson/github-hyper/2022-01-04-1.json create mode 100644 tuplex/test/resources/ndjson/github-hyper/2022-01-05-1.json create mode 100644 tuplex/test/resources/ndjson/github-hyper/README.md diff --git a/tuplex/core/include/Defs.h b/tuplex/core/include/Defs.h index 48ad00740..e8598f11f 100644 --- a/tuplex/core/include/Defs.h +++ b/tuplex/core/include/Defs.h @@ -19,6 +19,7 @@ namespace tuplex { OUTFMT_UNKNOWN=0, OUTFMT_TUPLEX, OUTFMT_CSV, + OUTFMT_JSON, OUTFMT_TEXT, OUTFMT_ORC }; diff --git a/tuplex/core/include/logical/FileInputOperator.h b/tuplex/core/include/logical/FileInputOperator.h index d7219330b..473341f49 100644 --- a/tuplex/core/include/logical/FileInputOperator.h +++ b/tuplex/core/include/logical/FileInputOperator.h @@ -74,6 +74,9 @@ namespace tuplex { const ContextOptions& co, const std::vector& null_values); + //// JSON Constructor + //FileInputOperator(const std::string &pattern, const ContextOptions &co); + // Orc Constructor FileInputOperator(const std::string& pattern, const ContextOptions& co); @@ -119,10 +122,20 @@ namespace tuplex { * create a new orc File Input operator. * @param pattern files to search for * @param co ContextOptions, pipeline will take configuration for planning from there + * return input operator */ static FileInputOperator *fromOrc(const std::string& pattern, const ContextOptions& co); + /*! + * create new file input operator reading JSON (newline delimited) files. + * @param pattern pattern to look for files + * @param co context options + * @return input operator + */ + static FileInputOperator *fromJSON(const std::string& pattern, const ContextOptions& co); + + std::string name() override { switch (_fmt) { case FileFormat::OUTFMT_CSV: diff --git a/tuplex/test/core/GithubPipeline.cc b/tuplex/test/core/GithubPipeline.cc new file mode 100644 index 000000000..739742d76 --- /dev/null +++ b/tuplex/test/core/GithubPipeline.cc @@ -0,0 +1,17 @@ +// +// Created by Leonhard Spiegelberg on 9/14/22. +// + +#include "TestUtils.h" +#include "JsonStatistic.h" + +#include + +class Github : public PyTest {}; + +TEST_F(Github, BasicRead) { + // explore change on 4th January 2022: The field Push.Pusher changed named to Push.User. + using namespace tuplex; + + +} \ No newline at end of file diff --git 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To do this, merge this pull request, then verify your application still works as expected.\n\n\n\nSome of the most important vulnerabilities in your base image include:\n\n| Severity | Priority Score / 1000 | Issue | Exploit Maturity |\n| :------: | :-------------------- | :---- | :--------------- |\n| ![critical severity](https://res.cloudinary.com/snyk/image/upload/w_20,h_20/v1561977819/icon/c.png \"critical severity\") | **714** | Directory Traversal
[SNYK-DEBIAN9-PYTHON27-341379](https://snyk.io/vuln/SNYK-DEBIAN9-PYTHON27-341379) | No Known Exploit |\n| ![critical severity](https://res.cloudinary.com/snyk/image/upload/w_20,h_20/v1561977819/icon/c.png \"critical severity\") | **714** | Buffer Overflow
[SNYK-DEBIAN9-PYTHON35-1063181](https://snyk.io/vuln/SNYK-DEBIAN9-PYTHON35-1063181) | No Known Exploit |\n| ![critical severity](https://res.cloudinary.com/snyk/image/upload/w_20,h_20/v1561977819/icon/c.png \"critical severity\") | **714** | Credentials Management
[SNYK-DEBIAN9-PYTHON35-340072](https://snyk.io/vuln/SNYK-DEBIAN9-PYTHON35-340072) | No Known Exploit |\n| ![critical severity](https://res.cloudinary.com/snyk/image/upload/w_20,h_20/v1561977819/icon/c.png \"critical severity\") | **714** | Directory Traversal
[SNYK-DEBIAN9-PYTHON35-453739](https://snyk.io/vuln/SNYK-DEBIAN9-PYTHON35-453739) | No Known Exploit |\n| ![critical severity](https://res.cloudinary.com/snyk/image/upload/w_20,h_20/v1561977819/icon/c.png \"critical severity\") | **714** | Credentials Management
[SNYK-DEBIAN9-PYTHON35-584435](https://snyk.io/vuln/SNYK-DEBIAN9-PYTHON35-584435) | No Known Exploit |\n\n\n\n---\n\n**Note:** _You are seeing this because you or someone else with access to this repository has authorized Snyk to open fix PRs._\n\nFor more information: \n🧐 [View latest project report](https://app.snyk.io/org/back-end-kaj/project/575d1aff-26b9-46a9-be8f-2c69a119478b?utm_source=github&utm_medium=referral&page=fix-pr)\n\n🛠 [Adjust project settings](https://app.snyk.io/org/back-end-kaj/project/575d1aff-26b9-46a9-be8f-2c69a119478b?utm_source=github&utm_medium=referral&page=fix-pr/settings)\n\n[//]: # 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often.","created_at":"2022-01-01T01:00:01Z","updated_at":"2022-01-01T01:00:01Z","html_url":"https://github.com/ryanoasis/nerd-fonts/pull/732#discussion_r777070040","pull_request_url":"https://api.github.com/repos/ryanoasis/nerd-fonts/pulls/732","author_association":"COLLABORATOR","_links":{"self":{"href":"https://api.github.com/repos/ryanoasis/nerd-fonts/pulls/comments/777070040"},"html":{"href":"https://github.com/ryanoasis/nerd-fonts/pull/732#discussion_r777070040"},"pull_request":{"href":"https://api.github.com/repos/ryanoasis/nerd-fonts/pulls/732"}},"reactions":{"url":"https://api.github.com/repos/ryanoasis/nerd-fonts/pulls/comments/777070040/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"start_line":null,"original_start_line":null,"start_side":null,"line":null,"original_line":796,"side":"RIGHT","in_reply_to_id":777062562},"pull_request":{"url":"https://api.github.com/repos/ryanoasis/nerd-fonts/pulls/732","id":808294026,"node_id":"PR_kwDOAaTAks4wLZaK","html_url":"https://github.com/ryanoasis/nerd-fonts/pull/732","diff_url":"https://github.com/ryanoasis/nerd-fonts/pull/732.diff","patch_url":"https://github.com/ryanoasis/nerd-fonts/pull/732.patch","issue_url":"https://api.github.com/repos/ryanoasis/nerd-fonts/issues/732","number":732,"state":"open","locked":false,"title":"Bugfix monospaced glyph scaling","user":{"login":"Finii","id":16012374,"node_id":"MDQ6VXNlcjE2MDEyMzc0","avatar_url":"https://avatars.githubusercontent.com/u/16012374?v=4","gravatar_id":"","url":"https://api.github.com/users/Finii","html_url":"https://github.com/Finii","followers_url":"https://api.github.com/users/Finii/followers","following_url":"https://api.github.com/users/Finii/following{/other_user}","gists_url":"https://api.github.com/users/Finii/gists{/gist_id}","starred_url":"https://api.github.com/users/Finii/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/Finii/subscriptions","organizations_url":"https://api.github.com/users/Finii/orgs","repos_url":"https://api.github.com/users/Finii/repos","events_url":"https://api.github.com/users/Finii/events{/privacy}","received_events_url":"https://api.github.com/users/Finii/received_events","type":"User","site_admin":false},"body":"#### Description\r\n\r\nEven when patched for Monospace (with `-mono`) fonts have a hard time to be recognized as monospaced font sometimes.\r\n\r\n#### Requirements / Checklist\r\n\r\n- [x] Read the [Contributing Guidelines](https://github.com/ryanoasis/nerd-fonts/blob/master/contributing.md)\r\n- [x] Verified the license of any newly added font, glyph, or glyph set\r\n\r\n#### What does this Pull Request (PR) do?\r\n\r\nThe first commit just adds a warning mechanism, that shows us when an inserted glyph is not scaled in the expected way. Where expected means: Fits into the normal font width. We do not patch doublewidth glyphs in, jet (afaik).\r\n\r\nThen the scaling mechanism (`ScaleGlyph`) is expanded to handle more complex situations and do so automatically.\r\n\r\nThis new mechanism is than used for the _Font Awesome_ glyphs.\r\n\r\nWith just the first commit you can see the extend of the problem. Only Font Awesome is affected:\r\n\r\n![image](https://user-images.githubusercontent.com/16012374/147078396-3c0bff1e-d42a-4e15-92a9-68a2b046a79c.png)\r\n\r\n\r\n#### How should this be manually tested?\r\n* Patch a font that is not recognized as monospaced by some applications (like Gnome Terminal, Windows CMD, ...) and see if it is afterwards recognized.\r\n* Check glyphs from `FONTA_SCALE_LIST` in `fontforge` for example, if they scale to a reasonable size. They will be smaller then before, which is the goal of this, but people might notice.\r\n* Check font metadata, for example with\r\n * `ttfdump FontName.ttf | grep 'advanceWidthMax|xAvgCharWidth'`\r\n * `showttf FontName.ttf | grep 'advanceWidthMax|avgWidth'`\r\n\r\nKeep in mind that this is just relevant for 'Nerd Font Mono' fonts, i.e. patched with `-mono`. Without the parameter the behavior of `font-patcher` is not changed.\r\n\r\n#### Any background context you can provide?\r\nBottom of #695, for example https://github.com/ryanoasis/nerd-fonts/pull/695#issuecomment-997337500\r\n\r\nInstead of taking ONE 'main glyph' that rules the scaling of all the special glyphs, we form groups of glyphs that have to be scaled together. 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In terms of OData syntax, is a subtable allowed to reference fields in the primary 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to a new forum topic about filtering subtables: https://forum.getodk.org/t/using-filter-with-repeat-tables-to-download-odata/36245","reactions":{"url":"https://api.github.com/repos/getodk/central-backend/issues/comments/1003476344/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"performed_via_github_app":null}},"public":true,"created_at":"2022-01-01T01:00:02Z","org":{"id":6222985,"login":"getodk","gravatar_id":"","url":"https://api.github.com/orgs/getodk","avatar_url":"https://avatars.githubusercontent.com/u/6222985?"}} 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monospaced glyph scaling","user":{"login":"Finii","id":16012374,"node_id":"MDQ6VXNlcjE2MDEyMzc0","avatar_url":"https://avatars.githubusercontent.com/u/16012374?v=4","gravatar_id":"","url":"https://api.github.com/users/Finii","html_url":"https://github.com/Finii","followers_url":"https://api.github.com/users/Finii/followers","following_url":"https://api.github.com/users/Finii/following{/other_user}","gists_url":"https://api.github.com/users/Finii/gists{/gist_id}","starred_url":"https://api.github.com/users/Finii/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/Finii/subscriptions","organizations_url":"https://api.github.com/users/Finii/orgs","repos_url":"https://api.github.com/users/Finii/repos","events_url":"https://api.github.com/users/Finii/events{/privacy}","received_events_url":"https://api.github.com/users/Finii/received_events","type":"User","site_admin":false},"body":"#### Description\r\n\r\nEven when patched for Monospace (with `-mono`) fonts have a hard time to be recognized as monospaced font sometimes.\r\n\r\n#### Requirements / Checklist\r\n\r\n- [x] Read the [Contributing Guidelines](https://github.com/ryanoasis/nerd-fonts/blob/master/contributing.md)\r\n- [x] Verified the license of any newly added font, glyph, or glyph set\r\n\r\n#### What does this Pull Request (PR) do?\r\n\r\nThe first commit just adds a warning mechanism, that shows us when an inserted glyph is not scaled in the expected way. Where expected means: Fits into the normal font width. We do not patch doublewidth glyphs in, jet (afaik).\r\n\r\nThen the scaling mechanism (`ScaleGlyph`) is expanded to handle more complex situations and do so automatically.\r\n\r\nThis new mechanism is than used for the _Font Awesome_ glyphs.\r\n\r\nWith just the first commit you can see the extend of the problem. Only Font Awesome is affected:\r\n\r\n![image](https://user-images.githubusercontent.com/16012374/147078396-3c0bff1e-d42a-4e15-92a9-68a2b046a79c.png)\r\n\r\n\r\n#### How should this be manually tested?\r\n* Patch a font that is not recognized as monospaced by some applications (like Gnome Terminal, Windows CMD, ...) and see if it is afterwards recognized.\r\n* Check glyphs from `FONTA_SCALE_LIST` in `fontforge` for example, if they scale to a reasonable size. They will be smaller then before, which is the goal of this, but people might notice.\r\n* Check font metadata, for example with\r\n * `ttfdump FontName.ttf | grep 'advanceWidthMax|xAvgCharWidth'`\r\n * `showttf FontName.ttf | grep 'advanceWidthMax|avgWidth'`\r\n\r\nKeep in mind that this is just relevant for 'Nerd Font Mono' fonts, i.e. patched with `-mono`. Without the parameter the behavior of `font-patcher` is not changed.\r\n\r\n#### Any background context you can provide?\r\nBottom of #695, for example https://github.com/ryanoasis/nerd-fonts/pull/695#issuecomment-997337500\r\n\r\nInstead of taking ONE 'main glyph' that rules the scaling of all the special glyphs, we form groups of glyphs that have to be scaled together. Like all the selected (blue) glyphs here, but as individual groups:\r\n\r\n![image](https://user-images.githubusercontent.com/16012374/146665991-d822cbb8-d356-4c5a-a75c-05fb912444a7.png)\r\n\r\nThe combined bounding box of the group is determined (like when all glyphs in the group are stamped on top of each other and then the bounding box is found), and all members of the group are scaled such that the combined bounding box is maximized to the allowed limits.\r\n\r\nFor example the group of four arrows (in line 5) is scaled together, but independently to all other glyphs.\r\n\r\nHere an example that shows how Font Awesome is ... ~buggy~ strange, the selected (blue) glyphs are clearly too big for the font itself, that does maintain good glyph size consistency otherwise.\r\n\r\n![image](https://user-images.githubusercontent.com/16012374/147082322-f41e6e58-64cb-4f5b-891f-499a03b569bb.png)\r\n\r\n#### What are the relevant tickets (if any)?\r\nFor example #703 (part of)\r\n\r\n#### Screenshots (if appropriate or helpful)\r\n","created_at":"2021-12-22T10:59:44Z","updated_at":"2022-01-01T01:00:01Z","closed_at":null,"merged_at":null,"merge_commit_sha":"5bd4c0ebca9b7e4fcd8b4f9fa181e4ff931291f5","assignee":null,"assignees":[],"requested_reviewers":[],"requested_teams":[],"labels":[{"id":2900985588,"node_id":"MDU6TGFiZWwyOTAwOTg1NTg4","url":"https://api.github.com/repos/ryanoasis/nerd-fonts/labels/Bug%20fix","name":"Bug fix","color":"E6250C","default":false,"description":""}],"milestone":null,"draft":false,"commits_url":"https://api.github.com/repos/ryanoasis/nerd-fonts/pulls/732/commits","review_comments_url":"https://api.github.com/repos/ryanoasis/nerd-fonts/pulls/732/comments","review_comment_url":"https://api.github.com/repos/ryanoasis/nerd-fonts/pulls/comments{/number}","comments_url":"https://api.github.com/repos/ryanoasis/nerd-fonts/issues/732/comments","statuses_url":"https://api.github.com/repos/ryanoasis/nerd-fonts/statuses/e805b87997bf7dbe3d99fc3582e246d8c9cb4dda","head":{"label":"ryanoasis:bugfix/monospaced-glyph-scaling","ref":"bugfix/monospaced-glyph-scaling","sha":"e805b87997bf7dbe3d99fc3582e246d8c9cb4dda","user":{"login":"ryanoasis","id":8083459,"node_id":"MDQ6VXNlcjgwODM0NTk=","avatar_url":"https://avatars.githubusercontent.com/u/8083459?v=4","gravatar_id":"","url":"https://api.github.com/users/ryanoasis","html_url":"https://github.com/ryanoasis","followers_url":"https://api.github.com/users/ryanoasis/followers","following_url":"https://api.github.com/users/ryanoasis/following{/other_user}","gists_url":"https://api.github.com/users/ryanoasis/gists{/gist_id}","starred_url":"https://api.github.com/users/ryanoasis/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/ryanoasis/subscriptions","organizations_url":"https://api.github.com/users/ryanoasis/orgs","repos_url":"https://api.github.com/users/ryanoasis/repos","events_url":"https://api.github.com/users/ryanoasis/events{/privacy}","received_events_url":"https://api.github.com/users/ryanoasis/received_events","type":"User","site_admin":false},"repo":{"id":27574418,"node_id":"MDEwOlJlcG9zaXRvcnkyNzU3NDQxOA==","name":"nerd-fonts","full_name":"ryanoasis/nerd-fonts","private":false,"owner":{"login":"ryanoasis","id":8083459,"node_id":"MDQ6VXNlcjgwODM0NTk=","avatar_url":"https://avatars.githubusercontent.com/u/8083459?v=4","gravatar_id":"","url":"https://api.github.com/users/ryanoasis","html_url":"https://github.com/ryanoasis","followers_url":"https://api.github.com/users/ryanoasis/followers","following_url":"https://api.github.com/users/ryanoasis/following{/other_user}","gists_url":"https://api.github.com/users/ryanoasis/gists{/gist_id}","starred_url":"https://api.github.com/users/ryanoasis/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/ryanoasis/subscriptions","organizations_url":"https://api.github.com/users/ryanoasis/orgs","repos_url":"https://api.github.com/users/ryanoasis/repos","events_url":"https://api.github.com/users/ryanoasis/events{/privacy}","received_events_url":"https://api.github.com/users/ryanoasis/received_events","type":"User","site_admin":false},"html_url":"https://github.com/ryanoasis/nerd-fonts","description":"Iconic font aggregator, collection, & patcher. 3,600+ icons, 50+ patched fonts: Hack, Source Code Pro, more. 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As in, unless the explicit symlink path is added to Docker Prefs, it forbids the directory as a shared volume when it should notice it is allowed (and consequently allow it).\r\n\r\n**Information**\r\n\r\nIs it reproducible? Certainly, yes.\r\nIs the problem new? Yes.\r\nDid the problem appear with an update? All problems appear in updates.\r\n\r\nmacOS Version: 10.15.3 (Catalina)\r\nDiagnostic logs\r\nDocker for Mac: 2.2.0.3 (42716)\r\nEngine: 19.03.5\r\nNotary: 0.6.1\r\nCompose: 1.25.4\r\nKubernetes: v1.15.5\r\nCredential Helper: 0.6.3\r\n\r\nSteps to reproduce the behavior\r\nInstall Docker for Mac latest\r\nExecute the following to create our \"real\" path:\r\ncd ~/Desktop && mkdir -p docker-sample/hello\r\nExecute the following to setup a symlink from \"real\" to somewhere else:\r\ncd docker-sample && ln -s `pwd`/hello `pwd`/yo\r\nAdd the \"real\" path to Docker for Mac as an allowed shared volume path (this is the only option because of #4318, i.e. one cannot add the symlinked path unless it works fine in the OS dialog, which only a subset of fs links do)\r\nTry to run a container using the symbolic path:\r\ndocker run --rm -v `pwd`/yo:/data -it ubuntu:latest bash\r\n\r\n\r\n**Manual work around from #4341**\r\n\r\n**federico-piazza commented on Mar 5**\r\nI could bypass the UI by editing this file:\r\n\r\n~/Library/Group Containers/group.com.docker/settings.json\r\nThen added my synthetic link there and fortunately that made the trick:\r\n\r\n{\r\n \"filesharingDirectories\" : [\r\n \"\\/Users\",\r\n \"\\/Volumes\",\r\n \"\\/datadrive\",\r\n \"\\/private\",\r\n \"\\/tmp\"\r\n ],\r\n\r\n\r\n**ALSO From #4341 Details on when the Docker for Mac UI changed and this became an issue ** \r\n\r\nThis behavior has appeared after the new UI release. 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Renovate](https://app.renovatebot.com/images/banner.svg)](https://renovatebot.com)\n\nThis PR contains the following updates:\n\n| Package | Change | Age | Adoption | Passing | Confidence |\n|---|---|---|---|---|---|\n| [@typescript-eslint/eslint-plugin](https://togithub.com/typescript-eslint/typescript-eslint) | [`5.8.0` -> `5.8.1`](https://renovatebot.com/diffs/npm/@typescript-eslint%2feslint-plugin/5.8.0/5.8.1) | [![age](https://badges.renovateapi.com/packages/npm/@typescript-eslint%2feslint-plugin/5.8.1/age-slim)](https://docs.renovatebot.com/merge-confidence/) | [![adoption](https://badges.renovateapi.com/packages/npm/@typescript-eslint%2feslint-plugin/5.8.1/adoption-slim)](https://docs.renovatebot.com/merge-confidence/) | [![passing](https://badges.renovateapi.com/packages/npm/@typescript-eslint%2feslint-plugin/5.8.1/compatibility-slim/5.8.0)](https://docs.renovatebot.com/merge-confidence/) | [![confidence](https://badges.renovateapi.com/packages/npm/@typescript-eslint%2feslint-plugin/5.8.1/confidence-slim/5.8.0)](https://docs.renovatebot.com/merge-confidence/) |\n| [@typescript-eslint/parser](https://togithub.com/typescript-eslint/typescript-eslint) | [`5.8.0` -> `5.8.1`](https://renovatebot.com/diffs/npm/@typescript-eslint%2fparser/5.8.0/5.8.1) | [![age](https://badges.renovateapi.com/packages/npm/@typescript-eslint%2fparser/5.8.1/age-slim)](https://docs.renovatebot.com/merge-confidence/) | [![adoption](https://badges.renovateapi.com/packages/npm/@typescript-eslint%2fparser/5.8.1/adoption-slim)](https://docs.renovatebot.com/merge-confidence/) | [![passing](https://badges.renovateapi.com/packages/npm/@typescript-eslint%2fparser/5.8.1/compatibility-slim/5.8.0)](https://docs.renovatebot.com/merge-confidence/) | [![confidence](https://badges.renovateapi.com/packages/npm/@typescript-eslint%2fparser/5.8.1/confidence-slim/5.8.0)](https://docs.renovatebot.com/merge-confidence/) |\n| [eslint](https://eslint.org) ([source](https://togithub.com/eslint/eslint)) | [`8.5.0` -> `8.6.0`](https://renovatebot.com/diffs/npm/eslint/8.5.0/8.6.0) | [![age](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/age-slim)](https://docs.renovatebot.com/merge-confidence/) | [![adoption](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/adoption-slim)](https://docs.renovatebot.com/merge-confidence/) | [![passing](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/compatibility-slim/8.5.0)](https://docs.renovatebot.com/merge-confidence/) | [![confidence](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/confidence-slim/8.5.0)](https://docs.renovatebot.com/merge-confidence/) |\n\n---\n\n### Release Notes\n\n
\ntypescript-eslint/typescript-eslint (@​typescript-eslint/eslint-plugin)\n\n### [`v5.8.1`](https://togithub.com/typescript-eslint/typescript-eslint/blob/HEAD/packages/eslint-plugin/CHANGELOG.md#​581-httpsgithubcomtypescript-eslinttypescript-eslintcomparev580v581-2021-12-27)\n\n[Compare Source](https://togithub.com/typescript-eslint/typescript-eslint/compare/v5.8.0...v5.8.1)\n\n##### Bug Fixes\n\n- **eslint-plugin:** \\[consistent-indexed-object-style] do not report for circular references ([#​4347](https://togithub.com/typescript-eslint/typescript-eslint/issues/4347)) ([6edebcd](https://togithub.com/typescript-eslint/typescript-eslint/commit/6edebcda00053eecf7b3e55eeb3fe5d7fb9e7db7))\n- **eslint-plugin:** \\[consistent-type-definitions] correct fixer with declare keyword ([#​4334](https://togithub.com/typescript-eslint/typescript-eslint/issues/4334)) ([0cd911a](https://togithub.com/typescript-eslint/typescript-eslint/commit/0cd911a916805d3b1f8043584e4685f3edd5c427))\n- **eslint-plugin:** \\[padding-line-between-statements] make function overloading is also processed ([#​4345](https://togithub.com/typescript-eslint/typescript-eslint/issues/4345)) ([d31ec26](https://togithub.com/typescript-eslint/typescript-eslint/commit/d31ec264fe5f5cd27e8f522a485e106889f2d380))\n\n
\n\n
\ntypescript-eslint/typescript-eslint (@​typescript-eslint/parser)\n\n### [`v5.8.1`](https://togithub.com/typescript-eslint/typescript-eslint/blob/HEAD/packages/parser/CHANGELOG.md#​581-httpsgithubcomtypescript-eslinttypescript-eslintcomparev580v581-2021-12-27)\n\n[Compare Source](https://togithub.com/typescript-eslint/typescript-eslint/compare/v5.8.0...v5.8.1)\n\n**Note:** Version bump only for package [@​typescript-eslint/parser](https://togithub.com/typescript-eslint/parser)\n\n
\n\n
\neslint/eslint\n\n### [`v8.6.0`](https://togithub.com/eslint/eslint/releases/v8.6.0)\n\n[Compare Source](https://togithub.com/eslint/eslint/compare/v8.5.0...v8.6.0)\n\n#### Features\n\n- [`6802a54`](https://togithub.com/eslint/eslint/commit/6802a54837ea008bef4d5ae11522941693ba5ef6) feat: handle logical assignment in no-self-assign ([#​14152](https://togithub.com/eslint/eslint/issues/14152)) (Zzzen)\n- [`3b38018`](https://togithub.com/eslint/eslint/commit/3b38018ef5cb004ad5bc011de726bd2df2eb2f3f) feat: allow to define `eslint-disable-next-line` in multiple lines ([#​15436](https://togithub.com/eslint/eslint/issues/15436)) (Nitin Kumar)\n- [`9d6fe5a`](https://togithub.com/eslint/eslint/commit/9d6fe5a6b65f397bafc5eb0a995e96717cdc9b53) feat: false negative with `onlyDeclarations` + `properties` in id-match ([#​15431](https://togithub.com/eslint/eslint/issues/15431)) (Nitin Kumar)\n\n#### Documentation\n\n- [`6c4dee2`](https://togithub.com/eslint/eslint/commit/6c4dee2e87dac8d0751ce2426ded651ed0986112) docs: Document homedir is a configuration root ([#​15469](https://togithub.com/eslint/eslint/issues/15469)) (Bas Bosman)\n- [`51c37b1`](https://togithub.com/eslint/eslint/commit/51c37b118aed9c0d7a0efd40c491efca04c82ef9) docs: consistency changes ([#​15404](https://togithub.com/eslint/eslint/issues/15404)) (Bas Bosman)\n- [`775d181`](https://togithub.com/eslint/eslint/commit/775d18138244a28ebe1cb92849cd0f4e8cd27672) docs: Mention character classes in no-useless-escape ([#​15421](https://togithub.com/eslint/eslint/issues/15421)) (Sebastian Simon)\n\n#### Chores\n\n- [`3a384fc`](https://togithub.com/eslint/eslint/commit/3a384fc287cebb7be5fe5ed95497d578437a503a) chore: Upgrade espree to 9.3.0 ([#​15473](https://togithub.com/eslint/eslint/issues/15473)) (Brandon Mills)\n- [`1443cc2`](https://togithub.com/eslint/eslint/commit/1443cc2fc8785157936b864258924fe9bcd23210) chore: Update blogpost.md.ejs ([#​15468](https://togithub.com/eslint/eslint/issues/15468)) (Nicholas C. Zakas)\n- [`28e907a`](https://togithub.com/eslint/eslint/commit/28e907a4ca05a026d156f814f4118f8fe713e99d) refactor: remove unused parameter in `linter.js` ([#​15451](https://togithub.com/eslint/eslint/issues/15451)) (Milos Djermanovic)\n- [`eaa08d3`](https://togithub.com/eslint/eslint/commit/eaa08d3055b195bce59cc96bb63ac29038cd7c7d) test: add tests for `allowReserved` parser option with flat config ([#​15450](https://togithub.com/eslint/eslint/issues/15450)) (Milos Djermanovic)\n\n
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Renovate](https://app.renovatebot.com/images/banner.svg)](https://renovatebot.com)\n\nThis PR contains the following updates:\n\n| Package | Change | Age | Adoption | Passing | Confidence |\n|---|---|---|---|---|---|\n| [eslint](https://eslint.org) ([source](https://togithub.com/eslint/eslint)) | [`^8.5.0` -> `^8.6.0`](https://renovatebot.com/diffs/npm/eslint/8.5.0/8.6.0) | [![age](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/age-slim)](https://docs.renovatebot.com/merge-confidence/) | [![adoption](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/adoption-slim)](https://docs.renovatebot.com/merge-confidence/) | [![passing](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/compatibility-slim/8.5.0)](https://docs.renovatebot.com/merge-confidence/) | [![confidence](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/confidence-slim/8.5.0)](https://docs.renovatebot.com/merge-confidence/) |\n\n---\n\n### Release Notes\n\n
\neslint/eslint\n\n### [`v8.6.0`](https://togithub.com/eslint/eslint/releases/v8.6.0)\n\n[Compare Source](https://togithub.com/eslint/eslint/compare/v8.5.0...v8.6.0)\n\n#### Features\n\n- [`6802a54`](https://togithub.com/eslint/eslint/commit/6802a54837ea008bef4d5ae11522941693ba5ef6) feat: handle logical assignment in no-self-assign ([#​14152](https://togithub.com/eslint/eslint/issues/14152)) (Zzzen)\n- [`3b38018`](https://togithub.com/eslint/eslint/commit/3b38018ef5cb004ad5bc011de726bd2df2eb2f3f) feat: allow to define `eslint-disable-next-line` in multiple lines ([#​15436](https://togithub.com/eslint/eslint/issues/15436)) (Nitin Kumar)\n- [`9d6fe5a`](https://togithub.com/eslint/eslint/commit/9d6fe5a6b65f397bafc5eb0a995e96717cdc9b53) feat: false negative with `onlyDeclarations` + `properties` in id-match ([#​15431](https://togithub.com/eslint/eslint/issues/15431)) (Nitin Kumar)\n\n#### Documentation\n\n- [`6c4dee2`](https://togithub.com/eslint/eslint/commit/6c4dee2e87dac8d0751ce2426ded651ed0986112) docs: Document homedir is a configuration root ([#​15469](https://togithub.com/eslint/eslint/issues/15469)) (Bas Bosman)\n- [`51c37b1`](https://togithub.com/eslint/eslint/commit/51c37b118aed9c0d7a0efd40c491efca04c82ef9) docs: consistency changes ([#​15404](https://togithub.com/eslint/eslint/issues/15404)) (Bas Bosman)\n- [`775d181`](https://togithub.com/eslint/eslint/commit/775d18138244a28ebe1cb92849cd0f4e8cd27672) docs: Mention character classes in no-useless-escape ([#​15421](https://togithub.com/eslint/eslint/issues/15421)) (Sebastian Simon)\n\n#### Chores\n\n- [`3a384fc`](https://togithub.com/eslint/eslint/commit/3a384fc287cebb7be5fe5ed95497d578437a503a) chore: Upgrade espree to 9.3.0 ([#​15473](https://togithub.com/eslint/eslint/issues/15473)) (Brandon Mills)\n- [`1443cc2`](https://togithub.com/eslint/eslint/commit/1443cc2fc8785157936b864258924fe9bcd23210) chore: Update blogpost.md.ejs ([#​15468](https://togithub.com/eslint/eslint/issues/15468)) (Nicholas C. Zakas)\n- [`28e907a`](https://togithub.com/eslint/eslint/commit/28e907a4ca05a026d156f814f4118f8fe713e99d) refactor: remove unused parameter in `linter.js` ([#​15451](https://togithub.com/eslint/eslint/issues/15451)) (Milos Djermanovic)\n- [`eaa08d3`](https://togithub.com/eslint/eslint/commit/eaa08d3055b195bce59cc96bb63ac29038cd7c7d) test: add tests for `allowReserved` parser option with flat config ([#​15450](https://togithub.com/eslint/eslint/issues/15450)) (Milos Djermanovic)\n\n
\n\n---\n\n### Configuration\n\n📅 **Schedule**: At any time (no schedule defined).\n\n🚦 **Automerge**: Enabled.\n\n♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the rebase/retry checkbox.\n\n🔕 **Ignore**: Close this PR and you won't be reminded about this update again.\n\n---\n\n - [ ] If you want to rebase/retry this PR, click this checkbox.\n\n---\n\nThis PR has been generated by [WhiteSource Renovate](https://renovate.whitesourcesoftware.com). 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Renovate](https://app.renovatebot.com/images/banner.svg)](https://renovatebot.com)\n\nThis PR contains the following updates:\n\n| Package | Change | Age | Adoption | Passing | Confidence |\n|---|---|---|---|---|---|\n| [eslint](https://eslint.org) ([source](https://togithub.com/eslint/eslint)) | [`8.5.0` -> `8.6.0`](https://renovatebot.com/diffs/npm/eslint/8.5.0/8.6.0) | [![age](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/age-slim)](https://docs.renovatebot.com/merge-confidence/) | [![adoption](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/adoption-slim)](https://docs.renovatebot.com/merge-confidence/) | [![passing](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/compatibility-slim/8.5.0)](https://docs.renovatebot.com/merge-confidence/) | [![confidence](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/confidence-slim/8.5.0)](https://docs.renovatebot.com/merge-confidence/) |\n\n---\n\n### Release Notes\n\n
\neslint/eslint\n\n### [`v8.6.0`](https://togithub.com/eslint/eslint/releases/v8.6.0)\n\n[Compare Source](https://togithub.com/eslint/eslint/compare/v8.5.0...v8.6.0)\n\n#### Features\n\n- [`6802a54`](https://togithub.com/eslint/eslint/commit/6802a54837ea008bef4d5ae11522941693ba5ef6) feat: handle logical assignment in no-self-assign ([#​14152](https://togithub.com/eslint/eslint/issues/14152)) (Zzzen)\n- [`3b38018`](https://togithub.com/eslint/eslint/commit/3b38018ef5cb004ad5bc011de726bd2df2eb2f3f) feat: allow to define `eslint-disable-next-line` in multiple lines ([#​15436](https://togithub.com/eslint/eslint/issues/15436)) (Nitin Kumar)\n- [`9d6fe5a`](https://togithub.com/eslint/eslint/commit/9d6fe5a6b65f397bafc5eb0a995e96717cdc9b53) feat: false negative with `onlyDeclarations` + `properties` in id-match ([#​15431](https://togithub.com/eslint/eslint/issues/15431)) (Nitin Kumar)\n\n#### Documentation\n\n- [`6c4dee2`](https://togithub.com/eslint/eslint/commit/6c4dee2e87dac8d0751ce2426ded651ed0986112) docs: Document homedir is a configuration root ([#​15469](https://togithub.com/eslint/eslint/issues/15469)) (Bas Bosman)\n- [`51c37b1`](https://togithub.com/eslint/eslint/commit/51c37b118aed9c0d7a0efd40c491efca04c82ef9) docs: consistency changes ([#​15404](https://togithub.com/eslint/eslint/issues/15404)) (Bas Bosman)\n- [`775d181`](https://togithub.com/eslint/eslint/commit/775d18138244a28ebe1cb92849cd0f4e8cd27672) docs: Mention character classes in no-useless-escape ([#​15421](https://togithub.com/eslint/eslint/issues/15421)) (Sebastian Simon)\n\n#### Chores\n\n- [`3a384fc`](https://togithub.com/eslint/eslint/commit/3a384fc287cebb7be5fe5ed95497d578437a503a) chore: Upgrade espree to 9.3.0 ([#​15473](https://togithub.com/eslint/eslint/issues/15473)) (Brandon Mills)\n- [`1443cc2`](https://togithub.com/eslint/eslint/commit/1443cc2fc8785157936b864258924fe9bcd23210) chore: Update blogpost.md.ejs ([#​15468](https://togithub.com/eslint/eslint/issues/15468)) (Nicholas C. Zakas)\n- [`28e907a`](https://togithub.com/eslint/eslint/commit/28e907a4ca05a026d156f814f4118f8fe713e99d) refactor: remove unused parameter in `linter.js` ([#​15451](https://togithub.com/eslint/eslint/issues/15451)) (Milos Djermanovic)\n- [`eaa08d3`](https://togithub.com/eslint/eslint/commit/eaa08d3055b195bce59cc96bb63ac29038cd7c7d) test: add tests for `allowReserved` parser option with flat config ([#​15450](https://togithub.com/eslint/eslint/issues/15450)) (Milos Djermanovic)\n\n
\n\n---\n\n### Configuration\n\n📅 **Schedule**: At any time (no schedule defined).\n\n🚦 **Automerge**: Enabled.\n\n♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the rebase/retry checkbox.\n\n🔕 **Ignore**: Close this PR and you won't be reminded about this update again.\n\n---\n\n - [ ] If you want to rebase/retry this PR, click this checkbox.\n\n---\n\nThis PR has been generated by [WhiteSource Renovate](https://renovate.whitesourcesoftware.com). 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Snyk has created this PR to upgrade body-parser from 1.19.0 to 1.19.1.

\n\n:information_source: Keep your dependencies up-to-date. This makes it easier to fix existing vulnerabilities and to more quickly identify and fix newly disclosed vulnerabilities when they affect your project.\n
\n\n- The recommended version is **1 version** ahead of your current version.\n- The recommended version was released **21 days ago**, on 2021-12-10.\n\n\n
\nRelease notes\n
\n
\n Package name: body-parser\n
    \n
  • \n 1.19.1 - 2021-12-10
      \n
    • deps: bytes@3.1.1
      • \n
    • deps: http-errors@1.8.1\n
        \n
      • deps: inherits@2.0.4
        • \n
      • deps: toidentifier@1.0.1
        • \n
      • deps: setprototypeof@1.2.0
        • \n
      \n
      • \n
    • deps: qs@6.9.6
      • \n
    • deps: raw-body@2.4.2\n
        \n
      • deps: bytes@3.1.1
        • \n
      • deps: http-errors@1.8.1
        • \n
      \n
      • \n
    • deps: safe-buffer@5.2.1
      • \n
    • deps: type-is@~1.6.18
      • \n
    \n
    • \n
  • \n 1.19.0 - 2019-04-26
      \n
    • deps: bytes@3.1.0\n
        \n
      • Add petabyte (pb) support
        • \n
      \n
      • \n
    • deps: http-errors@1.7.2\n
        \n
      • Set constructor name when possible
        • \n
      • deps: setprototypeof@1.1.1
        • \n
      • deps: statuses@'>= 1.5.0 < 2'
        • \n
      \n
      • \n
    • deps: iconv-lite@0.4.24\n
        \n
      • Added encoding MIK
        • \n
      \n
      • \n
    • deps: qs@6.7.0\n
        \n
      • Fix parsing array brackets after index
        • \n
      \n
      • \n
    • deps: raw-body@2.4.0\n
        \n
      • deps: bytes@3.1.0
        • \n
      • deps: http-errors@1.7.2
        • \n
      • deps: iconv-lite@0.4.24
        • \n
      \n
      • \n
    • deps: type-is@~1.6.17\n
        \n
      • deps: mime-types@~2.1.24
        • \n
      • perf: prevent internal throw on invalid type
        • \n
      \n
      • \n
    \n
    • \n
\n from body-parser GitHub release notes\n
\n
\n\n\n
\n Commit messages\n
\n
\n Package name: body-parser\n
    \n
  • d0a214b 1.19.1
    • \n
  • fb172d4 build: eslint-plugin-promise@5.2.0
    • \n
  • c5e63cb build: Node.js@17.2
    • \n
  • c6d43bd build: eslint-plugin-import@2.25.3
    • \n
  • 313ed6d build: eslint-plugin-promise@5.1.1
    • \n
  • 8389b51 deps: bytes@3.1.1
    • \n
  • aae94b2 deps: http-errors@1.8.1
    • \n
  • 7f84d4f deps: raw-body@2.4.2
    • \n
  • abbdfc4 build: fix run names in Github Actions
    • \n
  • c6d0648 docs: fix build badge link
    • \n
  • 8c728e8 deps: qs@6.9.6
    • \n
  • 9dd5f4a build: support Node.js 17.x
    • \n
  • e4381cf build: eslint-plugin-standard@4.1.0
    • \n
  • a33200f build: eslint-plugin-promise@4.3.1
    • \n
  • 44f6bc1 build: eslint-plugin-markdown@2.2.1
    • \n
  • 268d4a2 build: mocha@9.1.3
    • \n
  • 13f195f build: supertest@6.1.6
    • \n
  • 88ad521 build: eslint@7.32.0
    • \n
  • d229294 deps: safe-buffer@5.2.1
    • \n
  • 26b1638 build: eslint-plugin-node@11.1.0
    • \n
  • ba7861e build: nyc@15.1.0
    • \n
  • cd44381 build: support Node.js 16.x
    • \n
  • 49980c5 build: eslint-plugin-import@2.25.2
    • \n
  • 901dd77 build: mocha@8.4.0
    • \n
\n\n Compare\n
\n
\n
\n\n**Note:** *You are seeing this because you or someone else with access to this repository has authorized Snyk to open upgrade PRs.*\n\nFor more information: \n\n🧐 [View latest project report](https://app.snyk.io/org/sosan/project/9a1b53fa-3165-414e-a693-114916508879?utm_source=github&utm_medium=referral&page=upgrade-pr)\n\n🛠 [Adjust upgrade PR settings](https://app.snyk.io/org/sosan/project/9a1b53fa-3165-414e-a693-114916508879/settings/integration?utm_source=github&utm_medium=referral&page=upgrade-pr)\n\n🔕 [Ignore this dependency or unsubscribe from future upgrade 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Snyk has created this PR to upgrade body-parser from 1.19.0 to 1.19.1.

\n\n:information_source: Keep your dependencies up-to-date. This makes it easier to fix existing vulnerabilities and to more quickly identify and fix newly disclosed vulnerabilities when they affect your project.\n
\n\n- The recommended version is **1 version** ahead of your current version.\n- The recommended version was released **21 days ago**, on 2021-12-10.\n\n\n
\nRelease notes\n
\n
\n Package name: body-parser\n
    \n
  • \n 1.19.1 - 2021-12-10
      \n
    • deps: bytes@3.1.1
      • \n
    • deps: http-errors@1.8.1\n
        \n
      • deps: inherits@2.0.4
        • \n
      • deps: toidentifier@1.0.1
        • \n
      • deps: setprototypeof@1.2.0
        • \n
      \n
      • \n
    • deps: qs@6.9.6
      • \n
    • deps: raw-body@2.4.2\n
        \n
      • deps: bytes@3.1.1
        • \n
      • deps: http-errors@1.8.1
        • \n
      \n
      • \n
    • deps: safe-buffer@5.2.1
      • \n
    • deps: type-is@~1.6.18
      • \n
    \n
    • \n
  • \n 1.19.0 - 2019-04-26
      \n
    • deps: bytes@3.1.0\n
        \n
      • Add petabyte (pb) support
        • \n
      \n
      • \n
    • deps: http-errors@1.7.2\n
        \n
      • Set constructor name when possible
        • \n
      • deps: setprototypeof@1.1.1
        • \n
      • deps: statuses@'>= 1.5.0 < 2'
        • \n
      \n
      • \n
    • deps: iconv-lite@0.4.24\n
        \n
      • Added encoding MIK
        • \n
      \n
      • \n
    • deps: qs@6.7.0\n
        \n
      • Fix parsing array brackets after index
        • \n
      \n
      • \n
    • deps: raw-body@2.4.0\n
        \n
      • deps: bytes@3.1.0
        • \n
      • deps: http-errors@1.7.2
        • \n
      • deps: iconv-lite@0.4.24
        • \n
      \n
      • \n
    • deps: type-is@~1.6.17\n
        \n
      • deps: mime-types@~2.1.24
        • \n
      • perf: prevent internal throw on invalid type
        • \n
      \n
      • \n
    \n
    • \n
\n from body-parser GitHub release notes\n
\n
\n\n\n
\n Commit messages\n
\n
\n Package name: body-parser\n
    \n
  • d0a214b 1.19.1
    • \n
  • fb172d4 build: eslint-plugin-promise@5.2.0
    • \n
  • c5e63cb build: Node.js@17.2
    • \n
  • c6d43bd build: eslint-plugin-import@2.25.3
    • \n
  • 313ed6d build: eslint-plugin-promise@5.1.1
    • \n
  • 8389b51 deps: bytes@3.1.1
    • \n
  • aae94b2 deps: http-errors@1.8.1
    • \n
  • 7f84d4f deps: raw-body@2.4.2
    • \n
  • abbdfc4 build: fix run names in Github Actions
    • \n
  • c6d0648 docs: fix build badge link
    • \n
  • 8c728e8 deps: qs@6.9.6
    • \n
  • 9dd5f4a build: support Node.js 17.x
    • \n
  • e4381cf build: eslint-plugin-standard@4.1.0
    • \n
  • a33200f build: eslint-plugin-promise@4.3.1
    • \n
  • 44f6bc1 build: eslint-plugin-markdown@2.2.1
    • \n
  • 268d4a2 build: mocha@9.1.3
    • \n
  • 13f195f build: supertest@6.1.6
    • \n
  • 88ad521 build: eslint@7.32.0
    • \n
  • d229294 deps: safe-buffer@5.2.1
    • \n
  • 26b1638 build: eslint-plugin-node@11.1.0
    • \n
  • ba7861e build: nyc@15.1.0
    • \n
  • cd44381 build: support Node.js 16.x
    • \n
  • 49980c5 build: eslint-plugin-import@2.25.2
    • \n
  • 901dd77 build: mocha@8.4.0
    • \n
\n\n Compare\n
\n
\n
\n\n**Note:** *You are seeing this because you or someone else with access to this repository has authorized Snyk to open upgrade PRs.*\n\nFor more information: \n\n🧐 [View latest project report](https://app.snyk.io/org/sosan/project/9a1b53fa-3165-414e-a693-114916508879?utm_source=github&utm_medium=referral&page=upgrade-pr)\n\n🛠 [Adjust upgrade PR settings](https://app.snyk.io/org/sosan/project/9a1b53fa-3165-414e-a693-114916508879/settings/integration?utm_source=github&utm_medium=referral&page=upgrade-pr)\n\n🔕 [Ignore this dependency or unsubscribe from future upgrade PRs](https://app.snyk.io/org/sosan/project/9a1b53fa-3165-414e-a693-114916508879/settings/integration?pkg=body-parser&utm_source=github&utm_medium=referral&page=upgrade-pr#auto-dep-upgrades)\n\n\n","reactions":{"url":"https://api.github.com/repos/sosan/Colaborador-rent-a-car-backend/issues/49/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"timeline_url":"https://api.github.com/repos/sosan/Colaborador-rent-a-car-backend/issues/49/timeline","performed_via_github_app":null},"comment":{"url":"https://api.github.com/repos/sosan/Colaborador-rent-a-car-backend/issues/comments/1003476350","html_url":"https://github.com/sosan/Colaborador-rent-a-car-backend/pull/49#issuecomment-1003476350","issue_url":"https://api.github.com/repos/sosan/Colaborador-rent-a-car-backend/issues/49","id":1003476350,"node_id":"IC_kwDOFNnsfs47z9V-","user":{"login":"cloudflare-pages[bot]","id":73139402,"node_id":"MDM6Qm90NzMxMzk0MDI=","avatar_url":"https://avatars.githubusercontent.com/in/85455?v=4","gravatar_id":"","url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D","html_url":"https://github.com/apps/cloudflare-pages","followers_url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D/followers","following_url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D/repos","events_url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/cloudflare-pages%5Bbot%5D/received_events","type":"Bot","site_admin":false},"created_at":"2022-01-01T01:00:08Z","updated_at":"2022-01-01T01:00:08Z","author_association":"NONE","body":"## Deploying with  \"Cloudflare  Cloudflare Pages\n\n\n\n
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[SNYK-UBUNTU1604-LIBGCRYPT20-1585790](https://snyk.io/vuln/SNYK-UBUNTU1604-LIBGCRYPT20-1585790) | No Known Exploit |\n| ![high severity](https://res.cloudinary.com/snyk/image/upload/w_20,h_20/v1561977819/icon/h.png \"high severity\") | **614** | Allocation of Resources Without Limits or Throttling
[SNYK-UBUNTU1604-SYSTEMD-1320131](https://snyk.io/vuln/SNYK-UBUNTU1604-SYSTEMD-1320131) | No Known Exploit |\n| ![high severity](https://res.cloudinary.com/snyk/image/upload/w_20,h_20/v1561977819/icon/h.png \"high severity\") | **614** | Allocation of Resources Without Limits or Throttling
[SNYK-UBUNTU1604-SYSTEMD-1320131](https://snyk.io/vuln/SNYK-UBUNTU1604-SYSTEMD-1320131) | No Known Exploit |\n| ![high severity](https://res.cloudinary.com/snyk/image/upload/w_20,h_20/v1561977819/icon/h.png \"high severity\") | **614** | Allocation of Resources Without Limits or Throttling
[SNYK-UBUNTU1604-SYSTEMD-1320131](https://snyk.io/vuln/SNYK-UBUNTU1604-SYSTEMD-1320131) | No Known Exploit |\n| ![high severity](https://res.cloudinary.com/snyk/image/upload/w_20,h_20/v1561977819/icon/h.png \"high severity\") | **614** | Allocation of Resources Without Limits or Throttling
[SNYK-UBUNTU1604-SYSTEMD-1320131](https://snyk.io/vuln/SNYK-UBUNTU1604-SYSTEMD-1320131) | No Known Exploit |\n\n\n\n---\n\n**Note:** _You are seeing this because you or someone else with access to this repository has authorized Snyk to open fix PRs._\n\nFor more information: \n🧐 [View latest project report](https://app.snyk.io/org/captaingeech42/project/0844d404-75f5-4e89-8105-c0443db59479?utm_source=github&utm_medium=referral&page=fix-pr)\n\n🛠 [Adjust project settings](https://app.snyk.io/org/captaingeech42/project/0844d404-75f5-4e89-8105-c0443db59479?utm_source=github&utm_medium=referral&page=fix-pr/settings)\n\n[//]: # 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\nCommits\n\n
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Renovate](https://app.renovatebot.com/images/banner.svg)](https://renovatebot.com)\n\nThis PR contains the following updates:\n\n| Package | Change | Age | Adoption | Passing | Confidence |\n|---|---|---|---|---|---|\n| [eslint](https://eslint.org) ([source](https://togithub.com/eslint/eslint)) | [`8.5.0` -> `8.6.0`](https://renovatebot.com/diffs/npm/eslint/8.5.0/8.6.0) | [![age](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/age-slim)](https://docs.renovatebot.com/merge-confidence/) | [![adoption](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/adoption-slim)](https://docs.renovatebot.com/merge-confidence/) | [![passing](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/compatibility-slim/8.5.0)](https://docs.renovatebot.com/merge-confidence/) | [![confidence](https://badges.renovateapi.com/packages/npm/eslint/8.6.0/confidence-slim/8.5.0)](https://docs.renovatebot.com/merge-confidence/) |\n\n---\n\n### Release Notes\n\n
\neslint/eslint\n\n### [`v8.6.0`](https://togithub.com/eslint/eslint/releases/v8.6.0)\n\n[Compare Source](https://togithub.com/eslint/eslint/compare/v8.5.0...v8.6.0)\n\n#### Features\n\n- [`6802a54`](https://togithub.com/eslint/eslint/commit/6802a54837ea008bef4d5ae11522941693ba5ef6) feat: handle logical assignment in no-self-assign ([#​14152](https://togithub.com/eslint/eslint/issues/14152)) (Zzzen)\n- [`3b38018`](https://togithub.com/eslint/eslint/commit/3b38018ef5cb004ad5bc011de726bd2df2eb2f3f) feat: allow to define `eslint-disable-next-line` in multiple lines ([#​15436](https://togithub.com/eslint/eslint/issues/15436)) (Nitin Kumar)\n- [`9d6fe5a`](https://togithub.com/eslint/eslint/commit/9d6fe5a6b65f397bafc5eb0a995e96717cdc9b53) feat: false negative with `onlyDeclarations` + `properties` in id-match ([#​15431](https://togithub.com/eslint/eslint/issues/15431)) (Nitin Kumar)\n\n#### Documentation\n\n- [`6c4dee2`](https://togithub.com/eslint/eslint/commit/6c4dee2e87dac8d0751ce2426ded651ed0986112) docs: Document homedir is a configuration root ([#​15469](https://togithub.com/eslint/eslint/issues/15469)) (Bas Bosman)\n- [`51c37b1`](https://togithub.com/eslint/eslint/commit/51c37b118aed9c0d7a0efd40c491efca04c82ef9) docs: consistency changes ([#​15404](https://togithub.com/eslint/eslint/issues/15404)) (Bas Bosman)\n- [`775d181`](https://togithub.com/eslint/eslint/commit/775d18138244a28ebe1cb92849cd0f4e8cd27672) docs: Mention character classes in no-useless-escape ([#​15421](https://togithub.com/eslint/eslint/issues/15421)) (Sebastian Simon)\n\n#### Chores\n\n- [`3a384fc`](https://togithub.com/eslint/eslint/commit/3a384fc287cebb7be5fe5ed95497d578437a503a) chore: Upgrade espree to 9.3.0 ([#​15473](https://togithub.com/eslint/eslint/issues/15473)) (Brandon Mills)\n- [`1443cc2`](https://togithub.com/eslint/eslint/commit/1443cc2fc8785157936b864258924fe9bcd23210) chore: Update blogpost.md.ejs ([#​15468](https://togithub.com/eslint/eslint/issues/15468)) (Nicholas C. Zakas)\n- [`28e907a`](https://togithub.com/eslint/eslint/commit/28e907a4ca05a026d156f814f4118f8fe713e99d) refactor: remove unused parameter in `linter.js` ([#​15451](https://togithub.com/eslint/eslint/issues/15451)) (Milos Djermanovic)\n- [`eaa08d3`](https://togithub.com/eslint/eslint/commit/eaa08d3055b195bce59cc96bb63ac29038cd7c7d) test: add tests for `allowReserved` parser option with flat config ([#​15450](https://togithub.com/eslint/eslint/issues/15450)) (Milos Djermanovic)\n\n
\n\n---\n\n### Configuration\n\n📅 **Schedule**: At any time (no schedule defined).\n\n🚦 **Automerge**: Enabled.\n\n♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the rebase/retry checkbox.\n\n🔕 **Ignore**: Close this PR and you won't be reminded about this update again.\n\n---\n\n - [ ] If you want to rebase/retry this PR, click this checkbox.\n\n---\n\nThis PR has been generated by [WhiteSource Renovate](https://renovate.whitesourcesoftware.com). 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\neslint/eslint\n\n### [`v8.6.0`](https://togithub.com/eslint/eslint/releases/v8.6.0)\n\n[Compare Source](https://togithub.com/eslint/eslint/compare/v8.5.0...v8.6.0)\n\n#### Features\n\n- [`6802a54`](https://togithub.com/eslint/eslint/commit/6802a54837ea008bef4d5ae11522941693ba5ef6) feat: handle logical assignment in no-self-assign ([#​14152](https://togithub.com/eslint/eslint/issues/14152)) (Zzzen)\n- [`3b38018`](https://togithub.com/eslint/eslint/commit/3b38018ef5cb004ad5bc011de726bd2df2eb2f3f) feat: allow to define `eslint-disable-next-line` in multiple lines ([#​15436](https://togithub.com/eslint/eslint/issues/15436)) (Nitin Kumar)\n- [`9d6fe5a`](https://togithub.com/eslint/eslint/commit/9d6fe5a6b65f397bafc5eb0a995e96717cdc9b53) feat: false negative with `onlyDeclarations` + `properties` in id-match ([#​15431](https://togithub.com/eslint/eslint/issues/15431)) (Nitin Kumar)\n\n#### Documentation\n\n- [`6c4dee2`](https://togithub.com/eslint/eslint/commit/6c4dee2e87dac8d0751ce2426ded651ed0986112) docs: Document homedir is a configuration root ([#​15469](https://togithub.com/eslint/eslint/issues/15469)) (Bas Bosman)\n- [`51c37b1`](https://togithub.com/eslint/eslint/commit/51c37b118aed9c0d7a0efd40c491efca04c82ef9) docs: consistency changes ([#​15404](https://togithub.com/eslint/eslint/issues/15404)) (Bas Bosman)\n- [`775d181`](https://togithub.com/eslint/eslint/commit/775d18138244a28ebe1cb92849cd0f4e8cd27672) docs: Mention character classes in no-useless-escape ([#​15421](https://togithub.com/eslint/eslint/issues/15421)) (Sebastian Simon)\n\n#### Chores\n\n- [`3a384fc`](https://togithub.com/eslint/eslint/commit/3a384fc287cebb7be5fe5ed95497d578437a503a) chore: Upgrade espree to 9.3.0 ([#​15473](https://togithub.com/eslint/eslint/issues/15473)) (Brandon Mills)\n- [`1443cc2`](https://togithub.com/eslint/eslint/commit/1443cc2fc8785157936b864258924fe9bcd23210) chore: Update blogpost.md.ejs ([#​15468](https://togithub.com/eslint/eslint/issues/15468)) (Nicholas C. Zakas)\n- [`28e907a`](https://togithub.com/eslint/eslint/commit/28e907a4ca05a026d156f814f4118f8fe713e99d) refactor: remove unused parameter in `linter.js` ([#​15451](https://togithub.com/eslint/eslint/issues/15451)) (Milos Djermanovic)\n- [`eaa08d3`](https://togithub.com/eslint/eslint/commit/eaa08d3055b195bce59cc96bb63ac29038cd7c7d) test: add tests for `allowReserved` parser option with flat config ([#​15450](https://togithub.com/eslint/eslint/issues/15450)) (Milos Djermanovic)\n\n
\n\n---\n\n### Configuration\n\n📅 **Schedule**: At any time (no schedule defined).\n\n🚦 **Automerge**: Enabled.\n\n♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the rebase/retry checkbox.\n\n🔕 **Ignore**: Close this PR and you won't be reminded about this update again.\n\n---\n\n - [ ] If you want to rebase/retry this PR, click this checkbox.\n\n---\n\nThis PR has been generated by [WhiteSource Renovate](https://renovate.whitesourcesoftware.com). 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If you have any feedback, just mention me in the comments below.\n\nConfigure Scala Steward for your repository with a [`.scala-steward.conf`](https://github.com/scala-steward-org/scala-steward/blob/2772ccf169a0667d434a3e562193fed1850abba9/docs/repo-specific-configuration.md) file.\n\nHave a fantastic day writing Scala!\n\n
\nIgnore future updates\n\nAdd this to your `.scala-steward.conf` file to ignore future updates of this dependency:\n```\nupdates.ignore = [ { groupId = \"org.scalameta\", artifactId = \"scalafmt-core\" } ]\n```\n
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(See [Nix manual](https://nixos.org/manual/nix/stable/command-ref/conf-file.html))\r\n- [ ] Tested, as applicable:\r\n - [NixOS test(s)](https://nixos.org/manual/nixos/unstable/index.html#sec-nixos-tests) (look inside [nixos/tests](https://github.com/NixOS/nixpkgs/blob/master/nixos/tests))\r\n - and/or [package tests](https://nixos.org/manual/nixpkgs/unstable/#sec-package-tests)\r\n - or, for functions and \"core\" functionality, tests in [lib/tests](https://github.com/NixOS/nixpkgs/blob/master/lib/tests) or [pkgs/test](https://github.com/NixOS/nixpkgs/blob/master/pkgs/test)\r\n - made sure NixOS tests are [linked](https://nixos.org/manual/nixpkgs/unstable/#ssec-nixos-tests-linking) to the relevant packages\r\n- [ ] Tested compilation of all packages that depend on this change using `nix-shell -p nixpkgs-review --run \"nixpkgs-review rev HEAD\"`. Note: all changes have to be committed, also see [nixpkgs-review usage](https://github.com/Mic92/nixpkgs-review#usage)\r\n- [x] Tested basic functionality of all binary files (usually in `./result/bin/`)\r\n- [22.05 Release Notes (or backporting 21.11 Release notes)](https://github.com/NixOS/nixpkgs/blob/master/CONTRIBUTING.md#generating-2205-release-notes)\r\n - [ ] (Package updates) Added a release notes entry if the change is major or breaking\r\n - [ ] (Module updates) Added a release notes entry if the change is significant\r\n - [ ] (Module addition) Added a release notes entry if adding a new NixOS module\r\n - [ ] (Release notes changes) Ran `nixos/doc/manual/md-to-db.sh` to update generated release notes\r\n- [x] Fits [CONTRIBUTING.md](https://github.com/NixOS/nixpkgs/blob/master/CONTRIBUTING.md).\r\n","reactions":{"url":"https://api.github.com/repos/NixOS/nixpkgs/issues/152171/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"timeline_url":"https://api.github.com/repos/NixOS/nixpkgs/issues/152171/timeline","performed_via_github_app":null},"comment":{"url":"https://api.github.com/repos/NixOS/nixpkgs/issues/comments/1003644258","html_url":"https://github.com/NixOS/nixpkgs/pull/152171#issuecomment-1003644258","issue_url":"https://api.github.com/repos/NixOS/nixpkgs/issues/152171","id":1003644258,"node_id":"IC_kwDOAEVQ_M470mVi","user":{"login":"Madouura","id":93990818,"node_id":"U_kgDOBZovog","avatar_url":"https://avatars.githubusercontent.com/u/93990818?v=4","gravatar_id":"","url":"https://api.github.com/users/Madouura","html_url":"https://github.com/Madouura","followers_url":"https://api.github.com/users/Madouura/followers","following_url":"https://api.github.com/users/Madouura/following{/other_user}","gists_url":"https://api.github.com/users/Madouura/gists{/gist_id}","starred_url":"https://api.github.com/users/Madouura/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/Madouura/subscriptions","organizations_url":"https://api.github.com/users/Madouura/orgs","repos_url":"https://api.github.com/users/Madouura/repos","events_url":"https://api.github.com/users/Madouura/events{/privacy}","received_events_url":"https://api.github.com/users/Madouura/received_events","type":"User","site_admin":false},"created_at":"2022-01-02T01:00:00Z","updated_at":"2022-01-02T01:00:00Z","author_association":"CONTRIBUTOR","body":"I'm not entirely sure.\r\n@symphorien could you elaborate?","reactions":{"url":"https://api.github.com/repos/NixOS/nixpkgs/issues/comments/1003644258/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"performed_via_github_app":null}},"public":true,"created_at":"2022-01-02T01:00:00Z","org":{"id":487568,"login":"NixOS","gravatar_id":"","url":"https://api.github.com/orgs/NixOS","avatar_url":"https://avatars.githubusercontent.com/u/487568?"}} 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Marshall,\r\n\r\nBeen using feathers-vuex pretty successfully in several apps thus far - haven't ventured into vue3 and composition API yet haven't found the need or desire...yet.\r\n\r\nAnyway, I have a fairly complex setup and user authentication requirements where on one hand I have a local strategy type login and the other an api-token login into my feathers-vuex app. Too hard and boring to explain here but basically I have the normal featehrs-vuex user auth with login screen but if query param contains a token I authenticatethat to feathers and manually update the feathers-jwt and isAuthenticated - checking that with router guards on my secure pages. \r\n\r\nThings got a little more complicated with a new requirement and I am feeling the need to migrate away from feathers auth and standardize/build off an IDP like fusionauth...or keycloak.\r\n\r\nI found this keycloak -> feathers client/server lib. https://github.com/giesekow/feathers-keycloak-connect\r\n\r\nAssuming it works AND 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\r\n","reactions":{"url":"https://api.github.com/repos/feathersjs-ecosystem/feathers-vuex/issues/616/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"timeline_url":"https://api.github.com/repos/feathersjs-ecosystem/feathers-vuex/issues/616/timeline","performed_via_github_app":null},"comment":{"url":"https://api.github.com/repos/feathersjs-ecosystem/feathers-vuex/issues/comments/1003644262","html_url":"https://github.com/feathersjs-ecosystem/feathers-vuex/issues/616#issuecomment-1003644262","issue_url":"https://api.github.com/repos/feathersjs-ecosystem/feathers-vuex/issues/616","id":1003644262,"node_id":"IC_kwDOBP9flM470mVm","user":{"login":"corepay","id":48992923,"node_id":"MDQ6VXNlcjQ4OTkyOTIz","avatar_url":"https://avatars.githubusercontent.com/u/48992923?v=4","gravatar_id":"","url":"https://api.github.com/users/corepay","html_url":"https://github.com/corepay","followers_url":"https://api.github.com/users/corepay/followers","following_url":"https://api.github.com/users/corepay/following{/other_user}","gists_url":"https://api.github.com/users/corepay/gists{/gist_id}","starred_url":"https://api.github.com/users/corepay/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/corepay/subscriptions","organizations_url":"https://api.github.com/users/corepay/orgs","repos_url":"https://api.github.com/users/corepay/repos","events_url":"https://api.github.com/users/corepay/events{/privacy}","received_events_url":"https://api.github.com/users/corepay/received_events","type":"User","site_admin":false},"created_at":"2022-01-02T01:00:01Z","updated_at":"2022-01-02T01:00:01Z","author_association":"NONE","body":"Sounds 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Be kinda cool to have a auth0 option using feathers. I can help from use case for sure, maybe more. \r\n\r\n@marshallswain we've had a few discussions in slack or discord before you've been a big help, thank you. FYI if interested, I've successfully deployed a micorfrontend pulling in 7 domain-modeled vuex apps (customers, products, invoices etc) with feathers-vuex auth/store/models integrated on only one 'base' app but imported, used and shared among all 7 apps in a single shell app....pretty damn cool AFAIK. Check out https://webpack.js.org/concepts/module-federation and ping back offline if interested","reactions":{"url":"https://api.github.com/repos/feathersjs-ecosystem/feathers-vuex/issues/comments/1003644262/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"performed_via_github_app":null}},"public":true,"created_at":"2022-01-02T01:00:01Z","org":{"id":32400533,"login":"feathersjs-ecosystem","gravatar_id":"","url":"https://api.github.com/orgs/feathersjs-ecosystem","avatar_url":"https://avatars.githubusercontent.com/u/32400533?"}} +{"id":"19546596312","type":"PushEvent","actor":{"id":5502468,"login":"genghisken","display_login":"genghisken","gravatar_id":"","url":"https://api.github.com/users/genghisken","avatar_url":"https://avatars.githubusercontent.com/u/5502468?"},"repo":{"id":346003438,"name":"genghisken/psat-server-web","url":"https://api.github.com/repos/genghisken/psat-server-web"},"payload":{"push_id":8735901394,"size":1,"distinct_size":1,"ref":"refs/heads/master","head":"b34a926c08e8bc262b50354e51d03a2ba0216012","before":"9a693559d02d0121a5c2fdea630e8060d9c34164","commits":[{"sha":"b34a926c08e8bc262b50354e51d03a2ba0216012","author":{"email":"k.w.smith@qub.ac.uk","name":"Ken Smith"},"message":"Changed the way the whole MJD is produced to find the images. 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discussed here: https://github.com/cnuernber/libjulia-clj/issues/3\r\nPlease generate some Java classes for libpython-clj so I can integrate it here: https://github.com/invesdwin/invesdwin-context-python/tree/master/invesdwin-context-python-parent/invesdwin-context-python-runtime-libpythonclj\r\n\r\nThanks a lot!","reactions":{"url":"https://api.github.com/repos/clj-python/libpython-clj/issues/191/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"timeline_url":"https://api.github.com/repos/clj-python/libpython-clj/issues/191/timeline","performed_via_github_app":null},"comment":{"url":"https://api.github.com/repos/clj-python/libpython-clj/issues/comments/1003644267","html_url":"https://github.com/clj-python/libpython-clj/issues/191#issuecomment-1003644267","issue_url":"https://api.github.com/repos/clj-python/libpython-clj/issues/191","id":1003644267,"node_id":"IC_kwDOCybaQc470mVr","user":{"login":"subes","id":332937,"node_id":"MDQ6VXNlcjMzMjkzNw==","avatar_url":"https://avatars.githubusercontent.com/u/332937?v=4","gravatar_id":"","url":"https://api.github.com/users/subes","html_url":"https://github.com/subes","followers_url":"https://api.github.com/users/subes/followers","following_url":"https://api.github.com/users/subes/following{/other_user}","gists_url":"https://api.github.com/users/subes/gists{/gist_id}","starred_url":"https://api.github.com/users/subes/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/subes/subscriptions","organizations_url":"https://api.github.com/users/subes/orgs","repos_url":"https://api.github.com/users/subes/repos","events_url":"https://api.github.com/users/subes/events{/privacy}","received_events_url":"https://api.github.com/users/subes/received_events","type":"User","site_admin":false},"created_at":"2022-01-02T01:00:05Z","updated_at":"2022-01-02T01:00:05Z","author_association":"NONE","body":"The signature looks good, though calling it causes the following error now:\r\n\r\n```\r\n2022-01-02 01:59:05.361 [ |7-3:InputsAndResult] DEBUG d.i.c.p.r.contract.IScriptTaskRunnerPython.debug - set hello = World\r\n2022-01-02 01:59:05.361 [ |7-1:InputsAndResult] ERROR de.invesdwin.ERROR.process - processing #00000001\r\nde.invesdwin.context.log.error.LoggedRuntimeException: #00000001 java.lang.ClassCastException: class [B cannot be cast to class java.lang.Throwable ([B and java.lang.Throwable are in module java.base of loader 'bootstrap')\r\n ... 13 omitted, see following cause or error.log\r\nCaused by - java.lang.ClassCastException: class [B cannot be cast to class java.lang.Throwable ([B and java.lang.Throwable are in module java.base of loader 'bootstrap')\r\n at libpython_clj2.python.ffi$untracked__GT_python.invokeStatic(ffi.clj:622)\r\n at libpython_clj2.python.ffi$untracked__GT_python.doInvoke(ffi.clj:603)\r\n at clojure.lang.RestFn.invoke(RestFn.java:410)\r\n at clojure.lang.Var.invoke(Var.java:384)\r\n at libpython_clj2.java_api$fn__176$fn__177.invoke(java_api.clj:140)\r\n at libpython_clj2.java_api$_setGlobal.invokeStatic(java_api.clj:247)\r\n at libpython_clj2.java_api$_setGlobal.invoke(java_api.clj:243)\r\n at libpython_clj2.java_api.setGlobal(Unknown Source)\r\n * at de.invesdwin.context.python.runtime.libpythonclj.internal.UncheckedPythonEngineWrapper.set(UncheckedPythonEngineWrapper.java:85) *\r\n * at de.invesdwin.context.python.runtime.libpythonclj.LibpythoncljScriptTaskInputsPython.putByteVector(LibpythoncljScriptTaskInputsPython.java:28) *\r\n * at de.invesdwin.context.python.runtime.contract.InputsAndResultsTestByte$1.populateInputs(InputsAndResultsTestByte.java:61) *\r\n * at de.invesdwin.context.python.runtime.libpythonclj.LibpythoncljScriptTaskRunnerPython.run(LibpythoncljScriptTaskRunnerPython.java:43) *\r\n * at de.invesdwin.context.python.runtime.contract.AScriptTaskPython.run(AScriptTaskPython.java:12) *\r\n * at de.invesdwin.context.python.runtime.contract.InputsAndResultsTestByte.testByte(InputsAndResultsTestByte.java:99) *\r\n * at de.invesdwin.context.python.runtime.contract.InputsAndResultsTests.test(InputsAndResultsTests.java:24) *\r\n * at de.invesdwin.context.python.runtime.contract.InputsAndResultsTests$1.run(InputsAndResultsTests.java:47) *\r\n * at de.invesdwin.util.concurrent.internal.WrappedRunnable.run(WrappedRunnable.java:47) *\r\n at java.base/java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:515)\r\n at com.google.common.util.concurrent.TrustedListenableFutureTask$TrustedFutureInterruptibleTask.runInterruptibly(TrustedListenableFutureTask.java:125)\r\n at com.google.common.util.concurrent.InterruptibleTask.run(InterruptibleTask.java:69)\r\n at com.google.common.util.concurrent.TrustedListenableFutureTask.run(TrustedListenableFutureTask.java:78)\r\n at java.base/java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1130)\r\n at 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[![A](https://sonarsource.github.io/sonarcloud-github-static-resources/v2/checks/RatingBadge/A-16px.png 'A')](https://sonarcloud.io/project/issues?id=BentoBoxWorld_AOneBlock&pullRequest=225&resolved=false&types=VULNERABILITY) [0 Vulnerabilities](https://sonarcloud.io/project/issues?id=BentoBoxWorld_AOneBlock&pullRequest=225&resolved=false&types=VULNERABILITY) \n[![Security Hotspot](https://sonarsource.github.io/sonarcloud-github-static-resources/v2/common/security_hotspot-16px.png 'Security Hotspot')](https://sonarcloud.io/project/security_hotspots?id=BentoBoxWorld_AOneBlock&pullRequest=225&resolved=false&types=SECURITY_HOTSPOT) [![A](https://sonarsource.github.io/sonarcloud-github-static-resources/v2/checks/RatingBadge/A-16px.png 'A')](https://sonarcloud.io/project/security_hotspots?id=BentoBoxWorld_AOneBlock&pullRequest=225&resolved=false&types=SECURITY_HOTSPOT) [0 Security Hotspots](https://sonarcloud.io/project/security_hotspots?id=BentoBoxWorld_AOneBlock&pullRequest=225&resolved=false&types=SECURITY_HOTSPOT) \n[![Code Smell](https://sonarsource.github.io/sonarcloud-github-static-resources/v2/common/code_smell-16px.png 'Code Smell')](https://sonarcloud.io/project/issues?id=BentoBoxWorld_AOneBlock&pullRequest=225&resolved=false&types=CODE_SMELL) [![A](https://sonarsource.github.io/sonarcloud-github-static-resources/v2/checks/RatingBadge/A-16px.png 'A')](https://sonarcloud.io/project/issues?id=BentoBoxWorld_AOneBlock&pullRequest=225&resolved=false&types=CODE_SMELL) [0 Code Smells](https://sonarcloud.io/project/issues?id=BentoBoxWorld_AOneBlock&pullRequest=225&resolved=false&types=CODE_SMELL)\n\n[![No Coverage information](https://sonarsource.github.io/sonarcloud-github-static-resources/v2/checks/CoverageChart/NoCoverageInfo-16px.png 'No Coverage 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[@typescript-eslint/parser](https://github.com/typescript-eslint/typescript-eslint/tree/HEAD/packages/parser) from 5.7.0 to 5.8.1.\n
\nRelease notes\n

Sourced from @​typescript-eslint/parser's releases.

\n
\n

v5.8.1

\n

5.8.1 (2021-12-27)

\n

Bug Fixes

\n
    \n
  • eslint-plugin: [consistent-indexed-object-style] do not report for circular references (#4347) (6edebcd)
    • \n
  • eslint-plugin: [consistent-type-definitions] correct fixer with declare keyword (#4334) (0cd911a)
    • \n
  • eslint-plugin: [padding-line-between-statements] make function overloading is also processed (#4345) (d31ec26)
    • \n
\n

v5.8.0

\n

5.8.0 (2021-12-20)

\n

Bug Fixes

\n
    \n
  • eslint-plugin: [no-implied-eval] improve performance (#4313) (e344596)
    • \n
  • eslint-plugin: [padding-line-between-statements] type StatementTypes can't differenciate from variable (#4270) (bfc4324)
    • \n
  • eslint-plugin: [strict-boolean-expression] false positive for truthy boolean (#4275) (72c2e41)
    • \n
  • eslint-plugin: array-type mark AST_NODE_TYPES.TSBigIntKeyword as simple (#4274) (74e544e)
    • \n
  • eslint-plugin: handle method overloading in semi (#4318) (3b87b49)
    • \n
  • experimental-utils: support immutable members (#3844) (3d33a77)
    • \n
\n

Features

\n
    \n
  • eslint-plugin: [no-throw-literal] add options to to disallow any/unknown (#4207) (ff0adf9)
    • \n
  • eslint-plugin: [restrict-plus-operand] add allowAny option (#4260) (2788545)
    • \n
\n
\n
\n
\nChangelog\n

Sourced from @​typescript-eslint/parser's changelog.

\n
\n

5.8.1 (2021-12-27)

\n

Note: Version bump only for package @​typescript-eslint/parser

\n

5.8.0 (2021-12-20)

\n

Note: Version bump only for package @​typescript-eslint/parser

\n
\n
\n
\nCommits\n\n
\n
\n\n\n[![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=@typescript-eslint/parser&package-manager=npm_and_yarn&previous-version=5.7.0&new-version=5.8.1)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores)\n\nDependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`.\n\n[//]: # (dependabot-automerge-start)\n[//]: # (dependabot-automerge-end)\n\n---\n\n
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GitLocalize](https://gitlocalize.com/repo/4481/cs/review/39679)","reactions":{"url":"https://api.github.com/repos/BentoBoxWorld/AOneBlock/issues/222/reactions","total_count":0,"+1":0,"-1":0,"laugh":0,"hooray":0,"confused":0,"heart":0,"rocket":0,"eyes":0},"timeline_url":"https://api.github.com/repos/BentoBoxWorld/AOneBlock/issues/222/timeline","performed_via_github_app":null},"comment":{"url":"https://api.github.com/repos/BentoBoxWorld/AOneBlock/issues/comments/1003644281","html_url":"https://github.com/BentoBoxWorld/AOneBlock/pull/222#issuecomment-1003644281","issue_url":"https://api.github.com/repos/BentoBoxWorld/AOneBlock/issues/222","id":1003644281,"node_id":"IC_kwDODukjUM470mV5","user":{"login":"sonarcloud[bot]","id":39514782,"node_id":"MDM6Qm90Mzk1MTQ3ODI=","avatar_url":"https://avatars.githubusercontent.com/in/12526?v=4","gravatar_id":"","url":"https://api.github.com/users/sonarcloud%5Bbot%5D","html_url":"https://github.com/apps/sonarcloud","followers_url":"https://api.github.com/users/sonarcloud%5Bbot%5D/followers","following_url":"https://api.github.com/users/sonarcloud%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/sonarcloud%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/sonarcloud%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/sonarcloud%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/sonarcloud%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/sonarcloud%5Bbot%5D/repos","events_url":"https://api.github.com/users/sonarcloud%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/sonarcloud%5Bbot%5D/received_events","type":"Bot","site_admin":false},"created_at":"2022-01-02T01:00:13Z","updated_at":"2022-01-02T01:00:13Z","author_association":"NONE","body":"Kudos, 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update @unocss up to 0.19 and higher, the grid-cols with square brackets is no longer recognized.\r\n\r\n```jsx\r\n
\r\n