tf.image.resize/resize_with_crop_or_pad/pad_to_bounding_box/extract_glimpse crash(abort) #46890
Description
System information
- Have I written custom code (as opposed to using a stock example script provided in TensorFlow): No
- OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Linux Ubuntu 18.04
- Mobile device (e.g. iPhone 8, Pixel 2, Samsung Galaxy) if the issue happens on mobile device: N/A
- TensorFlow installed from (source or binary): binary
- TensorFlow version (use command below):2.1.0
- Python version:3.7.6
- Bazel version (if compiling from source):N/A
- GCC/Compiler version (if compiling from source):N/A
- CUDA/cuDNN version:N/A
- GPU model and memory:N/A
Describe the current behavior
The following APIs crash(abortion) when the given size is large
- tf.image.resiz
- tf.image.resize_with_crop_or_pad
- tf.image.pad_to_bounding_box
- tf.image.extract_glimpse
tf.keras.backend.resize_images
Describe the expected behavior
expect exception messages if the input is not expected instead of crash
Standalone code to reproduce the issue
tf.image.resize
import tensorflow as tf
import numpy as np
tf.image.resize(images=np.ones((5,5,5)), size=[2065374891,1145309325])Output:
2021-02-03 17:41:13.484992: F tensorflow/core/framework/tensor_shape.cc:353] Check failed: 0 <= new_num_elements (0 vs. -6619278462293758741)
Aborted (core dumped)tf.image.resize_with_crop_or_pad
import tensorflow as tf
import numpy as np
tf.image.resize_with_crop_or_pad(image=np.ones((1,1,1)), target_height=5191549470, target_width=5191549470)Output:
2021-02-03 17:42:15.468265: F tensorflow/core/framework/tensor_shape.cc:353] Check failed: 0 <= new_num_elements (0 vs. -1)
Aborted (core dumped)tf.image.pad_to_bounding_box
import tensorflow as tf
import numpy as np
tf.image.pad_to_bounding_box(image=np.ones((1,1,1)), target_height=5191549470, target_width=5191549470, offset_height=1, offset_width=1)Output
2021-02-03 17:42:52.556583: F tensorflow/core/framework/tensor_shape.cc:353] Check failed: 0 <= new_num_elements (0 vs. -1)
Aborted (core dumped)tf.image.extract_glimpse
import tensorflow as tf
import numpy as np
tf.image.extract_glimpse(input=np.ones((5,5,5,5)), size=[1574700351, 451745106], offsets=np.ones((5,2)))Output:
2021-02-03 17:43:30.140277: F tensorflow/core/framework/tensor_shape.cc:338] Check failed: 0 <= n (0 vs. -662664649191246466)
Aborted (core dumped)tf.keras.backend.resize_image
import tensorflow as tf
import numpy as np
tf.keras.backend.resize_images(x=np.ones((1,5,3,15)), height_factor=5628955348197345288, width_factor=5628955348197345288, data_format='channels_last')Output:
2021-02-03 17:54:01.192819: F tensorflow/core/framework/tensor_shape.cc:353] Check failed: 0 <= new_num_elements (0 vs. -5948468124908472256)
Aborted (core dumped)