| # Tests of TensorFlow NN kernels written using the Python API. |
| |
| load("//tensorflow:tensorflow.bzl", "cuda_py_test") |
| |
| # buildifier: disable=same-origin-load |
| load("//tensorflow:tensorflow.bzl", "tf_py_test") |
| |
| package( |
| default_visibility = ["//tensorflow:internal"], |
| licenses = ["notice"], |
| ) |
| |
| CONV_TEST_BASENAMES = [ |
| ":atrous_conv2d_test", |
| ":conv1d_test", |
| ":conv1d_transpose_test", |
| ":conv2d_backprop_filter_grad_test", |
| ":conv3d_transpose_test", |
| ":conv3d_backprop_filter_v2_grad_test", |
| ":conv_ops_3d_test", |
| ":conv_ops_test", |
| ":depthwise_conv_op_test", |
| ":conv2d_transpose_test", |
| ] |
| |
| test_suite( |
| name = "conv_tests", |
| tests = [basename for basename in CONV_TEST_BASENAMES] + |
| [basename + "_gpu" for basename in CONV_TEST_BASENAMES], |
| ) |
| |
| cuda_py_test( |
| name = "atrous_conv2d_test", |
| size = "medium", |
| srcs = ["atrous_conv2d_test.py"], |
| shard_count = 2, |
| tags = [ |
| "no_gpu", # Flaky: b/80127739, b/127001953 |
| ], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "atrous_convolution_test", |
| size = "medium", |
| srcs = ["atrous_convolution_test.py"], |
| tags = [ |
| "manual", |
| "no_cuda_asan", |
| ], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "betainc_op_test", |
| size = "small", |
| srcs = ["betainc_op_test.py"], |
| xla_tags = [ |
| "no_cuda_asan", # times out |
| ], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:math_ops", |
| "//tensorflow/python:platform", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| py_library( |
| name = "bias_op_base", |
| srcs = ["bias_op_base.py"], |
| srcs_version = "PY3", |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:gradients", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "bias_op_d9m_test", |
| size = "medium", |
| srcs = ["bias_op_d9m_test.py"], |
| shard_count = 2, |
| deps = [ |
| ":bias_op_base", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "bias_op_test", |
| size = "medium", |
| srcs = ["bias_op_test.py"], |
| deps = [ |
| ":bias_op_base", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "conv1d_test", |
| size = "small", |
| srcs = ["conv1d_test.py"], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_ops", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "conv1d_transpose_test", |
| size = "small", |
| srcs = ["conv1d_transpose_test.py"], |
| deps = [ |
| "//tensorflow/python:client", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "conv2d_backprop_filter_grad_test", |
| size = "medium", |
| srcs = ["conv2d_backprop_filter_grad_test.py"], |
| shard_count = 2, |
| tags = [ |
| "optonly", # flaky timeouts unless optimized |
| ], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "conv2d_transpose_test", |
| size = "small", |
| srcs = ["conv2d_transpose_test.py"], |
| |
| # TODO(b/144432983): S32 convolutions should not be auto-clustered, only |
| # crashes tests. |
| xla_enable_strict_auto_jit = False, |
| deps = [ |
| "//tensorflow/python:client", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "conv3d_backprop_filter_v2_grad_test", |
| size = "small", |
| srcs = ["conv3d_backprop_filter_v2_grad_test.py"], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "conv3d_transpose_test", |
| size = "medium", |
| srcs = ["conv3d_transpose_test.py"], |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "conv_ops_3d_test", |
| size = "medium", |
| srcs = ["conv_ops_3d_test.py"], |
| shard_count = 30, |
| tags = ["no_cuda11"], |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "conv_ops_test", |
| size = "medium", |
| srcs = ["conv_ops_test.py"], |
| shard_count = 4, |
| tags = [ |
| "optonly", # times out |
| ], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:errors", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:framework_test_lib", |
| "//tensorflow/python:nn", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python:platform", |
| "//tensorflow/python:random_ops", |
| "//tensorflow/python:variables", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| tf_py_test( |
| name = "ctc_decoder_ops_test", |
| size = "small", |
| srcs = ["ctc_decoder_ops_test.py"], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:ctc_ops", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "ctc_loss_op_test", |
| size = "medium", |
| srcs = ["ctc_loss_op_test.py"], |
| xla_enable_strict_auto_jit = False, # b/148153828 |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:ctc_ops", |
| "//tensorflow/python:framework", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:gradients", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| py_library( |
| name = "cudnn_deterministic_base", |
| srcs = ["cudnn_deterministic_base.py"], |
| srcs_version = "PY3", |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:constant_op", |
| "//tensorflow/python:dtypes", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python/eager:backprop", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "cudnn_deterministic_ops_test", |
| size = "small", |
| srcs = ["cudnn_deterministic_ops_test.py"], |
| tags = [ |
| "no_cuda_asan", # TODO(b/171509035): re-enable. |
| ], |
| xla_enable_strict_auto_jit = True, |
| deps = [ |
| ":cudnn_deterministic_base", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "cudnn_d9m_test", |
| size = "small", |
| srcs = ["cudnn_d9m_test.py"], |
| tags = [ |
| "no_cuda_asan", # TODO(b/171509035): re-enable. |
| ], |
| deps = [ |
| ":cudnn_deterministic_base", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "depthwise_conv_op_test", |
| size = "medium", # http://b/30603882 |
| timeout = "long", |
| srcs = ["depthwise_conv_op_test.py"], |
| shard_count = 8, |
| tags = [ |
| "no_oss", # TODO(b/118842098): Re-enable this test in Kokoro. |
| ], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python:random_ops", |
| "//tensorflow/python/eager:backprop", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "embedding_ops_test", |
| size = "medium", |
| srcs = ["embedding_ops_test.py"], |
| shard_count = 20, |
| tags = [ |
| "no_cuda_asan", # Size limit: b/192505612 |
| ], |
| xla_tags = [ |
| "no_cuda_asan", # Size limit: b/192505612 |
| ], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:data_flow_ops", |
| "//tensorflow/python:embedding_ops", |
| "//tensorflow/python:framework", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:init_ops", |
| "//tensorflow/python:linalg_ops", |
| "//tensorflow/python:math_ops", |
| "//tensorflow/python:partitioned_variables", |
| "//tensorflow/python:platform", |
| "//tensorflow/python:state_ops", |
| "//tensorflow/python:util", |
| "//tensorflow/python:variable_scope", |
| "//tensorflow/python:variables", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| tf_py_test( |
| name = "fractional_avg_pool_op_test", |
| size = "small", |
| srcs = ["fractional_avg_pool_op_test.py"], |
| shard_count = 5, |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python:nn_ops_gen", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| tf_py_test( |
| name = "fractional_max_pool_op_test", |
| size = "small", |
| srcs = ["fractional_max_pool_op_test.py"], |
| shard_count = 5, |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python:nn_ops_gen", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| tf_py_test( |
| name = "losses_test", |
| size = "medium", |
| srcs = ["losses_test.py"], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:errors", |
| "//tensorflow/python:framework", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:init_ops", |
| "//tensorflow/python:math_ops", |
| "//tensorflow/python:training", |
| "//tensorflow/python:variable_scope", |
| "//tensorflow/python:variables", |
| "//tensorflow/python/ops/losses", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "lrn_op_test", |
| size = "medium", |
| srcs = ["lrn_op_test.py"], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:gradients", |
| "//tensorflow/python:nn", |
| "//tensorflow/python:nn_grad", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "morphological_ops_test", |
| size = "small", |
| srcs = ["morphological_ops_test.py"], |
| xla_tags = [ |
| "no_cuda_asan", # times out |
| ], |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "nth_element_op_test", |
| size = "small", |
| srcs = ["nth_element_op_test.py"], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:gradients", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "pool_test", |
| size = "medium", |
| srcs = ["pool_test.py"], |
| xla_tags = [ |
| "no_cuda_asan", # times out |
| ], |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "pooling_ops_3d_test", |
| size = "medium", |
| srcs = ["pooling_ops_3d_test.py"], |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "pooling_ops_test", |
| size = "medium", |
| srcs = ["pooling_ops_test.py"], |
| shard_count = 10, |
| # Some operations in this test can only be checked on sm61+. |
| tags = ["prefer-sm70"], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:errors", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:framework_test_lib", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python:nn_ops_gen", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "relu_op_test", |
| size = "small", |
| srcs = ["relu_op_test.py"], |
| xla_tags = [ |
| "no_cuda_asan", # times out |
| ], |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python:random_ops", |
| "//tensorflow/python:tf2", |
| "//tensorflow/python:training", |
| "//tensorflow/python:variables", |
| "//tensorflow/python/eager:backprop", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "rnn_cell_test", |
| size = "medium", |
| srcs = ["rnn_cell_test.py"], |
| shard_count = 15, |
| tags = ["no_windows"], # b/139739217 |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:control_flow_ops", |
| "//tensorflow/python:control_flow_v2_toggles", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:framework_test_lib", |
| "//tensorflow/python:gradients", |
| "//tensorflow/python:init_ops", |
| "//tensorflow/python:math_ops", |
| "//tensorflow/python:platform", |
| "//tensorflow/python:rnn", |
| "//tensorflow/python:rnn_cell", |
| "//tensorflow/python:tensor_array_ops", |
| "//tensorflow/python:util", |
| "//tensorflow/python:variable_scope", |
| "//tensorflow/python:variables", |
| "//tensorflow/python/eager:context", |
| "//tensorflow/python/eager:def_function", |
| "//tensorflow/python/saved_model:load", |
| "//tensorflow/python/saved_model:save", |
| "//tensorflow/python/training/tracking", |
| "//third_party/py/numpy", |
| "@absl_py//absl/testing:parameterized", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "rnn_test", |
| size = "medium", |
| timeout = "long", |
| srcs = ["rnn_test.py"], |
| shard_count = 10, |
| deps = [ |
| "//tensorflow/core:protos_all_py", |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:control_flow_ops", |
| "//tensorflow/python:data_flow_grad", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:framework_test_lib", |
| "//tensorflow/python:gradients", |
| "//tensorflow/python:init_ops", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:rnn", |
| "//tensorflow/python:rnn_cell", |
| "//tensorflow/python:sparse_grad", |
| "//tensorflow/python:tensor_array_grad", |
| "//tensorflow/python:tensor_array_ops", |
| "//tensorflow/python:variables", |
| "//tensorflow/python/eager:context", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "softmax_op_test", |
| size = "medium", |
| srcs = ["softmax_op_test.py"], |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:errors", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "softplus_op_test", |
| size = "small", |
| srcs = ["softplus_op_test.py"], |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "softsign_op_test", |
| size = "small", |
| srcs = ["softsign_op_test.py"], |
| deps = [ |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "xent_op_d9m_test", |
| size = "medium", |
| srcs = ["xent_op_d9m_test.py"], |
| tags = ["notsan"], # TODO(b/200548634): Remove. |
| xla_enable_strict_auto_jit = False, |
| deps = [ |
| ":xent_op_test_base", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:constant_op", |
| "//tensorflow/python:dtypes", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python:nn_ops_gen", |
| "//tensorflow/python/eager:backprop", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| cuda_py_test( |
| name = "xent_op_test", |
| size = "small", |
| srcs = ["xent_op_test.py"], |
| deps = [ |
| ":xent_op_test_base", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:framework_ops", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python:nn_ops_gen", |
| "//third_party/py/numpy", |
| ], |
| ) |
| |
| py_library( |
| name = "xent_op_test_base", |
| srcs = ["xent_op_test_base.py"], |
| srcs_version = "PY3", |
| deps = [ |
| "//tensorflow/python:array_ops", |
| "//tensorflow/python:client_testlib", |
| "//tensorflow/python:constant_op", |
| "//tensorflow/python:dtypes", |
| "//tensorflow/python:framework_for_generated_wrappers", |
| "//tensorflow/python:framework_ops", |
| "//tensorflow/python:gradients", |
| "//tensorflow/python:math_ops", |
| "//tensorflow/python:nn_grad", |
| "//tensorflow/python:nn_ops", |
| "//tensorflow/python/eager:backprop", |
| "//third_party/py/numpy", |
| ], |
| ) |