Name	Size	Mode	Actions
__pycache__/	-	0755	rm
activation_ops_test.py	9691	0644	editdlrm
adadelta_test.py	7932	0644	editdlrm
adagrad_test.py	7586	0644	editdlrm
adagrad_test_helper.py	5181	0644	editdlrm
adam_test.py	21559	0644	editdlrm
affine_channel_op_test.py	3784	0644	editdlrm
alias_with_name_test.py	938	0644	editdlrm
apmeter_test.py	2738	0644	editdlrm
arg_ops_test.py	1917	0644	editdlrm
assert_test.py	797	0644	editdlrm
async_net_barrier_test.py	946	0644	editdlrm
atomic_ops_test.py	4104	0644	editdlrm
basic_rnn_test.py	4720	0644	editdlrm
batch_box_cox_test.py	5080	0644	editdlrm
batch_bucketize_op_test.py	3730	0644	editdlrm
batch_moments_op_test.py	2795	0644	editdlrm
batch_sparse_to_dense_op_test.py	4199	0644	editdlrm
bbox_transform_test.py	12258	0644	editdlrm
bisect_percentile_op_test.py	6227	0644	editdlrm
blobs_queue_db_test.py	3240	0644	editdlrm
boolean_mask_test.py	16389	0644	editdlrm
boolean_unmask_test.py	1711	0644	editdlrm
box_with_nms_limit_op_test.py	8750	0644	editdlrm
bucketize_op_test.py	930	0644	editdlrm
cast_op_test.py	1600	0644	editdlrm
ceil_op_test.py	888	0644	editdlrm
channel_backprop_stats_op_test.py	2131	0644	editdlrm
channel_shuffle_test.py	1794	0644	editdlrm
channel_stats_op_test.py	2639	0644	editdlrm
checkpoint_test.py	1500	0644	editdlrm
clip_op_test.py	1984	0644	editdlrm
clip_tensor_op_test.py	2076	0644	editdlrm
collect_and_distribute_fpn_rpn_proposals_op_test.py	11269	0644	editdlrm
concat_op_cost_test.py	2858	0644	editdlrm
concat_split_op_test.py	7266	0644	editdlrm
conditional_test.py	995	0644	editdlrm
conftest.py	1446	0644	editdlrm
conv_test.py	32473	0644	editdlrm
conv_transpose_test.py	15945	0644	editdlrm
copy_ops_test.py	7374	0644	editdlrm
copy_rows_to_tensor_op_test.py	2526	0644	editdlrm
cosine_embedding_criterion_op_test.py	1953	0644	editdlrm
counter_ops_test.py	3348	0644	editdlrm
crf_test.py	5315	0644	editdlrm
cross_entropy_ops_test.py	10085	0644	editdlrm
ctc_beam_search_decoder_op_test.py	5197	0644	editdlrm
ctc_greedy_decoder_op_test.py	4743	0644	editdlrm
cudnn_recurrent_test.py	5817	0644	editdlrm
dataset_ops_test.py	23847	0644	editdlrm
data_couple_op_test.py	858	0644	editdlrm
decay_adagrad_test.py	2694	0644	editdlrm
deform_conv_test.py	19276	0644	editdlrm
dense_vector_to_id_list_op_test.py	2044	0644	editdlrm
depthwise_3x3_conv_test.py	1863	0644	editdlrm
detectron_keypoints.py	7973	0644	editdlrm
distance_op_test.py	4351	0644	editdlrm
dropout_op_test.py	2971	0644	editdlrm
duplicate_operands_test.py	734	0644	editdlrm
elementwise_linear_op_test.py	1382	0644	editdlrm
elementwise_logical_ops_test.py	4617	0644	editdlrm
elementwise_ops_test.py	33354	0644	editdlrm
elementwise_op_broadcast_test.py	17466	0644	editdlrm
emptysample_ops_test.py	1977	0644	editdlrm
enforce_finite_op_test.py	1286	0644	editdlrm
ensure_clipped_test.py	1505	0644	editdlrm
ensure_cpu_output_op_test.py	1244	0644	editdlrm
erf_op_test.py	749	0644	editdlrm
expand_op_test.py	2109	0644	editdlrm
fc_operator_test.py	3720	0644	editdlrm
feature_maps_ops_test.py	21492	0644	editdlrm
filler_ops_test.py	8476	0644	editdlrm
find_op_test.py	1316	0644	editdlrm
flatten_op_test.py	922	0644	editdlrm
flexible_top_k_test.py	2609	0644	editdlrm
floor_op_test.py	894	0644	editdlrm
fused_nbit_rowwise_conversion_ops_test.py	14077	0644	editdlrm
fused_nbit_rowwise_test_helper.py	2693	0644	editdlrm
gather_ops_test.py	9216	0644	editdlrm
gather_ranges_op_test.py	9125	0644	editdlrm
given_tensor_byte_string_to_uint8_fill_op_test.py	1392	0644	editdlrm
given_tensor_fill_op_test.py	1503	0644	editdlrm
glu_op_test.py	1212	0644	editdlrm
group_conv_test.py	2870	0644	editdlrm
group_norm_op_test.py	5252	0644	editdlrm
gru_test.py	12932	0644	editdlrm
heatmap_max_keypoint_op_test.py	4770	0644	editdlrm
histogram_test.py	3097	0644	editdlrm
hsm_test.py	9456	0644	editdlrm
hyperbolic_ops_test.py	1472	0644	editdlrm
im2col_col2im_test.py	4311	0644	editdlrm
image_input_op_test.py	17345	0644	editdlrm
index_hash_ops_test.py	2885	0644	editdlrm
index_ops_test.py	4597	0644	editdlrm
instance_norm_test.py	9917	0644	editdlrm
integral_image_ops_test.py	3419	0644	editdlrm
jsd_ops_test.py	1044	0644	editdlrm
key_split_ops_test.py	1289	0644	editdlrm
lars_test.py	1354	0644	editdlrm
layer_norm_op_test.py	14983	0644	editdlrm
leaky_relu_test.py	5639	0644	editdlrm
learning_rate_adaption_op_test.py	2837	0644	editdlrm
learning_rate_op_test.py	8652	0644	editdlrm
lengths_pad_op_test.py	1625	0644	editdlrm
lengths_reducer_fused_nbit_rowwise_ops_test.py	15495	0644	editdlrm
lengths_tile_op_test.py	1332	0644	editdlrm
lengths_top_k_ops_test.py	2371	0644	editdlrm
length_split_op_test.py	4868	0644	editdlrm
listwise_l2r_operator_test.py	8740	0644	editdlrm
load_save_test.py	33241	0644	editdlrm
locally_connected_op_test.py	7761	0644	editdlrm
loss_ops_test.py	902	0644	editdlrm
lpnorm_op_test.py	2725	0644	editdlrm
map_ops_test.py	2249	0644	editdlrm
margin_ranking_criterion_op_test.py	1816	0644	editdlrm
math_ops_test.py	1603	0644	editdlrm
matmul_op_test.py	10096	0644	editdlrm
mean_op_test.py	1469	0644	editdlrm
merge_id_lists_op_test.py	2989	0644	editdlrm
mkl_conv_op_test.py	1547	0644	editdlrm
mkl_packed_fc_op_test.py	2647	0644	editdlrm
mod_op_test.py	1459	0644	editdlrm
moments_op_test.py	1722	0644	editdlrm
momentum_sgd_test.py	6480	0644	editdlrm
mpi_test.py	8154	0644	editdlrm
mul_gradient_benchmark.py	1509	0644	editdlrm
negate_gradient_op_test.py	1518	0644	editdlrm
ngram_ops_test.py	2327	0644	editdlrm
normalize_op_test.py	1679	0644	editdlrm
numpy_tile_op_test.py	1924	0644	editdlrm
one_hot_ops_test.py	7478	0644	editdlrm
onnx_while_test.py	3070	0644	editdlrm
order_switch_test.py	1306	0644	editdlrm
pack_ops_test.py	12634	0644	editdlrm
pack_rnn_sequence_op_test.py	2891	0644	editdlrm
pad_test.py	1377	0644	editdlrm
partition_ops_test.py	6838	0644	editdlrm
percentile_op_test.py	4427	0644	editdlrm
piecewise_linear_transform_test.py	6187	0644	editdlrm
pooling_test.py	16508	0644	editdlrm
prepend_dim_test.py	1505	0644	editdlrm
python_op_test.py	1312	0644	editdlrm
quantile_test.py	3276	0644	editdlrm
rand_quantization_op_speed_test.py	3128	0644	editdlrm
rank_loss_operator_test.py	5752	0644	editdlrm
rebatching_queue_test.py	9047	0644	editdlrm
record_queue_test.py	3125	0644	editdlrm
recurrent_network_test.py	14048	0644	editdlrm
recurrent_net_executor_test.py	10922	0644	editdlrm
reduce_ops_test.py	17341	0644	editdlrm
reduction_ops_test.py	4664	0644	editdlrm
reshape_ops_test.py	8211	0644	editdlrm
resize_op_test.py	9417	0644	editdlrm
rmac_regions_op_test.py	3178	0644	editdlrm
rms_norm_op_test.py	1325	0644	editdlrm
rnn_cell_test.py	59707	0644	editdlrm
roi_align_rotated_op_test.py	7567	0644	editdlrm
rowwise_counter_test.py	2205	0644	editdlrm
scale_op_test.py	2177	0644	editdlrm
segment_ops_test.py	25745	0644	editdlrm
self_binning_histogram_test.py	12915	0644	editdlrm
selu_op_test.py	3232	0644	editdlrm
sequence_ops_test.py	16000	0644	editdlrm
shape_inference_test.py	25708	0644	editdlrm
sinusoid_position_encoding_op_test.py	2308	0644	editdlrm
softmax_ops_test.py	23685	0644	editdlrm
softplus_op_test.py	516	0644	editdlrm
sparse_dropout_with_replacement_op_test.py	2885	0644	editdlrm
sparse_gradient_checker_test.py	1294	0644	editdlrm
sparse_itemwise_dropout_with_replacement_op_test.py	2913	0644	editdlrm
sparse_lengths_sum_benchmark.py	4159	0644	editdlrm
sparse_lp_regularizer_test.py	2553	0644	editdlrm
sparse_normalize_test.py	3136	0644	editdlrm
sparse_ops_test.py	3469	0644	editdlrm
sparse_to_dense_mask_op_test.py	3693	0644	editdlrm
spatial_bn_op_test.py	20182	0644	editdlrm
specialized_segment_ops_test.py	11775	0644	editdlrm
split_op_cost_test.py	8645	0644	editdlrm
square_root_divide_op_test.py	2179	0644	editdlrm
stats_ops_test.py	1789	0644	editdlrm
stats_put_ops_test.py	6596	0644	editdlrm
storm_test.py	6507	0644	editdlrm
string_ops_test.py	4154	0644	editdlrm
text_file_reader_test.py	2517	0644	editdlrm
thresholded_relu_op_test.py	2323	0644	editdlrm
tile_op_test.py	3887	0644	editdlrm
top_k_test.py	9113	0644	editdlrm
torch_integration_test.py	39941	0644	editdlrm
transpose_op_test.py	2722	0644	editdlrm
trigonometric_op_test.py	1715	0644	editdlrm
unique_ops_test.py	2255	0644	editdlrm
unique_uniform_fill_op_test.py	1335	0644	editdlrm
unsafe_coalesce_test.py	2940	0644	editdlrm
upsample_op_test.py	7308	0644	editdlrm
utility_ops_test.py	15054	0644	editdlrm
video_input_op_test.py	10503	0644	editdlrm
weighted_multi_sample_test.py	1997	0644	editdlrm
weighted_sample_test.py	2739	0644	editdlrm
weighted_sum_test.py	3052	0644	editdlrm
weight_scale_test.py	2057	0644	editdlrm
wngrad_test.py	8279	0644	editdlrm
__init__.py	0	0644	editdlrm

import numpy as np from caffe2.python import core, workspace from caffe2.python.test_util import TestCase class TestSplitOpCost(TestCase): def _verify_cost(self, workspace, split_op): flops, bytes_written, bytes_read = workspace.GetOperatorCost( split_op, split_op.input ) self.assertEqual(flops, 0) self.assertEqual( bytes_read, sum(workspace.FetchBlob(b).nbytes for b in split_op.input), ) self.assertEqual( bytes_written, sum(workspace.FetchBlob(b).nbytes for b in split_op.output), ) def test_columnwise_equal_outputSplit(self): workspace.ResetWorkspace() workspace.FeedBlob("input", np.array([[1, 2, 3], [4, 5, 6]], dtype=np.int32)) split_op = core.CreateOperator( "Split", ["input"], ["output_1", "output_2", "output_3"], ) workspace.RunOperatorOnce(split_op) output_1 = workspace.FetchBlob("output_1") self.assertTupleEqual(output_1.shape, (2, 1)) np.testing.assert_array_equal(output_1, [[1], [4]]) output_2 = workspace.FetchBlob("output_2") np.testing.assert_array_equal(output_2, [[2], [5]]) output_3 = workspace.FetchBlob("output_3") np.testing.assert_array_equal(output_3, [[3], [6]]) self._verify_cost(workspace, split_op) def test_rowwise_equal_outputSplit(self): workspace.ResetWorkspace() workspace.FeedBlob("input", np.array([[1, 2, 3], [4, 5, 6]], dtype=np.int32)) split_op = core.CreateOperator( "Split", ["input"], ["output_1", "output_2"], axis=0, ) workspace.RunOperatorOnce(split_op) output_1 = workspace.FetchBlob("output_1") self.assertTupleEqual(output_1.shape, (1, 3)) np.testing.assert_array_equal(output_1, [[1, 2, 3]]) output_2 = workspace.FetchBlob("output_2") np.testing.assert_array_equal(output_2, [[4, 5, 6]]) self._verify_cost(workspace, split_op) def test_columnwise_equal_outputSplit_columnRemoved(self): workspace.ResetWorkspace() workspace.FeedBlob("input", np.array([[1, 2, 3], [4, 5, 6]], dtype=np.int32)) # To be able to use 'add_axis' (which should have been called 'remove_axis') on 'axis', # the dimensions of split tensors must match on 'axis' split_op = core.CreateOperator( "Split", ["input"], ["output_1", "output_2", "output_3"], axis=1, add_axis=1, ) workspace.RunOperatorOnce(split_op) output_1 = workspace.FetchBlob("output_1") self.assertTupleEqual(output_1.shape, (2,)) np.testing.assert_array_equal(output_1, [1, 4]) output_2 = workspace.FetchBlob("output_2") np.testing.assert_array_equal(output_2, [2, 5]) output_3 = workspace.FetchBlob("output_3") np.testing.assert_array_equal(output_3, [3, 6]) self._verify_cost(workspace, split_op) def test_rowwise_equal_outputSplit_rowRemoved(self): workspace.ResetWorkspace() workspace.FeedBlob("input", np.array([[1, 2, 3], [4, 5, 6]], dtype=np.int32)) split_op = core.CreateOperator( "Split", ["input"], ["output_1", "output_2"], axis=0, add_axis=1, ) workspace.RunOperatorOnce(split_op) output_1 = workspace.FetchBlob("output_1") self.assertTupleEqual(output_1.shape, (3,)) np.testing.assert_array_equal(output_1, [1, 2, 3]) output_2 = workspace.FetchBlob("output_2") np.testing.assert_array_equal(output_2, [4, 5, 6]) self._verify_cost(workspace, split_op) def test_rowwise_unequal_argSplit(self): workspace.ResetWorkspace() workspace.FeedBlob( "input", np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]], dtype=np.int32) ) split_op = core.CreateOperator( "Split", ["input"], ["output_1", "output_2"], axis=0, split=[1, 2], ) workspace.RunOperatorOnce(split_op) output_1 = workspace.FetchBlob("output_1") self.assertTupleEqual(output_1.shape, (1, 3)) np.testing.assert_array_equal(output_1, [[1, 2, 3]]) output_2 = workspace.FetchBlob("output_2") self.assertTupleEqual(output_2.shape, (2, 3)) np.testing.assert_array_equal(output_2, [[4, 5, 6], [7, 8, 9]]) self._verify_cost(workspace, split_op) def test_rowwise_unequal_argSplit_rowRemoved(self): workspace.ResetWorkspace() workspace.FeedBlob( "input", np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]], dtype=np.int32) ) split_op = core.CreateOperator( "Split", ["input"], ["output_1", "output_2", "output_3"], axis=0, split=[1, 1, 1], add_axis=1, ) workspace.RunOperatorOnce(split_op) output_1 = workspace.FetchBlob("output_1") self.assertTupleEqual(output_1.shape, (3,)) np.testing.assert_array_equal(output_1, [1, 2, 3]) output_2 = workspace.FetchBlob("output_2") np.testing.assert_array_equal(output_2, [4, 5, 6]) output_3 = workspace.FetchBlob("output_3") np.testing.assert_array_equal(output_3, [7, 8, 9]) self._verify_cost(workspace, split_op) def test_rowwise_unequal_blobSplit(self): workspace.ResetWorkspace() workspace.FeedBlob( "input", np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]], dtype=np.int32) ) workspace.FeedBlob("split", np.array([1, 2], dtype=np.int32)) split_op = core.CreateOperator( "Split", ["input", "split"], ["output_1", "output_2"], axis=0, ) workspace.RunOperatorOnce(split_op) output_1 = workspace.FetchBlob("output_1") self.assertTupleEqual(output_1.shape, (1, 3)) np.testing.assert_array_equal(output_1, [[1, 2, 3]]) output_2 = workspace.FetchBlob("output_2") self.assertTupleEqual(output_2.shape, (2, 3)) np.testing.assert_array_equal(output_2, [[4, 5, 6], [7, 8, 9]]) self._verify_cost(workspace, split_op) def test_columnwise_unequal_argSplit(self): workspace.ResetWorkspace() workspace.FeedBlob("input", np.array([[1, 2, 3], [4, 5, 6]], dtype=np.int32)) split_op = core.CreateOperator( "Split", ["input"], ["output_1", "output_2"], axis=1, split=[1, 2], ) workspace.RunOperatorOnce(split_op) output_1 = workspace.FetchBlob("output_1") self.assertTupleEqual(output_1.shape, (2, 1)) np.testing.assert_array_equal(output_1, [[1], [4]]) output_2 = workspace.FetchBlob("output_2") self.assertTupleEqual(output_2.shape, (2, 2)) np.testing.assert_array_equal(output_2, [[2, 3], [5, 6]]) self._verify_cost(workspace, split_op) def test_columnWise_unequal_blobSplit_columnRemoved(self): workspace.ResetWorkspace() workspace.FeedBlob("input", np.array([[1, 2, 3], [4, 5, 6]], dtype=np.int32)) workspace.FeedBlob("split", np.array([1, 1, 1], dtype=np.int32)) split_op = core.CreateOperator( "Split", ["input", "split"], ["output_1", "output_2", "output_3"], axis=1, add_axis=1, ) workspace.RunOperatorOnce(split_op) output_1 = workspace.FetchBlob("output_1") self.assertTupleEqual(output_1.shape, (2,)) np.testing.assert_array_equal(output_1, [1, 4]) output_2 = workspace.FetchBlob("output_2") np.testing.assert_array_equal(output_2, [2, 5]) output_3 = workspace.FetchBlob("output_3") np.testing.assert_array_equal(output_3, [3, 6]) self._verify_cost(workspace, split_op) def test_equal_outputSplit_NHWC(self): workspace.ResetWorkspace() workspace.FeedBlob("input", np.random.rand(2, 5, 7, 9).astype(np.int32)) split_op = core.CreateOperator( "Split", ["input"], ["output_1", "output_2", "output_3"], order="NHWC", ) workspace.RunOperatorOnce(split_op) for b in split_op.output: self.assertTupleEqual(workspace.FetchBlob(b).shape, (2, 5, 7, 3)) self._verify_cost(workspace, split_op)