FM / python

/usr/local/lib64/python3.6/site-packages/caffe2/python/

/usr/local/lib64/python3.6/site-packages/caffe2/python

Name	Size	Mode	Actions
docs/	-	0755	rm
examples/	-	0755	rm
fakelowp/	-	0755	rm
helpers/	-	0755	rm
ideep/	-	0755	rm
layers/	-	0755	rm
mint/	-	0755	rm
mkl/	-	0755	rm
modeling/	-	0755	rm
models/	-	0755	rm
onnx/	-	0755	rm
operator_test/	-	0755	rm
predictor/	-	0755	rm
rnn/	-	0755	rm
serialized_test/	-	0755	rm
test/	-	0755	rm
trt/	-	0755	rm
__pycache__/	-	0755	rm
allcompare_test.py	2255	0644	edit dl rm
attention.py	12359	0644	edit dl rm
benchmark_generator.py	4912	0644	edit dl rm
binarysize.py	5521	0644	edit dl rm
brew.py	4762	0644	edit dl rm
brew_test.py	11739	0644	edit dl rm
build.py	153	0644	edit dl rm
cached_reader.py	4394	0644	edit dl rm
caffe2_pybind11_state.cpython-36m-x86_64-linux-gnu.so	48299712	0755	edit dl rm
caffe2_pybind11_state_gpu.cpython-36m-x86_64-linux-gnu.so	49048144	0755	edit dl rm
caffe_translator.py	35227	0644	edit dl rm
caffe_translator_test.py	3553	0644	edit dl rm
checkpoint.py	32101	0644	edit dl rm
checkpoint_test.py	13405	0644	edit dl rm
cnn.py	7626	0644	edit dl rm
context.py	2841	0644	edit dl rm
context_test.py	1792	0644	edit dl rm
control.py	19309	0644	edit dl rm
control_ops_grad.py	28893	0644	edit dl rm
control_ops_grad_test.py	1752	0644	edit dl rm
control_ops_util.py	10863	0644	edit dl rm
control_test.py	12276	0644	edit dl rm
convert.py	55	0644	edit dl rm
convert_test.py	201	0644	edit dl rm
convnet_benchmarks.py	20533	0644	edit dl rm
convnet_benchmarks_test.py	839	0644	edit dl rm
core.py	119400	0644	edit dl rm
core_gradients_test.py	38022	0644	edit dl rm
core_test.py	47683	0644	edit dl rm
crf.py	13250	0644	edit dl rm
crf_predict.py	1159	0644	edit dl rm
crf_viterbi_test.py	1663	0644	edit dl rm
dataio.py	23532	0644	edit dl rm
dataio_test.py	17575	0644	edit dl rm
dataset.py	12886	0644	edit dl rm
data_parallel_model.py	83100	0644	edit dl rm
data_parallel_model_test.py	56145	0644	edit dl rm
data_workers.py	15941	0644	edit dl rm
data_workers_test.py	6561	0644	edit dl rm
db_file_reader.py	6608	0644	edit dl rm
db_test.py	1110	0644	edit dl rm
device_checker.py	5157	0644	edit dl rm
dyndep.py	1533	0644	edit dl rm
embedding_generation_benchmark.py	5256	0644	edit dl rm
experiment_util.py	3625	0644	edit dl rm
extension_loader.py	744	0644	edit dl rm
fakefp16_transform_lib.py	322	0644	edit dl rm
filler_test.py	748	0644	edit dl rm
functional.py	4415	0644	edit dl rm
functional_test.py	4204	0644	edit dl rm
fused_8bit_rowwise_conversion_ops_test.py	3945	0644	edit dl rm
gradient_checker.py	15377	0644	edit dl rm
gradient_check_test.py	20729	0644	edit dl rm
gru_cell.py	5129	0644	edit dl rm
hip_test_util.py	405	0644	edit dl rm
hsm_util.py	2259	0644	edit dl rm
hypothesis_test.py	105762	0644	edit dl rm
hypothesis_test_util.py	26853	0644	edit dl rm
ideep_test_util.py	998	0644	edit dl rm
layers_test.py	92931	0644	edit dl rm
layer_model_helper.py	29340	0644	edit dl rm
layer_model_instantiator.py	3935	0644	edit dl rm
layer_parameter_sharing_test.py	9148	0644	edit dl rm
layer_test_util.py	4875	0644	edit dl rm
lazy.py	277	0644	edit dl rm
lazy_dyndep.py	2562	0644	edit dl rm
lazy_dyndep_test.py	3914	0644	edit dl rm
lengths_reducer_fused_8bit_rowwise_ops_test.py	7575	0644	edit dl rm
lengths_reducer_rowwise_8bit_ops_test.py	5710	0644	edit dl rm
lstm_benchmark.py	10649	0644	edit dl rm
memonger.py	34041	0644	edit dl rm
memonger_test.py	36910	0644	edit dl rm
mkl_test_util.py	1142	0644	edit dl rm
model_device_test.py	4777	0644	edit dl rm
model_helper.py	23492	0644	edit dl rm
model_helper_test.py	2336	0644	edit dl rm
modifier_context.py	1772	0644	edit dl rm
muji.py	8131	0644	edit dl rm
muji_test.py	3058	0644	edit dl rm
net_builder.py	27679	0644	edit dl rm
net_builder_test.py	11382	0644	edit dl rm
net_drawer.py	14264	0644	edit dl rm
net_printer.py	12704	0644	edit dl rm
net_printer_test.py	3190	0644	edit dl rm
nomnigraph.py	4216	0644	edit dl rm
nomnigraph_test.py	15427	0644	edit dl rm
nomnigraph_transformations.py	3787	0644	edit dl rm
nomnigraph_transformations_test.py	5767	0644	edit dl rm
normalizer.py	1411	0644	edit dl rm
normalizer_context.py	1007	0644	edit dl rm
normalizer_test.py	487	0644	edit dl rm
numa_benchmark.py	2230	0644	edit dl rm
numa_test.py	1663	0644	edit dl rm
observer_test.py	5316	0644	edit dl rm
operator_fp_exceptions_test.py	1248	0644	edit dl rm
optimizer.py	78813	0644	edit dl rm
optimizer_context.py	1462	0644	edit dl rm
optimizer_test.py	30705	0644	edit dl rm
optimizer_test_util.py	9187	0644	edit dl rm
parallelize_bmuf_distributed_test.py	9908	0644	edit dl rm
parallel_workers.py	7682	0644	edit dl rm
parallel_workers_test.py	3501	0644	edit dl rm
pipeline.py	17283	0644	edit dl rm
pipeline_test.py	2542	0644	edit dl rm
predictor_constants.py	198	0644	edit dl rm
python_op_test.py	9169	0644	edit dl rm
queue_util.py	4459	0644	edit dl rm
record_queue.py	4453	0644	edit dl rm
recurrent.py	13297	0644	edit dl rm
regularizer.py	21120	0644	edit dl rm
regularizer_context.py	1013	0644	edit dl rm
regularizer_test.py	10266	0644	edit dl rm
rnn_cell.py	68233	0644	edit dl rm
schema.py	45621	0644	edit dl rm
schema_test.py	15754	0644	edit dl rm
scope.py	3623	0644	edit dl rm
scope_test.py	5249	0644	edit dl rm
session.py	7642	0644	edit dl rm
session_test.py	2078	0644	edit dl rm
sparse_to_dense_mask_test.py	6565	0644	edit dl rm
sparse_to_dense_test.py	3556	0644	edit dl rm
task.py	24274	0644	edit dl rm
task_test.py	870	0644	edit dl rm
test_util.py	3524	0644	edit dl rm
text_file_reader.py	1990	0644	edit dl rm
timeout_guard.py	4054	0644	edit dl rm
toy_regression_test.py	2822	0644	edit dl rm
transformations.py	1832	0644	edit dl rm
transformations_test.py	11960	0644	edit dl rm
tt_core.py	9349	0644	edit dl rm
tt_core_test.py	2518	0644	edit dl rm
utils.py	14181	0644	edit dl rm
utils_test.py	1399	0644	edit dl rm
visualize.py	6315	0644	edit dl rm
workspace.py	25263	0644	edit dl rm
workspace_test.py	34844	0644	edit dl rm
_import_c_extension.py	2250	0644	edit dl rm
__init__.py	3925	0644	edit dl rm

Edit: /usr/local/lib64/python3.6/site-packages/caffe2/python/hsm_util.py (2259B)

## @package hsm_util
# Module caffe2.python.hsm_util

from caffe2.proto import hsm_pb2

'''
    Hierarchical softmax utility methods that can be used to:
    1) create TreeProto structure given list of word_ids or NodeProtos
    2) create HierarchyProto structure using the user-inputted TreeProto
'''

def create_node_with_words(words, name='node'):
    node = hsm_pb2.NodeProto()
    node.name = name
    for word in words:
        node.word_ids.append(word)
    return node

def create_node_with_nodes(nodes, name='node'):
    node = hsm_pb2.NodeProto()
    node.name = name
    for child_node in nodes:
        new_child_node = node.children.add()
        new_child_node.MergeFrom(child_node)
    return node

def create_hierarchy(tree_proto):
    max_index = 0

def create_path(path, word):
        path_proto = hsm_pb2.PathProto()
        path_proto.word_id = word
        for entry in path:
            new_path_node = path_proto.path_nodes.add()
            new_path_node.index = entry[0]
            new_path_node.length = entry[1]
            new_path_node.target = entry[2]
        return path_proto

def recursive_path_builder(node_proto, path, hierarchy_proto, max_index):
        node_proto.offset = max_index
        path.append([max_index,
                    len(node_proto.word_ids) + len(node_proto.children), 0])
        max_index += len(node_proto.word_ids) + len(node_proto.children)
        if hierarchy_proto.size < max_index:
            hierarchy_proto.size = max_index
        for target, node in enumerate(node_proto.children):
            path[-1][2] = target
            max_index = recursive_path_builder(node, path, hierarchy_proto,
                                               max_index)
        for target, word in enumerate(node_proto.word_ids):
            path[-1][2] = target + len(node_proto.children)
            path_entry = create_path(path, word)
            new_path_entry = hierarchy_proto.paths.add()
            new_path_entry.MergeFrom(path_entry)
        del path[-1]
        return max_index

node = tree_proto.root_node
    hierarchy_proto = hsm_pb2.HierarchyProto()
    path = []
    max_index = recursive_path_builder(node, path, hierarchy_proto, max_index)
    return hierarchy_proto

## @package hsm_util # Module caffe2.python.hsm_util from caffe2.proto import hsm_pb2 ''' Hierarchical softmax utility methods that can be used to: 1) create TreeProto structure given list of word_ids or NodeProtos 2) create HierarchyProto structure using the user-inputted TreeProto ''' def create_node_with_words(words, name='node'): node = hsm_pb2.NodeProto() node.name = name for word in words: node.word_ids.append(word) return node def create_node_with_nodes(nodes, name='node'): node = hsm_pb2.NodeProto() node.name = name for child_node in nodes: new_child_node = node.children.add() new_child_node.MergeFrom(child_node) return node def create_hierarchy(tree_proto): max_index = 0 def create_path(path, word): path_proto = hsm_pb2.PathProto() path_proto.word_id = word for entry in path: new_path_node = path_proto.path_nodes.add() new_path_node.index = entry[0] new_path_node.length = entry[1] new_path_node.target = entry[2] return path_proto def recursive_path_builder(node_proto, path, hierarchy_proto, max_index): node_proto.offset = max_index path.append([max_index, len(node_proto.word_ids) + len(node_proto.children), 0]) max_index += len(node_proto.word_ids) + len(node_proto.children) if hierarchy_proto.size < max_index: hierarchy_proto.size = max_index for target, node in enumerate(node_proto.children): path[-1][2] = target max_index = recursive_path_builder(node, path, hierarchy_proto, max_index) for target, word in enumerate(node_proto.word_ids): path[-1][2] = target + len(node_proto.children) path_entry = create_path(path, word) new_path_entry = hierarchy_proto.paths.add() new_path_entry.MergeFrom(path_entry) del path[-1] return max_index node = tree_proto.root_node hierarchy_proto = hsm_pb2.HierarchyProto() path = [] max_index = recursive_path_builder(node, path, hierarchy_proto, max_index) return hierarchy_proto