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Paddle/python/paddle/fluid/distribute_lookup_table.py

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2.7 KiB

# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
LOOKUP_TABLE_TYPE = "lookup_table"
def find_distributed_lookup_table_inputs(program, table_name):
"""
Find input variable of distribute lookup table in program.
We only support one distribute table now.
Args:
program(Program): given program, locate distributed lookup table
table_name(str): given table name that is found beforehand
Returns:
inputs
"""
local_vars = program.current_block().vars
inputs = []
for op in program.global_block().ops:
if op.type == LOOKUP_TABLE_TYPE:
if table_name == op.input("W")[0]:
inputs.extend([local_vars[name] for name in op.input("Ids")])
return inputs
def find_distributed_lookup_table_outputs(program, table_name):
"""
Find output variable of distribute lookup table in program.
We only support one distribute table now.
Args:
program(Program): given program, locate distributed lookup table
table_name(str): given table name that is found beforehand
Returns:
outputs
"""
local_vars = program.current_block().vars
outputs = []
for op in program.global_block().ops:
if op.type == LOOKUP_TABLE_TYPE:
if table_name == op.input("W")[0]:
outputs.extend([local_vars[name] for name in op.output("Out")])
return outputs
def find_distributed_lookup_table(program):
"""
Find distribute lookup table in program.
We only support one distribute table now.
Args:
program(Program): given program, locate distributed lookup table
Returns:
table_name or None
"""
table_name = None
for op in program.global_block().ops:
if op.type == LOOKUP_TABLE_TYPE:
if op.attr('is_distributed') is True:
if table_name is None:
table_name = op.input("W")[0]
if table_name != op.input("W")[0]:
raise RuntimeError("all distributed lookup_table_ops"
" should have only one table")
else:
if table_name is not None:
assert op.input("W")[0] != table_name
return table_name