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@ -373,22 +373,18 @@ class DistributeTranspiler:
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recv_inputs.append(single_trainer_var)
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# step 3
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# each optimization op will has a optimize block
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optimize_block = None
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# step 4
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# Create a union-find data structure from optimize ops,
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# If two ops are connected, we could add these two ops
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# into one set.
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ufind = self._create_ufind(self.optimize_ops)
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# step 4.2
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# step 3.2
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# Iterate through the ops and append optimize op which
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# located on current pserver
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opt_op_on_pserver = []
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for _, op in enumerate(self.optimize_ops):
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if self._is_opt_op(op) and self._is_opt_op_on_pserver(endpoint, op):
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opt_op_on_pserver.append(op)
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# step 4.3
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# step 3.3
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# Iterate through the ops, and if an op and the optimize ops
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# which located on current pserver are in one set, then
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# append it into the sub program.
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@ -422,23 +418,17 @@ class DistributeTranspiler:
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self._append_pserver_non_opt_ops(block, op)
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# append lr decay ops to the child block if exists
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lr_decay_block = None
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lr_ops = self._get_lr_ops()
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if len(lr_ops) > 0:
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lr_decay_block = pserver_program.create_block(GLOBAL_BLOCK_IDX)
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lr_decay_block = pserver_program.create_block(
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pserver_program.num_blocks - 1)
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for _, op in enumerate(lr_ops):
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self._append_pserver_non_opt_ops(lr_decay_block, op)
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# append op to the current block
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per_opt_block = None
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pre_block_idx = GLOBAL_BLOCK_IDX
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if lr_decay_block is not None:
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pre_block_idx = lr_decay_block.idx
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pre_block_idx = pserver_program.num_blocks - 1
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for idx, opt_op in enumerate(opt_op_on_pserver):
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per_opt_block = pserver_program.create_block(pre_block_idx)
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if optimize_block is None:
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# first optimize block
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optimize_block = per_opt_block
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for _, op in enumerate(self.optimize_ops):
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# optimizer is connected to itself
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if ufind.is_connected(op, opt_op) and op not in global_ops:
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@ -447,9 +437,10 @@ class DistributeTranspiler:
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# append global ops
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opt_state_block = None
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if global_ops:
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opt_state_block = pserver_program.create_block(per_opt_block.idx)
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for glb_op in global_ops:
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__append_optimize_op__(glb_op, opt_state_block)
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opt_state_block = pserver_program.create_block(
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pserver_program.num_blocks - 1)
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for glb_op in global_ops:
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__append_optimize_op__(glb_op, opt_state_block)
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# NOT USED: single block version:
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#
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@ -464,8 +455,7 @@ class DistributeTranspiler:
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if self.has_distributed_lookup_table:
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pserver_index = self.pserver_endpoints.index(endpoint)
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table_opt_block = self._create_table_optimize_block(
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pserver_index, pserver_program, opt_state_block or
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pserver_program.global_block())
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pserver_index, pserver_program, pre_block_idx)
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prefetch_block = self._create_prefetch_block(
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pserver_index, pserver_program, table_opt_block)
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@ -483,7 +473,7 @@ class DistributeTranspiler:
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inputs={'X': recv_inputs},
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outputs={},
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attrs={
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"OptimizeBlock": optimize_block,
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"OptimizeBlock": pserver_program.block(1),
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"endpoint": endpoint,
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"Fanin": self.trainer_num,
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"PrefetchBlock": prefetch_block,
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@ -678,7 +668,7 @@ class DistributeTranspiler:
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return prefetch_block
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def _create_table_optimize_block(self, pserver_index, pserver_program,
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append_block):
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pre_block_idx):
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def _clone_var(block, var, persistable=True):
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assert isinstance(var, Variable)
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return block.create_var(
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@ -715,7 +705,7 @@ class DistributeTranspiler:
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op for op in self.optimize_ops
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if op.input("Param")[0] == self.table_name
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][0]
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table_opt_block = pserver_program.create_block(append_block.idx)
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table_opt_block = pserver_program.create_block(pre_block_idx)
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# only support sgd now
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assert table_opt_op.type == "sgd"
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