Skip to content
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
27 changes: 27 additions & 0 deletions paddlenlp/transformers/model_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -32,6 +32,7 @@
import aistudio_sdk
import numpy as np
import paddle
import paddle.distributed as dist
import paddle.nn as nn
import six
from huggingface_hub import (
Expand Down Expand Up @@ -2988,14 +2989,40 @@ def _generate_auto_dist_config(self, auto_dist_degree):
"pp_config": None,
"cp_config": None,
}
has_auto_dist_config = False
for name, layer in self.named_sublayers(include_self=True):
if hasattr(layer, "auto_dist_config"):
has_auto_dist_config = True
if name != "":
prefix = name + "."
else:
prefix = ""
layer_config = layer.auto_dist_config(prefix)
merged_config = self.merge_auto_dist_configs([merged_config, layer_config])
if not has_auto_dist_config:
model_file = inspect.getfile(self.__class__)
model_dir = os.path.dirname(model_file)
config_path = os.path.join(model_dir, "intermediate_api_config.json")
assert os.path.exists(config_path), (
f"intermediate api config file not found at {config_path}. "
"Please ensure the file exists or implement auto_dist_config in layers."
)
with open(config_path, "r") as f:
iconfig = json.load(f)

def process_config_value(value):
if isinstance(value, dict):
return {k: process_config_value(v) for k, v in value.items()}
elif isinstance(value, list):
return [getattr(dist, v)() for v in value if hasattr(dist, v)]
elif isinstance(value, str) and hasattr(dist, value):
return getattr(dist, value)()
return value

iconfig = {k: process_config_value(v) for k, v in iconfig.items()}
layer_config = {f"{k}": v for k, v in iconfig.items()}
merged_config = self.merge_auto_dist_configs([merged_config, layer_config])

final_config = {
"dp_config": None,
"mp_config": None,
Expand Down
36 changes: 36 additions & 0 deletions paddlenlp/transformers/qwen/intermediate_api_config.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,36 @@
{
"sp_config": {
"parallelize_plan": {
"qwen.wte": [
"RowWiseParallel",
"SequenceParallelBegin"
],
"qwen.h.*.attn.c_attn": "ColWiseParallel",
"qwen.h.*.attn.c_proj": "RowWiseParallel",
"qwen.h.*.attn": "SequenceParallelDisable",
"qwen.h.*.mlp.gate_up_fused_proj": "ColWiseParallel",
"qwen.h.*.mlp.w1": "ColWiseParallel",
"qwen.h.*.mlp.w2": "ColWiseParallel",
"qwen.h.*.mlp.c_proj": "RowWiseParallel",
"qwen.h.*.mlp": "SequenceParallelDisable",
"lm_head.weight": "ColWiseParallel",
"lm_head": "SequenceParallelEnd"
}
},
"mp_config": {
"parallelize_plan": {
"qwen.wte": "RowWiseParallel",
"qwen.h.*.attn.c_attn": "ColWiseParallel",
"qwen.h.*.attn.c_proj": "RowWiseParallel",
"qwen.h.*.mlp.gate_up_fused_proj": "ColWiseParallel",
"qwen.h.*.mlp.w1": "ColWiseParallel",
"qwen.h.*.mlp.w2": "ColWiseParallel",
"qwen.h.*.mlp.c_proj": "RowWiseParallel",
"lm_head.weight": "ColWiseParallel"
}
},
"pp_config": {
"split_spec": "qwen.h",
"global_spec": "qwen.global_layer"
}
}
43 changes: 0 additions & 43 deletions paddlenlp/transformers/qwen/modeling_network.py
Original file line number Diff line number Diff line change
Expand Up @@ -17,7 +17,6 @@
import warnings

import paddle
import paddle.distributed as dist
import paddle.nn.functional as F
from paddle import nn
from paddle.distributed.fleet.utils import recompute
Expand Down Expand Up @@ -660,48 +659,6 @@ def forward(

return lm_logits

def auto_dist_config(self, prefix=""):
if prefix != "":
assert prefix.endswith(".")
config = {
"sp_config": {
"parallelize_plan": {
f"{prefix}qwen.wte": [
dist.RowWiseParallel(),
dist.SequenceParallelBegin(),
],
f"{prefix}qwen.h.*.attn.c_attn": dist.ColWiseParallel(),
f"{prefix}qwen.h.*.attn.c_proj": dist.RowWiseParallel(),
f"{prefix}qwen.h.*.attn": dist.SequenceParallelDisable(),
f"{prefix}qwen.h.*.mlp.gate_up_fused_proj": dist.ColWiseParallel(),
f"{prefix}qwen.h.*.mlp.w1": dist.ColWiseParallel(),
f"{prefix}qwen.h.*.mlp.w2": dist.ColWiseParallel(),
f"{prefix}qwen.h.*.mlp.c_proj": dist.RowWiseParallel(),
f"{prefix}qwen.h.*.mlp": dist.SequenceParallelDisable(need_transpose=False),
f"{prefix}lm_head.weight": dist.ColWiseParallel(),
f"{prefix}lm_head": dist.SequenceParallelEnd(),
}
},
"mp_config": {
"parallelize_plan": {
f"{prefix}qwen.wte": dist.RowWiseParallel(),
f"{prefix}qwen.h.*.attn.c_attn": dist.ColWiseParallel(),
f"{prefix}qwen.h.*.attn.c_proj": dist.RowWiseParallel(),
f"{prefix}qwen.h.*.mlp.gate_up_fused_proj": dist.ColWiseParallel(),
f"{prefix}qwen.h.*.mlp.w1": dist.ColWiseParallel(),
f"{prefix}qwen.h.*.mlp.w2": dist.ColWiseParallel(),
f"{prefix}qwen.h.*.mlp.c_proj": dist.RowWiseParallel(),
f"{prefix}lm_head.weight": dist.ColWiseParallel(),
}
},
"pp_config": {
"split_spec": f"{prefix}qwen.h",
"global_spec": f"{prefix}qwen.global_layer",
},
}

return config


class GlobalNet(nn.Layer):
def __init__(self, config) -> None:
Expand Down
Loading