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add fuse_attention_ffn support for qwen #8526

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merged 2 commits into from
Jun 6, 2024
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deepllz
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@deepllz deepllz commented Jun 3, 2024

PR types

Performance optimization

PR changes

Models

Description

千问模型增加fuse_attention_ffn的支持

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paddle-bot bot commented Jun 3, 2024

Thanks for your contribution!

@deepllz deepllz force-pushed the qwen branch 3 times, most recently from 5139462 to 18b5946 Compare June 3, 2024 10:04
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codecov bot commented Jun 3, 2024

Codecov Report

Attention: Patch coverage is 50.00000% with 14 lines in your changes missing coverage. Please review.

Project coverage is 53.86%. Comparing base (87edf28) to head (95c1780).
Report is 242 commits behind head on develop.

Files with missing lines Patch % Lines
paddlenlp/transformers/qwen/modeling.py 46.15% 14 Missing ⚠️
Additional details and impacted files
@@             Coverage Diff             @@
##           develop    #8526      +/-   ##
===========================================
- Coverage    53.87%   53.86%   -0.01%     
===========================================
  Files          620      620              
  Lines        97081    97101      +20     
===========================================
+ Hits         52299    52308       +9     
- Misses       44782    44793      +11     

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self.w1 = nn.Linear(config.hidden_size, ff_dim_in, bias_attr=not config.no_bias)
self.w2 = nn.Linear(config.hidden_size, ff_dim_in, bias_attr=not config.no_bias)
if self.fuse_attention_ffn:
self.gate_up_fused_proj = nn.Linear(config.hidden_size, ff_dim_in * 2, bias_attr=not config.no_bias)
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def get_tensor_parallel_split_mappings(num_hidden_layers):
final_actions = {}
base_actions = {
# Column Linear
"lm_head.weight": partial(fn, is_column=True),
"qwen.h.0.mlp.w2.weight": partial(fn, is_column=True),
"qwen.h.0.mlp.w1.weight": partial(fn, is_column=True),
"qwen.h.0.attn.c_attn.weight": partial(fn, is_column=True, is_naive_3fuse=True),
"qwen.h.0.attn.c_attn.bias": partial(fn, is_column=True, is_naive_3fuse=True),
# Row Linear
"qwen.wte.weight": partial(fn, is_column=False),
"qwen.h.0.mlp.c_proj.weight": partial(fn, is_column=False),
"qwen.h.0.attn.c_proj.weight": partial(fn, is_column=False),
}
for key, action in base_actions.items():
if "h.0." in key:
for i in range(num_hidden_layers):
final_actions[key.replace("h.0.", f"h.{i}.")] = action
final_actions[key] = action
return final_actions
mappings = get_tensor_parallel_split_mappings(config.num_hidden_layers)

你要适配一下切分规则,tensor parallel 对 gate_up_fused_proj 的切分规则

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好哒,后续还有一个支持sp的pr,在下一个pr一起补充一下。

@wawltor wawltor merged commit d06b327 into PaddlePaddle:develop Jun 6, 2024
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3 participants