ef6abf3dc7
Adds ALL files needed for Dockerfile build:
- qwen3_6_scripts/ (baseline patches + our optimizations)
- vllm/ (full vllm package)
- paged_attention_v2_pytorch.py (V2 with single-bmm optimization)
- Dockerfile + computility-run.yaml
Our optimizations vs baseline:
1. paged_attn.py: pre-gathered context KV (eliminates 194 gather calls),
Triton try/fallback, V2 heuristic, threshold 32K→64K
2. paged_attention_v2_pytorch.py: fills NotImplementedError,
single-bmm Phase 1 (195 launches → 3)
3. patch_enable_triton.py: HAS_TRITON=True with safety fallback
4. patch_triton_tuning.py: BLOCK=64, NUM_WARPS=4 for BI-V100
5. computility-run.yaml: gpu-memory-utilization 0.9→0.95,
max-num-batched-tokens 8192→16384
This repo can now be submitted to dev.modelhub.org.cn as-is.
77 lines
2.6 KiB
Python
77 lines
2.6 KiB
Python
"""
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Patches the vLLM model registry and deploys the Qwen3_5 model file.
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Deploy steps on the remote machine:
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1. cp modified_scripts/qwen3_5.py \
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/usr/local/corex/lib64/python3/dist-packages/vllm/model_executor/models/qwen3_5.py
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2. python3 modified_scripts/patch_vllm_qwen3_5.py
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Also edit your model config.json to set:
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"architectures": ["Qwen3_5ForCausalLM"]
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Target: vLLM at /usr/local/corex/lib64/python3/dist-packages/vllm/
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"""
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VLLM_ROOT = "/usr/local/corex/lib64/python3/dist-packages/vllm"
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REGISTRY = f"{VLLM_ROOT}/model_executor/models/registry.py"
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def patch_file(path, replacements):
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with open(path, "r") as f:
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content = f.read()
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patched = False
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for old, new in replacements:
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if new in content:
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print(f" [skip] already patched: {repr(new[:70])}")
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continue
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if old not in content:
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print(f" [warn] anchor not found: {repr(old[:70])}")
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continue
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content = content.replace(old, new, 1)
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patched = True
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print(f" [ok] patched after: {repr(old[:70])}")
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if patched:
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with open(path, "w") as f:
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f.write(content)
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def main():
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print(f"=== Patching {REGISTRY} ===")
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patch_file(REGISTRY, [
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(
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' "Qwen3ForCausalLM": ("qwen3", "Qwen3ForCausalLM"),\n'
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' "Qwen3MoeForCausalLM": ("qwen3_moe", "Qwen3MoeForCausalLM"),',
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' "Qwen3ForCausalLM": ("qwen3", "Qwen3ForCausalLM"),\n'
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' "Qwen3MoeForCausalLM": ("qwen3_moe", "Qwen3MoeForCausalLM"),\n'
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' "Qwen3_5ForCausalLM": ("qwen3_5", "Qwen3_5ForCausalLM"),\n'
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' "Qwen3_5MoeForCausalLM": ("qwen3_5", "Qwen3_5MoeForCausalLM"),',
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),
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])
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print("\n=== Verification ===")
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try:
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import importlib.util
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spec = importlib.util.spec_from_file_location(
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"qwen3_5",
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f"{VLLM_ROOT}/model_executor/models/qwen3_5.py",
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)
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mod = importlib.util.module_from_spec(spec)
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# Quick check: does the class exist?
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spec.loader.exec_module(mod)
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cls = mod.Qwen3_5ForCausalLM
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print(f" Qwen3_5ForCausalLM found: {cls}")
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cls_moe = mod.Qwen3_5MoeForCausalLM
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print(f" Qwen3_5MoeForCausalLM found: {cls_moe}")
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except Exception as e:
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print(f" [warn] verification failed (may be OK at runtime): {e}")
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print("\nDone. Remember to:")
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print(" 1. Set config.json 'architectures': ['Qwen3_5ForCausalLM'] or ['Qwen3_5MoEForCausalLM']")
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print(" 2. Run patch_transformers_qwen3_5.py if not already done")
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if __name__ == "__main__":
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main()
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