[DEPLOY] Complete submission: baseline + all optimizations

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.

qwen3_6_scripts/patch_vllm_qwen3_5.py

@@ -0,0 +1,76 @@
+"""
+Patches the vLLM model registry and deploys the Qwen3_5 model file.
+
+Deploy steps on the remote machine:
+  1. cp modified_scripts/qwen3_5.py \
+        /usr/local/corex/lib64/python3/dist-packages/vllm/model_executor/models/qwen3_5.py
+  2. python3 modified_scripts/patch_vllm_qwen3_5.py
+
+Also edit your model config.json to set:
+  "architectures": ["Qwen3_5ForCausalLM"]
+
+Target: vLLM at /usr/local/corex/lib64/python3/dist-packages/vllm/
+"""
+
+VLLM_ROOT = "/usr/local/corex/lib64/python3/dist-packages/vllm"
+REGISTRY = f"{VLLM_ROOT}/model_executor/models/registry.py"
+
+
+def patch_file(path, replacements):
+    with open(path, "r") as f:
+        content = f.read()
+
+    patched = False
+    for old, new in replacements:
+        if new in content:
+            print(f"  [skip] already patched: {repr(new[:70])}")
+            continue
+        if old not in content:
+            print(f"  [warn] anchor not found: {repr(old[:70])}")
+            continue
+        content = content.replace(old, new, 1)
+        patched = True
+        print(f"  [ok]   patched after: {repr(old[:70])}")
+
+    if patched:
+        with open(path, "w") as f:
+            f.write(content)
+
+
+def main():
+    print(f"=== Patching {REGISTRY} ===")
+    patch_file(REGISTRY, [
+        (
+            '    "Qwen3ForCausalLM": ("qwen3", "Qwen3ForCausalLM"),\n'
+            '    "Qwen3MoeForCausalLM": ("qwen3_moe", "Qwen3MoeForCausalLM"),',
+            '    "Qwen3ForCausalLM": ("qwen3", "Qwen3ForCausalLM"),\n'
+            '    "Qwen3MoeForCausalLM": ("qwen3_moe", "Qwen3MoeForCausalLM"),\n'
+            '    "Qwen3_5ForCausalLM": ("qwen3_5", "Qwen3_5ForCausalLM"),\n'
+            '    "Qwen3_5MoeForCausalLM": ("qwen3_5", "Qwen3_5MoeForCausalLM"),',
+        ),
+    ])
+
+    print("\n=== Verification ===")
+    try:
+        import importlib.util
+        spec = importlib.util.spec_from_file_location(
+            "qwen3_5",
+            f"{VLLM_ROOT}/model_executor/models/qwen3_5.py",
+        )
+        mod = importlib.util.module_from_spec(spec)
+        # Quick check: does the class exist?
+        spec.loader.exec_module(mod)
+        cls = mod.Qwen3_5ForCausalLM
+        print(f"  Qwen3_5ForCausalLM found: {cls}")
+        cls_moe = mod.Qwen3_5MoeForCausalLM
+        print(f"  Qwen3_5MoeForCausalLM found: {cls_moe}")
+    except Exception as e:
+        print(f"  [warn] verification failed (may be OK at runtime): {e}")
+
+    print("\nDone. Remember to:")
+    print("  1. Set config.json 'architectures': ['Qwen3_5ForCausalLM'] or ['Qwen3_5MoEForCausalLM']")
+    print("  2. Run patch_transformers_qwen3_5.py if not already done")
+
+
+if __name__ == "__main__":
+    main()