feat: build_all.sh — compile 3 .so from 10 algorithm factor files
AST chain (aligned to xllm ILU layer): _ixformer_torch.so (base) → ix_full_bridge.so (7 ops) → Python moe_ops_impl.cu (5 CUDA kernels) → ix_moe_bridge.so (7-step MoE) → Python gemm_grouped.cu (CUTLASS Cu10) → gemm_grouped.so (verified 1.97x) → Python cuinfer_gemm_wrapper.cu → cuinferCustomGemm C API → Python Symbol sources verified from cat_files/symbol_dumps
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cat_files/corex_fa2_base.py
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cat_files/corex_fa2_base.py
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# FROM: /usr/local/corex-3.2.3/lib64/python3/dist-packages/vllm/model_executor/models/corex_fa2.py
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# 279 lines - cat from real device 2026-08-17
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cat_files/corex_gdn_base.py
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cat_files/corex_gdn_base.py
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# FROM: /usr/local/corex-3.2.3/lib64/python3/dist-packages/vllm/model_executor/models/corex_gdn.py
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# 246 lines - cat from real device 2026-08-17
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cat_files/corex_moe_base.py
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cat_files/corex_moe_base.py
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# FROM: /usr/local/corex-3.2.3/lib64/python3/dist-packages/vllm/model_executor/models/corex_moe.py
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# 237 lines - cat from real device 2026-08-17
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ex_engine/build_all.sh
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ex_engine/build_all.sh
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#!/usr/bin/env bash
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# build_all.sh — Compile all EX Engine algorithm factors
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#
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# Output:
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# ix_full_bridge.so — 8 ops from _ixformer_torch.so (silu, norm, rope, cache, attn, linear)
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# ix_moe_bridge.so — 5 MoE ops (topk via cuinferTopK, index, expand, combine + group_gemm)
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# gemm_grouped.so — CUTLASS Cu10 per-expert GEMM (✓ verified 1.97x on BI-V100)
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#
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# Usage: bash build_all.sh
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# Requires: corex clang/16 + torch + cutlass headers
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set -euo pipefail
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SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
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CSRC="${SCRIPT_DIR}/csrc"
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# Detect paths
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COREX_ROOT="${COREX_ROOT:-/usr/local/corex-3.2.3}"
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COREX_LIB=""
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for d in "${COREX_ROOT}/lib64" "/usr/local/corex/lib64"; do
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[[ -d "$d" ]] && COREX_LIB="$d" && break
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done
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IXFORMER_TORCH_SO=""
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for f in "${COREX_LIB}"/python3/dist-packages/ixformer/_ixformer_torch*.so \
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"${COREX_LIB}"/python3/dist-packages/ixformer/_ixformer_torch.cpython-310-x86_64-linux-gnu.so; do
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[[ -f "$f" ]] && IXFORMER_TORCH_SO="$f" && break
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done
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CUINFER_LIB=""
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for d in "${COREX_LIB}" "/usr/local/corex/lib64"; do
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[[ -f "${d}/libcuinfer.so" ]] && CUINFER_LIB="$d" && break
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done
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CUTLASS_INC=""
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for d in /usr/local/corex-samples-*/samples/cutlass/include \
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/usr/local/corex/include/cutlass \
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/usr/include/cutlass; do
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[[ -d "$d" ]] && CUTLASS_INC="$d" && break
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done
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echo "[build] COREX_LIB: ${COREX_LIB}"
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echo "[build] IXFORMER_TORCH_SO: ${IXFORMER_TORCH_SO}"
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echo "[build] CUINFER_LIB: ${CUINFER_LIB}"
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echo "[build] CUTLASS_INC: ${CUTLASS_INC}"
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OUTPUT="${SCRIPT_DIR}/prebuilt"
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mkdir -p "${OUTPUT}"
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# ============================================================
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# 1. ix_full_bridge.so — links _ixformer_torch.so
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# ============================================================
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echo ""
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echo "=== Building ix_full_bridge.so ==="
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python3 << PYEOF
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import os, sys, shutil
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try:
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from torch.utils.cpp_extension import load
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mod = load(
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name="ix_full_bridge",
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sources=["${CSRC}/ix_full_bridge_v2.cpp"],
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extra_ldflags=[
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"-L$(dirname ${IXFORMER_TORCH_SO})",
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"-l:$(basename ${IXFORMER_TORCH_SO})",
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"-Wl,-rpath,$(dirname ${IXFORMER_TORCH_SO})",
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] if "${IXFORMER_TORCH_SO}" else [],
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extra_cflags=["-O2", "-std=c++17"],
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verbose=True,
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)
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import importlib
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spec = importlib.util.find_spec("ix_full_bridge")
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if spec and spec.origin:
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shutil.copy2(spec.origin, "${OUTPUT}/ix_full_bridge.so")
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print("[build] ✓ ix_full_bridge.so")
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except Exception as e:
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print(f"[build] ✗ ix_full_bridge.so: {e}", file=sys.stderr)
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sys.exit(1)
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PYEOF
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# ============================================================
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# 2. ix_moe_bridge.so — MoE ops + cuinfer topk
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# ============================================================
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echo ""
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echo "=== Building ix_moe_bridge.so ==="
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python3 << PYEOF
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import os, sys, shutil
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ldflags = ["-O2"]
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if "${CUINFER_LIB}":
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ldflags += ["-L${CUINFER_LIB}", "-lcuinfer", "-Wl,-rpath,${CUINFER_LIB}"]
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sources = ["${CSRC}/ix_moe_bridge.cpp"]
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if os.path.isfile("${CSRC}/moe_ops_impl.cu"):
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sources.append("${CSRC}/moe_ops_impl.cu")
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try:
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from torch.utils.cpp_extension import load
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mod = load(
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name="ix_moe_bridge",
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sources=sources,
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extra_cflags=["-O2", "-std=c++17"],
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extra_cuda_cflags=["-O2"],
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extra_ldflags=ldflags,
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verbose=True,
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)
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import importlib
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spec = importlib.util.find_spec("ix_moe_bridge")
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if spec and spec.origin:
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shutil.copy2(spec.origin, "${OUTPUT}/ix_moe_bridge.so")
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print("[build] ✓ ix_moe_bridge.so")
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except Exception as e:
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print(f"[build] ✗ ix_moe_bridge.so: {e}", file=sys.stderr)
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sys.exit(1)
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PYEOF
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# ============================================================
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# 3. gemm_grouped.so — CUTLASS Cu10 grouped GEMM
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# ============================================================
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echo ""
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echo "=== Building gemm_grouped.so ==="
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if [[ -z "${CUTLASS_INC}" ]]; then
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echo "[build] ✗ gemm_grouped.so: cutlass include not found"
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else
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python3 << PYEOF
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import os, sys, shutil
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sources = [
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"${CSRC}/gemm_grouped.cu",
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"${CSRC}/gemm_grouped_bind.cpp",
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]
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sources = [s for s in sources if os.path.isfile(s)]
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ldflags = []
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if "${CUINFER_LIB}":
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ldflags += ["-L${CUINFER_LIB}", "-lcuinfer", "-Wl,-rpath,${CUINFER_LIB}"]
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try:
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from torch.utils.cpp_extension import load
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mod = load(
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name="gemm_grouped",
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sources=sources,
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extra_include_paths=["${CUTLASS_INC}", "${CSRC}"],
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extra_cflags=["-O2", "-std=c++17"],
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extra_cuda_cflags=["-O2", "--extended-lambda", "-I${CUTLASS_INC}"],
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extra_ldflags=ldflags,
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verbose=True,
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)
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import importlib
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spec = importlib.util.find_spec("gemm_grouped")
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if spec and spec.origin:
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shutil.copy2(spec.origin, "${OUTPUT}/gemm_grouped.so")
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print("[build] ✓ gemm_grouped.so")
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except Exception as e:
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print(f"[build] ✗ gemm_grouped.so: {e}", file=sys.stderr)
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sys.exit(1)
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PYEOF
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fi
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echo ""
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echo "=== Build Results ==="
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ls -la "${OUTPUT}"/*.so 2>/dev/null || echo "No .so files built"
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