docs: record sm90 megamoe phase1 dev log
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MEGAMOE_SM90_DEV.md
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MEGAMOE_SM90_DEV.md
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# SM90 MegaMoE 开发日志
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## 2026-06-17 23:55:32 CST
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- 对应 clean 工作 commit:`1dafd0f17376d8730bebb472dc8e15d9645c6b52`
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- 用户请求摘要:重做 Phase 1 接口/基础设施提交,保证它作为独立 clean commit 在线性历史中出现,并通过远端测试。
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- 本次提交的核心改动:
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- 新增 SM90 MegaMoE host API:`get_symm_buffer_size_for_sm90_mega_moe`、`get_token_alignment_for_sm90_mega_moe`、`fp8_mega_moe`。
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- 新增 SM90 MegaMoE JIT heuristics、runtime launch glue、scheduler 和空 kernel stub。
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- Python MegaMoE wrapper 支持按当前 CUDA device 区分 SM90/SM100,SM90 使用 `(1, 128, 128)` recipe 和 float SF 路径。
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- SM90 symmetric buffer Phase 1 接口返回 8 个常规 view:`x`、`x_sf`、`topk_idx`、`topk_weights`、`l1_acts`、`l1_acts_sf`、`l2_acts`、`l2_acts_sf`。
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- 新增 Phase 1 smoke 测试脚本:`megamoe_dev_test_scripts/phase1/interface_smoke.py`。
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- 更新 `AGENTS.md`,记录 phase 测试脚本提交规范、开发日志规范和 60 秒左右 timeout 规则。
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- 更新 `MEGAMOE_SM90_DESIGN.md`,将 Dispatch 与 L1 TMA/WGMMA 拆成独立 phase。
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- 关键文件列表:
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- `AGENTS.md`
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- `MEGAMOE_SM90_DESIGN.md`
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- `csrc/apis/sm90_mega.hpp`
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- `csrc/jit_kernels/heuristics/sm90_mega_moe.hpp`
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- `csrc/jit_kernels/impls/sm90_fp8_mega_moe.hpp`
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- `csrc/python_api.cpp`
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- `deep_gemm/__init__.py`
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- `deep_gemm/mega/__init__.py`
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- `deep_gemm/include/deep_gemm/impls/sm90_fp8_mega_moe.cuh`
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- `deep_gemm/include/deep_gemm/layout/mega_moe.cuh`
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- `deep_gemm/include/deep_gemm/scheduler/sm90_mega_moe.cuh`
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- `megamoe_dev_test_scripts/phase1/interface_smoke.py`
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- 详细开发流程:
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- 本地从原混合 Phase 1/Phase 2 commit 回退到 Phase 0 基线,保留工作区改动并重新拆分 commit。
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- 本地将 SM90 kernel 降到 Phase 1 空 kernel stub,仅保留 ABI、JIT 模板参数和 launch 静态检查。
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- 本地将 `get_symm_buffer_size_for_sm90_mega_moe` 降到 Phase 1 接口,返回 8 个常规 buffer views,不暴露 Phase 2 dispatch 内部状态。
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- 本地新增 `megamoe_dev_test_scripts/phase1/interface_smoke.py`,验证 SM90 buffer views、float SF dtype、weight transform 和空 kernel launch。
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- 本地静态检查:`git diff --check`、`python3 -m py_compile megamoe_dev_test_scripts/phase1/interface_smoke.py`。
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- 远端同步:`rsync -avR AGENTS.md MEGAMOE_SM90_DESIGN.md csrc/python_api.cpp deep_gemm/__init__.py deep_gemm/mega/__init__.py deep_gemm/include/deep_gemm/layout/mega_moe.cuh csrc/apis/sm90_mega.hpp csrc/jit_kernels/heuristics/sm90_mega_moe.hpp csrc/jit_kernels/impls/sm90_fp8_mega_moe.hpp deep_gemm/include/deep_gemm/impls/sm90_fp8_mega_moe.cuh deep_gemm/include/deep_gemm/scheduler/sm90_mega_moe.cuh megamoe_dev_test_scripts/phase1/interface_smoke.py g0034:/mnt/beegfs/lxy/DeepGEMM/`。
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- 远端 build:`ssh g0034 "docker exec sglang-lxy bash -lc 'cd /mnt/beegfs/lxy/DeepGEMM && timeout 60s bash develop.sh'"`,通过。
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- 远端 single-rank smoke:`ssh g0034 "docker exec sglang-lxy bash -lc 'cd /mnt/beegfs/lxy/DeepGEMM && timeout 60s python3 megamoe_dev_test_scripts/phase1/interface_smoke.py'"`,通过。
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- 远端 2-rank smoke:`ssh g0034 "docker exec sglang-lxy bash -lc 'cd /mnt/beegfs/lxy/DeepGEMM && CUDA_VISIBLE_DEVICES=0,1 timeout 60s torchrun --standalone --nproc_per_node=2 megamoe_dev_test_scripts/phase1/interface_smoke.py'"`,通过。
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- 测试结果和已知问题:
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- Phase 1 build 和 smoke 测试均通过。
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- single-rank 仍出现 PyTorch symmetric memory warning:`cuMulticastCreate failed with: "invalid argument"`,当前不影响 smoke。
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- Phase 1 kernel 是空 kernel,不产生 dispatch/GEMM 输出;正确性只覆盖接口、buffer views、JIT 编译与 launch。
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- 后续待办:
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- 在线性历史中继续提交 Phase 2 dispatch-only 实现。
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- Phase 3 开始实现 L1 TMA + 单 tile WGMMA,并增加 accumulator/reference 对比。
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