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neuralnet-cpp-dev
neuralnet.cpp
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融合:精度签名降级为运行期参数 + nn_enable_gpu_fusion(叠在 #14 之上)
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Oct 1, 2026
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融合:精度签名降级为运行期参数 + nn_enable_gpu_fusion(叠在 #14 之上)
#16
EthanPeng-2048
merged 30 commits into
main
neuralnet-cpp-dev/neuralnet.cpp:main
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feat/fused-runtime-prec-dispatch
neuralnet-cpp-dev/neuralnet.cpp:feat/fused-runtime-prec-dispatch
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融合 AOT 步骤①:常量池值退出 expr_spec_key(key 只描述结构)
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融合 AOT 步骤②:matmul 转置退出 expr_spec_key(运行期 operand layout)
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融合 AOT 步骤③:分组归约 R 退出 expr_spec_key(运行期循环)
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融合 AOT 步骤⑤前置:符号张量不再触发 CPU 视图缓存断言
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融合 AOT 步骤⑤:dsl::compute 自登记锚点(结构覆盖不再依赖手写清单)
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融合 AOT 步骤⑥(修订):锚点覆盖台账 + 签名缺口报告
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融合 AOT 步骤⑥·补:模型级签名 pass(run-only 签名 7/7 → 2/7)
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融合 AOT 步骤⑥·补2:模型 pass 配置矩阵 + 分项来源台账
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融合 AOT 步骤⑥·补3:删除 13 个已被模型 pass 覆盖的 per-layer dry-run 块(−223 行)
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run-only 签名回填:fold · 文档掩码 f16 变体(--f16 --doc-mask 的 miss)
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run-only 签名回填:MNIST/CNN f16 训练的 8 条 miss(含 per-layer 块删除引入的 2 条)
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AOT 融合 key 契约测试:把"结构 = 表达式类型"锁进 CI
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AOT 融合构建期收为单步:gen_fused 并入 scan_exprs,删除 bin 序列化
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文档修正:去掉对已删除文件 gen_fused.cpp 的当前态引用
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run-only 签名回填:text_train(tinystories smoke)× f16 的 2 条 miss
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锚点价值运行时验证 + 闭合世界报错带 key
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文档同步:AGENTS.md 跟进 AOT 融合现状 + 13 号清单归档入库
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A1a: emitter 增加运行期精度分派(V1)发射模式
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A1b-d: 运行期精度分派落地——签名从「身份」降级为「参数」
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A1e: 删除签名回填工作流与 f16 扫两遍(扫描工作量减半)
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A3: 文档同步「签名从身份降级为参数」+ 历史归档
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A2: 库自带融合能力 nn_enable_gpu_fusion + 修复多 TU 链接
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A1f: 删除精度变体残留机制(注册表 variants / 死分支)
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A2b: 样例补 GPU 端到端验收(含 f16 分派路径)+ 修 CMake include 顺序
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诊断:`NN_SCAN_DUMP_SOURCES=1` 逐条打印结构来源 + 锚点/dry-run 边界实测
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A2c: 扩展来源诊断(含指令序列)+ 实测第二种自定义算子形态
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A4: 把 A2 端到端验收注册为常驻 ctest(ctest 19 → 20)
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A5: 接入孤儿测试 `fused_gpu_test`(ctest 20 → 21)
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A6: 修 `NN_PREC_TRACE` 对 V1 的盲区 + 实测 V1 覆盖(并更正上一轮的错误结论)
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审核:修 9 处真缺陷 + 消除 4 类"两处同步"点(融合 AOT 分支收尾)
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