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2.54 kB
| -- PAX TrainingData — PAX-Coder fine-tuning dataset extractor | |
| -- Ahmad Ali Parr · PAX Architecture | |
| namespace PAX.TrainingData | |
| /-- One training example: (prompt, Lean 4 proof, PTX kernel, Futhark spec, constraints) -/ | |
| structure TrainingExample where | |
| id : String | |
| prompt : String | |
| lean_theorem : String | |
| lean_proof : String | |
| ptx_kernel : String | |
| futhark_kernel : String | |
| spec_section : String | |
| constraints : List String | |
| arch : String | |
| category : String | |
| deriving Repr | |
| /-- Source files to extract from -/ | |
| def sourceFiles : List (String × String × String) := | |
| [ ("PAX/Float16_Rounding.lean", "fp16", "sm_86") | |
| , ("PAX/WMMA.lean", "gemm", "sm_86") | |
| , ("PAX/PipelineDAG.lean", "pipeline", "sm_86") | |
| , ("PAX/ConstraintDAG.lean", "architecture","all") | |
| , ("PAX/IR_DAG.lean", "architecture","all") | |
| , ("src/rtx_gemm_ptx.cu", "gemm", "sm_86") | |
| , ("src/rtx_gemm_pipeline.cu", "pipeline", "sm_86") | |
| , ("src/rtx_gemm_epilogue.cu", "epilogue", "sm_86") | |
| , ("src/pax_kernel.fut", "gemm", "sm_86") | |
| , ("docs/PAX_ARCHITECTURE.md", "architecture","all") | |
| ] | |
| /-- Proof obligation tags per category -/ | |
| def constraintsFor (category : String) : List String := | |
| match category with | |
| | "fp16" => ["PO4", "PO5"] | |
| | "gemm" => ["PO1", "PO3", "PO5", "PO8"] | |
| | "pipeline" => ["PO4", "PO6", "PO7"] | |
| | "epilogue" => ["PO8"] | |
| | "index_space" => ["PO1", "PO2"] | |
| | "warp" => ["PO3", "PO4"] | |
| | _ => ["PO8"] | |
| /-- Canonical prompt templates by category -/ | |
| def promptFor (category : String) : String := | |
| match category with | |
| | "fp16" => "Write a Lean 4 formalization of IEEE-754 binary16 RNE with proven |round(x)-x| ≤ 0.5 ulp for FP16 GEMM on Ampere sm_86." | |
| | "gemm" => "Write a verified GEMM kernel for RTX 3080 sm_86 using mma.sync.aligned.m16n8k8 FP16→FP32 with Lean 4 correctness proof." | |
| | "pipeline" => "Define a 3-stage async cp.async pipeline in Lean 4 with proven throughput bound ≥ (1-1/stages)×min(compute_bw,memory_bw)." | |
| | "epilogue" => "Formalize in-register Bias+GeLU fusion with proven |GeLU_approx - GeLU_exact| ≤ 0.001." | |
| | "warp" => "Write warp-level reduction using shfl.sync.xor.b32 with Lean 4 correctness proof for dot product." | |
| | _ => "Explain PAX Architecture axiom-to-proof-obligation mapping." | |
| end PAX.TrainingData | |