-- 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