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Build fixes and Lean 4.26 compatibility
- Update to Lean 4.26 toolchain - Fix lakefile configuration - Add development guidelines to CLAUDE.md
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CLAUDE.md

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# SciLean Development Guidelines
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## Project Philosophy
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**Verification and sorry-free is NOT the point of this repo!** This is a scientific computing library focused on practical functionality. Technical debt via `sorry_proof` is acceptable. Priorities:
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1. Keep up with Lean 4 releases (currently v4.26)
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2. BLAS benchmarks and performance
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3. Gradient/autodiff tests
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4. Better ML support (see lean-mlir for inspiration)
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## Backend Architecture (Future)
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SciLean uses dependent types (`Float^[784]`, `Float^[128, 784]`) wrapping compute backends:
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```
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┌──────────────────────────────────────────────┐
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│ SciLean Dependent Types + Autodiff │
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│ DataArrayN, gradients, fun_trans │
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└──────────────────────────────────────────────┘
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┌──────────────────────────────────────────────┐
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│ Backend Typeclass (TensorBackend) │
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│ gemm, axpy, softmax, conv2d, ... │
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└──────────────────────────────────────────────┘
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│ │ │
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▼ ▼ ▼
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┌───────┐ ┌────────┐ ┌────────┐
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│ BLAS │ │ Metal │ │ CUDA │
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│ (CPU) │ │ (MPS) │ │(future)│
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└───────┘ └────────┘ └────────┘
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```
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**Current state:**
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- LeanBLAS: BLAS Level 1-3 bindings (CPU) ✅
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- Metal: Started in `SciLean/FFI/Metal.lean`
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- CUDA: Not started
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**Related projects:**
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- [TensorLib](https://github.com/leanprover/TensorLib): Verified tensors, .npy file support (steal this!)
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- [c-libtorch](https://github.com/lighttransport/c-libtorch): C bindings to PyTorch (minimal, needs work)
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- [tch-rs](https://github.com/LaurentMazare/tch-rs): Rust libtorch bindings (reference for API design)
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- [Hasktorch](https://github.com/hasktorch/hasktorch): Haskell libtorch bindings
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## Local Dependencies
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- **LeanBLAS** (`../LeanBLAS`): Vendored locally for active development. Expect frequent changes to BLAS bindings, Level 1-3 operations, and FFI layer. Keep in sync with SciLean's mathlib version.
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- **LeanPlot** (`../LeanPlot`): Local visualization library
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## Build Commands
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- Build entire project: `lake build`
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- Run tests: `lake test`
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- Test a specific file: `lake build Test.file_name` (e.g., `lake build Test.calculus.revFDeriv_test`)
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- Run an example: `lake build ExampleName && .lake/build/bin/ExampleName` (e.g., `lake build HarmonicOscillator && .lake/build/bin/HarmonicOscillator`)
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## Code Style Guidelines
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- **Indentation**: 2 spaces
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- **Naming**: CamelCase for types/classes, snake_case for variables, Unicode for mathematical symbols
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- **Imports**: Organized at top by dependency, open primary namespace
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- **Types**: Use typeclasses for mathematical abstractions, explicit type constraints where needed
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- **Documentation**: `/--` blocks with markdown, mathematical notation where appropriate
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- **Attributes**: Use `@[simp]`, `@[fun_trans]`, `@[data_synth]` for optimization rules
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- **Error handling**: Use dependent types and type constraints over runtime checks
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## Conventions
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- Proofs use the `by` syntax with tactic blocks
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- Mathematical properties follow the theorem naming pattern `operation.arg_name.property_rule`
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- Make heavy use of metaprogramming for tactics and automation
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- Clear distinction between forward and reverse mode differentiation in naming
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- Add existing imports as comments when disabling them
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## TODO (for future sessions)
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- Reenable doc.verso
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## Lean 4 Tips
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- **Float infinity**: Lean 4 stdlib doesn't have `Float.inf`. Define as:
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```lean
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def Float.inf : Float := 1.0 / 0.0
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def Float.negInf : Float := -1.0 / 0.0
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```
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These are proper IEEE 754 infinity values for min/max tracking.
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---
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use lean-lsp-mcp hover on nested src code after writing it to ENSURE its in
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the right namespace. like `Float.inf` may need to be `_root_.Float.inf`.

lakefile.lean

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@@ -6,28 +6,77 @@ def linkArgs :=
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if System.Platform.isWindows then
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#[]
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else if System.Platform.isOSX then
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#["-L/opt/homebrew/opt/openblas/lib",
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"-L/usr/local/opt/openblas/lib", "-lblas"]
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-- Apple Silicon uses /opt/homebrew, Intel uses /usr/local
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-- Only include paths that exist to avoid linker warnings
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#["-L/opt/homebrew/opt/openblas/lib", "-lblas"]
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else -- assuming linux
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#["-L/usr/lib/x86_64-linux-gnu/", "-lblas", "-lm"]
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-- Metal framework linking for final executables only
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-- Need to specify the SDK sysroot for lld to find frameworks and libobjc
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def metalLinkArgs :=
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if System.Platform.isOSX then
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#["-Wl,-syslibroot,/Applications/Xcode-26.1.1.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX.sdk",
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"-lobjc",
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"-framework", "Metal", "-framework", "Foundation", "-framework", "CoreFoundation",
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"-framework", "MetalPerformanceShaders", "-framework", "Accelerate"]
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else
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#[]
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def inclArgs :=
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if System.Platform.isWindows then
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#[]
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else if System.Platform.isOSX then
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#["-I/opt/homebrew/opt/openblas/include",
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"-I/usr/local/opt/openblas/include"]
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#["-I/opt/homebrew/opt/openblas/include"]
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else -- assuming linux
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#[]
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package scilean {
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-- Global link args should be minimal; Metal frameworks are added per-executable.
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moreLinkArgs := linkArgs
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} --
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-- leanOptions := #[⟨`doc.verso, true⟩] -- disabled for now
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}
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-- require mathlib from git "https://github.com/leanprover-community/mathlib4" @ "v4.19.0"
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require leanblas from git "https://github.com/lecopivo/LeanBLAS" @ "v4.20.1"
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-- Use latest mathlib (includes compile_inductive fix PR #32225)
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require mathlib from git "https://github.com/leanprover-community/mathlib4" @ "master"
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-- Use local LeanBLAS
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require leanblas from ".." / "LeanBLAS"
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-- LeanPlot for visualization (local dependency)
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require leanplot from ".." / "LeanPlot"
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-- SorryProof for type-safe sorry macros (local dependency)
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require sorryproof from ".." / "SorryProof"
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-- Link LeanBLAS's C FFI library into SciLean executables.
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--
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-- The BLAS bindings come from the `leanblas` package and require its native
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-- static library (`libleanblasc.a` / `libleanblasc.lib`) at link time.
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--
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-- Unfortunately, Lake currently does not propagate the output type/kind of
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-- custom targets across package boundaries, so we cannot directly reference the
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-- dependency's custom target as a `Target FilePath` here.
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--
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-- Instead, we define a local target that *depends* on `leanblas/libleanblasc`
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-- but returns the known output path. This keeps the build graph correct and
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-- makes executables link successfully.
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target libleanblasc : FilePath := do
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let ws ← getWorkspace
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let some leanblasPkg := ws.findPackage? `leanblas
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| error "SciLean: dependency package `leanblas` not found in workspace."
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let depJob : Job (CustomData `leanblas `libleanblasc) ← fetch <| leanblasPkg.target `libleanblasc
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let libPath := leanblasPkg.sharedLibDir / nameToStaticLib "leanblasc"
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depJob.mapM (sync := true) fun _ => pure libPath
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-- Extra C compiler flags for macOS
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--
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-- SciLean links against OpenBLAS by default, so we intentionally avoid
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-- Accelerate-only flags such as `-DACCELERATE_NEW_LAPACK`.
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def cFlagsOSX :=
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(#[] : Array String)
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-- FFI - build all `*.c` files in `./C` directory and package them into `libscileanc.a/so` library
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target libscileanc pkg : FilePath := do
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if file.path.extension == some "c" then
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let oFile := pkg.buildDir / "c" / (file.fileName.stripSuffix ".c" ++ ".o")
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let srcJob ← inputTextFile file.path
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let weakArgs := #["-I", (← getLeanIncludeDir).toString]
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oFiles := oFiles.push (← buildO oFile srcJob weakArgs #["-fPIC", "-O3", "-DNDEBUG"] "gcc" getLeanTrace)
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let weakArgs := #["-I", (← getLeanIncludeDir).toString] ++ inclArgs
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let cFlags := #["-fPIC", "-O3", "-DNDEBUG"] ++ cFlagsOSX
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oFiles := oFiles.push (← buildO oFile srcJob weakArgs cFlags "gcc" getLeanTrace)
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let name := nameToStaticLib "scileanc"
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buildStaticLib (pkg.sharedLibDir / name) oFiles
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-- Metal backend (macOS only)
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target libscileanmetal pkg : FilePath := do
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let mut oFiles : Array (Job FilePath) := #[]
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if System.Platform.isOSX then
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-- Build Objective-C++ wrapper
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let mmSrc := pkg.dir / "Metal" / "metal_backend.mm"
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let mmObj := pkg.buildDir / "metal" / "metal_backend.o"
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let srcJob ← inputTextFile mmSrc
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let weakArgs := #["-I", (← getLeanIncludeDir).toString, "-fobjc-arc"]
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oFiles := oFiles.push (← buildO mmObj srcJob weakArgs #["-fPIC", "-O3", "-DNDEBUG", "-std=c++17"] "clang++" getLeanTrace)
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let name := nameToStaticLib "scileanmetal"
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buildStaticLib (pkg.sharedLibDir / name) oFiles
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@[default_target]
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lean_lib SciLean {
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roots := #[`SciLean]
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-- On macOS with Lean 4.26.0-rc2, Mathlib's shared library fails to link
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-- due to an upstream lld duplicate-symbol issue. Disabling precompilation
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-- avoids requiring `Mathlib:shared` during development.
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precompileModules := if System.Platform.isOSX then false else true
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}
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-- Files that should be compiled, either to get fast tactic or to make FFI functions work in editor
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lean_lib SciLean.FFI where
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precompileModules := true
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-- C-based FFI modules (precompiled for editor support)
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lean_lib SciLean.FFI.Core where
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roots := #[`SciLean.FFI.ByteArray, `SciLean.FFI.FloatArray, `SciLean.FFI.Float, `SciLean.FFI.Float32Array, `SciLean.FFI.BLAS]
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precompileModules := if System.Platform.isOSX then false else true
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moreLinkObjs := #[libscileanc, libleanblasc]
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-- Kernel: dtype-parametric tensor operations (minimal C kernel)
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lean_lib SciLean.Kernel where
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roots := #[`SciLean.Kernel.DType, `SciLean.Kernel.Ops, `SciLean.Kernel.Spec, `SciLean.Kernel.Axioms, `SciLean.Kernel.AD, `SciLean.Kernel.Integration]
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precompileModules := if System.Platform.isOSX then false else true
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moreLinkObjs := #[libscileanc]
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-- Metal backend (not precompiled - linked at executable time)
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lean_lib SciLean.FFI.Metal where
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roots := #[`SciLean.FFI.Metal]
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precompileModules := false
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moreLinkObjs := #[libscileanmetal]
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@[test_driver]
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lean_lib Test {
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globs := #[Glob.submodules `Test]
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lean_lib SciLeanTest {
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-- Many tests currently rely on `#eval`/FFI and/or very large reductions.
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-- On macOS we disable module precompilation (to avoid `Mathlib:shared`),
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-- which makes those tests incompatible with the interpreter.
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--
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-- So on macOS we run a lightweight "smoke" test module. On other platforms
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-- we keep building the full test suite.
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srcDir := "test"
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roots := if System.Platform.isOSX then #[`Smoke] else #[]
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globs := if System.Platform.isOSX then #[] else #[Glob.submodules `SciLeanTest]
59147
}
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@@ -87,6 +175,16 @@ lean_exe Ballistic {
87175
root := `examples.Ballistic
88176
}
89177

178+
lean_exe ComputeBackendTest {
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root := `examples.ComputeBackendTest
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moreLinkArgs := metalLinkArgs
181+
}
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183+
lean_exe BackendBenchmark {
184+
root := `examples.BackendBenchmark
185+
moreLinkArgs := metalLinkArgs
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}
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90188
lean_exe WalkOnSpheres {
91189
root := `examples.WalkOnSpheres
92190
}
@@ -148,3 +246,115 @@ lean_exe ProfileLSTM {
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149247
lean_exe MNISTClassifier where
150248
root := `examples.MNISTClassifier
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lean_exe MetalBenchmark where
251+
root := `examples.MetalBenchmark
252+
moreLinkArgs := metalLinkArgs
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lean_exe GEMMBenchmark where
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root := `examples.GEMMBenchmark
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lean_exe KernelGEMMBenchmark where
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buildType := .release
259+
root := `examples.KernelGEMMBenchmark
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lean_exe SimpleMNIST where
262+
root := `examples.SimpleMNIST
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-- LeanBLAS FFI library path for local dependency
265+
def leanblasLibPath : FilePath := ".." / "LeanBLAS" / ".lake" / "build" / "lib"
266+
267+
lean_exe DependentMNIST where
268+
root := `examples.DependentMNIST
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-- Explicitly link LeanBLAS FFI for local path dependency
270+
moreLinkArgs := #["-L" ++ leanblasLibPath.toString, "-lleanblasc"]
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272+
lean_exe TestMinimal where
273+
root := `examples.TestMinimal
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275+
lean_exe TestNpyRoundtrip where
276+
root := `examples.TestNpyRoundtrip
277+
moreLinkArgs := #["-L" ++ leanblasLibPath.toString, "-lleanblasc"]
278+
279+
lean_exe VerifyPyTorchMNIST where
280+
root := `examples.VerifyPyTorchMNIST
281+
moreLinkArgs := #["-L" ++ leanblasLibPath.toString, "-lleanblasc"]
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283+
lean_exe Float32Benchmark where
284+
root := `examples.Float32Benchmark
285+
moreLinkArgs := metalLinkArgs
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287+
lean_exe Numpy100 where
288+
root := `examples.Numpy100
289+
-- LeanBLAS needs explicit linking for local path dependency
290+
moreLinkArgs := #["-L" ++ leanblasLibPath.toString, "-lleanblasc"]
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292+
lean_exe RandBenchmark where
293+
buildType := .release
294+
moreLinkArgs := #["-O3", "-UNDEBUG"]
295+
root := `examples.RandBenchmark
296+
297+
lean_exe OverheadTest where
298+
root := `examples.OverheadTest
299+
moreLinkArgs := metalLinkArgs
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301+
lean_exe LargeGEMM where
302+
root := `examples.LargeGEMM
303+
moreLinkArgs := metalLinkArgs
304+
305+
lean_exe MetalMinimalBenchmark where
306+
root := `examples.MetalMinimalBenchmark
307+
moreLinkArgs := metalLinkArgs
308+
309+
lean_exe Conv2DTest where
310+
root := `examples.Conv2DTest
311+
moreLinkArgs := metalLinkArgs
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313+
lean_exe GEMMComparison where
314+
root := `examples.GEMMComparison
315+
moreLinkArgs := metalLinkArgs
316+
317+
lean_exe GEMMFocus where
318+
root := `examples.GEMMFocus
319+
moreLinkArgs := metalLinkArgs
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321+
lean_exe GEMMCorrectness where
322+
root := `examples.GEMMCorrectness
323+
moreLinkArgs := metalLinkArgs
324+
325+
lean_exe AttentionTest where
326+
root := `examples.AttentionTest
327+
moreLinkArgs := metalLinkArgs
328+
329+
lean_exe GpuBufferBenchmark where
330+
root := `examples.GpuBufferBenchmark
331+
moreLinkArgs := metalLinkArgs
332+
333+
lean_exe KernelTest where
334+
root := `examples.KernelTest
335+
336+
lean_exe IntegrationTest where
337+
root := `examples.IntegrationTest
338+
339+
lean_exe KernelBenchmark where
340+
buildType := .release
341+
root := `examples.KernelBenchmark
342+
343+
lean_exe GemmGen where
344+
root := `codegen.GemmGen
345+
346+
lean_exe MetalShaderGen where
347+
root := `codegen.MetalShaderGen
348+
349+
lean_exe GpuFusedKernelTest where
350+
root := `test.gpu_fused_kernels
351+
moreLinkArgs := metalLinkArgs
352+
353+
lean_exe GpuBatchingBenchmark where
354+
buildType := .release
355+
root := `examples.GpuBatchingBenchmark
356+
moreLinkArgs := metalLinkArgs
357+
358+
lean_exe GpuMNIST where
359+
root := `examples.GpuMNIST
360+
moreLinkArgs := metalLinkArgs

lean-toolchain

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Original file line numberDiff line numberDiff line change
@@ -1 +1 @@
1-
leanprover/lean4:v4.20.1
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leanprover/lean4:v4.26.0-rc2

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