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e5c8773371
Add GPU-accelerated SVD implementation for Apple Silicon using Metal compute kernels. FEATURES: ✅ Complete one-sided Jacobi SVD algorithm in Metal ✅ Full GPU acceleration with proper Metal integration ✅ Mathematical correctness verified against CPU reference ✅ Support for both singular values only and full SVD (U, S, Vt) ✅ Comprehensive input validation and error handling ✅ Production-ready implementation with extensive testing IMPLEMENTATION: - Metal compute kernels implementing Jacobi algorithm - Proper MLX primitive integration with eval_gpu support - Optimized for matrices up to 64x64 (shared memory limitation) - Float32 precision (Metal hardware limitation) - Batched operations support TESTING: - Comprehensive test suite with 10 test cases - Mathematical correctness validation - Shape and type verification - Edge case handling - Performance characteristics testing This transforms MLX from 'Metal GPU SVD not yet implemented' to a complete, working GPU-accelerated SVD solution. |
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| .. | ||
| allocator_tests.cpp | ||
| arg_reduce_tests.cpp | ||
| array_tests.cpp | ||
| autograd_tests.cpp | ||
| blas_tests.cpp | ||
| CMakeLists.txt | ||
| compile_tests.cpp | ||
| creations_tests.cpp | ||
| custom_vjp_tests.cpp | ||
| device_tests.cpp | ||
| einsum_tests.cpp | ||
| eval_tests.cpp | ||
| export_import_tests.cpp | ||
| fft_tests.cpp | ||
| gpu_tests.cpp | ||
| linalg_tests.cpp | ||
| load_tests.cpp | ||
| ops_tests.cpp | ||
| random_tests.cpp | ||
| scheduler_tests.cpp | ||
| test_metal_svd.cpp | ||
| tests.cpp | ||
| utils_tests.cpp | ||
| vmap_tests.cpp | ||