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[Performance] SIMD Vector512 Coverage Gaps
coreInternal engine: Shape, Storage, TensorEngine, iteratorsInternal engine: Shape, Storage, TensorEngine, iteratorsenhancementNew feature or requestNew feature or requestperformancePerformance improvements or optimizationsPerformance improvements or optimizationsStatus: Open.[Unmanaged Memory] Memory bloating on heavily looped calls due to delayed finaliziation by GC
architectureCross-cutting structural changes affecting multiple componentsCross-cutting structural changes affecting multiple componentscoreInternal engine: Shape, Storage, TensorEngine, iteratorsInternal engine: Shape, Storage, TensorEngine, iteratorsperformancePerformance improvements or optimizationsPerformance improvements or optimizationsStatus: Open.[Core] Layout 'F/A/K' support
apiPublic API surface (np.*, NDArray methods, operators)Public API surface (np.*, NDArray methods, operators)coreInternal engine: Shape, Storage, TensorEngine, iteratorsInternal engine: Shape, Storage, TensorEngine, iteratorsNumPy 2.x ComplianceAligns behavior with NumPy 2.x (NEPs, breaking changes)Aligns behavior with NumPy 2.x (NEPs, breaking changes)Status: Open.[Rewrite] np.save/load - NPY/NPZ Format (NEP-01)
apiPublic API surface (np.*, NDArray methods, operators)Public API surface (np.*, NDArray methods, operators)NumPy 2.x ComplianceAligns behavior with NumPy 2.x (NEPs, breaking changes)Aligns behavior with NumPy 2.x (NEPs, breaking changes)refactorCode cleanup without behavior changeCode cleanup without behavior changeStatus: Open.[Performance] ClipNDArray with @out does redundant copy
apiPublic API surface (np.*, NDArray methods, operators)Public API surface (np.*, NDArray methods, operators)performancePerformance improvements or optimizationsPerformance improvements or optimizationsStatus: Open.#595 In SciSharp/NumSharp;[Core] NumPy String support in NumSharp
apiPublic API surface (np.*, NDArray methods, operators)Public API surface (np.*, NDArray methods, operators)coreInternal engine: Shape, Storage, TensorEngine, iteratorsInternal engine: Shape, Storage, TensorEngine, iteratorsenhancementNew feature or requestNew feature or requestmissing feature/sNumPy function not yet implemented in NumSharpNumPy function not yet implemented in NumSharpNumPy 2.x ComplianceAligns behavior with NumPy 2.x (NEPs, breaking changes)Aligns behavior with NumPy 2.x (NEPs, breaking changes)Status: Open.[Core] NumSharp ndim support up to int.MaxValue vs 64 of numpy (NPY_MAXDIMS=64)
apiPublic API surface (np.*, NDArray methods, operators)Public API surface (np.*, NDArray methods, operators)architectureCross-cutting structural changes affecting multiple componentsCross-cutting structural changes affecting multiple componentscoreInternal engine: Shape, Storage, TensorEngine, iteratorsInternal engine: Shape, Storage, TensorEngine, iteratorsperformancePerformance improvements or optimizationsPerformance improvements or optimizationsrefactorCode cleanup without behavior changeCode cleanup without behavior changeStatus: Open.#591 In SciSharp/NumSharp;[Goal] [Tests] Reach 10,000 unit tests and 100% test coverage
documentation-neededFeature requires documentation after implementation or depiction of lack of documentationFeature requires documentation after implementation or depiction of lack of documentationenhancementNew feature or requestNew feature or requestinfrastructureCI/CD, build system, testing framework, toolingCI/CD, build system, testing framework, toolingStatus: Open.[Refactor] IL Kernel/Generation Migration: Eliminate NPTypeCode Switch/Case Patterns
coreInternal engine: Shape, Storage, TensorEngine, iteratorsInternal engine: Shape, Storage, TensorEngine, iteratorsenhancementNew feature or requestNew feature or requestNumPy 2.x ComplianceAligns behavior with NumPy 2.x (NEPs, breaking changes)Aligns behavior with NumPy 2.x (NEPs, breaking changes)performancePerformance improvements or optimizationsPerformance improvements or optimizationsStatus: Open.#587 In SciSharp/NumSharp;[Refactor] NDIterator to IL generation with Expression/IL/Delegate kernel injection
coreInternal engine: Shape, Storage, TensorEngine, iteratorsInternal engine: Shape, Storage, TensorEngine, iteratorsNumPy 2.x ComplianceAligns behavior with NumPy 2.x (NEPs, breaking changes)Aligns behavior with NumPy 2.x (NEPs, breaking changes)performancePerformance improvements or optimizationsPerformance improvements or optimizationsStatus: Open.#586 In SciSharp/NumSharp;[Refactor] IL-generated kernels for UnmanagedMemoryBlock
coreInternal engine: Shape, Storage, TensorEngine, iteratorsInternal engine: Shape, Storage, TensorEngine, iteratorsNumPy 2.x ComplianceAligns behavior with NumPy 2.x (NEPs, breaking changes)Aligns behavior with NumPy 2.x (NEPs, breaking changes)performancePerformance improvements or optimizationsPerformance improvements or optimizationsStatus: Open.#585 In SciSharp/NumSharp;[Goal] LinearRegression: Near-Identical Python→C# Translation
enhancementNew feature or requestNew feature or requestStatus: Open.