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diff --git a/ios-ane-h18p/metadata.json b/ios-ane-h18p/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a8ff4e9e4baa1ee625ce3f93c9734582b19a5c9e
--- /dev/null
+++ b/ios-ane-h18p/metadata.json
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+{
+ "metadata_version": "0.2",
+ "kind": "llm",
+ "name": "minicpm5_2b_4bit_weight_palettized_group32_static",
+ "assets": {
+ "main": "minicpm5_2b_4bit_weight_palettized_group32_static.h18p.aimodelc"
+ },
+ "language": {
+ "tokenizer": "openbmb/MiniCPM5-2B",
+ "vocab_size": 130560,
+ "max_context_length": 4096,
+ "embedded_tokenizer": true,
+ "function_map": {
+ "main": [
+ "main"
+ ]
+ }
+ },
+ "source": {
+ "model_definition": "torch",
+ "hf_model_id": "openbmb/MiniCPM5-2B"
+ },
+ "compression": "4bit_weight_palettized_group32",
+ "compilation": {
+ "date": "2026-09-15T11:08:14.715836+09:00",
+ "targets": [
+ "h18p neural-engine (xcrun coreai-build compile --platform iOS --preferred-compute neural-engine --architecture h18p)"
+ ]
+ }
+}
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+{
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+ "LLIRVersion": "0.1b",
+ "Weights": []
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+ "{\n \"entryFunctionName\" : \"prompt_opt_4096_16_1jiHZx3W_KrCedrUE-u7pA\",\n \"deviceDescriptor\" : [\n 0,\n 6,\n \"h18p\"\n ],\n \"compilationDescriptor\" : {\n \"enableANECValidationWorkflow\" : true,\n \"reducedPrecisionFastMath\" : 0,\n \"entryFunctionName\" : \"\",\n \"enableCompileResourcesForPackage\" : true,\n \"useANELLIR\" : true,\n \"shapeShifterCacheThreads\" : 1,\n \"disableShapeFolding\" : false,\n \"optimizationProfile\" : 0,\n \"enableANEFWToFWSignal\" : false,\n \"optimizationLevel\" : 1,\n \"includeDebugInfo\" : false,\n \"addUniqueIdToMLIRLocations\" : true,\n \"maximumNumberOfParallelEncodingRegions\" : 1,\n \"aneCompilerSpatialSplitting\" : 3,\n \"compilerOptions\" : 1691023,\n \"preferredDevice\" : 2,\n \"enableMLIRDiagnostics\" : false,\n \"enableShapeEquivalence\" : false,\n \"enableShapeShifter\" : true,\n \"enableShapeShifterCache\" : false,\n \"shapeShifterTILevel\" : 0,\n \"verifyTypeInference\" : false,\n \"printANEPlacementAnalysis\" : false,\n \"inputShapeRanges\" : null,\n \"enableANELateLatch\" : false,\n \"minimumNumberOfOpsInParallelRegion\" : 100,\n \"enableANECHWRankPromotion\" : true,\n \"enableParallelEncode\" : true,\n \"allowedComputeDevices\" : 7,\n \"aneBondedCompileMode\" : 0,\n \"enableMemrefBufferization\" : true\n },\n \"inputShapesCount\" : 39,\n \"inputShapes\" : [\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 32768,\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 32768,\n 268435472,\n 3,\n 1,\n 16,\n 128,\n 268435472,\n 3,\n 1,\n 16,\n 128,\n 268435472,\n 4,\n 1,\n 16,\n 1,\n 2048,\n 536870944,\n 1,\n 1,\n 268435472,\n 4,\n 1,\n 4096,\n 1,\n 16\n ],\n \"callablesHash\" : 0\n}",
+ "{\n \"entryFunctionName\" : \"prompt_opt_4096_64_2-Nn_XNrer45vr7eNoeXZA\",\n \"deviceDescriptor\" : [\n 0,\n 6,\n \"h18p\"\n ],\n \"compilationDescriptor\" : {\n \"enableANECValidationWorkflow\" : true,\n \"reducedPrecisionFastMath\" : 0,\n \"entryFunctionName\" : \"\",\n \"enableCompileResourcesForPackage\" : true,\n \"useANELLIR\" : true,\n \"shapeShifterCacheThreads\" : 1,\n \"disableShapeFolding\" : false,\n \"optimizationProfile\" : 0,\n \"enableANEFWToFWSignal\" : false,\n \"optimizationLevel\" : 1,\n \"includeDebugInfo\" : false,\n \"addUniqueIdToMLIRLocations\" : true,\n \"maximumNumberOfParallelEncodingRegions\" : 1,\n \"aneCompilerSpatialSplitting\" : 3,\n \"compilerOptions\" : 1691023,\n \"preferredDevice\" : 2,\n \"enableMLIRDiagnostics\" : false,\n \"enableShapeEquivalence\" : false,\n \"enableShapeShifter\" : true,\n \"enableShapeShifterCache\" : false,\n \"shapeShifterTILevel\" : 0,\n \"verifyTypeInference\" : false,\n \"printANEPlacementAnalysis\" : false,\n \"inputShapeRanges\" : null,\n \"enableANELateLatch\" : false,\n \"minimumNumberOfOpsInParallelRegion\" : 100,\n \"enableANECHWRankPromotion\" : true,\n \"enableParallelEncode\" : true,\n \"allowedComputeDevices\" : 7,\n \"aneBondedCompileMode\" : 0,\n \"enableMemrefBufferization\" : true\n },\n \"inputShapesCount\" : 39,\n \"inputShapes\" : [\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 32768,\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 32768,\n 268435472,\n 3,\n 1,\n 64,\n 128,\n 268435472,\n 3,\n 1,\n 64,\n 128,\n 268435472,\n 4,\n 1,\n 64,\n 1,\n 2048,\n 536870944,\n 1,\n 1,\n 268435472,\n 4,\n 1,\n 4096,\n 1,\n 64\n ],\n \"callablesHash\" : 0\n}",
+ "{\n \"entryFunctionName\" : \"prompt_opt_4096_8_mzaxDIV58wsouHFvoZ_Q5g\",\n \"deviceDescriptor\" : [\n 0,\n 6,\n \"h18p\"\n ],\n \"compilationDescriptor\" : {\n \"enableANECValidationWorkflow\" : true,\n \"reducedPrecisionFastMath\" : 0,\n \"entryFunctionName\" : \"\",\n \"enableCompileResourcesForPackage\" : true,\n \"useANELLIR\" : true,\n \"shapeShifterCacheThreads\" : 1,\n \"disableShapeFolding\" : false,\n \"optimizationProfile\" : 0,\n \"enableANEFWToFWSignal\" : false,\n \"optimizationLevel\" : 1,\n \"includeDebugInfo\" : false,\n \"addUniqueIdToMLIRLocations\" : true,\n \"maximumNumberOfParallelEncodingRegions\" : 1,\n \"aneCompilerSpatialSplitting\" : 3,\n \"compilerOptions\" : 1691023,\n \"preferredDevice\" : 2,\n \"enableMLIRDiagnostics\" : false,\n \"enableShapeEquivalence\" : false,\n \"enableShapeShifter\" : true,\n \"enableShapeShifterCache\" : false,\n \"shapeShifterTILevel\" : 0,\n \"verifyTypeInference\" : false,\n \"printANEPlacementAnalysis\" : false,\n \"inputShapeRanges\" : null,\n \"enableANELateLatch\" : false,\n \"minimumNumberOfOpsInParallelRegion\" : 100,\n \"enableANECHWRankPromotion\" : true,\n \"enableParallelEncode\" : true,\n \"allowedComputeDevices\" : 7,\n \"aneBondedCompileMode\" : 0,\n \"enableMemrefBufferization\" : true\n },\n \"inputShapesCount\" : 39,\n \"inputShapes\" : [\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 32768,\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 32768,\n 268435472,\n 3,\n 1,\n 8,\n 128,\n 268435472,\n 3,\n 1,\n 8,\n 128,\n 268435472,\n 4,\n 1,\n 8,\n 1,\n 2048,\n 536870944,\n 1,\n 1,\n 268435472,\n 4,\n 1,\n 4096,\n 1,\n 8\n ],\n \"callablesHash\" : 0\n}",
+ "{\n \"entryFunctionName\" : \"prompt_opt_512_16_WltpFXJyAM-DI1Gv_trO5Q\",\n \"deviceDescriptor\" : [\n 0,\n 6,\n \"h18p\"\n ],\n \"compilationDescriptor\" : {\n \"enableANECValidationWorkflow\" : true,\n \"reducedPrecisionFastMath\" : 0,\n \"entryFunctionName\" : \"\",\n \"enableCompileResourcesForPackage\" : true,\n \"useANELLIR\" : true,\n \"shapeShifterCacheThreads\" : 1,\n \"disableShapeFolding\" : false,\n \"optimizationProfile\" : 0,\n \"enableANEFWToFWSignal\" : false,\n \"optimizationLevel\" : 1,\n \"includeDebugInfo\" : false,\n \"addUniqueIdToMLIRLocations\" : true,\n \"maximumNumberOfParallelEncodingRegions\" : 1,\n \"aneCompilerSpatialSplitting\" : 3,\n \"compilerOptions\" : 1691023,\n \"preferredDevice\" : 2,\n \"enableMLIRDiagnostics\" : false,\n \"enableShapeEquivalence\" : false,\n \"enableShapeShifter\" : true,\n \"enableShapeShifterCache\" : false,\n \"shapeShifterTILevel\" : 0,\n \"verifyTypeInference\" : false,\n \"printANEPlacementAnalysis\" : false,\n \"inputShapeRanges\" : null,\n \"enableANELateLatch\" : false,\n \"minimumNumberOfOpsInParallelRegion\" : 100,\n \"enableANECHWRankPromotion\" : true,\n \"enableParallelEncode\" : true,\n \"allowedComputeDevices\" : 7,\n \"aneBondedCompileMode\" : 0,\n \"enableMemrefBufferization\" : true\n },\n \"inputShapesCount\" : 39,\n \"inputShapes\" : [\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 4096,\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 4096,\n 268435472,\n 3,\n 1,\n 16,\n 128,\n 268435472,\n 3,\n 1,\n 16,\n 128,\n 268435472,\n 4,\n 1,\n 16,\n 1,\n 2048,\n 536870944,\n 1,\n 1,\n 268435472,\n 4,\n 1,\n 512,\n 1,\n 16\n ],\n \"callablesHash\" : 0\n}",
+ "{\n \"entryFunctionName\" : \"prompt_opt_512_64_6awrnflwgO4IpIRT4Fl0EQ\",\n \"deviceDescriptor\" : [\n 0,\n 6,\n \"h18p\"\n ],\n \"compilationDescriptor\" : {\n \"enableANECValidationWorkflow\" : true,\n \"reducedPrecisionFastMath\" : 0,\n \"entryFunctionName\" : \"\",\n \"enableCompileResourcesForPackage\" : true,\n \"useANELLIR\" : true,\n \"shapeShifterCacheThreads\" : 1,\n \"disableShapeFolding\" : false,\n \"optimizationProfile\" : 0,\n \"enableANEFWToFWSignal\" : false,\n \"optimizationLevel\" : 1,\n \"includeDebugInfo\" : false,\n \"addUniqueIdToMLIRLocations\" : true,\n \"maximumNumberOfParallelEncodingRegions\" : 1,\n \"aneCompilerSpatialSplitting\" : 3,\n \"compilerOptions\" : 1691023,\n \"preferredDevice\" : 2,\n \"enableMLIRDiagnostics\" : false,\n \"enableShapeEquivalence\" : false,\n \"enableShapeShifter\" : true,\n \"enableShapeShifterCache\" : false,\n \"shapeShifterTILevel\" : 0,\n \"verifyTypeInference\" : false,\n \"printANEPlacementAnalysis\" : false,\n \"inputShapeRanges\" : null,\n \"enableANELateLatch\" : false,\n \"minimumNumberOfOpsInParallelRegion\" : 100,\n \"enableANECHWRankPromotion\" : true,\n \"enableParallelEncode\" : true,\n \"allowedComputeDevices\" : 7,\n \"aneBondedCompileMode\" : 0,\n \"enableMemrefBufferization\" : true\n },\n \"inputShapesCount\" : 39,\n \"inputShapes\" : [\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 4096,\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 4096,\n 268435472,\n 3,\n 1,\n 64,\n 128,\n 268435472,\n 3,\n 1,\n 64,\n 128,\n 268435472,\n 4,\n 1,\n 64,\n 1,\n 2048,\n 536870944,\n 1,\n 1,\n 268435472,\n 4,\n 1,\n 512,\n 1,\n 64\n ],\n \"callablesHash\" : 0\n}",
+ "{\n \"entryFunctionName\" : \"prompt_opt_512_8_z9DTGJyGiMn1cEXjLCselw\",\n \"deviceDescriptor\" : [\n 0,\n 6,\n \"h18p\"\n ],\n \"compilationDescriptor\" : {\n \"enableANECValidationWorkflow\" : true,\n \"reducedPrecisionFastMath\" : 0,\n \"entryFunctionName\" : \"\",\n \"enableCompileResourcesForPackage\" : true,\n \"useANELLIR\" : true,\n \"shapeShifterCacheThreads\" : 1,\n \"disableShapeFolding\" : false,\n \"optimizationProfile\" : 0,\n \"enableANEFWToFWSignal\" : false,\n \"optimizationLevel\" : 1,\n \"includeDebugInfo\" : false,\n \"addUniqueIdToMLIRLocations\" : true,\n \"maximumNumberOfParallelEncodingRegions\" : 1,\n \"aneCompilerSpatialSplitting\" : 3,\n \"compilerOptions\" : 1691023,\n \"preferredDevice\" : 2,\n \"enableMLIRDiagnostics\" : false,\n \"enableShapeEquivalence\" : false,\n \"enableShapeShifter\" : true,\n \"enableShapeShifterCache\" : false,\n \"shapeShifterTILevel\" : 0,\n \"verifyTypeInference\" : false,\n \"printANEPlacementAnalysis\" : false,\n \"inputShapeRanges\" : null,\n \"enableANELateLatch\" : false,\n \"minimumNumberOfOpsInParallelRegion\" : 100,\n \"enableANECHWRankPromotion\" : true,\n \"enableParallelEncode\" : true,\n \"allowedComputeDevices\" : 7,\n \"aneBondedCompileMode\" : 0,\n \"enableMemrefBufferization\" : true\n },\n \"inputShapesCount\" : 39,\n \"inputShapes\" : [\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 4096,\n 268435472,\n 5,\n 42,\n 1,\n 32,\n 1,\n 4096,\n 268435472,\n 3,\n 1,\n 8,\n 128,\n 268435472,\n 3,\n 1,\n 8,\n 128,\n 268435472,\n 4,\n 1,\n 8,\n 1,\n 2048,\n 536870944,\n 1,\n 1,\n 268435472,\n 4,\n 1,\n 512,\n 1,\n 8\n ],\n \"callablesHash\" : 0\n}"
+]
+
+ Entry Function Attributes
+
+ extend_1024_16_Bn61_I05alAFYS8Bwtqi7g_0
+
+
+ mps.ane.calleeName
+ extend_1024_16_Bn61_I05alAFYS8Bwtqi7g_0_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_1024_64_f2fOFjg2L-Jh0S7J5aIleQ_1
+
+
+ mps.ane.calleeName
+ extend_1024_64_f2fOFjg2L-Jh0S7J5aIleQ_1_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_1024_8_nWe1yYYQpLswlfhcWgkxTg_2
+
+
+ mps.ane.calleeName
+ extend_1024_8_nWe1yYYQpLswlfhcWgkxTg_2_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_2048_16_WMuH0XxLqO9R4SsEnG73tQ_3
+
+
+ mps.ane.calleeName
+ extend_2048_16_WMuH0XxLqO9R4SsEnG73tQ_3_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_2048_64_T1j9cb3y1kY1yNoysX3Uwg_4
+
+
+ mps.ane.calleeName
+ extend_2048_64_T1j9cb3y1kY1yNoysX3Uwg_4_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_2048_8_faJcQCFp9Q1OQuqGLGZGnw_5
+
+
+ mps.ane.calleeName
+ extend_2048_8_faJcQCFp9Q1OQuqGLGZGnw_5_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_256_16_aIj3OFPyItyDuynkhx_AbQ_6
+
+
+ mps.ane.calleeName
+ extend_256_16_aIj3OFPyItyDuynkhx_AbQ_6_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_256_64_CVIR-8ZRXksJKNK3VH4q-w_7
+
+
+ mps.ane.calleeName
+ extend_256_64_CVIR-8ZRXksJKNK3VH4q-w_7_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_256_8_-S6md3bYrrrG-DG_W_xDEw_8
+
+
+ mps.ane.calleeName
+ extend_256_8_-S6md3bYrrrG-DG_W_xDEw_8_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_4096_16_QmJLZbIBFo7eM4thlwnXJQ_9
+
+
+ mps.ane.calleeName
+ extend_4096_16_QmJLZbIBFo7eM4thlwnXJQ_9_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_4096_64_Xb1kxkumXYVGjcAh-vly_g_10
+
+
+ mps.ane.calleeName
+ extend_4096_64_Xb1kxkumXYVGjcAh-vly_g_10_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
+ mps.disableNDX
+
+ extend_4096_8_A5HR5rOFUFvRruRD-YTbxQ_11
+
+
+ mps.ane.calleeName
+ extend_4096_8_A5HR5rOFUFvRruRD-YTbxQ_11_ANE_region_0_0
+
+
+ mps.ane.regionCallArgToEntrypointArgIndex
+
+ 1
+ 0
+ 4
+ 2
+ 3
+ 5
+ 6
+
+
+
+ mps.ane.regionCallResultToEntrypointReturnIndex
+
+ 0
+
+
+ mps.aneAlignedIO
+ mps.disablePreAllocate
+ mps.fullyPlacedOnANE
+ mps.noGPUActivity
+
+ mps.stateInputIndices
+
+ 0
+ 1
+
+
+
+ mps.tokenResIndices
+
+ 1
+ 2
+
+
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+ "producer": "coreai-build-3600.83.1",
+ "creationDate": "20260915T021433Z",
+ "author": "OpenBMB",
+ "license": "Apache-2.0",
+ "description": "MiniCPM5-2B is a 2.5B-parameter on-device causal language model from OpenBMB (dense LlamaForCausalLM, 42 layers) with hybrid Think/No-Think reasoning, tool calling and 128K context. Source: https://huggingface.co/openbmb/MiniCPM5-2B"
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diff --git a/ios-ane-h18p/tokenizer/chat_template.jinja b/ios-ane-h18p/tokenizer/chat_template.jinja
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index 0000000000000000000000000000000000000000..be166eec32c67d62c71d6e0dfaf2c0f194b00923
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+++ b/ios-ane-h18p/tokenizer/chat_template.jinja
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+{{- bos_token }}{%- if tools %}
+ {%- set tool_definitions %}
+ {{- "# Tools\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson(ensure_ascii=False) }}
+ {%- endfor %}
+ {{- '\n\n\nTool usage guidelines:\n- You may call zero or more functions. If no function calls are needed, just answer normally and do not include any .\n- When calling a function, return an XML object within using:\nparam-value\n- param-value may be multi-line. If it contains <, & or newline characters, wrap it in a CDATA block: ' }}
+ {%- endset %}
+
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {%- if '' in messages[0].content %}
+ {{- messages[0].content.replace('', tool_definitions) }}
+ {%- else %}
+ {{- messages[0].content + '\n\n' + tool_definitions }}
+ {%- endif %}
+ {%- else %}
+ {{- tool_definitions.lstrip() }}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+
+ {%- if message.tool_calls %}
+ {%- set content_parts = content.split('') %}
+ {%- set processed_content = content_parts[0] %}
+ {%- set tool_calls_count = message.tool_calls|length %}
+ {%- set tool_sep_count = content_parts|length - 1 %}
+ {%- set min_count = [tool_calls_count, tool_sep_count]|min %}
+
+ {%- for i in range(1, content_parts|length) %}
+ {%- set tool_index = i - 1 %}
+ {%- if tool_index < tool_calls_count %}
+ {%- set tool_call = message.tool_calls[tool_index] %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {%- set single_tool_xml %}
+ {{- '' }}
+ {%- if tool_call.arguments %}
+ {%- set args_dict = tool_call.arguments %}
+ {%- for param_name, param_value in args_dict.items() %}
+ {{- '' }}
+ {%- if param_value is string and ('<' in param_value or '&' in param_value or '\n' in param_value) %}
+ {{- '' }}
+ {%- else %}
+ {{- param_value }}
+ {%- endif %}
+ {{- '' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '' }}
+ {%- endset %}
+ {%- set processed_content = processed_content + single_tool_xml + content_parts[i] %}
+ {%- else %}
+ {%- set processed_content = processed_content + content_parts[i] %}
+ {%- endif %}
+ {%- endfor %}
+
+ {%- if tool_calls_count > tool_sep_count %}
+ {%- for remaining_index in range(tool_sep_count, tool_calls_count) %}
+ {%- set tool_call = message.tool_calls[remaining_index] %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {%- set remaining_tool_xml %}
+ {{- '' }}
+ {%- if tool_call.arguments %}
+ {%- set args_dict = tool_call.arguments %}
+ {%- for param_name, param_value in args_dict.items() %}
+ {{- '' }}
+ {%- if param_value is string and ('<' in param_value or '&' in param_value or '\n' in param_value) %}
+ {{- '' }}
+ {%- else %}
+ {{- param_value }}
+ {%- endif %}
+ {{- '' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '' }}
+ {%- endset %}
+ {%- set processed_content = processed_content + remaining_tool_xml %}
+ {%- endfor %}
+ {%- endif %}
+
+ {%- set content = processed_content %}
+ {%- endif %}
+
+ {%- if reasoning_content %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- elif '' not in content and '' not in content %}
+ {{- '<|im_start|>' + message.role + '\n\n\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+
+ {%- if message.tool_calls and not has_tool_sep %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '' }}
+ {%- if tool_call.arguments %}
+ {%- set args_dict = tool_call.arguments %}
+ {%- for param_name, param_value in args_dict.items() %}
+ {{- '' }}
+ {%- if param_value is string and ('<' in param_value or '&' in param_value or '\n' in param_value) %}
+ {{- '' }}
+ {%- else %}
+ {{- param_value }}
+ {%- endif %}
+ {{- '' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {%- if message.content is string %}
+ {{- content }}
+ {%- else %}
+ {{- message.content | tojson(ensure_ascii=False) }}
+ {%- endif %}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined %}
+ {%- if enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- elif enable_thinking is true %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endif %}
diff --git a/ios-ane-h18p/tokenizer/tokenizer.json b/ios-ane-h18p/tokenizer/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec0bf9a34dc884738494ed1f74d0c5327b06d690
--- /dev/null
+++ b/ios-ane-h18p/tokenizer/tokenizer.json
@@ -0,0 +1,653947 @@
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+ "version": "1.0",
+ "truncation": null,
+ "padding": null,
+ "added_tokens": [
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+ "id": 0,
+ "content": "",
+ "single_word": false,
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+ "content": "<|im_sep|>",
+ "single_word": false,
+ "lstrip": false,
+ "rstrip": false,
+ "normalized": false,
+ "special": true
+ },
+ {
+ "id": 5,
+ "content": "<|fim_prefix|>",
+ "single_word": false,
+ "lstrip": false,
+ "rstrip": false,
+ "normalized": false,
+ "special": true
+ },
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+ "id": 6,
+ "content": "<|fim_middle|>",
+ "single_word": false,
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