[ { "metadataOutputVersion" : "3.0", "storagePrecision" : "Mixed (Float16, Int4)", "outputSchema" : [ { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16)", "shortDescription" : "", "shape" : "[]", "name" : "logits", "type" : "MultiArray" } ], "modelParameters" : [ ], "specificationVersion" : 9, "mlProgramOperationTypeHistogram" : { "Ios18.expandDims" : 62, "Range1d" : 1, "Ios18.cos" : 1, "Ios18.mul" : 310, "Ios18.matmul" : 1, "Ios18.rsqrt" : 57, "Ios16.reduceMean" : 57, "Ios18.realDiv" : 56, "Ios18.scaledDotProductAttention" : 28, "Ios18.sin" : 1, "Ios18.readState" : 58, "Tile" : 56, "Ios18.gather" : 117, "Ios18.add" : 171, "Ios18.writeState" : 56, "Ios18.sliceUpdate" : 56, "Ios18.reshape" : 168, "Shape" : 172, "Ios18.linear" : 197, "Ios18.concat" : 199, "Ios18.transpose" : 113, "Ios18.sub" : 1, "Ios18.pow" : 57, "Ios18.cast" : 233, "Ios18.silu" : 28, "Ios18.sliceByIndex" : 252, "Ios18.constexprBlockwiseShiftScale" : 197 }, "computePrecision" : "Mixed (Float16, Float32, Int16, Int32, UInt16)", "isUpdatable" : "0", "stateSchema" : [ { "dataType" : "Float16", "isOptional" : "0", "formattedType" : "State (Float16 28 × 1 × 8 × 2048 × 128)", "shortDescription" : "", "shape" : "[28, 1, 8, 2048, 128]", "name" : "keyCache", "type" : "State" }, { "dataType" : "Float16", "isOptional" : "0", "formattedType" : "State (Float16 28 × 1 × 8 × 2048 × 128)", "shortDescription" : "", "shape" : "[28, 1, 8, 2048, 128]", "name" : "valueCache", "type" : "State" } ], "availability" : { "macOS" : "15.0", "tvOS" : "18.0", "visionOS" : "2.0", "watchOS" : "11.0", "iOS" : "18.0", "macCatalyst" : "18.0" }, "modelType" : { "name" : "MLModelType_mlProgram" }, "userDefinedMetadata" : { "com.github.apple.coremltools.source_dialect" : "TorchScript", "com.github.apple.coremltools.source" : "torch==2.5.1", "com.github.apple.coremltools.version" : "8.0" }, "inputSchema" : [ { "dataType" : "Int32", "hasShapeFlexibility" : "1", "isOptional" : "0", "shapeFlexibility" : "1 × 1...2048", "shapeRange" : "[[1, 1], [1, 2048]]", "formattedType" : "MultiArray (Int32 1 × 1)", "type" : "MultiArray", "shape" : "[1, 1]", "name" : "inputIds", "shortDescription" : "" }, { "dataType" : "Float16", "hasShapeFlexibility" : "1", "isOptional" : "0", "shapeFlexibility" : "1 × 1 × 1...2048 × 1...2048", "shapeRange" : "[[1, 1], [1, 1], [1, 2048], [1, 2048]]", "formattedType" : "MultiArray (Float16 1 × 1 × 1 × 1)", "type" : "MultiArray", "shape" : "[1, 1, 1, 1]", "name" : "causalMask", "shortDescription" : "" } ], "generatedClassName" : "Llama_3_2_3B_Instruct", "method" : "predict" } ]