[ { "metadataOutputVersion" : "3.0", "userDefinedMetadata" : { "com.github.apple.coremltools.source" : "torch==2.5.0", "com.github.apple.coremltools.source_dialect" : "TorchScript", "com.github.apple.coremltools.version" : "9.0", "com.anemll.context_length" : "4096", "com.anemll.lut_bits" : "4", "com.anemll.num_chunks" : "1", "com.anemll.batch_size" : "64", "com.anemll.info" : "Converted with Anemll v0.3.5", "com.anemll.chunk_no" : "1" }, "availability" : { "macOS" : "15.0", "tvOS" : "18.0", "visionOS" : "2.0", "watchOS" : "11.0", "iOS" : "18.0", "macCatalyst" : "18.0" }, "inputSchema" : [ { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16 1 × 1 × 2048)", "shortDescription" : "", "shape" : "[1, 1, 2048]", "name" : "hidden_states", "type" : "MultiArray" }, { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Int32", "formattedType" : "MultiArray (Int32 1)", "shortDescription" : "", "shape" : "[1]", "name" : "position_ids", "type" : "MultiArray" }, { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16 1 × 1 × 1 × 4096)", "shortDescription" : "", "shape" : "[1, 1, 1, 4096]", "name" : "causal_mask", "type" : "MultiArray" }, { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Int32", "formattedType" : "MultiArray (Int32 1)", "shortDescription" : "", "shape" : "[1]", "name" : "current_pos", "type" : "MultiArray" } ], "outputSchema" : [ { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16 1 × 1 × 2048)", "shortDescription" : "", "shape" : "[1, 1, 2048]", "name" : "output_hidden_states", "type" : "MultiArray" } ], "modelParameters" : [ ], "storagePrecision" : "Mixed (Float16, Palettized (10 bits), Palettized (12 bits), Palettized (14 bits), UInt4)", "method" : "predict", "functions" : [ { "inputSchema" : [ { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16 1 × 1 × 2048)", "shortDescription" : "", "shape" : "[1, 1, 2048]", "name" : "hidden_states", "type" : "MultiArray" }, { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Int32", "formattedType" : "MultiArray (Int32 1)", "shortDescription" : "", "shape" : "[1]", "name" : "position_ids", "type" : "MultiArray" }, { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16 1 × 1 × 1 × 4096)", "shortDescription" : "", "shape" : "[1, 1, 1, 4096]", "name" : "causal_mask", "type" : "MultiArray" }, { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Int32", "formattedType" : "MultiArray (Int32 1)", "shortDescription" : "", "shape" : "[1]", "name" : "current_pos", "type" : "MultiArray" } ], "computePrecision" : "Mixed (Float16, Int16, Int32, UInt16)", "storagePrecision" : "Mixed (Float16, Palettized (10 bits), Palettized (12 bits), Palettized (14 bits), UInt4)", "stateSchema" : [ { "dataType" : "Float16", "isOptional" : "0", "formattedType" : "State (Float16 32 × 8 × 4096 × 64)", "shortDescription" : "", "shape" : "[32, 8, 4096, 64]", "name" : "model_model_kv_cache_0", "type" : "State" } ], "outputSchema" : [ { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16 1 × 1 × 2048)", "shortDescription" : "", "shape" : "[1, 1, 2048]", "name" : "output_hidden_states", "type" : "MultiArray" } ], "name" : "infer", "mlProgramOperationTypeHistogram" : { "Ios18.expandDims" : 64, "Ios18.mul" : 226, "Ios18.matmul" : 32, "Identity" : 1, "Ios18.exp" : 16, "Ios18.realDiv" : 16, "Ios18.greaterEqual" : 2, "Select" : 2, "Ios18.readState" : 33, "Tile" : 32, "Ios18.gather" : 2, "Ios18.add" : 83, "Ios18.layerNorm" : 33, "Ios18.sliceUpdate" : 32, "Ios18.writeState" : 32, "Ios18.reshape" : 98, "Ios16.reduceMax" : 16, "Ios16.reduceSum" : 16, "Ios18.constexprLutToDense" : 112, "Ios18.conv" : 96, "Ios18.concat" : 129, "Ios18.transpose" : 64, "Ios18.sub" : 48, "Ios18.cast" : 5, "Ios18.linear" : 16, "Ios18.silu" : 16, "Ios18.sliceByIndex" : 131, "Ios18.squeeze" : 48 } }, { "inputSchema" : [ { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16 1 × 64 × 2048)", "shortDescription" : "", "shape" : "[1, 64, 2048]", "name" : "hidden_states", "type" : "MultiArray" }, { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Int32", "formattedType" : "MultiArray (Int32 64)", "shortDescription" : "", "shape" : "[64]", "name" : "position_ids", "type" : "MultiArray" }, { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16 1 × 1 × 64 × 4096)", "shortDescription" : "", "shape" : "[1, 1, 64, 4096]", "name" : "causal_mask", "type" : "MultiArray" }, { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Int32", "formattedType" : "MultiArray (Int32 1)", "shortDescription" : "", "shape" : "[1]", "name" : "current_pos", "type" : "MultiArray" } ], "computePrecision" : "Mixed (Float16, Int16, Int32, UInt16)", "storagePrecision" : "Mixed (Float16, Palettized (10 bits), Palettized (12 bits), Palettized (14 bits), UInt4)", "stateSchema" : [ { "dataType" : "Float16", "isOptional" : "0", "formattedType" : "State (Float16 32 × 8 × 4096 × 64)", "shortDescription" : "", "shape" : "[32, 8, 4096, 64]", "name" : "model_model_kv_cache_0", "type" : "State" } ], "outputSchema" : [ { "hasShapeFlexibility" : "0", "isOptional" : "0", "dataType" : "Float16", "formattedType" : "MultiArray (Float16 1 × 1 × 2048)", "shortDescription" : "", "shape" : "[1, 1, 2048]", "name" : "output_hidden_states", "type" : "MultiArray" } ], "name" : "prefill", "mlProgramOperationTypeHistogram" : { "Ios18.expandDims" : 63, "Ios18.mul" : 221, "Ios18.matmul" : 32, "Ios18.exp" : 16, "Ios18.realDiv" : 16, "Ios18.greaterEqual" : 2, "Select" : 2, "Ios18.readState" : 33, "Tile" : 32, "Ios18.gather" : 2, "Ios18.add" : 82, "Ios18.layerNorm" : 31, "Ios18.sliceUpdate" : 32, "Ios18.writeState" : 32, "Ios18.reshape" : 130, "Ios16.reduceMax" : 16, "Ios16.reduceSum" : 16, "Ios18.constexprLutToDense" : 109, "Ios18.conv" : 93, "Ios18.concat" : 127, "Ios18.transpose" : 112, "Ios18.sub" : 48, "Ios18.cast" : 5, "Ios18.linear" : 16, "Ios18.silu" : 15, "Ios18.sliceByIndex" : 130, "Ios18.squeeze" : 47 } } ], "version" : "0.3.5", "isUpdatable" : "0", "defaultFunctionName" : "infer", "specificationVersion" : 9, "stateSchema" : [ { "dataType" : "Float16", "isOptional" : "0", "formattedType" : "State (Float16 32 × 8 × 4096 × 64)", "shortDescription" : "", "shape" : "[32, 8, 4096, 64]", "name" : "model_model_kv_cache_0", "type" : "State" } ], "computePrecision" : "Mixed (Float16, Int16, Int32, UInt16)", "mlProgramOperationTypeHistogram" : { "Ios18.expandDims" : 64, "Ios18.mul" : 226, "Ios18.matmul" : 32, "Identity" : 1, "Ios18.exp" : 16, "Ios18.realDiv" : 16, "Ios18.greaterEqual" : 2, "Select" : 2, "Ios18.readState" : 33, "Tile" : 32, "Ios18.gather" : 2, "Ios18.add" : 83, "Ios18.layerNorm" : 33, "Ios18.sliceUpdate" : 32, "Ios18.writeState" : 32, "Ios18.reshape" : 98, "Ios16.reduceMax" : 16, "Ios16.reduceSum" : 16, "Ios18.constexprLutToDense" : 112, "Ios18.conv" : 96, "Ios18.concat" : 129, "Ios18.transpose" : 64, "Ios18.sub" : 48, "Ios18.cast" : 5, "Ios18.linear" : 16, "Ios18.silu" : 16, "Ios18.sliceByIndex" : 131, "Ios18.squeeze" : 48 }, "shortDescription" : "Anemll Model: Multifunction FFN+Prefill", "generatedClassName" : "llama_FFN_PF_lut4_chunk_01of01", "author" : "Converted with Anemll v0.3.5", "modelType" : { "name" : "MLModelType_mlProgram" } } ]