| [ |
| { |
| "metadataOutputVersion" : "3.0", |
| "storagePrecision" : "Mixed (Float16, Int8)", |
| "outputSchema" : [ |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float16", |
| "formattedType" : "MultiArray (Float16 390 × 1024)", |
| "shortDescription" : "", |
| "shape" : "[390, 1024]", |
| "name" : "hidden", |
| "type" : "MultiArray" |
| } |
| ], |
| "modelParameters" : [ |
|
|
| ], |
| "specificationVersion" : 9, |
| "functions" : [ |
| { |
| "inputSchema" : [ |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float32", |
| "formattedType" : "MultiArray (Float32 1 × 128 × 500)", |
| "shortDescription" : "", |
| "shape" : "[1, 128, 500]", |
| "name" : "audios", |
| "type" : "MultiArray" |
| }, |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float32", |
| "formattedType" : "MultiArray (Float32 1 × 1 × 65 × 65)", |
| "shortDescription" : "", |
| "shape" : "[1, 1, 65, 65]", |
| "name" : "attn_mask", |
| "type" : "MultiArray" |
| } |
| ], |
| "computePrecision" : "Mixed (Float16, Int32)", |
| "storagePrecision" : "Mixed (Float16, Int8)", |
| "stateSchema" : [ |
|
|
| ], |
| "outputSchema" : [ |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float16", |
| "formattedType" : "MultiArray (Float16 65 × 1024)", |
| "shortDescription" : "", |
| "shape" : "[65, 1024]", |
| "name" : "hidden", |
| "type" : "MultiArray" |
| } |
| ], |
| "name" : "tower_5s", |
| "mlProgramOperationTypeHistogram" : { |
| "Ios18.linear" : 119, |
| "Ios18.conv" : 3, |
| "Ios18.expandDims" : 55, |
| "Ios18.matmul" : 36, |
| "Ios18.gelu" : 26, |
| "Ios16.constexprAffineDequantize" : 123, |
| "Ios18.add" : 59, |
| "Ios18.softmax" : 18, |
| "Ios18.sliceByIndex" : 1, |
| "Ios18.layerNorm" : 42, |
| "Ios18.transpose" : 75, |
| "Ios18.cast" : 2, |
| "Ios18.squeeze" : 18, |
| "Ios18.reshape" : 75, |
| "Ios18.mul" : 18 |
| } |
| }, |
| { |
| "inputSchema" : [ |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float32", |
| "formattedType" : "MultiArray (Float32 1 × 128 × 1000)", |
| "shortDescription" : "", |
| "shape" : "[1, 128, 1000]", |
| "name" : "audios", |
| "type" : "MultiArray" |
| }, |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float32", |
| "formattedType" : "MultiArray (Float32 1 × 1 × 130 × 130)", |
| "shortDescription" : "", |
| "shape" : "[1, 1, 130, 130]", |
| "name" : "attn_mask", |
| "type" : "MultiArray" |
| } |
| ], |
| "computePrecision" : "Mixed (Float16, Int32)", |
| "storagePrecision" : "Mixed (Float16, Int8)", |
| "stateSchema" : [ |
|
|
| ], |
| "outputSchema" : [ |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float16", |
| "formattedType" : "MultiArray (Float16 130 × 1024)", |
| "shortDescription" : "", |
| "shape" : "[130, 1024]", |
| "name" : "hidden", |
| "type" : "MultiArray" |
| } |
| ], |
| "name" : "tower_10s", |
| "mlProgramOperationTypeHistogram" : { |
| "Ios18.linear" : 119, |
| "Ios18.conv" : 3, |
| "Ios18.expandDims" : 55, |
| "Ios18.matmul" : 36, |
| "Ios18.gelu" : 26, |
| "Ios16.constexprAffineDequantize" : 123, |
| "Ios18.add" : 59, |
| "Ios18.softmax" : 18, |
| "Ios18.sliceByIndex" : 1, |
| "Ios18.layerNorm" : 42, |
| "Ios18.transpose" : 75, |
| "Ios18.cast" : 2, |
| "Ios18.squeeze" : 18, |
| "Ios18.reshape" : 75, |
| "Ios18.mul" : 18 |
| } |
| }, |
| { |
| "inputSchema" : [ |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float32", |
| "formattedType" : "MultiArray (Float32 1 × 128 × 3000)", |
| "shortDescription" : "", |
| "shape" : "[1, 128, 3000]", |
| "name" : "audios", |
| "type" : "MultiArray" |
| }, |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float32", |
| "formattedType" : "MultiArray (Float32 1 × 1 × 390 × 390)", |
| "shortDescription" : "", |
| "shape" : "[1, 1, 390, 390]", |
| "name" : "attn_mask", |
| "type" : "MultiArray" |
| } |
| ], |
| "computePrecision" : "Mixed (Float16, Int32)", |
| "storagePrecision" : "Mixed (Float16, Int8)", |
| "stateSchema" : [ |
|
|
| ], |
| "outputSchema" : [ |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float16", |
| "formattedType" : "MultiArray (Float16 390 × 1024)", |
| "shortDescription" : "", |
| "shape" : "[390, 1024]", |
| "name" : "hidden", |
| "type" : "MultiArray" |
| } |
| ], |
| "name" : "tower_30s", |
| "mlProgramOperationTypeHistogram" : { |
| "Ios18.linear" : 119, |
| "Ios18.conv" : 3, |
| "Ios18.expandDims" : 55, |
| "Ios18.matmul" : 36, |
| "Ios18.gelu" : 26, |
| "Ios16.constexprAffineDequantize" : 123, |
| "Ios18.add" : 59, |
| "Ios18.softmax" : 18, |
| "Ios18.sliceByIndex" : 1, |
| "Ios18.layerNorm" : 42, |
| "Ios18.transpose" : 75, |
| "Ios18.cast" : 2, |
| "Ios18.squeeze" : 18, |
| "Ios18.reshape" : 75, |
| "Ios18.mul" : 18 |
| } |
| } |
| ], |
| "mlProgramOperationTypeHistogram" : { |
| "Ios18.linear" : 119, |
| "Ios18.conv" : 3, |
| "Ios18.expandDims" : 55, |
| "Ios18.matmul" : 36, |
| "Ios18.gelu" : 26, |
| "Ios16.constexprAffineDequantize" : 123, |
| "Ios18.add" : 59, |
| "Ios18.softmax" : 18, |
| "Ios18.sliceByIndex" : 1, |
| "Ios18.layerNorm" : 42, |
| "Ios18.transpose" : 75, |
| "Ios18.cast" : 2, |
| "Ios18.squeeze" : 18, |
| "Ios18.reshape" : 75, |
| "Ios18.mul" : 18 |
| }, |
| "isUpdatable" : "0", |
| "stateSchema" : [ |
|
|
| ], |
| "availability" : { |
| "macOS" : "15.0", |
| "tvOS" : "18.0", |
| "visionOS" : "2.0", |
| "watchOS" : "11.0", |
| "iOS" : "18.0", |
| "macCatalyst" : "18.0" |
| }, |
| "computePrecision" : "Mixed (Float16, Int32)", |
| "modelType" : { |
| "name" : "MLModelType_mlProgram" |
| }, |
| "inputSchema" : [ |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float32", |
| "formattedType" : "MultiArray (Float32 1 × 128 × 3000)", |
| "shortDescription" : "", |
| "shape" : "[1, 128, 3000]", |
| "name" : "audios", |
| "type" : "MultiArray" |
| }, |
| { |
| "hasShapeFlexibility" : "0", |
| "isOptional" : "0", |
| "dataType" : "Float32", |
| "formattedType" : "MultiArray (Float32 1 × 1 × 390 × 390)", |
| "shortDescription" : "", |
| "shape" : "[1, 1, 390, 390]", |
| "name" : "attn_mask", |
| "type" : "MultiArray" |
| } |
| ], |
| "defaultFunctionName" : "tower_30s", |
| "generatedClassName" : "audio_tower_multifunction_w8", |
| "userDefinedMetadata" : { |
|
|
| }, |
| "method" : "predict" |
| } |
| ] |