File size: 4,217 Bytes
521f8e4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
[
  {
    "metadataOutputVersion" : "3.0",
    "storagePrecision" : "Float32",
    "outputSchema" : [
      {
        "hasShapeFlexibility" : "0",
        "isOptional" : "0",
        "dataType" : "Float32",
        "formattedType" : "MultiArray (Float32 1 × 1 × 256206)",
        "shortDescription" : "",
        "shape" : "[1, 1, 256206]",
        "name" : "logits",
        "type" : "MultiArray"
      },
      {
        "hasShapeFlexibility" : "0",
        "isOptional" : "0",
        "dataType" : "Float32",
        "formattedType" : "MultiArray (Float32 12 × 1 × 16 × 2 × 64)",
        "shortDescription" : "",
        "shape" : "[12, 1, 16, 2, 64]",
        "name" : "past_self_key",
        "type" : "MultiArray"
      },
      {
        "hasShapeFlexibility" : "0",
        "isOptional" : "0",
        "dataType" : "Float32",
        "formattedType" : "MultiArray (Float32 12 × 1 × 16 × 2 × 64)",
        "shortDescription" : "",
        "shape" : "[12, 1, 16, 2, 64]",
        "name" : "past_self_value",
        "type" : "MultiArray"
      },
      {
        "hasShapeFlexibility" : "0",
        "isOptional" : "0",
        "dataType" : "Float32",
        "formattedType" : "MultiArray (Float32)",
        "shortDescription" : "",
        "shape" : "[]",
        "name" : "past_cross_key",
        "type" : "MultiArray"
      },
      {
        "hasShapeFlexibility" : "0",
        "isOptional" : "0",
        "dataType" : "Float32",
        "formattedType" : "MultiArray (Float32)",
        "shortDescription" : "",
        "shape" : "[]",
        "name" : "past_cross_value",
        "type" : "MultiArray"
      }
    ],
    "modelParameters" : [

    ],
    "specificationVersion" : 7,
    "mlProgramOperationTypeHistogram" : {
      "Transpose" : 108,
      "Ios16.gather" : 15,
      "Ios16.softmax" : 24,
      "Ios16.notEqual" : 1,
      "Ios16.linear" : 121,
      "Select" : 2,
      "Concat" : 61,
      "Ios16.realDiv" : 1,
      "Ios16.add" : 62,
      "Tile" : 1,
      "Shape" : 14,
      "ExpandDims" : 2,
      "Ios16.sub" : 1,
      "Ios16.cast" : 3,
      "Ios16.reshape" : 99,
      "Ios16.matmul" : 48,
      "Ios16.relu" : 12,
      "Ios16.layerNorm" : 37,
      "Ios16.scatter" : 1,
      "SliceByIndex" : 13,
      "Ios16.equal" : 1,
      "Stack" : 4,
      "Ios16.mul" : 26,
      "Ios16.cumsum" : 1
    },
    "computePrecision" : "Mixed (Float32, Int32)",
    "isUpdatable" : "0",
    "stateSchema" : [

    ],
    "availability" : {
      "macOS" : "13.0",
      "tvOS" : "16.0",
      "visionOS" : "1.0",
      "watchOS" : "9.0",
      "iOS" : "16.0",
      "macCatalyst" : "16.0"
    },
    "modelType" : {
      "name" : "MLModelType_mlProgram"
    },
    "userDefinedMetadata" : {
      "com.github.apple.coremltools.conversion_date" : "2026-03-21",
      "com.github.apple.coremltools.source" : "torch==2.8.0",
      "com.github.apple.coremltools.version" : "9.0",
      "com.github.apple.coremltools.source_dialect" : "TorchScript"
    },
    "inputSchema" : [
      {
        "hasShapeFlexibility" : "0",
        "isOptional" : "0",
        "dataType" : "Int32",
        "formattedType" : "MultiArray (Int32 1 × 2)",
        "shortDescription" : "",
        "shape" : "[1, 2]",
        "name" : "input_ids",
        "type" : "MultiArray"
      },
      {
        "dataType" : "Float32",
        "hasShapeFlexibility" : "1",
        "isOptional" : "0",
        "shapeFlexibility" : "1 × 1...1024 × 1024",
        "shapeRange" : "[[1, 1], [1, 1024], [1024, 1024]]",
        "formattedType" : "MultiArray (Float32 1 × 1 × 1024)",
        "type" : "MultiArray",
        "shape" : "[1, 1, 1024]",
        "name" : "encoder_hidden_states",
        "shortDescription" : ""
      },
      {
        "dataType" : "Int32",
        "hasShapeFlexibility" : "1",
        "isOptional" : "0",
        "shapeFlexibility" : "1 × 1...1024",
        "shapeRange" : "[[1, 1], [1, 1024]]",
        "formattedType" : "MultiArray (Int32 1 × 1)",
        "type" : "MultiArray",
        "shape" : "[1, 1]",
        "name" : "encoder_attention_mask",
        "shortDescription" : ""
      }
    ],
    "generatedClassName" : "NLLB_Decoder_1024_init",
    "method" : "predict"
  }
]