File size: 9,633 Bytes
a2d601b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
[
  {
    "metadataOutputVersion" : "3.0",
    "storagePrecision" : "Mixed (Float16, Palettized (13 bits), Palettized (14 bits), Palettized (15 bits), UInt6)",
    "outputSchema" : [
      {
        "hasShapeFlexibility" : "0",
        "isOptional" : "0",
        "dataType" : "Float16",
        "formattedType" : "MultiArray (Float16 1 × 1 × 1024)",
        "shortDescription" : "",
        "shape" : "[1, 1, 1024]",
        "name" : "output_hidden_states",
        "type" : "MultiArray"
      }
    ],
    "modelParameters" : [

    ],
    "specificationVersion" : 9,
    "functions" : [
      {
        "inputSchema" : [
          {
            "hasShapeFlexibility" : "0",
            "isOptional" : "0",
            "dataType" : "Float16",
            "formattedType" : "MultiArray (Float16 1 × 1 × 1024)",
            "shortDescription" : "",
            "shape" : "[1, 1, 1024]",
            "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 × 1536)",
            "shortDescription" : "",
            "shape" : "[1, 1, 1, 1536]",
            "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 (13 bits), Palettized (14 bits), Palettized (15 bits), UInt6)",
        "stateSchema" : [
          {
            "dataType" : "Float16",
            "isOptional" : "0",
            "formattedType" : "State (Float16 56 × 8 × 1536 × 128)",
            "shortDescription" : "",
            "shape" : "[56, 8, 1536, 128]",
            "name" : "model_model_kv_cache_0",
            "type" : "State"
          }
        ],
        "outputSchema" : [
          {
            "hasShapeFlexibility" : "0",
            "isOptional" : "0",
            "dataType" : "Float16",
            "formattedType" : "MultiArray (Float16 1 × 1 × 1024)",
            "shortDescription" : "",
            "shape" : "[1, 1, 1024]",
            "name" : "output_hidden_states",
            "type" : "MultiArray"
          }
        ],
        "name" : "infer",
        "mlProgramOperationTypeHistogram" : {
          "Ios18.expandDims" : 112,
          "Ios18.mul" : 450,
          "Ios18.softmax" : 28,
          "Ios18.matmul" : 56,
          "Identity" : 1,
          "Ios18.greaterEqual" : 2,
          "Select" : 2,
          "Ios18.readState" : 57,
          "Tile" : 56,
          "Ios18.gather" : 2,
          "Ios18.add" : 143,
          "Ios18.layerNorm" : 113,
          "Ios18.sliceUpdate" : 56,
          "Ios18.writeState" : 56,
          "Ios18.reshape" : 170,
          "Ios18.constexprLutToDense" : 196,
          "Ios18.conv" : 196,
          "Ios18.concat" : 281,
          "Ios18.transpose" : 168,
          "Ios18.cast" : 5,
          "Ios18.silu" : 28,
          "Ios18.sliceByIndex" : 281,
          "Ios18.squeeze" : 84
        }
      },
      {
        "inputSchema" : [
          {
            "hasShapeFlexibility" : "0",
            "isOptional" : "0",
            "dataType" : "Float16",
            "formattedType" : "MultiArray (Float16 1 × 64 × 1024)",
            "shortDescription" : "",
            "shape" : "[1, 64, 1024]",
            "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 × 1536)",
            "shortDescription" : "",
            "shape" : "[1, 1, 64, 1536]",
            "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 (13 bits), Palettized (14 bits), Palettized (15 bits), UInt6)",
        "stateSchema" : [
          {
            "dataType" : "Float16",
            "isOptional" : "0",
            "formattedType" : "State (Float16 56 × 8 × 1536 × 128)",
            "shortDescription" : "",
            "shape" : "[56, 8, 1536, 128]",
            "name" : "model_model_kv_cache_0",
            "type" : "State"
          }
        ],
        "outputSchema" : [
          {
            "hasShapeFlexibility" : "0",
            "isOptional" : "0",
            "dataType" : "Float16",
            "formattedType" : "MultiArray (Float16 1 × 1 × 1024)",
            "shortDescription" : "",
            "shape" : "[1, 1, 1024]",
            "name" : "output_hidden_states",
            "type" : "MultiArray"
          }
        ],
        "name" : "prefill",
        "mlProgramOperationTypeHistogram" : {
          "Ios18.expandDims" : 112,
          "Ios18.mul" : 448,
          "Ios18.softmax" : 28,
          "Ios18.matmul" : 56,
          "Ios18.greaterEqual" : 2,
          "Select" : 2,
          "Ios18.readState" : 57,
          "Tile" : 56,
          "Ios18.gather" : 2,
          "Ios18.add" : 143,
          "Ios18.layerNorm" : 112,
          "Ios18.sliceUpdate" : 56,
          "Ios18.writeState" : 56,
          "Ios18.reshape" : 226,
          "Ios18.constexprLutToDense" : 196,
          "Ios18.conv" : 196,
          "Ios18.concat" : 280,
          "Ios18.transpose" : 254,
          "Ios18.cast" : 5,
          "Ios18.silu" : 28,
          "Ios18.sliceByIndex" : 281,
          "Ios18.squeeze" : 84
        }
      }
    ],
    "mlProgramOperationTypeHistogram" : {
      "Ios18.expandDims" : 112,
      "Ios18.mul" : 450,
      "Ios18.softmax" : 28,
      "Ios18.matmul" : 56,
      "Identity" : 1,
      "Ios18.greaterEqual" : 2,
      "Select" : 2,
      "Ios18.readState" : 57,
      "Tile" : 56,
      "Ios18.gather" : 2,
      "Ios18.add" : 143,
      "Ios18.layerNorm" : 113,
      "Ios18.sliceUpdate" : 56,
      "Ios18.writeState" : 56,
      "Ios18.reshape" : 170,
      "Ios18.constexprLutToDense" : 196,
      "Ios18.conv" : 196,
      "Ios18.concat" : 281,
      "Ios18.transpose" : 168,
      "Ios18.cast" : 5,
      "Ios18.silu" : 28,
      "Ios18.sliceByIndex" : 281,
      "Ios18.squeeze" : 84
    },
    "isUpdatable" : "0",
    "stateSchema" : [
      {
        "dataType" : "Float16",
        "isOptional" : "0",
        "formattedType" : "State (Float16 56 × 8 × 1536 × 128)",
        "shortDescription" : "",
        "shape" : "[56, 8, 1536, 128]",
        "name" : "model_model_kv_cache_0",
        "type" : "State"
      }
    ],
    "availability" : {
      "macOS" : "15.0",
      "tvOS" : "18.0",
      "visionOS" : "2.0",
      "watchOS" : "11.0",
      "iOS" : "18.0",
      "macCatalyst" : "18.0"
    },
    "computePrecision" : "Mixed (Float16, Int16, Int32, UInt16)",
    "modelType" : {
      "name" : "MLModelType_mlProgram"
    },
    "inputSchema" : [
      {
        "hasShapeFlexibility" : "0",
        "isOptional" : "0",
        "dataType" : "Float16",
        "formattedType" : "MultiArray (Float16 1 × 1 × 1024)",
        "shortDescription" : "",
        "shape" : "[1, 1, 1024]",
        "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 × 1536)",
        "shortDescription" : "",
        "shape" : "[1, 1, 1, 1536]",
        "name" : "causal_mask",
        "type" : "MultiArray"
      },
      {
        "hasShapeFlexibility" : "0",
        "isOptional" : "0",
        "dataType" : "Int32",
        "formattedType" : "MultiArray (Int32 1)",
        "shortDescription" : "",
        "shape" : "[1]",
        "name" : "current_pos",
        "type" : "MultiArray"
      }
    ],
    "defaultFunctionName" : "infer",
    "generatedClassName" : "qwen_asr_decoder_lut6",
    "userDefinedMetadata" : {

    },
    "method" : "predict"
  }
]