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- .gitattributes +1 -0
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"name" : "attention_mask",
|
| 170 |
+
"type" : "MultiArray"
|
| 171 |
+
},
|
| 172 |
+
{
|
| 173 |
+
"hasShapeFlexibility" : "0",
|
| 174 |
+
"isOptional" : "0",
|
| 175 |
+
"dataType" : "Int32",
|
| 176 |
+
"formattedType" : "MultiArray (Int32 1)",
|
| 177 |
+
"shortDescription" : "",
|
| 178 |
+
"shape" : "[1]",
|
| 179 |
+
"name" : "n_past",
|
| 180 |
+
"type" : "MultiArray"
|
| 181 |
+
}
|
| 182 |
+
],
|
| 183 |
+
"computePrecision" : "Mixed (Float16, Int32)",
|
| 184 |
+
"storagePrecision" : "Float16",
|
| 185 |
+
"stateSchema" : [
|
| 186 |
+
{
|
| 187 |
+
"dataType" : "Float16",
|
| 188 |
+
"isOptional" : "0",
|
| 189 |
+
"formattedType" : "State (Float16 4 × 8 × 1024 × 128)",
|
| 190 |
+
"shortDescription" : "",
|
| 191 |
+
"shape" : "[4, 8, 1024, 128]",
|
| 192 |
+
"name" : "key_cache",
|
| 193 |
+
"type" : "State"
|
| 194 |
+
},
|
| 195 |
+
{
|
| 196 |
+
"dataType" : "Float16",
|
| 197 |
+
"isOptional" : "0",
|
| 198 |
+
"formattedType" : "State (Float16 4 × 8 × 1024 × 128)",
|
| 199 |
+
"shortDescription" : "",
|
| 200 |
+
"shape" : "[4, 8, 1024, 128]",
|
| 201 |
+
"name" : "value_cache",
|
| 202 |
+
"type" : "State"
|
| 203 |
+
}
|
| 204 |
+
],
|
| 205 |
+
"outputSchema" : [
|
| 206 |
+
{
|
| 207 |
+
"hasShapeFlexibility" : "0",
|
| 208 |
+
"isOptional" : "0",
|
| 209 |
+
"dataType" : "Float16",
|
| 210 |
+
"formattedType" : "MultiArray (Float16 1 × 32 × 151936)",
|
| 211 |
+
"shortDescription" : "",
|
| 212 |
+
"shape" : "[1, 32, 151936]",
|
| 213 |
+
"name" : "output",
|
| 214 |
+
"type" : "MultiArray"
|
| 215 |
+
}
|
| 216 |
+
],
|
| 217 |
+
"name" : "ar32",
|
| 218 |
+
"mlProgramOperationTypeHistogram" : {
|
| 219 |
+
"Ios18.readState" : 10,
|
| 220 |
+
"Ios18.conv" : 44,
|
| 221 |
+
"Ios18.expandDims" : 27,
|
| 222 |
+
"Ios18.matmul" : 8,
|
| 223 |
+
"Ios18.concat" : 31,
|
| 224 |
+
"Ios18.add" : 21,
|
| 225 |
+
"Ios18.silu" : 4,
|
| 226 |
+
"Ios18.sliceUpdate" : 8,
|
| 227 |
+
"Ios18.sliceByIndex" : 41,
|
| 228 |
+
"Ios18.layerNorm" : 17,
|
| 229 |
+
"Ios18.transpose" : 38,
|
| 230 |
+
"Tile" : 8,
|
| 231 |
+
"Ios18.writeState" : 8,
|
| 232 |
+
"Ios18.reshape" : 32,
|
| 233 |
+
"Ios18.softmax" : 4,
|
| 234 |
+
"Ios18.squeeze" : 20,
|
| 235 |
+
"Ios18.mul" : 66
|
| 236 |
+
}
|
| 237 |
+
}
|
| 238 |
+
],
|
| 239 |
+
"mlProgramOperationTypeHistogram" : {
|
| 240 |
+
"Ios18.readState" : 10,
|
| 241 |
+
"Ios18.conv" : 44,
|
| 242 |
+
"Ios18.expandDims" : 27,
|
| 243 |
+
"Ios18.matmul" : 8,
|
| 244 |
+
"Ios18.concat" : 31,
|
| 245 |
+
"Ios18.add" : 21,
|
| 246 |
+
"Ios18.silu" : 4,
|
| 247 |
+
"Ios18.sliceUpdate" : 8,
|
| 248 |
+
"Ios18.sliceByIndex" : 41,
|
| 249 |
+
"Ios18.layerNorm" : 17,
|
| 250 |
+
"Ios18.transpose" : 38,
|
| 251 |
+
"Tile" : 8,
|
| 252 |
+
"Ios18.writeState" : 8,
|
| 253 |
+
"Ios18.reshape" : 32,
|
| 254 |
+
"Ios18.softmax" : 4,
|
| 255 |
+
"Ios18.squeeze" : 20,
|
| 256 |
+
"Ios18.mul" : 66
|
| 257 |
+
},
|
| 258 |
+
"isUpdatable" : "0",
|
| 259 |
+
"stateSchema" : [
|
| 260 |
+
{
|
| 261 |
+
"dataType" : "Float16",
|
| 262 |
+
"isOptional" : "0",
|
| 263 |
+
"formattedType" : "State (Float16 4 × 8 × 1024 × 128)",
|
| 264 |
+
"shortDescription" : "",
|
| 265 |
+
"shape" : "[4, 8, 1024, 128]",
|
| 266 |
+
"name" : "key_cache",
|
| 267 |
+
"type" : "State"
|
| 268 |
+
},
|
| 269 |
+
{
|
| 270 |
+
"dataType" : "Float16",
|
| 271 |
+
"isOptional" : "0",
|
| 272 |
+
"formattedType" : "State (Float16 4 × 8 × 1024 × 128)",
|
| 273 |
+
"shortDescription" : "",
|
| 274 |
+
"shape" : "[4, 8, 1024, 128]",
|
| 275 |
+
"name" : "value_cache",
|
| 276 |
+
"type" : "State"
|
| 277 |
+
}
|
| 278 |
+
],
|
| 279 |
+
"availability" : {
|
| 280 |
+
"macOS" : "15.0",
|
| 281 |
+
"tvOS" : "18.0",
|
| 282 |
+
"visionOS" : "2.0",
|
| 283 |
+
"watchOS" : "11.0",
|
| 284 |
+
"iOS" : "18.0",
|
| 285 |
+
"macCatalyst" : "18.0"
|
| 286 |
+
},
|
| 287 |
+
"computePrecision" : "Mixed (Float16, Int32)",
|
| 288 |
+
"modelType" : {
|
| 289 |
+
"name" : "MLModelType_mlProgram"
|
| 290 |
+
},
|
| 291 |
+
"inputSchema" : [
|
| 292 |
+
{
|
| 293 |
+
"hasShapeFlexibility" : "0",
|
| 294 |
+
"isOptional" : "0",
|
| 295 |
+
"dataType" : "Float16",
|
| 296 |
+
"formattedType" : "MultiArray (Float16 1 × 1 × 2560)",
|
| 297 |
+
"shortDescription" : "",
|
| 298 |
+
"shape" : "[1, 1, 2560]",
|
| 299 |
+
"name" : "input_embedding",
|
| 300 |
+
"type" : "MultiArray"
|
| 301 |
+
},
|
| 302 |
+
{
|
| 303 |
+
"hasShapeFlexibility" : "0",
|
| 304 |
+
"isOptional" : "0",
|
| 305 |
+
"dataType" : "Float16",
|
| 306 |
+
"formattedType" : "MultiArray (Float16 1 × 1 × 128)",
|
| 307 |
+
"shortDescription" : "",
|
| 308 |
+
"shape" : "[1, 1, 128]",
|
| 309 |
+
"name" : "cos",
|
| 310 |
+
"type" : "MultiArray"
|
| 311 |
+
},
|
| 312 |
+
{
|
| 313 |
+
"hasShapeFlexibility" : "0",
|
| 314 |
+
"isOptional" : "0",
|
| 315 |
+
"dataType" : "Float16",
|
| 316 |
+
"formattedType" : "MultiArray (Float16 1 × 1 × 128)",
|
| 317 |
+
"shortDescription" : "",
|
| 318 |
+
"shape" : "[1, 1, 128]",
|
| 319 |
+
"name" : "sin",
|
| 320 |
+
"type" : "MultiArray"
|
| 321 |
+
},
|
| 322 |
+
{
|
| 323 |
+
"hasShapeFlexibility" : "0",
|
| 324 |
+
"isOptional" : "0",
|
| 325 |
+
"dataType" : "Float16",
|
| 326 |
+
"formattedType" : "MultiArray (Float16 1 × 1 × 1 × 1024)",
|
| 327 |
+
"shortDescription" : "",
|
| 328 |
+
"shape" : "[1, 1, 1, 1024]",
|
| 329 |
+
"name" : "attention_mask",
|
| 330 |
+
"type" : "MultiArray"
|
| 331 |
+
},
|
| 332 |
+
{
|
| 333 |
+
"hasShapeFlexibility" : "0",
|
| 334 |
+
"isOptional" : "0",
|
| 335 |
+
"dataType" : "Int32",
|
| 336 |
+
"formattedType" : "MultiArray (Int32 1)",
|
| 337 |
+
"shortDescription" : "",
|
| 338 |
+
"shape" : "[1]",
|
| 339 |
+
"name" : "n_past",
|
| 340 |
+
"type" : "MultiArray"
|
| 341 |
+
}
|
| 342 |
+
],
|
| 343 |
+
"defaultFunctionName" : "ar1",
|
| 344 |
+
"generatedClassName" : "qwen3_4B_part8_ar1_32",
|
| 345 |
+
"userDefinedMetadata" : {
|
| 346 |
+
|
| 347 |
+
},
|
| 348 |
+
"method" : "predict"
|
| 349 |
+
}
|
| 350 |
+
]
|
qwen3-4B-part8-ar1-32.mlmodelc/model.mil
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
qwen3-4B-part8-ar1-32.mlmodelc/weights/weight.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fbd7a52636a3c877fc6cd56215c7d74e13666355226f68a64df0a1397b25d085
|
| 3 |
+
size 1585367936
|
utils/added_tokens.json
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"</think>": 151668,
|
| 3 |
+
"</tool_call>": 151658,
|
| 4 |
+
"</tool_response>": 151666,
|
| 5 |
+
"<think>": 151667,
|
| 6 |
+
"<tool_call>": 151657,
|
| 7 |
+
"<tool_response>": 151665,
|
| 8 |
+
"<|box_end|>": 151649,
|
| 9 |
+
"<|box_start|>": 151648,
|
| 10 |
+
"<|endoftext|>": 151643,
|
| 11 |
+
"<|file_sep|>": 151664,
|
| 12 |
+
"<|fim_middle|>": 151660,
|
| 13 |
+
"<|fim_pad|>": 151662,
|
| 14 |
+
"<|fim_prefix|>": 151659,
|
| 15 |
+
"<|fim_suffix|>": 151661,
|
| 16 |
+
"<|im_end|>": 151645,
|
| 17 |
+
"<|im_start|>": 151644,
|
| 18 |
+
"<|image_pad|>": 151655,
|
| 19 |
+
"<|object_ref_end|>": 151647,
|
| 20 |
+
"<|object_ref_start|>": 151646,
|
| 21 |
+
"<|quad_end|>": 151651,
|
| 22 |
+
"<|quad_start|>": 151650,
|
| 23 |
+
"<|repo_name|>": 151663,
|
| 24 |
+
"<|video_pad|>": 151656,
|
| 25 |
+
"<|vision_end|>": 151653,
|
| 26 |
+
"<|vision_pad|>": 151654,
|
| 27 |
+
"<|vision_start|>": 151652
|
| 28 |
+
}
|
utils/chat_template.jinja
ADDED
|
@@ -0,0 +1,89 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{%- if tools %}
|
| 2 |
+
{{- '<|im_start|>system\n' }}
|
| 3 |
+
{%- if messages[0].role == 'system' %}
|
| 4 |
+
{{- messages[0].content + '\n\n' }}
|
| 5 |
+
{%- endif %}
|
| 6 |
+
{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
|
| 7 |
+
{%- for tool in tools %}
|
| 8 |
+
{{- "\n" }}
|
| 9 |
+
{{- tool | tojson }}
|
| 10 |
+
{%- endfor %}
|
| 11 |
+
{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
|
| 12 |
+
{%- else %}
|
| 13 |
+
{%- if messages[0].role == 'system' %}
|
| 14 |
+
{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
|
| 15 |
+
{%- endif %}
|
| 16 |
+
{%- endif %}
|
| 17 |
+
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
|
| 18 |
+
{%- for message in messages[::-1] %}
|
| 19 |
+
{%- set index = (messages|length - 1) - loop.index0 %}
|
| 20 |
+
{%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
|
| 21 |
+
{%- set ns.multi_step_tool = false %}
|
| 22 |
+
{%- set ns.last_query_index = index %}
|
| 23 |
+
{%- endif %}
|
| 24 |
+
{%- endfor %}
|
| 25 |
+
{%- for message in messages %}
|
| 26 |
+
{%- if message.content is string %}
|
| 27 |
+
{%- set content = message.content %}
|
| 28 |
+
{%- else %}
|
| 29 |
+
{%- set content = '' %}
|
| 30 |
+
{%- endif %}
|
| 31 |
+
{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
|
| 32 |
+
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
|
| 33 |
+
{%- elif message.role == "assistant" %}
|
| 34 |
+
{%- set reasoning_content = '' %}
|
| 35 |
+
{%- if message.reasoning_content is string %}
|
| 36 |
+
{%- set reasoning_content = message.reasoning_content %}
|
| 37 |
+
{%- else %}
|
| 38 |
+
{%- if '</think>' in content %}
|
| 39 |
+
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
|
| 40 |
+
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
|
| 41 |
+
{%- endif %}
|
| 42 |
+
{%- endif %}
|
| 43 |
+
{%- if loop.index0 > ns.last_query_index %}
|
| 44 |
+
{%- if loop.last or (not loop.last and reasoning_content) %}
|
| 45 |
+
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
|
| 46 |
+
{%- else %}
|
| 47 |
+
{{- '<|im_start|>' + message.role + '\n' + content }}
|
| 48 |
+
{%- endif %}
|
| 49 |
+
{%- else %}
|
| 50 |
+
{{- '<|im_start|>' + message.role + '\n' + content }}
|
| 51 |
+
{%- endif %}
|
| 52 |
+
{%- if message.tool_calls %}
|
| 53 |
+
{%- for tool_call in message.tool_calls %}
|
| 54 |
+
{%- if (loop.first and content) or (not loop.first) %}
|
| 55 |
+
{{- '\n' }}
|
| 56 |
+
{%- endif %}
|
| 57 |
+
{%- if tool_call.function %}
|
| 58 |
+
{%- set tool_call = tool_call.function %}
|
| 59 |
+
{%- endif %}
|
| 60 |
+
{{- '<tool_call>\n{"name": "' }}
|
| 61 |
+
{{- tool_call.name }}
|
| 62 |
+
{{- '", "arguments": ' }}
|
| 63 |
+
{%- if tool_call.arguments is string %}
|
| 64 |
+
{{- tool_call.arguments }}
|
| 65 |
+
{%- else %}
|
| 66 |
+
{{- tool_call.arguments | tojson }}
|
| 67 |
+
{%- endif %}
|
| 68 |
+
{{- '}\n</tool_call>' }}
|
| 69 |
+
{%- endfor %}
|
| 70 |
+
{%- endif %}
|
| 71 |
+
{{- '<|im_end|>\n' }}
|
| 72 |
+
{%- elif message.role == "tool" %}
|
| 73 |
+
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
|
| 74 |
+
{{- '<|im_start|>user' }}
|
| 75 |
+
{%- endif %}
|
| 76 |
+
{{- '\n<tool_response>\n' }}
|
| 77 |
+
{{- content }}
|
| 78 |
+
{{- '\n</tool_response>' }}
|
| 79 |
+
{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
|
| 80 |
+
{{- '<|im_end|>\n' }}
|
| 81 |
+
{%- endif %}
|
| 82 |
+
{%- endif %}
|
| 83 |
+
{%- endfor %}
|
| 84 |
+
{%- if add_generation_prompt %}
|
| 85 |
+
{{- '<|im_start|>assistant\n' }}
|
| 86 |
+
{%- if enable_thinking is defined and enable_thinking is false %}
|
| 87 |
+
{{- '<think>\n\n</think>\n\n' }}
|
| 88 |
+
{%- endif %}
|
| 89 |
+
{%- endif %}
|
utils/config.json
ADDED
|
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| 1 |
+
{
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| 2 |
+
"architectures": [
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| 3 |
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"Qwen3ForCausalLM"
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| 4 |
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],
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| 5 |
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"attention_bias": false,
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| 6 |
+
"attention_dropout": 0.0,
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| 7 |
+
"bos_token_id": 151643,
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| 8 |
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"eos_token_id": 151645,
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| 9 |
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"head_dim": 128,
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| 10 |
+
"hidden_act": "silu",
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| 11 |
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"hidden_size": 2560,
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| 12 |
+
"initializer_range": 0.02,
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| 13 |
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"intermediate_size": 9728,
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| 14 |
+
"layer_types": [
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| 15 |
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"full_attention",
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| 16 |
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"full_attention",
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| 17 |
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"full_attention",
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| 18 |
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"full_attention",
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| 19 |
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"full_attention",
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| 20 |
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"full_attention",
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| 21 |
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"full_attention",
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| 22 |
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"full_attention",
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| 23 |
+
"full_attention",
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| 24 |
+
"full_attention",
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| 25 |
+
"full_attention",
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| 26 |
+
"full_attention",
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| 27 |
+
"full_attention",
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| 28 |
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"full_attention",
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| 29 |
+
"full_attention",
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| 30 |
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"full_attention",
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| 31 |
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"full_attention",
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| 32 |
+
"full_attention",
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| 33 |
+
"full_attention",
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| 34 |
+
"full_attention",
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| 35 |
+
"full_attention",
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| 36 |
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"full_attention",
|
| 37 |
+
"full_attention",
|
| 38 |
+
"full_attention",
|
| 39 |
+
"full_attention",
|
| 40 |
+
"full_attention",
|
| 41 |
+
"full_attention",
|
| 42 |
+
"full_attention",
|
| 43 |
+
"full_attention",
|
| 44 |
+
"full_attention",
|
| 45 |
+
"full_attention",
|
| 46 |
+
"full_attention",
|
| 47 |
+
"full_attention",
|
| 48 |
+
"full_attention",
|
| 49 |
+
"full_attention",
|
| 50 |
+
"full_attention"
|
| 51 |
+
],
|
| 52 |
+
"max_position_embeddings": 40960,
|
| 53 |
+
"max_window_layers": 36,
|
| 54 |
+
"model_type": "qwen3",
|
| 55 |
+
"num_attention_heads": 32,
|
| 56 |
+
"num_hidden_layers": 36,
|
| 57 |
+
"num_key_value_heads": 8,
|
| 58 |
+
"rms_norm_eps": 1e-06,
|
| 59 |
+
"rope_scaling": null,
|
| 60 |
+
"rope_theta": 1000000,
|
| 61 |
+
"sliding_window": null,
|
| 62 |
+
"tie_word_embeddings": true,
|
| 63 |
+
"torch_dtype": "bfloat16",
|
| 64 |
+
"transformers_version": "4.55.0",
|
| 65 |
+
"use_cache": true,
|
| 66 |
+
"use_sliding_window": false,
|
| 67 |
+
"vocab_size": 151936
|
| 68 |
+
}
|
utils/embed.pt
ADDED
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@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:008bff197aecdd25bc973e0191e100140ae6bbfc5fa7647a49abbfa0b0233b0f
|
| 3 |
+
size 1555825746
|