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Upload folder using huggingface_hub (part 2)

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+ {{- '<|im_start|>system\n' }}
3
+ {%- if messages[0].role == 'system' %}
4
+ {%- if messages[0].content is string %}
5
+ {{- messages[0].content }}
6
+ {%- else %}
7
+ {%- for content in messages[0].content %}
8
+ {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
9
+ {{- "<|vision_start|><|image_pad|><|vision_end|>" }}
10
+ {%- elif content.type == 'audio' or 'audio' in content or 'audio_url' in content %}
11
+ {{- "<|audio_start|><|audio_pad|><|audio_end|>" }}
12
+ {%- elif content.type == 'video' or 'video' in content %}
13
+ {{- "<|vision_start|><|video_pad|><|vision_end|>" }}
14
+ {%- elif content.type == 'text' %}
15
+ {{- content.text }}
16
+ {%- endif %}
17
+ {%- endfor %}
18
+ {%- endif %}
19
+ {%- endif %}
20
+ {{- '\n\n' }}
21
+ {{- "# 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>" }}
22
+ {%- for tool in tools %}
23
+ {{- "\n" }}
24
+ {{- tool | tojson }}
25
+ {%- endfor %}
26
+ {{- "\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" }}
27
+ {%- else %}
28
+ {%- if messages[0].role == 'system' %}
29
+ {%- if messages[0].content is string %}
30
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
31
+ {%- else %}
32
+ {%- for content in messages[0].content %}
33
+ {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
34
+ {{- '<|im_start|>system\n' +"<|vision_start|><|image_pad|><|vision_end|>"+ '<|im_end|>\n' }}
35
+ {%- elif content.type == 'audio' or 'audio' in content or 'audio_url' in content %}
36
+ {{- '<|im_start|>system\n' +"<|audio_start|><|audio_pad|><|audio_end|>"+ '<|im_end|>\n' }}
37
+ {%- elif content.type == 'video' or 'video' in content %}
38
+ {{- '<|im_start|>system\n' +"<|vision_start|><|video_pad|><|vision_end|>"+ '<|im_end|>\n' }}
39
+ {%- elif content.type == 'text' %}
40
+ {{- '<|im_start|>system\n' +content.text+ '<|im_end|>\n' }}
41
+ {%- endif %}
42
+ {%- endfor %}
43
+ {%- endif %}
44
+ {%- endif %}
45
+ {%- endif %}
46
+ {%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
47
+ {%- for message in messages[::-1] %}
48
+ {%- set index = (messages|length - 1) - loop.index0 %}
49
+ {%- 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>')) %}
50
+ {%- set ns.multi_step_tool = false %}
51
+ {%- set ns.last_query_index = index %}
52
+ {%- endif %}
53
+ {%- endfor %}
54
+ {%- for message in messages %}
55
+ {%- if message.content is string %}
56
+ {%- set content = message.content %}
57
+ {%- else %}
58
+ {%- set content = namespace(text="") %}
59
+ {%- for mcontent in message.content %}
60
+ {%- if mcontent.type == 'image' or 'image' in mcontent or 'image_url' in mcontent %}
61
+ {%- set content.text = content.text~"<|vision_start|><|image_pad|><|vision_end|>" %}
62
+ {%- elif mcontent.type == 'audio' or 'audio' in mcontent or 'audio_url' in mcontent %}
63
+ {%- set content.text = content.text~"<|audio_start|><|audio_pad|><|audio_end|>" %}
64
+ {%- elif mcontent.type == 'video' or 'video' in mcontent %}
65
+ {%- set content.text = content.text~"<|vision_start|><|video_pad|><|vision_end|>" %}
66
+ {%- elif mcontent.type == 'text' %}
67
+ {%- set content.text = content.text~mcontent.text %}
68
+ {%- endif %}
69
+ {%- endfor %}
70
+ {%- set content = content.text %}
71
+ {%- endif %}
72
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
73
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
74
+ {%- elif message.role == "assistant" %}
75
+ {%- set reasoning_content = "" %}
76
+ {%- if message.reasoning_content is string %}
77
+ {%- set reasoning_content = message.reasoning_content %}
78
+ {%- else %}
79
+ {%- if '</think>' in content %}
80
+ {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
81
+ {%- set content = content.split('</think>')[-1].lstrip('\n') %}
82
+ {%- endif %}
83
+ {%- endif %}
84
+ {%- if loop.index0 > ns.last_query_index %}
85
+ {%- if loop.last or (not loop.last and reasoning_content) %}
86
+ {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip("\n") + '\n</think>\n\n' + content.lstrip('\n') }}
87
+ {%- else %}
88
+ {{- '<|im_start|>' + message.role + '\n' + content }}
89
+ {%- endif %}
90
+ {%- else %}
91
+ {{- '<|im_start|>' + message.role + '\n' + content }}
92
+ {%- endif %}
93
+ {%- if message.tool_calls %}
94
+ {%- for tool_call in message.tool_calls %}
95
+ {%- if (loop.first and content) or (not loop.first) %}{{- '\n' }}{%- endif %}
96
+ {%- if tool_call.function %}
97
+ {%- set tool_call = tool_call.function %}
98
+ {%- endif %}
99
+ {{- '<tool_call>\n{"name": "' }}
100
+ {{- tool_call.name }}
101
+ {{- '", "arguments": ' }}
102
+ {%- if tool_call.arguments is string %}
103
+ {{- tool_call.arguments }}
104
+ {%- else %}
105
+ {{- tool_call.arguments | tojson }}
106
+ {%- endif %}
107
+ {{- '}\n</tool_call>' }}
108
+ {%- endfor %}
109
+ {%- endif %}
110
+ {{- '<|im_end|>\n' }}
111
+ {%- elif message.role == "tool" %}
112
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}{{- '<|im_start|>user' }}{%- endif %}
113
+ {{- '\n<tool_response>\n' }}
114
+ {{- content }}
115
+ {{- '\n</tool_response>' }}
116
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}{{- '<|im_end|>\n' }}{%- endif %}
117
+ {%- endif %}
118
+ {%- endfor %}
119
+ {%- if add_generation_prompt %}
120
+ {{- '<|im_start|>assistant\n' }}
121
+ {%- if enable_thinking is defined and enable_thinking is false %}{{- '<think>\n\n</think>\n\n' }}{%- endif %}
122
+ {%- endif %}
qwen3omni_sft/config.json ADDED
@@ -0,0 +1,552 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "Qwen3OmniMoeForConditionalGeneration"
4
+ ],
5
+ "assistant_token_id": 77091,
6
+ "code2wav_config": {
7
+ "attention_bias": false,
8
+ "attention_dropout": 0.0,
9
+ "codebook_dim": 512,
10
+ "codebook_size": 2048,
11
+ "decoder_dim": 1536,
12
+ "hidden_act": "silu",
13
+ "hidden_size": 1024,
14
+ "intermediate_size": 3072,
15
+ "layer_scale_initial_scale": 0.01,
16
+ "max_position_embeddings": 8000,
17
+ "model_type": "",
18
+ "num_attention_heads": 16,
19
+ "num_hidden_layers": 8,
20
+ "num_key_value_heads": 16,
21
+ "num_quantizers": 16,
22
+ "num_semantic_quantizers": 1,
23
+ "rms_norm_eps": 1e-05,
24
+ "rope_theta": 10000,
25
+ "semantic_codebook_size": 4096,
26
+ "sliding_window": 72,
27
+ "upsample_rates": [
28
+ 8,
29
+ 5,
30
+ 4,
31
+ 3
32
+ ],
33
+ "upsampling_ratios": [
34
+ 2,
35
+ 2
36
+ ],
37
+ "vector_quantization_hidden_dimension": 512
38
+ },
39
+ "dtype": "bfloat16",
40
+ "enable_audio_output": true,
41
+ "hidden_size": 1024,
42
+ "im_end_token_id": 151645,
43
+ "im_start_token_id": 151644,
44
+ "keys_to_ignore_at_inference": [
45
+ "past_key_values"
46
+ ],
47
+ "model_type": "qwen3_omni_moe",
48
+ "system_token_id": 8948,
49
+ "talker_config": {
50
+ "accept_hidden_layer": 24,
51
+ "audio_end_token_id": 151670,
52
+ "audio_start_token_id": 151669,
53
+ "audio_token_id": 151675,
54
+ "code_predictor_config": {
55
+ "_name_or_path": "",
56
+ "add_cross_attention": false,
57
+ "architectures": null,
58
+ "attention_bias": false,
59
+ "attention_dropout": 0,
60
+ "bad_words_ids": null,
61
+ "begin_suppress_tokens": null,
62
+ "bos_token_id": null,
63
+ "chunk_size_feed_forward": 0,
64
+ "cross_attention_hidden_size": null,
65
+ "decoder_start_token_id": null,
66
+ "diversity_penalty": 0.0,
67
+ "do_sample": false,
68
+ "dtype": null,
69
+ "early_stopping": false,
70
+ "encoder_no_repeat_ngram_size": 0,
71
+ "eos_token_id": null,
72
+ "exponential_decay_length_penalty": null,
73
+ "finetuning_task": null,
74
+ "forced_bos_token_id": null,
75
+ "forced_eos_token_id": null,
76
+ "head_dim": 128,
77
+ "hidden_act": "silu",
78
+ "hidden_size": 1024,
79
+ "id2label": {
80
+ "0": "LABEL_0",
81
+ "1": "LABEL_1"
82
+ },
83
+ "initializer_range": 0.02,
84
+ "intermediate_size": 3072,
85
+ "is_decoder": false,
86
+ "is_encoder_decoder": false,
87
+ "label2id": {
88
+ "LABEL_0": 0,
89
+ "LABEL_1": 1
90
+ },
91
+ "layer_types": [
92
+ "full_attention",
93
+ "full_attention",
94
+ "full_attention",
95
+ "full_attention",
96
+ "full_attention"
97
+ ],
98
+ "length_penalty": 1.0,
99
+ "max_length": 20,
100
+ "max_position_embeddings": 32768,
101
+ "max_window_layers": 28,
102
+ "min_length": 0,
103
+ "model_type": "qwen3_omni_moe_talker_code_predictor",
104
+ "no_repeat_ngram_size": 0,
105
+ "num_attention_heads": 16,
106
+ "num_beam_groups": 1,
107
+ "num_beams": 1,
108
+ "num_code_groups": 16,
109
+ "num_hidden_layers": 5,
110
+ "num_key_value_heads": 8,
111
+ "num_return_sequences": 1,
112
+ "output_attentions": false,
113
+ "output_hidden_states": false,
114
+ "output_scores": false,
115
+ "pad_token_id": null,
116
+ "prefix": null,
117
+ "problem_type": null,
118
+ "pruned_heads": {},
119
+ "remove_invalid_values": false,
120
+ "repetition_penalty": 1.0,
121
+ "return_dict": true,
122
+ "return_dict_in_generate": false,
123
+ "rms_norm_eps": 1e-06,
124
+ "rope_scaling": null,
125
+ "rope_theta": 1000000,
126
+ "sep_token_id": null,
127
+ "sliding_window": null,
128
+ "suppress_tokens": null,
129
+ "task_specific_params": null,
130
+ "temperature": 1.0,
131
+ "tf_legacy_loss": false,
132
+ "tie_encoder_decoder": false,
133
+ "tie_word_embeddings": false,
134
+ "tokenizer_class": null,
135
+ "top_k": 50,
136
+ "top_p": 1.0,
137
+ "torchscript": false,
138
+ "typical_p": 1.0,
139
+ "use_bfloat16": false,
140
+ "use_cache": true,
141
+ "use_sliding_window": false,
142
+ "vocab_size": 2048
143
+ },
144
+ "codec_bos_id": 2149,
145
+ "codec_eos_token_id": 2150,
146
+ "codec_nothink_id": 2155,
147
+ "codec_pad_id": 2148,
148
+ "codec_think_bos_id": 2156,
149
+ "codec_think_eos_id": 2157,
150
+ "image_token_id": 151655,
151
+ "model_type": "",
152
+ "num_code_groups": 16,
153
+ "output_router_logits": false,
154
+ "position_id_per_seconds": 13,
155
+ "seconds_per_chunk": 2,
156
+ "spatial_merge_size": 2,
157
+ "speaker_id": {
158
+ "aiden": 2303,
159
+ "chelsie": 2301,
160
+ "ethan": 2302
161
+ },
162
+ "text_config": {
163
+ "_name_or_path": "",
164
+ "add_cross_attention": false,
165
+ "architectures": null,
166
+ "attention_bias": false,
167
+ "attention_dropout": 0,
168
+ "bad_words_ids": null,
169
+ "begin_suppress_tokens": null,
170
+ "bos_token_id": null,
171
+ "chunk_size_feed_forward": 0,
172
+ "cross_attention_hidden_size": null,
173
+ "decoder_sparse_step": 1,
174
+ "decoder_start_token_id": null,
175
+ "diversity_penalty": 0.0,
176
+ "do_sample": false,
177
+ "dtype": "bfloat16",
178
+ "early_stopping": false,
179
+ "encoder_no_repeat_ngram_size": 0,
180
+ "eos_token_id": null,
181
+ "exponential_decay_length_penalty": null,
182
+ "finetuning_task": null,
183
+ "forced_bos_token_id": null,
184
+ "forced_eos_token_id": null,
185
+ "head_dim": 128,
186
+ "hidden_act": "silu",
187
+ "hidden_size": 1024,
188
+ "id2label": {
189
+ "0": "LABEL_0",
190
+ "1": "LABEL_1"
191
+ },
192
+ "initializer_range": 0.02,
193
+ "intermediate_size": 2048,
194
+ "is_decoder": false,
195
+ "is_encoder_decoder": false,
196
+ "label2id": {
197
+ "LABEL_0": 0,
198
+ "LABEL_1": 1
199
+ },
200
+ "length_penalty": 1.0,
201
+ "max_length": 20,
202
+ "max_position_embeddings": 65536,
203
+ "min_length": 0,
204
+ "mlp_only_layers": [],
205
+ "model_type": "qwen3_omni_moe_talker_text",
206
+ "moe_intermediate_size": 384,
207
+ "no_repeat_ngram_size": 0,
208
+ "norm_topk_prob": true,
209
+ "num_attention_heads": 16,
210
+ "num_beam_groups": 1,
211
+ "num_beams": 1,
212
+ "num_experts": 128,
213
+ "num_experts_per_tok": 6,
214
+ "num_hidden_layers": 20,
215
+ "num_key_value_heads": 2,
216
+ "num_return_sequences": 1,
217
+ "output_attentions": false,
218
+ "output_hidden_states": false,
219
+ "output_router_logits": false,
220
+ "output_scores": false,
221
+ "pad_token_id": null,
222
+ "prefix": null,
223
+ "problem_type": null,
224
+ "pruned_heads": {},
225
+ "remove_invalid_values": false,
226
+ "repetition_penalty": 1.0,
227
+ "return_dict": true,
228
+ "return_dict_in_generate": false,
229
+ "rms_norm_eps": 1e-06,
230
+ "rope_scaling": {
231
+ "interleaved": true,
232
+ "mrope_section": [
233
+ 24,
234
+ 20,
235
+ 20
236
+ ],
237
+ "rope_type": "default",
238
+ "type": "default"
239
+ },
240
+ "rope_theta": 1000000,
241
+ "router_aux_loss_coef": 0.001,
242
+ "sep_token_id": null,
243
+ "shared_expert_intermediate_size": 768,
244
+ "sliding_window": null,
245
+ "suppress_tokens": null,
246
+ "task_specific_params": null,
247
+ "temperature": 1.0,
248
+ "tf_legacy_loss": false,
249
+ "tie_encoder_decoder": false,
250
+ "tie_word_embeddings": false,
251
+ "tokenizer_class": null,
252
+ "top_k": 50,
253
+ "top_p": 1.0,
254
+ "torchscript": false,
255
+ "typical_p": 1.0,
256
+ "use_bfloat16": false,
257
+ "use_cache": true,
258
+ "use_sliding_window": false,
259
+ "vocab_size": 3072
260
+ },
261
+ "thinker_hidden_size": 2048,
262
+ "video_token_id": 151656,
263
+ "vision_start_token_id": 151652
264
+ },
265
+ "thinker_config": {
266
+ "audio_config": {
267
+ "_name_or_path": "",
268
+ "activation_dropout": 0,
269
+ "activation_function": "gelu",
270
+ "add_cross_attention": false,
271
+ "architectures": null,
272
+ "attention_dropout": 0,
273
+ "bad_words_ids": null,
274
+ "begin_suppress_tokens": null,
275
+ "bos_token_id": null,
276
+ "chunk_size_feed_forward": 0,
277
+ "conv_chunksize": 500,
278
+ "cross_attention_hidden_size": null,
279
+ "d_model": 1280,
280
+ "decoder_start_token_id": null,
281
+ "diversity_penalty": 0.0,
282
+ "do_sample": false,
283
+ "downsample_hidden_size": 480,
284
+ "dropout": 0,
285
+ "dtype": "bfloat16",
286
+ "early_stopping": false,
287
+ "encoder_attention_heads": 20,
288
+ "encoder_ffn_dim": 5120,
289
+ "encoder_layers": 32,
290
+ "encoder_no_repeat_ngram_size": 0,
291
+ "eos_token_id": null,
292
+ "exponential_decay_length_penalty": null,
293
+ "finetuning_task": null,
294
+ "forced_bos_token_id": null,
295
+ "forced_eos_token_id": null,
296
+ "id2label": {
297
+ "0": "LABEL_0",
298
+ "1": "LABEL_1"
299
+ },
300
+ "initializer_range": 0.02,
301
+ "is_decoder": false,
302
+ "is_encoder_decoder": false,
303
+ "label2id": {
304
+ "LABEL_0": 0,
305
+ "LABEL_1": 1
306
+ },
307
+ "length_penalty": 1.0,
308
+ "max_length": 20,
309
+ "max_source_positions": 1500,
310
+ "min_length": 0,
311
+ "model_type": "qwen3_omni_moe_audio_encoder",
312
+ "n_window": 50,
313
+ "n_window_infer": 800,
314
+ "no_repeat_ngram_size": 0,
315
+ "num_beam_groups": 1,
316
+ "num_beams": 1,
317
+ "num_hidden_layers": 32,
318
+ "num_mel_bins": 128,
319
+ "num_return_sequences": 1,
320
+ "output_attentions": false,
321
+ "output_dim": 2048,
322
+ "output_hidden_states": false,
323
+ "output_scores": false,
324
+ "pad_token_id": null,
325
+ "prefix": null,
326
+ "problem_type": null,
327
+ "pruned_heads": {},
328
+ "remove_invalid_values": false,
329
+ "repetition_penalty": 1.0,
330
+ "return_dict": true,
331
+ "return_dict_in_generate": false,
332
+ "scale_embedding": false,
333
+ "sep_token_id": null,
334
+ "suppress_tokens": null,
335
+ "task_specific_params": null,
336
+ "temperature": 1.0,
337
+ "tf_legacy_loss": false,
338
+ "tie_encoder_decoder": false,
339
+ "tie_word_embeddings": true,
340
+ "tokenizer_class": null,
341
+ "top_k": 50,
342
+ "top_p": 1.0,
343
+ "torchscript": false,
344
+ "typical_p": 1.0,
345
+ "use_bfloat16": false
346
+ },
347
+ "audio_end_token_id": 151670,
348
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