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Add s1-mini v075

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  1. .gitattributes +1 -0
  2. LICENSE +201 -0
  3. README.md +200 -1
  4. chat_template.jinja +89 -0
  5. config.json +30 -0
  6. generation_config.json +10 -0
  7. merges.txt +0 -0
  8. model.safetensors +3 -0
  9. tokenizer.json +3 -0
  10. tokenizer_config.json +239 -0
  11. vocab.json +0 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
LICENSE ADDED
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README.md CHANGED
@@ -1,3 +1,202 @@
1
  ---
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- license: mit
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ license: apache-2.0
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+ base_model: Qwen/Qwen3-0.6B
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+ library_name: transformers
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+ pipeline_tag: text-generation
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+ language:
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+ - en
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+ tags:
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+ - asr
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+ - text-normalization
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+ - speech-to-text
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+ - post-processing
13
+ - qwen3
14
  ---
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+
16
+ # s1-mini
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+
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+ A 0.6B-parameter text normalizer for speech-to-text output. It takes a raw ASR
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+ transcript and rewrites it as clean written text: fillers removed, false starts
20
+ and self-corrections resolved to the value the speaker landed on, punctuation
21
+ and capitalization applied, and spoken numbers, dates, times, currency, phone
22
+ numbers and email addresses rendered in written form.
23
+
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+ On a held-out set of 6,183 English cases it reaches 94.4% token accuracy at a
25
+ perplexity of 1.228. Quantized it is 462 MB and runs on a laptop CPU.
26
+
27
+ Release v075. English only. It is not a chat model and will not follow general
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+ instructions. It does one job, and you steer it with a control line at the top
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+ of the input.
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+
31
+ Fine-tuned from [Qwen/Qwen3-0.6B](https://huggingface.co/Qwen/Qwen3-0.6B) with
32
+ LoRA, then merged. If you want to run it in llama.cpp, Ollama or LM Studio,
33
+ grab the GGUF builds from
34
+ [superwhisper/s1-mini-GGUF](https://huggingface.co/superwhisper/s1-mini-GGUF).
35
+
36
+ Releases are tagged, so you can pin one:
37
+ `from_pretrained("superwhisper/s1-mini", revision="v075")`.
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+
39
+ ## Files
40
+
41
+ | File | Contents |
42
+ |---|---|
43
+ | `model.safetensors` | 311 weight tensors, BF16, LoRA already merged into the base. 1.4 GB. |
44
+ | `config.json` | Qwen3 architecture: 28 layers, hidden size 1024, 16 attention heads over 8 KV heads, 40,960 max positions. |
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+ | `generation_config.json` | Decoding defaults. Greedy (`do_sample: false`), EOS `151645`/`151643`. |
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+ | `tokenizer.json` | The BPE tokenizer, 151,936 tokens. Unmodified from Qwen3. |
47
+ | `vocab.json`, `merges.txt` | Vocabulary and merge ranks the tokenizer is built from. |
48
+ | `tokenizer_config.json` | Special tokens and tokenizer settings. |
49
+ | `chat_template.jinja` | The Jinja prompt template. Qwen3's, unchanged, which is why `enable_thinking=False` matters. |
50
+
51
+ ## You have to include the control line
52
+
53
+ Every input starts with a control line, then a newline, then the transcript.
54
+ Skip it and you'll get poor output, because the model was never trained to
55
+ guess these settings.
56
+
57
+ ```
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+ [Styling: <value>] [Structure: <value>] [Context: <value>]
59
+ <raw transcript>
60
+ ```
61
+
62
+ | Axis | Values | What it does |
63
+ |---|---|---|
64
+ | `Styling` | `casual`, `semi-casual`, `semi-formal`, `formal` | Sets the register. `casual` capitalizes nothing and only adds punctuation the speaker actually dictated. `formal` expands contractions and punctuates everything. |
65
+ | `Structure` | `prose`, `lists` | Whether the model may break enumerable content into a bulleted list. It needs at least three items, and anything that isn't really a list stays as prose. |
66
+ | `Context` | `general`, `email` | Destination conventions. `email` turns on greeting-line and sign-off-block layout. |
67
+
68
+ The three axes are independent and every combination was trained.
69
+
70
+ ## Usage
71
+
72
+ ```python
73
+ import torch
74
+ from transformers import AutoModelForCausalLM, AutoTokenizer
75
+
76
+ MODEL = "superwhisper/s1-mini"
77
+
78
+ tok = AutoTokenizer.from_pretrained(MODEL)
79
+ model = AutoModelForCausalLM.from_pretrained(MODEL, torch_dtype=torch.bfloat16, device_map="auto")
80
+
81
+ SYSTEM = (
82
+ "You are a text normalizer for speech-to-text transcripts. The input begins "
83
+ "with a control line specifying the styling, structure, and context settings; "
84
+ "clean the transcript to match those settings and output only the cleaned text."
85
+ )
86
+
87
+ def normalize(transcript, styling="semi-formal", structure="prose", context="general"):
88
+ control = f"[Styling: {styling}] [Structure: {structure}] [Context: {context}]"
89
+ messages = [
90
+ {"role": "system", "content": SYSTEM},
91
+ {"role": "user", "content": f"{control}\n{transcript}"},
92
+ ]
93
+ text = tok.apply_chat_template(
94
+ messages,
95
+ tokenize=False,
96
+ add_generation_prompt=True,
97
+ enable_thinking=False, # required, see below
98
+ )
99
+ inputs = tok(text, return_tensors="pt").to(model.device)
100
+ out = model.generate(**inputs, max_new_tokens=1024, do_sample=False)
101
+ return tok.decode(out[0][inputs.input_ids.shape[1]:], skip_special_tokens=True)
102
+
103
+
104
+ raw = "so um i need to like send the the report by uh friday no wait make that thursday"
105
+ print(normalize(raw))
106
+ # The report needs to be sent by Thursday.
107
+ ```
108
+
109
+ ### Set `enable_thinking=False`
110
+
111
+ The chat template comes from Qwen3 unchanged, and Qwen3 turns on thinking mode
112
+ by default. s1-mini was trained with thinking off and has no reasoning traces
113
+ in its training data, so if you leave the flag out you'll get output wrapped in
114
+ `<think>` tags.
115
+
116
+ The flag makes the template emit an empty think block (`<think>\n\n</think>`)
117
+ before the assistant turn. That's the exact prefix the model saw during
118
+ training, so if you build prompts by hand instead of using the template, include
119
+ it.
120
+
121
+ ### Decoding
122
+
123
+ `generation_config.json` ships greedy, with `do_sample: false`. Normalization
124
+ is a deterministic transformation, and sampling only adds variance. The numbers
125
+ below were measured greedy. If you override the config, use temperature 0.
126
+
127
+ ## Results
128
+
129
+ Held-out English test set of 6,183 cases, covering real ASR output (GigaSpeech
130
+ through Parakeet, plus podcast and lecture transcripts) and synthetic stress
131
+ sets for numbers, self-corrections, lists, email and adversarial inputs.
132
+
133
+ | Metric | Value |
134
+ |---|---|
135
+ | Token accuracy | 94.4% |
136
+ | Perplexity | 1.228 |
137
+ | TER | 0.146 |
138
+ | Correct empty output | 99.3% (143/144) |
139
+
140
+ Some inputs are pure filler or background noise, where the correct output is an
141
+ empty string. The model returns one in 143 of the 144 such cases rather than
142
+ producing text.
143
+
144
+ On structure, across 6,039 cases it agrees with the reference on whether the
145
+ output should be a list 96.3% of the time, and it adds list formatting to plain
146
+ prose in 0.4% of cases. It leans toward prose: under `Structure: lists` it only
147
+ breaks text up when the enumeration is unmistakable, so borderline content comes
148
+ back as paragraphs.
149
+
150
+ On the 430 email cases it places the greeting line correctly 99.1% of the time
151
+ and the sign-off block 96.7%.
152
+
153
+ These numbers come from the Q4_K_M GGUF build, so they reflect the quantized
154
+ model. The BF16 weights here should do at least as well.
155
+
156
+ ## Limitations
157
+
158
+ - **Email vertical spacing needs a second pass.** Greeting and sign-off
159
+ detection are strong, but blank-line placement agrees with the reference
160
+ about 72% of the time. If exact spacing matters, post-process it.
161
+ - **English only.** About 5% of the training mix was non-English YouTube
162
+ material, so the model will produce something for other languages, but that
163
+ data was cleaned under English style rules, no language-specific rules were
164
+ ever trained, and no non-English output has been reviewed by a speaker of the
165
+ language. Don't rely on it outside English.
166
+ - **Only `general` and `email` contexts exist.** Chat, notes and code
167
+ destinations aren't trained yet.
168
+ - **Casual is the hardest register**, especially where casual styling meets
169
+ email layout.
170
+ - **Long inputs are out of distribution.** Training packed to 1,024 tokens.
171
+
172
+ ## Training
173
+
174
+ | | |
175
+ |---|---|
176
+ | Base | Qwen/Qwen3-0.6B |
177
+ | Method | LoRA (r=16, α=32, dropout 0.05), merged into the base |
178
+ | Target modules | `q_proj`, `k_proj`, `v_proj`, `o_proj`, `gate_proj`, `up_proj`, `down_proj` |
179
+ | Examples | 189,717 |
180
+ | Steps | 2,277 (1 epoch) |
181
+ | Learning rate | 4e-4 |
182
+ | Effective batch | 32 (16 × 2 grad accum) |
183
+ | Max sequence length | 1,024, packed |
184
+ | Loss | Assistant tokens only |
185
+ | Precision | BF16 |
186
+ | Hardware | 1× H100 |
187
+
188
+ Final training loss 0.062, best held-out validation loss 0.169.
189
+
190
+ The training targets were made by cleaning ASR transcripts with a large
191
+ language model working from an explicit written rule set, then running the
192
+ results through automated style and content-fidelity checks. Sources include
193
+ GigaSpeech audio transcribed with Parakeet, YouTube transcripts, short-form
194
+ dictation, and several synthetic corpora built specifically for numbers,
195
+ self-corrections, lists, email and adversarial inputs.
196
+
197
+ GigaSpeech-derived material carries its own upstream usage terms. Those apply
198
+ to the training data, not to these weights.
199
+
200
+ ## License
201
+
202
+ Apache 2.0, inherited from Qwen3-0.6B.
chat_template.jinja ADDED
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1
+ {%- if tools %}
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+ {{- '<|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 %}
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+ {%- set content = '' %}
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+ {%- endif %}
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+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
32
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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+ {%- elif message.role == "assistant" %}
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+ {%- set reasoning_content = '' %}
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+ {%- if message.reasoning_content is string %}
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+ {%- set reasoning_content = message.reasoning_content %}
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+ {%- else %}
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+ {%- if '</think>' in content %}
39
+ {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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+ {%- set content = content.split('</think>')[-1].lstrip('\n') %}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- if loop.index0 > ns.last_query_index %}
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+ {%- 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') }}
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+ {%- else %}
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+ {{- '<|im_start|>' + message.role + '\n' + content }}
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+ {%- endif %}
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+ {%- else %}
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+ {{- '<|im_start|>' + message.role + '\n' + content }}
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+ {%- endif %}
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+ {%- if message.tool_calls %}
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+ {%- for tool_call in message.tool_calls %}
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+ {%- if (loop.first and content) or (not loop.first) %}
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+ {{- '\n' }}
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+ {%- endif %}
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+ {%- if tool_call.function %}
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+ {%- set tool_call = tool_call.function %}
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+ {%- endif %}
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+ {{- '<tool_call>\n{"name": "' }}
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+ {{- tool_call.name }}
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+ {{- '", "arguments": ' }}
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+ {%- if tool_call.arguments is string %}
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+ {{- tool_call.arguments }}
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+ {%- else %}
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+ {{- tool_call.arguments | tojson }}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- elif message.role == "tool" %}
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+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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+ {{- '<|im_start|>user' }}
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+ {%- endif %}
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+ {{- '\n<tool_response>\n' }}
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+ {{- content }}
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+ {{- '\n</tool_response>' }}
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+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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+ {%- endif %}
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+ {%- if add_generation_prompt %}
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+ {{- '<|im_start|>assistant\n' }}
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+ {%- if enable_thinking is defined and enable_thinking is false %}
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+ {{- '<think>\n\n</think>\n\n' }}
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+ {%- endif %}
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+ {%- endif %}
config.json ADDED
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+ {
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+ "transformers_version": "4.51.0",
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+ "use_cache": true,
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+ "use_sliding_window": false,
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+ "vocab_size": 151936
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+ }
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merges.txt ADDED
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+ "<|vision_pad|>",
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+ "<|image_pad|>",
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+ "<|video_pad|>"
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+ ],
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+ "bos_token": null,
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+ "chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {{- messages[0].content + '\\n\\n' }}\n {%- endif %}\n {{- \"# 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>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\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\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n {%- set index = (messages|length - 1) - loop.index0 %}\n {%- 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>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {%- set reasoning_content = '' %}\n {%- if message.reasoning_content is string %}\n {%- set reasoning_content = message.reasoning_content %}\n {%- else %}\n {%- if '</think>' in content %}\n {%- set reasoning_content = content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n {%- set content = content.split('</think>')[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- if loop.last or (not loop.last and reasoning_content) %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if enable_thinking is defined and enable_thinking is false %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- endif %}\n{%- endif %}",
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+ "clean_up_tokenization_spaces": false,
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+ "eos_token": "<|im_end|>",
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+ "errors": "replace",
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+ "model_max_length": 131072,
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+ "pad_token": "<|endoftext|>",
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+ "split_special_tokens": false,
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+ "tokenizer_class": "Qwen2Tokenizer",
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+ "unk_token": null
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vocab.json ADDED
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