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Copyright 2026 Superwhisper
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This model is a derivative work of Qwen3-0.6B, Copyright 2024 Alibaba Cloud,
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licensed under the Apache License, Version 2.0.
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------------------------------------------------------------------------
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ADDITIONAL TERM
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In addition to the terms of the Apache License, Version 2.0 above: any
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use, distribution, or integration of this model, whether unmodified or
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as part of a derivative work or product, must continue to identify it
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by its original name, "S1-mini" by "Superwhisper", using that exact
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NOTICE
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NOTICE
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S1-mini
|
||||
Copyright 2026 Superwhisper
|
||||
|
||||
This work is a derivative of Qwen3-0.6B, Copyright 2024 Alibaba Cloud,
|
||||
licensed under the Apache License, Version 2.0.
|
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Any use, distribution, or integration of this model, whether unmodified or
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as part of a derivative work or product, must continue to identify it by its
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original name, "S1-mini" by "Superwhisper", using that exact capitalization.
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README.md
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README.md
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---
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license: other
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license_name: s1-mini-license
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license_link: LICENSE
|
||||
base_model: Qwen/Qwen3-0.6B
|
||||
base_model_relation: finetune
|
||||
library_name: transformers
|
||||
pipeline_tag: text-generation
|
||||
language:
|
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- en
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||||
tags:
|
||||
- asr
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||||
- automatic-speech-recognition
|
||||
- text-normalization
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||||
- inverse-text-normalization
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||||
- punctuation
|
||||
- truecasing
|
||||
- speech-to-text
|
||||
- dictation
|
||||
- post-processing
|
||||
- qwen3
|
||||
---
|
||||
|
||||
# S1-mini by [Superwhisper](https://superwhisper.com)
|
||||
|
||||
<div align="center">
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||||
<img src="./banner.jpg" alt="S1-mini banner" width="100%">
|
||||
|
||||
[](https://superwhisper.com)
|
||||
[](https://discord.gg/tF98XvJNvB)
|
||||
[](https://huggingface.co/superwhisper/s1-mini/tree/v1)
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||||
</div>
|
||||
|
||||
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
|
||||
and self-corrections resolved to the value the speaker landed on, punctuation
|
||||
and capitalization applied, and spoken numbers, dates, times, currency and
|
||||
email addresses rendered in written form.
|
||||
|
||||
On a held-out set of 7,519 English cases it reaches 94.8% token accuracy, and
|
||||
the quantized build is a 462 MiB file that runs comfortably on a laptop CPU.
|
||||
|
||||
This is release v1, and it covers English only. S1-mini is not a chat model
|
||||
and will not follow general instructions; it does one job, and you steer it
|
||||
with a control line at the top of the input.
|
||||
|
||||
Fine-tuned from [Qwen/Qwen3-0.6B](https://huggingface.co/Qwen/Qwen3-0.6B). If
|
||||
you want to run it in llama.cpp, Ollama, LM Studio, or anything else built on
|
||||
llama.cpp, grab the GGUF builds from
|
||||
[superwhisper/s1-mini-GGUF](https://huggingface.co/superwhisper/s1-mini-GGUF).
|
||||
You can use it in your own dictation app too, just check the license first.
|
||||
|
||||
Releases are tagged, so you can pin one:
|
||||
`from_pretrained("superwhisper/s1-mini", revision="v1")`.
|
||||
|
||||
## Model overview
|
||||
|
||||
| | |
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||||
|---|---|
|
||||
| Type | Causal language model, fine-tuned for a single transformation task |
|
||||
| Base model | [Qwen/Qwen3-0.6B](https://huggingface.co/Qwen/Qwen3-0.6B) |
|
||||
| Parameters | 596M total (0.44B non-embedding), embeddings tied |
|
||||
| Layers | 28 |
|
||||
| Attention heads | 16 for Q, 8 for KV (GQA) |
|
||||
| Precision | BF16 |
|
||||
| Recommended input | Up to ~1,000 tokens; chunk longer transcripts |
|
||||
| Language | English |
|
||||
| License | Apache 2.0 + naming clause ([LICENSE](https://huggingface.co/superwhisper/s1-mini/blob/main/LICENSE)) |
|
||||
|
||||
> [!NOTE]
|
||||
> The Hub sidebar reports 0.8B parameters for this repo. `config.json` sets
|
||||
> `tie_word_embeddings`, but `model.safetensors` still stores `lm_head.weight`
|
||||
> as a materialized copy of the input embedding, so the 155.6M-parameter
|
||||
> embedding is counted twice: 751.6M tensor elements against 596.0M unique
|
||||
> parameters. The layout is inherited from `Qwen/Qwen3-0.6B`, which reports 0.8B
|
||||
> on the Hub for the same reason. The table above counts unique parameters.
|
||||
|
||||
**Input.** The model expects the system prompt, then a control line, a
|
||||
newline, and one raw ASR transcript, which will usually arrive lowercase and
|
||||
unpunctuated. That is the shape it was trained on.
|
||||
|
||||
**Output.** It returns the cleaned transcript as plain text and nothing else,
|
||||
with no preamble and no explanation. Under `Structure: lists` the output may
|
||||
contain Markdown bullets, and under `Context: email` it may contain blank
|
||||
lines separating a greeting, body and sign-off. When the input is nothing but
|
||||
filler or noise, the correct output is an empty string, and that is what you
|
||||
get.
|
||||
|
||||
## Quickstart
|
||||
|
||||
Qwen3 support landed in `transformers` 4.51.0; with anything older you will
|
||||
get `KeyError: 'qwen3'`.
|
||||
|
||||
```bash
|
||||
pip install "transformers>=4.51.0" torch
|
||||
```
|
||||
|
||||
```python
|
||||
from transformers import AutoModelForCausalLM, AutoTokenizer
|
||||
|
||||
MODEL = "superwhisper/s1-mini"
|
||||
|
||||
tok = AutoTokenizer.from_pretrained(MODEL)
|
||||
model = AutoModelForCausalLM.from_pretrained(MODEL, torch_dtype="auto")
|
||||
|
||||
# Required. Use this exact system prompt.
|
||||
SYSTEM = (
|
||||
"You are a text normalizer for speech-to-text transcripts. The input begins "
|
||||
"with a control line specifying the styling, structure, and context settings; "
|
||||
"clean the transcript to match those settings and output only the cleaned text."
|
||||
)
|
||||
|
||||
def normalize(transcript, styling="semi-formal", structure="prose", context="general"):
|
||||
control = f"[Styling: {styling}] [Structure: {structure}] [Context: {context}]"
|
||||
messages = [
|
||||
{"role": "system", "content": SYSTEM},
|
||||
{"role": "user", "content": f"{control}\n{transcript}"},
|
||||
]
|
||||
text = tok.apply_chat_template(
|
||||
messages,
|
||||
tokenize=False,
|
||||
add_generation_prompt=True,
|
||||
enable_thinking=False, # required, see below
|
||||
)
|
||||
inputs = tok(text, return_tensors="pt").to(model.device)
|
||||
out = model.generate(**inputs, max_new_tokens=1024, do_sample=False)
|
||||
return tok.decode(out[0][inputs.input_ids.shape[1]:], skip_special_tokens=True)
|
||||
|
||||
|
||||
raw = "so um i need to like send the the report by uh friday no wait make that thursday"
|
||||
print(normalize(raw))
|
||||
# I need to send the report by Thursday.
|
||||
```
|
||||
|
||||
`torch_dtype="auto"` picks up the BF16 in `config.json`. At 0.6B this runs
|
||||
comfortably on CPU; add `device_map="auto"` to place it on a GPU automatically
|
||||
(requires `accelerate`).
|
||||
|
||||
## The control line
|
||||
|
||||
Every input starts with a control line, then a newline, then the transcript:
|
||||
|
||||
```
|
||||
[Styling: <value>] [Structure: <value>] [Context: <value>]
|
||||
<raw transcript>
|
||||
```
|
||||
|
||||
| Axis | Values | What it does |
|
||||
|---|---|---|
|
||||
| `Styling` | `casual`, `semi-casual`, `semi-formal`, `formal` | Sets the register: how much capitalization, apostrophe and contraction cleanup to apply. |
|
||||
| `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. |
|
||||
| `Context` | `general`, `email` | Destination conventions. `email` turns on greeting-line and sign-off-block layout. |
|
||||
|
||||
The three axes are independent and every combination was trained.
|
||||
|
||||
> [!IMPORTANT]
|
||||
> The system prompt and the control line are part of the input format the
|
||||
> model was trained on. Skip either one, change the system prompt's wording,
|
||||
> or send values outside the trained sets, and the model can hallucinate or
|
||||
> produce garbled output. Always send both, exactly as shown.
|
||||
|
||||
### Styling
|
||||
|
||||
The register decides how much of the speaker's voice survives into the
|
||||
written text.
|
||||
|
||||
| Value | Behavior |
|
||||
|---|---|
|
||||
| `casual` | Everything lowercase, apostrophes stripped, colloquialisms kept, final period usually omitted. |
|
||||
| `semi-casual` | Keeps the speaker's phrasing. `I` and its contractions are capitalized, sentence starts stay lowercase, final period usually omitted. |
|
||||
| `semi-formal` | Standard written English: full capitalization and punctuation, contractions kept, colloquialisms smoothed (`gonna` becomes `going to`). A good default. |
|
||||
| `formal` | Like `semi-formal`, with contractions expanded (`I am`, `cannot`). |
|
||||
|
||||
Here is the same input under all four registers:
|
||||
|
||||
Input: `hmm im gonna be late theres a cute dog outside i cant just walk past him`
|
||||
|
||||
| Styling | Output |
|
||||
|---|---|
|
||||
| `casual` | `hmm im gonna be late. theres a cute dog outside. i cant just walk past him` |
|
||||
| `semi-casual` | `hmm, I'm gonna be late. there's a cute dog outside. I can't just walk past him` |
|
||||
| `semi-formal` | `I'm going to be late. There's a cute dog outside. I can't just walk past him.` |
|
||||
| `formal` | `I am going to be late. There is a cute dog outside. I cannot just walk past him.` |
|
||||
|
||||
Filled pauses like `um` and `uh` are removed in every register. Apostrophes
|
||||
are decided by the register rather than the raw transcript, so the input can
|
||||
arrive as `im` or `I'm` and the output comes out the same either way.
|
||||
|
||||
### Structure
|
||||
|
||||
`prose` keeps everything in sentences and paragraphs. `lists` permits the
|
||||
model to break enumerable content into Markdown bullets, and it is
|
||||
deliberately conservative about it: it wants at least three items, and
|
||||
content that is not clearly an enumeration stays as prose. Here is the same
|
||||
input under both values:
|
||||
|
||||
Input: `so for the trip we need to pack sunscreen and then also a first aid kit and um chargers for everything`
|
||||
|
||||
`Structure: prose`
|
||||
|
||||
```
|
||||
So for the trip, we need to pack sunscreen and then also a first aid kit and chargers for everything.
|
||||
```
|
||||
|
||||
`Structure: lists`
|
||||
|
||||
```
|
||||
So for the trip, we need to pack:
|
||||
- Sunscreen
|
||||
- A first aid kit
|
||||
- Chargers for everything
|
||||
```
|
||||
|
||||
### Context
|
||||
|
||||
`general` produces flowing text, while `email` reshapes the transcript into
|
||||
email layout, with a greeting line, the body and a sign-off block separated by
|
||||
blank lines. Here is the same input under both values:
|
||||
|
||||
Input: `hey sarah just wanted to follow up on the proposal can you send the numbers by end of week thanks john`
|
||||
|
||||
`Context: general`
|
||||
|
||||
```
|
||||
Hey Sarah, just wanted to follow up on the proposal. Can you send the numbers by end of week? Thanks, John.
|
||||
```
|
||||
|
||||
`Context: email`
|
||||
|
||||
```
|
||||
Hey Sarah,
|
||||
|
||||
Just wanted to follow up on the proposal. Can you send the numbers by end of week?
|
||||
|
||||
Thanks,
|
||||
John
|
||||
```
|
||||
|
||||
## Examples
|
||||
|
||||
All of these were measured on the BF16 weights in this repo with greedy
|
||||
decoding, under `[Styling: semi-formal] [Structure: prose] [Context: general]`.
|
||||
|
||||
| Input | Output |
|
||||
|---|---|
|
||||
| `so um i need to like send the the report by uh friday no wait make that thursday` | `I need to send the report by Thursday.` |
|
||||
| `i think the answer is forty two no sorry forty three` | `I think the answer is 43.` |
|
||||
| `let's meet at half past two tomorrow uh actually make it three fifteen p m` | `Let's meet at 3:15pm tomorrow.` |
|
||||
| `the invoice came to twenty three thousand four hundred and fifty dollars and it's due on march third twenty twenty six` | `The invoice came to $23,450, and it's due on March 3, 2026.` |
|
||||
| `send it to support at superwhisper dot com` | `Send it to support@superwhisper.com.` |
|
||||
| `um` | *(empty string)* |
|
||||
|
||||
## Set `enable_thinking=False`
|
||||
|
||||
The chat template comes from Qwen3 unchanged, and Qwen3 turns on thinking mode
|
||||
by default. S1-mini was trained with thinking off and has no reasoning traces
|
||||
in its training data.
|
||||
|
||||
> [!WARNING]
|
||||
> If you leave the flag out you will usually get **no usable output at all**:
|
||||
> the model emits an empty `<think>` block and stops. This is the single most
|
||||
> common way to get a blank result from this model.
|
||||
|
||||
The flag makes the template emit an empty think block before the assistant
|
||||
turn. That is the exact prefix the model saw during training. The template
|
||||
ships as `chat_template.jinja` in this repo, so `apply_chat_template` picks it
|
||||
up with no extra configuration. If you build prompts by hand instead, the
|
||||
literal string is:
|
||||
|
||||
```
|
||||
<|im_start|>system
|
||||
You are a text normalizer for speech-to-text transcripts. The input begins with a control line specifying the styling, structure, and context settings; clean the transcript to match those settings and output only the cleaned text.<|im_end|>
|
||||
<|im_start|>user
|
||||
[Styling: semi-formal] [Structure: prose] [Context: general]
|
||||
<raw transcript><|im_end|>
|
||||
<|im_start|>assistant
|
||||
<think>
|
||||
|
||||
</think>
|
||||
|
||||
```
|
||||
|
||||
Written out, the assistant prefix is
|
||||
`<|im_start|>assistant\n<think>\n\n</think>\n\n`, with two newlines inside the
|
||||
think block and two more after it.
|
||||
|
||||
## Deployment
|
||||
|
||||
**vLLM.** Serve normally, then disable thinking per request:
|
||||
|
||||
```bash
|
||||
vllm serve superwhisper/s1-mini
|
||||
```
|
||||
|
||||
```bash
|
||||
curl http://localhost:8000/v1/chat/completions -H "Content-Type: application/json" -d '{
|
||||
"model": "superwhisper/s1-mini",
|
||||
"messages": [
|
||||
{"role": "system", "content": "You are a text normalizer for speech-to-text transcripts. The input begins with a control line specifying the styling, structure, and context settings; clean the transcript to match those settings and output only the cleaned text."},
|
||||
{"role": "user", "content": "[Styling: semi-formal] [Structure: prose] [Context: general]\nso um send the report by uh friday"}
|
||||
],
|
||||
"temperature": 0,
|
||||
"chat_template_kwargs": {"enable_thinking": false}
|
||||
}'
|
||||
```
|
||||
|
||||
**SGLang.** The same request shape works here, since `chat_template_kwargs`
|
||||
is supported on the OpenAI-compatible endpoint.
|
||||
|
||||
```bash
|
||||
python -m sglang.launch_server --model-path superwhisper/s1-mini
|
||||
```
|
||||
|
||||
**llama.cpp.** Use the [GGUF
|
||||
builds](https://huggingface.co/superwhisper/s1-mini-GGUF). The template must be
|
||||
applied with thinking disabled, which means passing `--jinja` together with
|
||||
`--chat-template-kwargs`. Don't substitute `--reasoning-budget 0`, which
|
||||
suppresses the think block a different way and degrades the output:
|
||||
|
||||
```bash
|
||||
llama-server -hf superwhisper/s1-mini-GGUF:Q4_K_M --jinja --chat-template-kwargs '{"enable_thinking":false}' --temp 0
|
||||
```
|
||||
|
||||
**Ollama and LM Studio.** Both work from the GGUF builds, but both inherit
|
||||
Qwen3's thinking-on-by-default template. Make sure the assistant turn begins
|
||||
with the empty think block shown above, or you will get blank output.
|
||||
|
||||
## Best practices
|
||||
|
||||
1. **Send the system prompt and the control line, exactly as documented.**
|
||||
They are the only steering mechanism, and the model was never trained
|
||||
without them.
|
||||
2. **Decode greedily.** `generation_config.json` already ships `do_sample:
|
||||
false`, and for good reason: normalization is a deterministic
|
||||
transformation, and sampling only adds variance. If you override the
|
||||
config, use temperature 0.
|
||||
3. **Size `max_new_tokens` to the input.** Output length closely tracks input
|
||||
length; `1.3 × input_tokens + 32` is a safe ceiling, and much cheaper than
|
||||
leaving it at 1024.
|
||||
4. **Chunk long transcripts at sentence boundaries.** The model is built for
|
||||
dictation-length input; keep single passes under roughly 1,000 tokens.
|
||||
5. **Expect an empty string sometimes.** Filler-only input returns nothing,
|
||||
and your pipeline should treat that as a valid result rather than a
|
||||
failure.
|
||||
|
||||
## Evaluation
|
||||
|
||||
Evaluated on a held-out English test set of 7,519 cases covering real ASR
|
||||
output and synthetic stress sets for numbers, self-corrections, lists, email
|
||||
and adversarial inputs: 94.8% token accuracy, measured greedy on the Q4_K_M
|
||||
GGUF build. The BF16 weights here should do at least as well.
|
||||
|
||||
## Using S1-mini in your own app
|
||||
|
||||
S1-mini is Apache 2.0 plus a naming clause, the same base license it inherits
|
||||
from Qwen3-0.6B, so it can be embedded in open-source and commercial software
|
||||
alike: dictation apps,
|
||||
meeting-notes tools, live captioning, voice-driven editors, or any pipeline
|
||||
that has to turn raw ASR output into text a person will read.
|
||||
|
||||
It is a post-processing stage rather than a standalone system:
|
||||
|
||||
```
|
||||
audio ──▶ ASR (Whisper, Parakeet, …) ──▶ S1-mini ──▶ clean text
|
||||
```
|
||||
|
||||
The ASR's raw transcript becomes the transcript line, your app's settings
|
||||
choose the three control-line values, and the model returns text ready to
|
||||
display. At 0.6B it is small enough to ship on-device, and the
|
||||
[GGUF builds](https://huggingface.co/superwhisper/s1-mini-GGUF) exist for
|
||||
exactly that.
|
||||
|
||||
Nothing about the model is Superwhisper-specific. The two things to get right
|
||||
in any integration are the input format documented above and the thinking
|
||||
flag; nearly every integration bug traces back to one of those.
|
||||
|
||||
> [!IMPORTANT]
|
||||
> Read the [LICENSE](https://huggingface.co/superwhisper/s1-mini/blob/main/LICENSE) before you ship. Apache 2.0 is permissive but
|
||||
> not obligation-free: you must retain the license text and the NOTICE
|
||||
> file, and state significant changes if you redistribute a modified
|
||||
> version. It also carries one additional term: the model must keep its
|
||||
> name, "S1-mini" by "Superwhisper", with that exact capitalization,
|
||||
> wherever it's used. If you are bundling S1-mini into a commercial
|
||||
> dictation app or redistributing the weights yourself, confirm the terms
|
||||
> cover your case rather than assuming they do.
|
||||
|
||||
## License
|
||||
|
||||
S1-mini is released under Apache 2.0, which it inherits from Qwen3-0.6B, plus
|
||||
one additional term: wherever it's used, it must keep its name, "S1-mini" by
|
||||
"Superwhisper", with that exact capitalization. See
|
||||
[LICENSE](https://huggingface.co/superwhisper/s1-mini/blob/main/LICENSE) and [NOTICE](https://huggingface.co/superwhisper/s1-mini/blob/main/NOTICE).
|
||||
|
||||
## Citation
|
||||
|
||||
```bibtex
|
||||
@misc{s1mini2026,
|
||||
title = {S1-mini: a small text normalizer for speech-to-text output},
|
||||
author = {Superwhisper},
|
||||
year = {2026},
|
||||
url = {https://huggingface.co/superwhisper/s1-mini}
|
||||
}
|
||||
```
|
||||
|
||||
Built on Qwen3:
|
||||
|
||||
```bibtex
|
||||
@misc{qwen3technicalreport,
|
||||
title = {Qwen3 Technical Report},
|
||||
author = {Qwen Team},
|
||||
year = {2025},
|
||||
eprint = {2505.09388},
|
||||
archivePrefix = {arXiv},
|
||||
primaryClass = {cs.CL},
|
||||
url = {https://arxiv.org/abs/2505.09388}
|
||||
}
|
||||
```
|
||||
3
banner.jpg
Normal file
3
banner.jpg
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:c17fc850506c928b2213cac6becec3b315fb96c0064b97a25de9be71964c5fbb
|
||||
size 154019
|
||||
89
chat_template.jinja
Normal file
89
chat_template.jinja
Normal file
@@ -0,0 +1,89 @@
|
||||
{%- if tools %}
|
||||
{{- '<|im_start|>system\n' }}
|
||||
{%- if messages[0].role == 'system' %}
|
||||
{{- messages[0].content + '\n\n' }}
|
||||
{%- endif %}
|
||||
{{- "# 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>" }}
|
||||
{%- for tool in tools %}
|
||||
{{- "\n" }}
|
||||
{{- tool | tojson }}
|
||||
{%- endfor %}
|
||||
{{- "\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" }}
|
||||
{%- else %}
|
||||
{%- if messages[0].role == 'system' %}
|
||||
{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
|
||||
{%- endif %}
|
||||
{%- endif %}
|
||||
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
|
||||
{%- for message in messages[::-1] %}
|
||||
{%- set index = (messages|length - 1) - loop.index0 %}
|
||||
{%- 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>')) %}
|
||||
{%- set ns.multi_step_tool = false %}
|
||||
{%- set ns.last_query_index = index %}
|
||||
{%- endif %}
|
||||
{%- endfor %}
|
||||
{%- for message in messages %}
|
||||
{%- if message.content is string %}
|
||||
{%- set content = message.content %}
|
||||
{%- else %}
|
||||
{%- set content = '' %}
|
||||
{%- endif %}
|
||||
{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
|
||||
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
|
||||
{%- elif message.role == "assistant" %}
|
||||
{%- set reasoning_content = '' %}
|
||||
{%- if message.reasoning_content is string %}
|
||||
{%- set reasoning_content = message.reasoning_content %}
|
||||
{%- else %}
|
||||
{%- if '</think>' in content %}
|
||||
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
|
||||
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
|
||||
{%- endif %}
|
||||
{%- endif %}
|
||||
{%- if loop.index0 > ns.last_query_index %}
|
||||
{%- if loop.last or (not loop.last and reasoning_content) %}
|
||||
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
|
||||
{%- else %}
|
||||
{{- '<|im_start|>' + message.role + '\n' + content }}
|
||||
{%- endif %}
|
||||
{%- else %}
|
||||
{{- '<|im_start|>' + message.role + '\n' + content }}
|
||||
{%- endif %}
|
||||
{%- if message.tool_calls %}
|
||||
{%- for tool_call in message.tool_calls %}
|
||||
{%- if (loop.first and content) or (not loop.first) %}
|
||||
{{- '\n' }}
|
||||
{%- endif %}
|
||||
{%- if tool_call.function %}
|
||||
{%- set tool_call = tool_call.function %}
|
||||
{%- endif %}
|
||||
{{- '<tool_call>\n{"name": "' }}
|
||||
{{- tool_call.name }}
|
||||
{{- '", "arguments": ' }}
|
||||
{%- if tool_call.arguments is string %}
|
||||
{{- tool_call.arguments }}
|
||||
{%- else %}
|
||||
{{- tool_call.arguments | tojson }}
|
||||
{%- endif %}
|
||||
{{- '}\n</tool_call>' }}
|
||||
{%- endfor %}
|
||||
{%- endif %}
|
||||
{{- '<|im_end|>\n' }}
|
||||
{%- elif message.role == "tool" %}
|
||||
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
|
||||
{{- '<|im_start|>user' }}
|
||||
{%- endif %}
|
||||
{{- '\n<tool_response>\n' }}
|
||||
{{- content }}
|
||||
{{- '\n</tool_response>' }}
|
||||
{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
|
||||
{{- '<|im_end|>\n' }}
|
||||
{%- endif %}
|
||||
{%- endif %}
|
||||
{%- endfor %}
|
||||
{%- if add_generation_prompt %}
|
||||
{{- '<|im_start|>assistant\n' }}
|
||||
{%- if enable_thinking is defined and enable_thinking is false %}
|
||||
{{- '<think>\n\n</think>\n\n' }}
|
||||
{%- endif %}
|
||||
{%- endif %}
|
||||
30
config.json
Normal file
30
config.json
Normal file
@@ -0,0 +1,30 @@
|
||||
{
|
||||
"architectures": [
|
||||
"Qwen3ForCausalLM"
|
||||
],
|
||||
"attention_bias": false,
|
||||
"attention_dropout": 0.0,
|
||||
"bos_token_id": 151643,
|
||||
"eos_token_id": 151645,
|
||||
"head_dim": 128,
|
||||
"hidden_act": "silu",
|
||||
"hidden_size": 1024,
|
||||
"initializer_range": 0.02,
|
||||
"intermediate_size": 3072,
|
||||
"max_position_embeddings": 40960,
|
||||
"max_window_layers": 28,
|
||||
"model_type": "qwen3",
|
||||
"num_attention_heads": 16,
|
||||
"num_hidden_layers": 28,
|
||||
"num_key_value_heads": 8,
|
||||
"rms_norm_eps": 1e-06,
|
||||
"rope_scaling": null,
|
||||
"rope_theta": 1000000,
|
||||
"sliding_window": null,
|
||||
"tie_word_embeddings": true,
|
||||
"torch_dtype": "bfloat16",
|
||||
"transformers_version": "4.51.0",
|
||||
"use_cache": true,
|
||||
"use_sliding_window": false,
|
||||
"vocab_size": 151936
|
||||
}
|
||||
10
generation_config.json
Normal file
10
generation_config.json
Normal file
@@ -0,0 +1,10 @@
|
||||
{
|
||||
"bos_token_id": 151643,
|
||||
"do_sample": false,
|
||||
"eos_token_id": [
|
||||
151645,
|
||||
151643
|
||||
],
|
||||
"pad_token_id": 151643,
|
||||
"transformers_version": "4.51.0"
|
||||
}
|
||||
151388
merges.txt
Normal file
151388
merges.txt
Normal file
File diff suppressed because it is too large
Load Diff
3
model.safetensors
Normal file
3
model.safetensors
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:69d2057077ab4dc738aaaab75d2a8ffa141e3a09fb9d956198cfce46f381131a
|
||||
size 1503300328
|
||||
BIN
tokenizer.json
(Stored with Git LFS)
Normal file
BIN
tokenizer.json
(Stored with Git LFS)
Normal file
Binary file not shown.
239
tokenizer_config.json
Normal file
239
tokenizer_config.json
Normal file
@@ -0,0 +1,239 @@
|
||||
{
|
||||
"add_bos_token": false,
|
||||
"add_prefix_space": false,
|
||||
"added_tokens_decoder": {
|
||||
"151643": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151644": {
|
||||
"content": "<|im_start|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151645": {
|
||||
"content": "<|im_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151646": {
|
||||
"content": "<|object_ref_start|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151647": {
|
||||
"content": "<|object_ref_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151648": {
|
||||
"content": "<|box_start|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151649": {
|
||||
"content": "<|box_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151650": {
|
||||
"content": "<|quad_start|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151651": {
|
||||
"content": "<|quad_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151652": {
|
||||
"content": "<|vision_start|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151653": {
|
||||
"content": "<|vision_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151654": {
|
||||
"content": "<|vision_pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151655": {
|
||||
"content": "<|image_pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151656": {
|
||||
"content": "<|video_pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151657": {
|
||||
"content": "<tool_call>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151658": {
|
||||
"content": "</tool_call>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151659": {
|
||||
"content": "<|fim_prefix|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151660": {
|
||||
"content": "<|fim_middle|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151661": {
|
||||
"content": "<|fim_suffix|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151662": {
|
||||
"content": "<|fim_pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151663": {
|
||||
"content": "<|repo_name|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151664": {
|
||||
"content": "<|file_sep|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151665": {
|
||||
"content": "<tool_response>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151666": {
|
||||
"content": "</tool_response>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151667": {
|
||||
"content": "<think>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151668": {
|
||||
"content": "</think>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"<|im_start|>",
|
||||
"<|im_end|>",
|
||||
"<|object_ref_start|>",
|
||||
"<|object_ref_end|>",
|
||||
"<|box_start|>",
|
||||
"<|box_end|>",
|
||||
"<|quad_start|>",
|
||||
"<|quad_end|>",
|
||||
"<|vision_start|>",
|
||||
"<|vision_end|>",
|
||||
"<|vision_pad|>",
|
||||
"<|image_pad|>",
|
||||
"<|video_pad|>"
|
||||
],
|
||||
"bos_token": null,
|
||||
"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 %}",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|im_end|>",
|
||||
"errors": "replace",
|
||||
"model_max_length": 131072,
|
||||
"pad_token": "<|endoftext|>",
|
||||
"split_special_tokens": false,
|
||||
"tokenizer_class": "Qwen2Tokenizer",
|
||||
"unk_token": null
|
||||
}
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user