Release Q36 v1.3 final merged BF16 with processor and validation
Browse files- .gitattributes +1 -0
- LICENSE +192 -0
- README.md +65 -0
- RELEASE-VALIDATION.json +29 -0
- SHA256SUMS +27 -0
- chat_template.jinja +158 -0
- config.json +126 -0
- generation_config.json +8 -0
- model-00001-of-00016.safetensors +3 -0
- model-00002-of-00016.safetensors +3 -0
- model-00003-of-00016.safetensors +3 -0
- model-00004-of-00016.safetensors +3 -0
- model-00005-of-00016.safetensors +3 -0
- model-00006-of-00016.safetensors +3 -0
- model-00007-of-00016.safetensors +3 -0
- model-00008-of-00016.safetensors +3 -0
- model-00009-of-00016.safetensors +3 -0
- model-00010-of-00016.safetensors +3 -0
- model-00011-of-00016.safetensors +3 -0
- model-00012-of-00016.safetensors +3 -0
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- model-00014-of-00016.safetensors +3 -0
- model-00015-of-00016.safetensors +3 -0
- model-00016-of-00016.safetensors +3 -0
- model-mtp.safetensors +3 -0
- model.safetensors.index.json +1053 -0
- processor_config.json +64 -0
- tokenizer.json +3 -0
- tokenizer_config.json +34 -0
.gitattributes
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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
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README.md
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| 1 |
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---
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| 2 |
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license: apache-2.0
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| 3 |
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library_name: transformers
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| 4 |
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pipeline_tag: image-text-to-text
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| 5 |
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base_model: oktayd/Q36-35B-A3B-Opus4.7-Ablit-Heretic-OBLITERATUS-Hermes-MTP-Vision-FT
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| 6 |
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tags:
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| 7 |
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- qwen3_5_moe
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| 8 |
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- vision
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| 9 |
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- image-text-to-text
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| 10 |
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- moe
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| 11 |
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- bf16
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| 12 |
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---
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| 13 |
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| 14 |
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# Q36 v1.3 — 35B-A3B MTP Vision, BF16
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| 15 |
+
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| 16 |
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Standalone BF16 checkpoint after the completed Q36 three-run Soup/PEFT training
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| 17 |
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sequence. The final LoRA is merged into the source-locked Q36 base. This repository
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| 18 |
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contains the weights, tokenizer, processor, chat template, configuration and
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| 19 |
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release validation data. It does not require a separate adapter.
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| 20 |
+
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| 21 |
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Architecture: `Qwen3_5MoeForConditionalGeneration`, approximately 35B total
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| 22 |
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parameters, 256 experts with 8 selected per token. Vision tensors and all 19 source
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| 23 |
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MTP tensors are preserved. MTP decoding support depends on the inference backend;
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| 24 |
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preserving these tensors is not a claim that Transformers enables speculative decoding.
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| 25 |
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| 26 |
+
The three runs contain 34,000 selected record uses (6,000 + 12,000 + 16,000).
|
| 27 |
+
The final personality stage completed 313/313 optimizer steps. Training loss is
|
| 28 |
+
not a benchmark score. Broader quality and hardware benchmarks are pending.
|
| 29 |
+
|
| 30 |
+
## Load with Transformers
|
| 31 |
+
|
| 32 |
+
Validated with Transformers 5.14.1 and PyTorch BF16 on NVIDIA H200.
|
| 33 |
+
Install a compatible PyTorch/CUDA build, then `pip install transformers==5.14.1 accelerate pillow`.
|
| 34 |
+
|
| 35 |
+
```python
|
| 36 |
+
import torch
|
| 37 |
+
from transformers import AutoProcessor, Qwen3_5MoeForConditionalGeneration
|
| 38 |
+
|
| 39 |
+
repo = "oktayd/Q36-v1.3-35B-A3B-MTP-Vision-BF16"
|
| 40 |
+
processor = AutoProcessor.from_pretrained(repo)
|
| 41 |
+
model = Qwen3_5MoeForConditionalGeneration.from_pretrained(
|
| 42 |
+
repo, dtype=torch.bfloat16, device_map="auto"
|
| 43 |
+
)
|
| 44 |
+
messages = [{"role": "user", "content": [{"type": "text", "text": "Explain gravity briefly."}]}]
|
| 45 |
+
inputs = processor.apply_chat_template(
|
| 46 |
+
messages, tokenize=True, add_generation_prompt=True,
|
| 47 |
+
return_dict=True, return_tensors="pt", enable_thinking=False
|
| 48 |
+
).to(model.device)
|
| 49 |
+
with torch.inference_mode():
|
| 50 |
+
output = model.generate(**inputs, max_new_tokens=256, do_sample=False)
|
| 51 |
+
print(processor.batch_decode(output[:, inputs.input_ids.shape[1]:], skip_special_tokens=True)[0])
|
| 52 |
+
```
|
| 53 |
+
|
| 54 |
+
For image input, include an image content item supported by `AutoProcessor`.
|
| 55 |
+
The model is roughly 70 GB of BF16 weights; runtime memory also includes cache and activations.
|
| 56 |
+
|
| 57 |
+
## Validation and provenance
|
| 58 |
+
|
| 59 |
+
`RELEASE-VALIDATION.json` records the pinned base revision, final adapter checksum,
|
| 60 |
+
tensor coverage, smoke outputs, and exact pre-save/post-reload logit comparison.
|
| 61 |
+
BF16 merging introduces rounding relative to unmerged LoRA inference; this
|
| 62 |
+
difference is recorded rather than claimed to be bitwise identical.
|
| 63 |
+
`SHA256SUMS` covers the files in this release. The model inherits the source's
|
| 64 |
+
Apache-2.0 license. This is a research fine-tune; no claim of universal benchmark
|
| 65 |
+
improvement or removal of memorization is made.
|
RELEASE-VALIDATION.json
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": "q36.release-validation.v1",
|
| 3 |
+
"created_utc": "2026-09-04T22:07:24.410796+00:00",
|
| 4 |
+
"adapter_sha256": "a99444b24b86304f85679bb66e3bad48d2625b0cd118122df8f436e23af3e12f",
|
| 5 |
+
"source": {
|
| 6 |
+
"repo_id": "oktayd/Q36-35B-A3B-Opus4.7-Ablit-Heretic-OBLITERATUS-Hermes-MTP-Vision-FT",
|
| 7 |
+
"revision": "6740818b8ef41ad8e311ad39ed6258fa4c2ff4d7"
|
| 8 |
+
},
|
| 9 |
+
"tensor_count": 1045,
|
| 10 |
+
"mtp_tensors_preserved": 19,
|
| 11 |
+
"adapter_to_bf16_max_logit_delta": [
|
| 12 |
+
1.126953125,
|
| 13 |
+
1.1875
|
| 14 |
+
],
|
| 15 |
+
"merged_to_reload_max_logit_delta": [
|
| 16 |
+
0.0,
|
| 17 |
+
0.0
|
| 18 |
+
],
|
| 19 |
+
"smoke_prompts": [
|
| 20 |
+
"Compute 7 + 5. Reply with the number only.",
|
| 21 |
+
"Name the capital of France."
|
| 22 |
+
],
|
| 23 |
+
"smoke_outputs": [
|
| 24 |
+
"12",
|
| 25 |
+
"Paris is the capital of France."
|
| 26 |
+
],
|
| 27 |
+
"save_reload": "PASS",
|
| 28 |
+
"quality_benchmark": "pending"
|
| 29 |
+
}
|
SHA256SUMS
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
20a2a90fa761fe5081d31d25989d94656ad7b9766103b4244b71891e714dcc22 LICENSE
|
| 2 |
+
deb678c8a2a61a5e668073e8d2de7b653eb78a462f50676636a2059ad4343056 README.md
|
| 3 |
+
b36b05ac4d31eb371f841af813f3b3fdfad5c04375c58214013a94dd929c2ad0 RELEASE-VALIDATION.json
|
| 4 |
+
55d4931433fe502b794226ee7f4d206a6bdd436ac9f80eb7d8ebb4c639f9ea0c chat_template.jinja
|
| 5 |
+
d58c91a59fe17a02099278c8b97d0f04d2acebbf6103dae1898cda23730baf0b config.json
|
| 6 |
+
f8ad2e6dd5e9a968b9f6d1c22b107959c232ca0af8e51a95aaf37d75d8791c1a generation_config.json
|
| 7 |
+
41d2b50506fcdd2a7dc0ff7a055021f23abe2bb57965da3e281c9e0795aa5587 model-00001-of-00016.safetensors
|
| 8 |
+
4d48740f1c9cdc95cc02eeb051c8795b56a7c04fbb55e1bea4a14662ba07ab1c model-00002-of-00016.safetensors
|
| 9 |
+
64b74183b13f634dfeaba4c131f07b6fe548a85ffe4324ff4ed8a596f31b57d9 model-00003-of-00016.safetensors
|
| 10 |
+
a014b881f5b7e883243ecb7d8eb8321334117816a725ce2389f6b0bedc56225d model-00004-of-00016.safetensors
|
| 11 |
+
824a2b762a92a88543a6188d789b616ca78cd7bcfeccfbfa91d3e79a1cf42678 model-00005-of-00016.safetensors
|
| 12 |
+
9e592d029623ddafb2529e3c1c822b475bb5eb007d630e71956e5c09378727d1 model-00006-of-00016.safetensors
|
| 13 |
+
81d3392b22d5f0eb3c13ef62610636285a228e324ddaa26c9936907c4f7a0bae model-00007-of-00016.safetensors
|
| 14 |
+
810c547161ac480b1cfb5b31b87e4566bf302884ba76af63cb55461b02af217d model-00008-of-00016.safetensors
|
| 15 |
+
4f52ae41acdec8ecb85adf77cb6271b6bcdc5e2231fa61c32930e97d5a277fd2 model-00009-of-00016.safetensors
|
| 16 |
+
d7387d92fed4e1cc870f2d074ca161ad53d3b54d60f355f55c2767ce43ea3ef8 model-00010-of-00016.safetensors
|
| 17 |
+
9f9a4f448cfe365ae1b410a008b1a8508debf0261f72f78c02eb923bc82651d4 model-00011-of-00016.safetensors
|
| 18 |
+
1cdc8b5f614150ab62d74fa3d7a240c66349ac7a26fb20af7d6f3bb2057a4d51 model-00012-of-00016.safetensors
|
| 19 |
+
bdedbb50762ae1e9f040d7d8fee07faec1fa56e1005123ec3e320301ada17cec model-00013-of-00016.safetensors
|
| 20 |
+
23225d0ea44a7894d5bb8654d6e8944a65851fb656cad407c051b86e6fdbee90 model-00014-of-00016.safetensors
|
| 21 |
+
301bf7359901f07482f76541259478553dc9dcc237c06863e74c8429c567fbd0 model-00015-of-00016.safetensors
|
| 22 |
+
0414d33074013180c4e41b2adc2aa6a9a920bce33b3869c94cc26a4b865798d8 model-00016-of-00016.safetensors
|
| 23 |
+
62e6f4b910fd5ff7594e85863fe28cfd0177890c8251655ee9bcbc35a208d78b model-mtp.safetensors
|
| 24 |
+
97cb1e9ae971fd45a9e279d2289f7caadfb869a32f0d6df7cf37d218d1ee0d5e model.safetensors.index.json
|
| 25 |
+
3814737f2d4bfdd153a82364b3850f1be5dbc6f074a55c8d5fbf4d40127c3e87 processor_config.json
|
| 26 |
+
87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4 tokenizer.json
|
| 27 |
+
c9c0763c68de8f3c1fa1e837679594ff93f8d22c9229e558d5cac3eb41071064 tokenizer_config.json
|
chat_template.jinja
ADDED
|
@@ -0,0 +1,158 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{%- set image_count = namespace(value=0) %}
|
| 2 |
+
{%- set video_count = namespace(value=0) %}
|
| 3 |
+
{%- macro render_content(content, do_vision_count, is_system_content=false) %}
|
| 4 |
+
{%- if content is string %}
|
| 5 |
+
{{- content }}
|
| 6 |
+
{%- elif content is iterable and content is not mapping %}
|
| 7 |
+
{%- for item in content %}
|
| 8 |
+
{%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
|
| 9 |
+
{%- if is_system_content %}
|
| 10 |
+
{{- raise_exception('System message cannot contain images.') }}
|
| 11 |
+
{%- endif %}
|
| 12 |
+
{%- if do_vision_count %}
|
| 13 |
+
{%- set image_count.value = image_count.value + 1 %}
|
| 14 |
+
{%- endif %}
|
| 15 |
+
{%- if add_vision_id %}
|
| 16 |
+
{{- 'Picture ' ~ image_count.value ~ ': ' }}
|
| 17 |
+
{%- endif %}
|
| 18 |
+
{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
|
| 19 |
+
{%- elif 'video' in item or item.type == 'video' %}
|
| 20 |
+
{%- if is_system_content %}
|
| 21 |
+
{{- raise_exception('System message cannot contain videos.') }}
|
| 22 |
+
{%- endif %}
|
| 23 |
+
{%- if do_vision_count %}
|
| 24 |
+
{%- set video_count.value = video_count.value + 1 %}
|
| 25 |
+
{%- endif %}
|
| 26 |
+
{%- if add_vision_id %}
|
| 27 |
+
{{- 'Video ' ~ video_count.value ~ ': ' }}
|
| 28 |
+
{%- endif %}
|
| 29 |
+
{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
|
| 30 |
+
{%- elif 'text' in item %}
|
| 31 |
+
{{- item.text }}
|
| 32 |
+
{%- else %}
|
| 33 |
+
{{- raise_exception('Unexpected item type in content.') }}
|
| 34 |
+
{%- endif %}
|
| 35 |
+
{%- endfor %}
|
| 36 |
+
{%- elif content is none or content is undefined %}
|
| 37 |
+
{{- '' }}
|
| 38 |
+
{%- else %}
|
| 39 |
+
{{- raise_exception('Unexpected content type.') }}
|
| 40 |
+
{%- endif %}
|
| 41 |
+
{%- endmacro %}
|
| 42 |
+
{%- if not messages %}
|
| 43 |
+
{{- raise_exception('No messages provided.') }}
|
| 44 |
+
{%- endif %}
|
| 45 |
+
{%- set num_sys = 0 %}
|
| 46 |
+
{%- set merged_system = '' %}
|
| 47 |
+
{%- if messages[0].role == 'system' or messages[0].role == 'developer' %}
|
| 48 |
+
{%- set first = render_content(messages[0].content, false, true)|trim %}
|
| 49 |
+
{%- if messages|length > 1 and (messages[1].role == 'system' or messages[1].role == 'developer') %}
|
| 50 |
+
{%- set second = render_content(messages[1].content, false, true)|trim %}
|
| 51 |
+
{%- set merged_system = first + '\n' + second %}
|
| 52 |
+
{%- set num_sys = 2 %}
|
| 53 |
+
{%- else %}
|
| 54 |
+
{%- set merged_system = first %}
|
| 55 |
+
{%- set num_sys = 1 %}
|
| 56 |
+
{%- endif %}
|
| 57 |
+
{%- endif %}
|
| 58 |
+
{%- if tools and tools is iterable and tools is not mapping %}
|
| 59 |
+
{{- '<|im_start|>system\n' }}
|
| 60 |
+
{{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
|
| 61 |
+
{%- for tool in tools %}
|
| 62 |
+
{{- "\n" }}
|
| 63 |
+
{{- tool | tojson }}
|
| 64 |
+
{%- endfor %}
|
| 65 |
+
{{- "\n</tools>" }}
|
| 66 |
+
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
|
| 67 |
+
{%- if merged_system %}
|
| 68 |
+
{{- '\n\n' + merged_system }}
|
| 69 |
+
{%- endif %}
|
| 70 |
+
{{- '<|im_end|>\n' }}
|
| 71 |
+
{%- else %}
|
| 72 |
+
{%- if merged_system %}
|
| 73 |
+
{{- '<|im_start|>system\n' + merged_system + '<|im_end|>\n' }}
|
| 74 |
+
{%- endif %}
|
| 75 |
+
{%- endif %}
|
| 76 |
+
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
|
| 77 |
+
{%- for message in messages[::-1] %}
|
| 78 |
+
{%- set index = (messages|length - 1) - loop.index0 %}
|
| 79 |
+
{%- if ns.multi_step_tool and message.role == "user" %}
|
| 80 |
+
{%- set content = render_content(message.content, false)|trim %}
|
| 81 |
+
{%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
|
| 82 |
+
{%- set ns.multi_step_tool = false %}
|
| 83 |
+
{%- set ns.last_query_index = index %}
|
| 84 |
+
{%- endif %}
|
| 85 |
+
{%- endif %}
|
| 86 |
+
{%- endfor %}
|
| 87 |
+
{%- for message in messages %}
|
| 88 |
+
{%- if loop.index0 >= num_sys and message.role != "system" and message.role != "developer" %}
|
| 89 |
+
{%- set content = render_content(message.content, true)|trim %}
|
| 90 |
+
{%- if message.role == "user" %}
|
| 91 |
+
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
|
| 92 |
+
{%- elif message.role == "assistant" %}
|
| 93 |
+
{%- set reasoning_content = '' %}
|
| 94 |
+
{%- if message.reasoning_content is string %}
|
| 95 |
+
{%- set reasoning_content = message.reasoning_content %}
|
| 96 |
+
{%- else %}
|
| 97 |
+
{%- if '</think>' in content %}
|
| 98 |
+
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
|
| 99 |
+
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
|
| 100 |
+
{%- endif %}
|
| 101 |
+
{%- endif %}
|
| 102 |
+
{%- set reasoning_content = reasoning_content|trim %}
|
| 103 |
+
{%- if (preserve_thinking is defined and preserve_thinking is true) or (loop.index0 > ns.last_query_index) %}
|
| 104 |
+
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
|
| 105 |
+
{%- else %}
|
| 106 |
+
{{- '<|im_start|>' + message.role + '\n' + content }}
|
| 107 |
+
{%- endif %}
|
| 108 |
+
{%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
|
| 109 |
+
{%- for tool_call in message.tool_calls %}
|
| 110 |
+
{%- if tool_call.function is defined %}
|
| 111 |
+
{%- set tool_call = tool_call.function %}
|
| 112 |
+
{%- endif %}
|
| 113 |
+
{%- if loop.first %}
|
| 114 |
+
{%- if content|trim %}
|
| 115 |
+
{{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
|
| 116 |
+
{%- else %}
|
| 117 |
+
{{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
|
| 118 |
+
{%- endif %}
|
| 119 |
+
{%- else %}
|
| 120 |
+
{{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
|
| 121 |
+
{%- endif %}
|
| 122 |
+
{%- if tool_call.arguments is mapping %}
|
| 123 |
+
{%- for args_name in tool_call.arguments %}
|
| 124 |
+
{%- set args_value = tool_call.arguments[args_name] %}
|
| 125 |
+
{{- '<parameter=' + args_name + '>\n' }}
|
| 126 |
+
{%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
|
| 127 |
+
{{- args_value }}
|
| 128 |
+
{{- '\n</parameter>\n' }}
|
| 129 |
+
{%- endfor %}
|
| 130 |
+
{%- endif %}
|
| 131 |
+
{{- '</function>\n</tool_call>' }}
|
| 132 |
+
{%- endfor %}
|
| 133 |
+
{%- endif %}
|
| 134 |
+
{{- '<|im_end|>\n' }}
|
| 135 |
+
{%- elif message.role == "tool" %}
|
| 136 |
+
{%- if loop.previtem and loop.previtem.role != "tool" %}
|
| 137 |
+
{{- '<|im_start|>user' }}
|
| 138 |
+
{%- endif %}
|
| 139 |
+
{{- '\n<tool_response>\n' }}
|
| 140 |
+
{{- content }}
|
| 141 |
+
{{- '\n</tool_response>' }}
|
| 142 |
+
{%- if not loop.last and loop.nextitem.role != "tool" %}
|
| 143 |
+
{{- '<|im_end|>\n' }}
|
| 144 |
+
{%- elif loop.last %}
|
| 145 |
+
{{- '<|im_end|>\n' }}
|
| 146 |
+
{%- endif %}
|
| 147 |
+
{%- endif %}
|
| 148 |
+
{%- endif %}
|
| 149 |
+
{%- endfor %}
|
| 150 |
+
{%- if add_generation_prompt %}
|
| 151 |
+
{{- '<|im_start|>assistant\n' }}
|
| 152 |
+
{%- if enable_thinking is defined and enable_thinking is false %}
|
| 153 |
+
{{- '<think>\n\n</think>\n\n' }}
|
| 154 |
+
{%- else %}
|
| 155 |
+
{{- '<think>\n' }}
|
| 156 |
+
{%- endif %}
|
| 157 |
+
{%- endif %}
|
| 158 |
+
{#- Unsloth fixes - developer role, tool calling #}
|
config.json
ADDED
|
@@ -0,0 +1,126 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"Qwen3_5MoeForConditionalGeneration"
|
| 4 |
+
],
|
| 5 |
+
"bos_token_id": null,
|
| 6 |
+
"dtype": "bfloat16",
|
| 7 |
+
"eos_token_id": 248046,
|
| 8 |
+
"image_token_id": 248056,
|
| 9 |
+
"model_name": "unsloth/Qwen3.6-35B-A3B",
|
| 10 |
+
"model_type": "qwen3_5_moe",
|
| 11 |
+
"pad_token_id": 248055,
|
| 12 |
+
"text_config": {
|
| 13 |
+
"attention_bias": false,
|
| 14 |
+
"attention_dropout": 0.0,
|
| 15 |
+
"attn_output_gate": true,
|
| 16 |
+
"bos_token_id": 248044,
|
| 17 |
+
"dtype": "bfloat16",
|
| 18 |
+
"eos_token_id": 248044,
|
| 19 |
+
"full_attention_interval": 4,
|
| 20 |
+
"head_dim": 256,
|
| 21 |
+
"hidden_act": "silu",
|
| 22 |
+
"hidden_size": 2048,
|
| 23 |
+
"initializer_range": 0.02,
|
| 24 |
+
"layer_types": [
|
| 25 |
+
"linear_attention",
|
| 26 |
+
"linear_attention",
|
| 27 |
+
"linear_attention",
|
| 28 |
+
"full_attention",
|
| 29 |
+
"linear_attention",
|
| 30 |
+
"linear_attention",
|
| 31 |
+
"linear_attention",
|
| 32 |
+
"full_attention",
|
| 33 |
+
"linear_attention",
|
| 34 |
+
"linear_attention",
|
| 35 |
+
"linear_attention",
|
| 36 |
+
"full_attention",
|
| 37 |
+
"linear_attention",
|
| 38 |
+
"linear_attention",
|
| 39 |
+
"linear_attention",
|
| 40 |
+
"full_attention",
|
| 41 |
+
"linear_attention",
|
| 42 |
+
"linear_attention",
|
| 43 |
+
"linear_attention",
|
| 44 |
+
"full_attention",
|
| 45 |
+
"linear_attention",
|
| 46 |
+
"linear_attention",
|
| 47 |
+
"linear_attention",
|
| 48 |
+
"full_attention",
|
| 49 |
+
"linear_attention",
|
| 50 |
+
"linear_attention",
|
| 51 |
+
"linear_attention",
|
| 52 |
+
"full_attention",
|
| 53 |
+
"linear_attention",
|
| 54 |
+
"linear_attention",
|
| 55 |
+
"linear_attention",
|
| 56 |
+
"full_attention",
|
| 57 |
+
"linear_attention",
|
| 58 |
+
"linear_attention",
|
| 59 |
+
"linear_attention",
|
| 60 |
+
"full_attention",
|
| 61 |
+
"linear_attention",
|
| 62 |
+
"linear_attention",
|
| 63 |
+
"linear_attention",
|
| 64 |
+
"full_attention"
|
| 65 |
+
],
|
| 66 |
+
"linear_conv_kernel_dim": 4,
|
| 67 |
+
"linear_key_head_dim": 128,
|
| 68 |
+
"linear_num_key_heads": 16,
|
| 69 |
+
"linear_num_value_heads": 32,
|
| 70 |
+
"linear_value_head_dim": 128,
|
| 71 |
+
"mamba_ssm_dtype": "float32",
|
| 72 |
+
"max_position_embeddings": 262144,
|
| 73 |
+
"model_type": "qwen3_5_moe_text",
|
| 74 |
+
"moe_intermediate_size": 512,
|
| 75 |
+
"mtp_num_hidden_layers": 1,
|
| 76 |
+
"mtp_use_dedicated_embeddings": false,
|
| 77 |
+
"num_attention_heads": 16,
|
| 78 |
+
"num_experts": 256,
|
| 79 |
+
"num_experts_per_tok": 8,
|
| 80 |
+
"num_hidden_layers": 40,
|
| 81 |
+
"num_key_value_heads": 2,
|
| 82 |
+
"output_router_logits": false,
|
| 83 |
+
"pad_token_id": null,
|
| 84 |
+
"partial_rotary_factor": 0.25,
|
| 85 |
+
"rms_norm_eps": 1e-06,
|
| 86 |
+
"rope_parameters": {
|
| 87 |
+
"mrope_interleaved": true,
|
| 88 |
+
"mrope_section": [
|
| 89 |
+
11,
|
| 90 |
+
11,
|
| 91 |
+
10
|
| 92 |
+
],
|
| 93 |
+
"partial_rotary_factor": 0.25,
|
| 94 |
+
"rope_theta": 10000000,
|
| 95 |
+
"rope_type": "default"
|
| 96 |
+
},
|
| 97 |
+
"router_aux_loss_coef": 0.001,
|
| 98 |
+
"shared_expert_intermediate_size": 512,
|
| 99 |
+
"tie_word_embeddings": false,
|
| 100 |
+
"use_cache": true,
|
| 101 |
+
"vocab_size": 248320
|
| 102 |
+
},
|
| 103 |
+
"tie_word_embeddings": false,
|
| 104 |
+
"transformers_version": "5.16.1",
|
| 105 |
+
"unsloth_version": "2026.4.1",
|
| 106 |
+
"video_token_id": 248057,
|
| 107 |
+
"vision_config": {
|
| 108 |
+
"deepstack_visual_indexes": [],
|
| 109 |
+
"depth": 27,
|
| 110 |
+
"dtype": "bfloat16",
|
| 111 |
+
"hidden_act": "gelu_pytorch_tanh",
|
| 112 |
+
"hidden_size": 1152,
|
| 113 |
+
"in_channels": 3,
|
| 114 |
+
"initializer_range": 0.02,
|
| 115 |
+
"intermediate_size": 4304,
|
| 116 |
+
"model_type": "qwen3_5_moe_vision",
|
| 117 |
+
"num_heads": 16,
|
| 118 |
+
"num_position_embeddings": 2304,
|
| 119 |
+
"out_hidden_size": 2048,
|
| 120 |
+
"patch_size": 16,
|
| 121 |
+
"spatial_merge_size": 2,
|
| 122 |
+
"temporal_patch_size": 2
|
| 123 |
+
},
|
| 124 |
+
"vision_end_token_id": 248054,
|
| 125 |
+
"vision_start_token_id": 248053
|
| 126 |
+
}
|
generation_config.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 248044,
|
| 4 |
+
"eos_token_id": 248046,
|
| 5 |
+
"pad_token_id": 248055,
|
| 6 |
+
"transformers_version": "5.16.1",
|
| 7 |
+
"use_cache": false
|
| 8 |
+
}
|
model-00001-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:41d2b50506fcdd2a7dc0ff7a055021f23abe2bb57965da3e281c9e0795aa5587
|
| 3 |
+
size 4323955448
|
model-00002-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4d48740f1c9cdc95cc02eeb051c8795b56a7c04fbb55e1bea4a14662ba07ab1c
|
| 3 |
+
size 4506431768
|
model-00003-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:64b74183b13f634dfeaba4c131f07b6fe548a85ffe4324ff4ed8a596f31b57d9
|
| 3 |
+
size 4988775056
|
model-00004-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a014b881f5b7e883243ecb7d8eb8321334117816a725ce2389f6b0bedc56225d
|
| 3 |
+
size 3962207584
|
model-00005-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:824a2b762a92a88543a6188d789b616ca78cd7bcfeccfbfa91d3e79a1cf42678
|
| 3 |
+
size 4506431736
|
model-00006-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9e592d029623ddafb2529e3c1c822b475bb5eb007d630e71956e5c09378727d1
|
| 3 |
+
size 4988775104
|
model-00007-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:81d3392b22d5f0eb3c13ef62610636285a228e324ddaa26c9936907c4f7a0bae
|
| 3 |
+
size 3962207632
|
model-00008-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:810c547161ac480b1cfb5b31b87e4566bf302884ba76af63cb55461b02af217d
|
| 3 |
+
size 4506431816
|
model-00009-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:4f52ae41acdec8ecb85adf77cb6271b6bcdc5e2231fa61c32930e97d5a277fd2
|
| 3 |
+
size 4988775104
|
model-00010-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:d7387d92fed4e1cc870f2d074ca161ad53d3b54d60f355f55c2767ce43ea3ef8
|
| 3 |
+
size 3962207632
|
model-00011-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9f9a4f448cfe365ae1b410a008b1a8508debf0261f72f78c02eb923bc82651d4
|
| 3 |
+
size 4506431816
|
model-00012-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:1cdc8b5f614150ab62d74fa3d7a240c66349ac7a26fb20af7d6f3bb2057a4d51
|
| 3 |
+
size 4988775104
|
model-00013-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bdedbb50762ae1e9f040d7d8fee07faec1fa56e1005123ec3e320301ada17cec
|
| 3 |
+
size 3962207632
|
model-00014-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:23225d0ea44a7894d5bb8654d6e8944a65851fb656cad407c051b86e6fdbee90
|
| 3 |
+
size 4506431816
|
model-00015-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:301bf7359901f07482f76541259478553dc9dcc237c06863e74c8429c567fbd0
|
| 3 |
+
size 4988775104
|
model-00016-of-00016.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0414d33074013180c4e41b2adc2aa6a9a920bce33b3869c94cc26a4b865798d8
|
| 3 |
+
size 2565674304
|
model-mtp.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:62e6f4b910fd5ff7594e85863fe28cfd0177890c8251655ee9bcbc35a208d78b
|
| 3 |
+
size 1689283688
|
model.safetensors.index.json
ADDED
|
@@ -0,0 +1,1053 @@
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|
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|
| 1053 |
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processor_config.json
ADDED
|
@@ -0,0 +1,64 @@
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|
|
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|
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|
|
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|
|
|
|
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|
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|
|
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|
|
|
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|
|
|
|
|
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|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"image_processor": {
|
| 3 |
+
"data_format": "channels_first",
|
| 4 |
+
"do_convert_rgb": true,
|
| 5 |
+
"do_normalize": true,
|
| 6 |
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"do_rescale": true,
|
| 7 |
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"do_resize": true,
|
| 8 |
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"image_mean": [
|
| 9 |
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0.5,
|
| 10 |
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0.5,
|
| 11 |
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0.5
|
| 12 |
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],
|
| 13 |
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"image_processor_type": "Qwen2VLImageProcessor",
|
| 14 |
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"image_std": [
|
| 15 |
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0.5,
|
| 16 |
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0.5,
|
| 17 |
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0.5
|
| 18 |
+
],
|
| 19 |
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|
| 20 |
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"patch_size": 16,
|
| 21 |
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"resample": 3,
|
| 22 |
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"rescale_factor": 0.00392156862745098,
|
| 23 |
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"size": {
|
| 24 |
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"longest_edge": 16777216,
|
| 25 |
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|
| 26 |
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},
|
| 27 |
+
"temporal_patch_size": 2
|
| 28 |
+
},
|
| 29 |
+
"processor_class": "Qwen3VLProcessor",
|
| 30 |
+
"video_processor": {
|
| 31 |
+
"data_format": "channels_first",
|
| 32 |
+
"default_to_square": true,
|
| 33 |
+
"do_convert_rgb": true,
|
| 34 |
+
"do_normalize": true,
|
| 35 |
+
"do_rescale": true,
|
| 36 |
+
"do_resize": true,
|
| 37 |
+
"do_sample_frames": true,
|
| 38 |
+
"fps": 2,
|
| 39 |
+
"image_mean": [
|
| 40 |
+
0.5,
|
| 41 |
+
0.5,
|
| 42 |
+
0.5
|
| 43 |
+
],
|
| 44 |
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"image_std": [
|
| 45 |
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0.5,
|
| 46 |
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0.5,
|
| 47 |
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0.5
|
| 48 |
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],
|
| 49 |
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"max_frames": 768,
|
| 50 |
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"max_video_tokens": 768,
|
| 51 |
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"merge_size": 2,
|
| 52 |
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"min_frames": 4,
|
| 53 |
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"patch_size": 16,
|
| 54 |
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"resample": 3,
|
| 55 |
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"rescale_factor": 0.00392156862745098,
|
| 56 |
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"return_metadata": false,
|
| 57 |
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"size": {
|
| 58 |
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"longest_edge": 25165824,
|
| 59 |
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"shortest_edge": 4096
|
| 60 |
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},
|
| 61 |
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"temporal_patch_size": 2,
|
| 62 |
+
"video_processor_type": "Qwen3VLVideoProcessor"
|
| 63 |
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}
|
| 64 |
+
}
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4
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| 3 |
+
size 19989343
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,34 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"audio_bos_token": "<|audio_start|>",
|
| 4 |
+
"audio_eos_token": "<|audio_end|>",
|
| 5 |
+
"audio_token": "<|audio_pad|>",
|
| 6 |
+
"backend": "tokenizers",
|
| 7 |
+
"bos_token": null,
|
| 8 |
+
"clean_up_tokenization_spaces": false,
|
| 9 |
+
"eos_token": "<|im_end|>",
|
| 10 |
+
"errors": "replace",
|
| 11 |
+
"image_token": "<|image_pad|>",
|
| 12 |
+
"is_local": true,
|
| 13 |
+
"local_files_only": false,
|
| 14 |
+
"model_max_length": 262144,
|
| 15 |
+
"model_specific_special_tokens": {
|
| 16 |
+
"audio_bos_token": "<|audio_start|>",
|
| 17 |
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"audio_eos_token": "<|audio_end|>",
|
| 18 |
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"audio_token": "<|audio_pad|>",
|
| 19 |
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"image_token": "<|image_pad|>",
|
| 20 |
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"video_token": "<|video_pad|>",
|
| 21 |
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"vision_bos_token": "<|vision_start|>",
|
| 22 |
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"vision_eos_token": "<|vision_end|>"
|
| 23 |
+
},
|
| 24 |
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"pad_token": "<|vision_pad|>",
|
| 25 |
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"padding_side": "left",
|
| 26 |
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"pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
|
| 27 |
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"processor_class": "Qwen3VLProcessor",
|
| 28 |
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"split_special_tokens": false,
|
| 29 |
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"tokenizer_class": "TokenizersBackend",
|
| 30 |
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"unk_token": null,
|
| 31 |
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"video_token": "<|video_pad|>",
|
| 32 |
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"vision_bos_token": "<|vision_start|>",
|
| 33 |
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"vision_eos_token": "<|vision_end|>"
|
| 34 |
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}
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