Add files using upload-large-folder tool
Browse files- .gitattributes +1 -0
- README.md +126 -0
- artifact_manifest.json +94 -0
- chat_template.jinja +158 -0
- config.json +114 -0
- generation_config.json +7 -0
- merge_provenance.json +23 -0
- merge_smoke_test.json +102 -0
- model-00001-of-00004.safetensors +3 -0
- model-00002-of-00004.safetensors +3 -0
- model-00003-of-00004.safetensors +3 -0
- model-00004-of-00004.safetensors +3 -0
- model.safetensors.index.json +768 -0
- processor_config.json +63 -0
- publication_evidence.json +15 -0
- source_adapter_manifest.json +52 -0
- tokenizer.json +3 -0
- tokenizer_config.json +299 -0
.gitattributes
CHANGED
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@@ -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
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README.md
ADDED
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| 1 |
+
---
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| 2 |
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language:
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- sr
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| 4 |
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license: apache-2.0
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library_name: transformers
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pipeline_tag: text-generation
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base_model: unsloth/Qwen3.5-9B
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tags:
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- unsloth
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- merged-model
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- multi-label-classification
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- emotion-recognition
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- serbian
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- social-media
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- json-output
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metrics:
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- f1
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- jaccard
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---
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| 20 |
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# Serbian multi-label emotion recognition — Qwen3.5 9B merged model
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## Model description
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This is the direct-load, merged BF16 form of
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[`te-sla/serbian-emotion-qwen3.5-9b-lora`](https://huggingface.co/te-sla/serbian-emotion-qwen3.5-9b-lora).
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It combines the prespecified seed-42 LoRA adapter with
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[`unsloth/Qwen3.5-9B`](https://huggingface.co/unsloth/Qwen3.5-9B) at pinned revision
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`005429cee5cb648998cf2b70eebdd83175989c9a`, so users load one repository rather than loading a base
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model and then attaching a PEFT adapter. The private repository ID is
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`te-sla/serbian-emotion-qwen3.5-9b`.
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This is deployment packaging of the same evaluated model, not another training run, seed, or ranking
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entry. The LoRA repository remains available as the smaller download; both formats carry the same
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Round 12 scientific claim. TeslaXLM remains the primary publication encoder.
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The model emits one strict JSON array containing zero, one, or two labels in the fixed order
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`anger`, `anticipation`, `disgust`, `fear`, `joy`, `sadness`, `surprise`, `trust`.
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| 39 |
+
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| 40 |
+
## Intended use
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| 41 |
+
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| 42 |
+
Use this repository when simple one-repository loading is more important than the smaller adapter
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| 43 |
+
download. It is intended for research on direct structured Serbian social-media emotion generation.
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| 44 |
+
Do not use it for clinical assessment, inference about an author's mental state, employment,
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| 45 |
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law-enforcement, or other high-impact decisions.
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| 46 |
+
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+
## Training and merge provenance
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| 48 |
+
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| 49 |
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- Original training: unquantized BF16 rank-16 LoRA, alpha 16, dropout 0, assistant-only causal loss.
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| 50 |
+
- LoRA targets: attention projections and MLP projections; vision and audio remained frozen.
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| 51 |
+
- Training data: 23,961 cleaned Serbian social-media rows; validation and test each contain 3,000 rows.
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| 52 |
+
- Release artifact: prespecified seed 42, checkpoint 2247, selected on validation only.
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| 53 |
+
- Merge: PEFT `merge_and_unload(safe_merge=True)` followed by Transformers safe serialization,
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| 54 |
+
preserving BF16 and using shards no larger than 5 GB.
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| 55 |
+
- New optimization during merge: none.
|
| 56 |
+
- Verification: deterministic synthetic prompts must parse strictly and produce the same label sets
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| 57 |
+
before and after the merge. Exact source and release hashes are included in the repository.
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| 58 |
+
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| 59 |
+
The source adapter uses base revision `005429cee5cb648998cf2b70eebdd83175989c9a`. Test performance
|
| 60 |
+
did not select the uploaded seed or checkpoint.
|
| 61 |
+
|
| 62 |
+
## Evaluation
|
| 63 |
+
|
| 64 |
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The merged package inherits the evaluation of the exact source adapter; it is not counted as an
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| 65 |
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additional evaluated model.
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| 66 |
+
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| 67 |
+
| Scope | Rows | Macro F1 | Sample Jaccard | Exact set | Invalid rate |
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| 68 |
+
| --- | ---: | ---: | ---: | ---: | ---: |
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| 69 |
+
| Test, released seed 42 | 3,000 | 0.526192 | 0.591056 | 0.505333 | 0.000000 |
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| 70 |
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| Test family mean, 10 seeds | 3,000 per seed | 0.516697 | 0.589383 | 0.507767 | 0.000000 |
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| 71 |
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| 72 |
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Macro-F1 sample SD across the ten seeds was `0.007589`; all 30,000 test outputs were valid under the
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| 73 |
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strict parser. The same test cohort informed earlier rounds, so these are adaptive internal results,
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| 74 |
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not independent external validation.
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| 75 |
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| 76 |
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## Direct loading
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| 77 |
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| 78 |
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This path loads the working merged checkpoint directly—there is no separate base-model or adapter
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| 79 |
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load:
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| 80 |
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| 81 |
+
```python
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| 82 |
+
import torch
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| 83 |
+
from unsloth import FastModel
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| 84 |
+
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| 85 |
+
model_id = "te-sla/serbian-emotion-qwen3.5-9b"
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| 86 |
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model, tokenizer = FastModel.from_pretrained(
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| 87 |
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model_name=model_id,
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| 88 |
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max_seq_length=1024,
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dtype=torch.bfloat16,
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| 90 |
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device_map={"": 0},
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load_in_4bit=False,
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load_in_8bit=False,
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load_in_16bit=True,
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full_finetuning=False,
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trust_remote_code=False,
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)
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FastModel.for_inference(model)
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```
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Use the exact Serbian system prompt in the project `llm_prompting.py`, set
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`enable_thinking=False`, use greedy decoding with at most 32 new tokens, and reject malformed,
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duplicate, unknown, noncanonical, neutral, or more-than-two-label outputs without repair.
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## Included verification files
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- `artifact_manifest.json`: size and SHA-256 for every packaged file except the manifest itself.
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| 107 |
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- `source_adapter_manifest.json`: exact adapter file hashes used for the merge.
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| 108 |
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- `merge_provenance.json`: base revision, adapter source, merge method, versions, and Git commit.
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| 109 |
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- `merge_smoke_test.json`: raw-output hashes, strict-parser status, and pre/post label equivalence on
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| 110 |
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non-sensitive synthetic prompts.
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| 111 |
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- `publication_evidence.json`: the Round 12 family statistics and released-artifact metrics.
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| 112 |
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| 113 |
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## Limitations
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| 114 |
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| 115 |
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- The merged repository is much larger than the 116 MB LoRA adapter and still requires enough
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| 116 |
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memory for a 9B 16-bit model; use the LoRA repository when storage or transfer size matters.
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| 117 |
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- The model emits label sets rather than calibrated probabilities.
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| 118 |
+
- Strict JSON parsing is part of the evaluated system.
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| 119 |
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- The evidence covers Serbian Reddit and Twitter text, not external-domain generalization.
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| 120 |
+
- The generator and thresholded encoders do not share one statistical output contract and must not
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| 121 |
+
be presented as a pooled universal leaderboard.
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| 122 |
+
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| 123 |
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## Citation
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| 124 |
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The final paper identifier and citation are pending. Add the verified shared portfolio citation and
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matching `arxiv:<ID>` tag to both Qwen repositories before public release.
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artifact_manifest.json
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{
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| 5 |
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| 6 |
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}
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chat_template.jinja
ADDED
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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 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 +1,114 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"Qwen3_5ForConditionalGeneration"
|
| 4 |
+
],
|
| 5 |
+
"dtype": "bfloat16",
|
| 6 |
+
"image_token_id": 248056,
|
| 7 |
+
"model_name": "unsloth/Qwen3.5-9B",
|
| 8 |
+
"model_type": "qwen3_5",
|
| 9 |
+
"mtp_num_hidden_layers": 1,
|
| 10 |
+
"pad_token_id": 248055,
|
| 11 |
+
"text_config": {
|
| 12 |
+
"attention_bias": false,
|
| 13 |
+
"attention_dropout": 0.0,
|
| 14 |
+
"attn_output_gate": true,
|
| 15 |
+
"bos_token_id": null,
|
| 16 |
+
"dtype": "bfloat16",
|
| 17 |
+
"eos_token_id": 248044,
|
| 18 |
+
"full_attention_interval": 4,
|
| 19 |
+
"head_dim": 256,
|
| 20 |
+
"hidden_act": "silu",
|
| 21 |
+
"hidden_size": 4096,
|
| 22 |
+
"initializer_range": 0.02,
|
| 23 |
+
"intermediate_size": 12288,
|
| 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 |
+
],
|
| 58 |
+
"linear_conv_kernel_dim": 4,
|
| 59 |
+
"linear_key_head_dim": 128,
|
| 60 |
+
"linear_num_key_heads": 16,
|
| 61 |
+
"linear_num_value_heads": 32,
|
| 62 |
+
"linear_value_head_dim": 128,
|
| 63 |
+
"mamba_ssm_dtype": "float32",
|
| 64 |
+
"max_position_embeddings": 262144,
|
| 65 |
+
"mlp_only_layers": [],
|
| 66 |
+
"model_type": "qwen3_5_text",
|
| 67 |
+
"mtp_num_hidden_layers": 1,
|
| 68 |
+
"mtp_use_dedicated_embeddings": false,
|
| 69 |
+
"num_attention_heads": 16,
|
| 70 |
+
"num_hidden_layers": 32,
|
| 71 |
+
"num_key_value_heads": 4,
|
| 72 |
+
"pad_token_id": null,
|
| 73 |
+
"partial_rotary_factor": 0.25,
|
| 74 |
+
"rms_norm_eps": 1e-06,
|
| 75 |
+
"rope_parameters": {
|
| 76 |
+
"mrope_interleaved": true,
|
| 77 |
+
"mrope_section": [
|
| 78 |
+
11,
|
| 79 |
+
11,
|
| 80 |
+
10
|
| 81 |
+
],
|
| 82 |
+
"partial_rotary_factor": 0.25,
|
| 83 |
+
"rope_theta": 10000000,
|
| 84 |
+
"rope_type": "default"
|
| 85 |
+
},
|
| 86 |
+
"tie_word_embeddings": false,
|
| 87 |
+
"use_cache": true,
|
| 88 |
+
"vocab_size": 248320
|
| 89 |
+
},
|
| 90 |
+
"tie_word_embeddings": false,
|
| 91 |
+
"transformers_version": "5.5.0",
|
| 92 |
+
"unsloth_fixed_mtp": true,
|
| 93 |
+
"unsloth_version": "2026.7.3",
|
| 94 |
+
"video_token_id": 248057,
|
| 95 |
+
"vision_config": {
|
| 96 |
+
"deepstack_visual_indexes": [],
|
| 97 |
+
"depth": 27,
|
| 98 |
+
"dtype": "bfloat16",
|
| 99 |
+
"hidden_act": "gelu_pytorch_tanh",
|
| 100 |
+
"hidden_size": 1152,
|
| 101 |
+
"in_channels": 3,
|
| 102 |
+
"initializer_range": 0.02,
|
| 103 |
+
"intermediate_size": 4304,
|
| 104 |
+
"model_type": "qwen3_5",
|
| 105 |
+
"num_heads": 16,
|
| 106 |
+
"num_position_embeddings": 2304,
|
| 107 |
+
"out_hidden_size": 4096,
|
| 108 |
+
"patch_size": 16,
|
| 109 |
+
"spatial_merge_size": 2,
|
| 110 |
+
"temporal_patch_size": 2
|
| 111 |
+
},
|
| 112 |
+
"vision_end_token_id": 248054,
|
| 113 |
+
"vision_start_token_id": 248053
|
| 114 |
+
}
|
generation_config.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"eos_token_id": 248044,
|
| 4 |
+
"pad_token_id": 248055,
|
| 5 |
+
"transformers_version": "5.5.0",
|
| 6 |
+
"use_cache": true
|
| 7 |
+
}
|
merge_provenance.json
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": 1,
|
| 3 |
+
"created_at": "2026-09-07T09:39:46.816653+00:00",
|
| 4 |
+
"source_git_commit": "45bc4c94c003ac909540162a2c9d4a06790a757e",
|
| 5 |
+
"base_model": "unsloth/Qwen3.5-9B",
|
| 6 |
+
"base_revision": "005429cee5cb648998cf2b70eebdd83175989c9a",
|
| 7 |
+
"source_adapter_repo": "te-sla/serbian-emotion-qwen3.5-9b-lora",
|
| 8 |
+
"source_adapter_root": "runs/round11-qwen35-9b/training/qwen35-9b/seed-42/batch-1/checkpoints/checkpoint-2247",
|
| 9 |
+
"source_adapter_manifest_sha256": "b572e280eff98879a4e78ef331521a5e971758ed52602110cdb2d140c0547e27",
|
| 10 |
+
"artifact_seed": 42,
|
| 11 |
+
"checkpoint_rule": "prespecified seed 42; checkpoint 2247 selected on validation only; test performance did not select the release artifact",
|
| 12 |
+
"merge_method": "peft_safe_merge_and_unload_bf16",
|
| 13 |
+
"safe_serialization": true,
|
| 14 |
+
"max_shard_size": "5GB",
|
| 15 |
+
"package_versions": {
|
| 16 |
+
"torch": "2.10.0+cu128",
|
| 17 |
+
"transformers": "5.5.0",
|
| 18 |
+
"peft": "0.18.1",
|
| 19 |
+
"unsloth": "2026.7.3"
|
| 20 |
+
},
|
| 21 |
+
"behavioral_smoke_status": "passed",
|
| 22 |
+
"new_training_performed": false
|
| 23 |
+
}
|
merge_smoke_test.json
ADDED
|
@@ -0,0 +1,102 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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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|
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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 |
+
"schema_version": 1,
|
| 3 |
+
"status": "passed",
|
| 4 |
+
"contract": "deterministic greedy synthetic probes; strict parser; label-set equivalence",
|
| 5 |
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"generation_seed": 42,
|
| 6 |
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"adapter_results": [
|
| 7 |
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{
|
| 8 |
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"probe_id": "synthetic_joy",
|
| 9 |
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"synthetic_input_sha256": "7fdbec59b6345b4ac31676a2f79f51d4aaa468797f124a60a82d77a89008b34f",
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| 10 |
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"raw_output": "[\"joy\"]",
|
| 11 |
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"raw_output_sha256": "8f48f7570e14dd6cb84613d9c03ce35974c81c997291597350074907f1cd2988",
|
| 12 |
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"parse_valid": true,
|
| 13 |
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"parse_error": null,
|
| 14 |
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"labels": [
|
| 15 |
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"joy"
|
| 16 |
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]
|
| 17 |
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},
|
| 18 |
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{
|
| 19 |
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"probe_id": "synthetic_anger",
|
| 20 |
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"synthetic_input_sha256": "121a12c137d50e321606950910e0feefe99fed0b7a68e8dd775a9fd0235beec8",
|
| 21 |
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"raw_output": "[\"sadness\"]",
|
| 22 |
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"raw_output_sha256": "72ab37d8f6a73cd6c430ae2c9de8e666e986e7fd4ebca39e7180421a61ba2925",
|
| 23 |
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"parse_valid": true,
|
| 24 |
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"parse_error": null,
|
| 25 |
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"labels": [
|
| 26 |
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"sadness"
|
| 27 |
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]
|
| 28 |
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},
|
| 29 |
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{
|
| 30 |
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"probe_id": "synthetic_neutral",
|
| 31 |
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"synthetic_input_sha256": "3ee56242c53dc36a8c0c1b9659945637aa77fb6dfbe013b22027e3f815384eba",
|
| 32 |
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"raw_output": "[\"anticipation\"]",
|
| 33 |
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"raw_output_sha256": "b1ecc6dfce2d4dbc8d6df1617f4e4ce6e6c2a66e3c81b235d349c0dda6b85766",
|
| 34 |
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"parse_valid": true,
|
| 35 |
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|
| 36 |
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"labels": [
|
| 37 |
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|
| 38 |
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]
|
| 39 |
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}
|
| 40 |
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],
|
| 41 |
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"merged_results": [
|
| 42 |
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{
|
| 43 |
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"probe_id": "synthetic_joy",
|
| 44 |
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|
| 51 |
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| 52 |
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| 53 |
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| 59 |
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|
| 60 |
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"labels": [
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| 61 |
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"sadness"
|
| 62 |
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]
|
| 63 |
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},
|
| 64 |
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{
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| 65 |
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"probe_id": "synthetic_neutral",
|
| 66 |
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"synthetic_input_sha256": "3ee56242c53dc36a8c0c1b9659945637aa77fb6dfbe013b22027e3f815384eba",
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"parse_valid": true,
|
| 70 |
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| 71 |
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"labels": [
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| 72 |
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"anticipation"
|
| 73 |
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]
|
| 74 |
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}
|
| 75 |
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],
|
| 76 |
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"comparisons": [
|
| 77 |
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{
|
| 78 |
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"probe_id": "synthetic_joy",
|
| 79 |
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"adapter_parse_valid": true,
|
| 80 |
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| 81 |
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| 82 |
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|
| 83 |
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"passed": true
|
| 84 |
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| 85 |
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{
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| 86 |
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"probe_id": "synthetic_anger",
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| 87 |
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| 90 |
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|
| 91 |
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"passed": true
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| 92 |
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|
| 93 |
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| 94 |
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| 95 |
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|
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|
| 100 |
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| 101 |
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|
| 102 |
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model.safetensors.index.json
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| 767 |
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|
| 768 |
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processor_config.json
ADDED
|
@@ -0,0 +1,63 @@
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|
| 1 |
+
{
|
| 2 |
+
"image_processor": {
|
| 3 |
+
"data_format": "channels_first",
|
| 4 |
+
"do_convert_rgb": true,
|
| 5 |
+
"do_normalize": true,
|
| 6 |
+
"do_rescale": true,
|
| 7 |
+
"do_resize": true,
|
| 8 |
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| 9 |
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|
| 10 |
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|
| 11 |
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0.5
|
| 12 |
+
],
|
| 13 |
+
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|
| 14 |
+
"image_std": [
|
| 15 |
+
0.5,
|
| 16 |
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0.5,
|
| 17 |
+
0.5
|
| 18 |
+
],
|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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},
|
| 27 |
+
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|
| 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 |
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0.5,
|
| 41 |
+
0.5,
|
| 42 |
+
0.5
|
| 43 |
+
],
|
| 44 |
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"image_std": [
|
| 45 |
+
0.5,
|
| 46 |
+
0.5,
|
| 47 |
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0.5
|
| 48 |
+
],
|
| 49 |
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|
| 50 |
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|
| 51 |
+
"min_frames": 4,
|
| 52 |
+
"patch_size": 16,
|
| 53 |
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"resample": 3,
|
| 54 |
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"rescale_factor": 0.00392156862745098,
|
| 55 |
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"return_metadata": false,
|
| 56 |
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"size": {
|
| 57 |
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"longest_edge": 25165824,
|
| 58 |
+
"shortest_edge": 4096
|
| 59 |
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},
|
| 60 |
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"temporal_patch_size": 2,
|
| 61 |
+
"video_processor_type": "Qwen3VLVideoProcessor"
|
| 62 |
+
}
|
| 63 |
+
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|
publication_evidence.json
ADDED
|
@@ -0,0 +1,15 @@
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|
| 1 |
+
{
|
| 2 |
+
"schema_version": 1,
|
| 3 |
+
"scientific_identity": "same seed-42 adapter and same ten-seed Round 12 family evidence as the LoRA repository; deployment packaging only",
|
| 4 |
+
"new_training_performed": false,
|
| 5 |
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"artifact_seed": 42,
|
| 6 |
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"training_seeds": 10,
|
| 7 |
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"macro_f1_mean": 0.516696981119843,
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| 8 |
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| 9 |
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"sample_jaccard_mean": 0.5893833333333334,
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| 10 |
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"invalid_outputs": 0,
|
| 11 |
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"test_outputs": 30000,
|
| 12 |
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"single_artifact_test_macro_f1": 0.5261918042170302,
|
| 13 |
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"single_artifact_test_sample_jaccard": 0.5910555555555556,
|
| 14 |
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"round12_report": "reports/model_comparison/round12/qwen35_9b_ten_seed/report.html"
|
| 15 |
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|
source_adapter_manifest.json
ADDED
|
@@ -0,0 +1,52 @@
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema_version": 1,
|
| 3 |
+
"status": "selected_release_artifact_for_replicated_ten_seed_family",
|
| 4 |
+
"base_model": "unsloth/Qwen3.5-9B",
|
| 5 |
+
"base_revision": "005429cee5cb648998cf2b70eebdd83175989c9a",
|
| 6 |
+
"artifact_seed": 42,
|
| 7 |
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"selection_rule": "prespecified seed 42; checkpoint selected by validation Macro F1, then sample Jaccard within 0.005; test results did not select the release seed",
|
| 8 |
+
"family_evidence": {
|
| 9 |
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"round": 12,
|
| 10 |
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"training_seeds": 10,
|
| 11 |
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"macro_f1_mean": 0.516696981119843,
|
| 12 |
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"macro_f1_sample_sd": 0.007588521061861617,
|
| 13 |
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"sample_jaccard_mean": 0.5893833333333334,
|
| 14 |
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"sample_jaccard_sample_sd": 0.007792994374235912,
|
| 15 |
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"subset_accuracy_mean": 0.5077666666666667,
|
| 16 |
+
"invalid_outputs": 0,
|
| 17 |
+
"test_outputs": 30000
|
| 18 |
+
},
|
| 19 |
+
"source_root": "runs/round11-qwen35-9b/training/qwen35-9b/seed-42/batch-1/checkpoints/checkpoint-2247",
|
| 20 |
+
"files": [
|
| 21 |
+
{
|
| 22 |
+
"path": "adapter_config.json",
|
| 23 |
+
"bytes": 1464,
|
| 24 |
+
"sha256": "aff4b78e2de853badff2895593d7b82030ffb309bf94e6ce12081bb2b641a24b"
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"path": "adapter_model.safetensors",
|
| 28 |
+
"bytes": 116429720,
|
| 29 |
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"sha256": "18b6bdd73c7d5b63e85e21d4435bafd49b824209ada181ccb0e9d0b0a626d494"
|
| 30 |
+
},
|
| 31 |
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{
|
| 32 |
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"path": "chat_template.jinja",
|
| 33 |
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"bytes": 8150,
|
| 34 |
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"sha256": "dca767ce96946decf01e87358183070ce953a06a1033f06e92295193d8a432f6"
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"path": "processor_config.json",
|
| 38 |
+
"bytes": 1359,
|
| 39 |
+
"sha256": "0c29f9491e769aabbc389ad5912127cf6d9d5fceda2db8767f73d48131348c81"
|
| 40 |
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},
|
| 41 |
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{
|
| 42 |
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"path": "tokenizer.json",
|
| 43 |
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"bytes": 19989343,
|
| 44 |
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"sha256": "87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4"
|
| 45 |
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|
| 46 |
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{
|
| 47 |
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"path": "tokenizer_config.json",
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| 48 |
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"bytes": 7460,
|
| 49 |
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"sha256": "4e463cfd5bda02651d6edfc2712ded9e7b37014a056ebd5e3ded4ff3155e47a3"
|
| 50 |
+
}
|
| 51 |
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]
|
| 52 |
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}
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:92eafab4cd0ac0b8b06fcc0ffb8599a81ca9a55a7b2fc78a4416b27d561c7c80
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| 3 |
+
size 19989610
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,299 @@
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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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|
|
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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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|
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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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|
|
|
|
|
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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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|
|
|
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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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|
|
|
|
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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 |
+
"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": false,
|
| 13 |
+
"model_max_length": 262144,
|
| 14 |
+
"model_specific_special_tokens": {
|
| 15 |
+
"audio_bos_token": "<|audio_start|>",
|
| 16 |
+
"audio_eos_token": "<|audio_end|>",
|
| 17 |
+
"audio_token": "<|audio_pad|>",
|
| 18 |
+
"image_token": "<|image_pad|>",
|
| 19 |
+
"video_token": "<|video_pad|>",
|
| 20 |
+
"vision_bos_token": "<|vision_start|>",
|
| 21 |
+
"vision_eos_token": "<|vision_end|>"
|
| 22 |
+
},
|
| 23 |
+
"pad_token": "<|vision_pad|>",
|
| 24 |
+
"padding_side": "left",
|
| 25 |
+
"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+",
|
| 26 |
+
"processor_class": "Qwen3VLProcessor",
|
| 27 |
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"split_special_tokens": false,
|
| 28 |
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"tokenizer_class": "TokenizersBackend",
|
| 29 |
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"unk_token": null,
|
| 30 |
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"video_token": "<|video_pad|>",
|
| 31 |
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"vision_bos_token": "<|vision_start|>",
|
| 32 |
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"vision_eos_token": "<|vision_end|>",
|
| 33 |
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"added_tokens_decoder": {
|
| 34 |
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"248044": {
|
| 35 |
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"content": "<|endoftext|>",
|
| 36 |
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"single_word": false,
|
| 37 |
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|
| 38 |
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|
| 39 |
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"normalized": false,
|
| 40 |
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"special": true
|
| 41 |
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},
|
| 42 |
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"248045": {
|
| 43 |
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"content": "<|im_start|>",
|
| 44 |
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"single_word": false,
|
| 45 |
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|
| 46 |
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"rstrip": false,
|
| 47 |
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"normalized": false,
|
| 48 |
+
"special": true
|
| 49 |
+
},
|
| 50 |
+
"248046": {
|
| 51 |
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"content": "<|im_end|>",
|
| 52 |
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"single_word": false,
|
| 53 |
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"lstrip": false,
|
| 54 |
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"rstrip": false,
|
| 55 |
+
"normalized": false,
|
| 56 |
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"special": true
|
| 57 |
+
},
|
| 58 |
+
"248047": {
|
| 59 |
+
"content": "<|object_ref_start|>",
|
| 60 |
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"single_word": false,
|
| 61 |
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"lstrip": false,
|
| 62 |
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"rstrip": false,
|
| 63 |
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"normalized": false,
|
| 64 |
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"special": true
|
| 65 |
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},
|
| 66 |
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"248048": {
|
| 67 |
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"content": "<|object_ref_end|>",
|
| 68 |
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|
| 69 |
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|
| 70 |
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"rstrip": false,
|
| 71 |
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"normalized": false,
|
| 72 |
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"special": true
|
| 73 |
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|
| 74 |
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"248049": {
|
| 75 |
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"content": "<|box_start|>",
|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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"special": true
|
| 81 |
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|
| 82 |
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"248050": {
|
| 83 |
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"content": "<|box_end|>",
|
| 84 |
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"single_word": false,
|
| 85 |
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"lstrip": false,
|
| 86 |
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"rstrip": false,
|
| 87 |
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"normalized": false,
|
| 88 |
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"special": true
|
| 89 |
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},
|
| 90 |
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"248051": {
|
| 91 |
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"content": "<|quad_start|>",
|
| 92 |
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"single_word": false,
|
| 93 |
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"lstrip": false,
|
| 94 |
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"rstrip": false,
|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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"content": "<|quad_end|>",
|
| 100 |
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|
| 101 |
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|
| 102 |
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|
| 103 |
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|
| 104 |
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|
| 105 |
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|
| 106 |
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|
| 107 |
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"content": "<|vision_start|>",
|
| 108 |
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|
| 109 |
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|
| 110 |
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|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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},
|
| 146 |
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|
| 147 |
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"content": "<tool_call>",
|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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|
| 152 |
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|
| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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|
| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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"content": "<|fim_suffix|>",
|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
+
"single_word": false,
|
| 189 |
+
"lstrip": false,
|
| 190 |
+
"rstrip": false,
|
| 191 |
+
"normalized": false,
|
| 192 |
+
"special": false
|
| 193 |
+
},
|
| 194 |
+
"248064": {
|
| 195 |
+
"content": "<|repo_name|>",
|
| 196 |
+
"single_word": false,
|
| 197 |
+
"lstrip": false,
|
| 198 |
+
"rstrip": false,
|
| 199 |
+
"normalized": false,
|
| 200 |
+
"special": false
|
| 201 |
+
},
|
| 202 |
+
"248065": {
|
| 203 |
+
"content": "<|file_sep|>",
|
| 204 |
+
"single_word": false,
|
| 205 |
+
"lstrip": false,
|
| 206 |
+
"rstrip": false,
|
| 207 |
+
"normalized": false,
|
| 208 |
+
"special": false
|
| 209 |
+
},
|
| 210 |
+
"248066": {
|
| 211 |
+
"content": "<tool_response>",
|
| 212 |
+
"single_word": false,
|
| 213 |
+
"lstrip": false,
|
| 214 |
+
"rstrip": false,
|
| 215 |
+
"normalized": false,
|
| 216 |
+
"special": false
|
| 217 |
+
},
|
| 218 |
+
"248067": {
|
| 219 |
+
"content": "</tool_response>",
|
| 220 |
+
"single_word": false,
|
| 221 |
+
"lstrip": false,
|
| 222 |
+
"rstrip": false,
|
| 223 |
+
"normalized": false,
|
| 224 |
+
"special": false
|
| 225 |
+
},
|
| 226 |
+
"248068": {
|
| 227 |
+
"content": "<think>",
|
| 228 |
+
"single_word": false,
|
| 229 |
+
"lstrip": false,
|
| 230 |
+
"rstrip": false,
|
| 231 |
+
"normalized": false,
|
| 232 |
+
"special": false
|
| 233 |
+
},
|
| 234 |
+
"248069": {
|
| 235 |
+
"content": "</think>",
|
| 236 |
+
"single_word": false,
|
| 237 |
+
"lstrip": false,
|
| 238 |
+
"rstrip": false,
|
| 239 |
+
"normalized": false,
|
| 240 |
+
"special": false
|
| 241 |
+
},
|
| 242 |
+
"248070": {
|
| 243 |
+
"content": "<|audio_start|>",
|
| 244 |
+
"single_word": false,
|
| 245 |
+
"lstrip": false,
|
| 246 |
+
"rstrip": false,
|
| 247 |
+
"normalized": false,
|
| 248 |
+
"special": true
|
| 249 |
+
},
|
| 250 |
+
"248071": {
|
| 251 |
+
"content": "<|audio_end|>",
|
| 252 |
+
"single_word": false,
|
| 253 |
+
"lstrip": false,
|
| 254 |
+
"rstrip": false,
|
| 255 |
+
"normalized": false,
|
| 256 |
+
"special": true
|
| 257 |
+
},
|
| 258 |
+
"248072": {
|
| 259 |
+
"content": "<tts_pad>",
|
| 260 |
+
"single_word": false,
|
| 261 |
+
"lstrip": false,
|
| 262 |
+
"rstrip": false,
|
| 263 |
+
"normalized": false,
|
| 264 |
+
"special": true
|
| 265 |
+
},
|
| 266 |
+
"248073": {
|
| 267 |
+
"content": "<tts_text_bos>",
|
| 268 |
+
"single_word": false,
|
| 269 |
+
"lstrip": false,
|
| 270 |
+
"rstrip": false,
|
| 271 |
+
"normalized": false,
|
| 272 |
+
"special": true
|
| 273 |
+
},
|
| 274 |
+
"248074": {
|
| 275 |
+
"content": "<tts_text_eod>",
|
| 276 |
+
"single_word": false,
|
| 277 |
+
"lstrip": false,
|
| 278 |
+
"rstrip": false,
|
| 279 |
+
"normalized": false,
|
| 280 |
+
"special": true
|
| 281 |
+
},
|
| 282 |
+
"248075": {
|
| 283 |
+
"content": "<tts_text_bos_single>",
|
| 284 |
+
"single_word": false,
|
| 285 |
+
"lstrip": false,
|
| 286 |
+
"rstrip": false,
|
| 287 |
+
"normalized": false,
|
| 288 |
+
"special": true
|
| 289 |
+
},
|
| 290 |
+
"248076": {
|
| 291 |
+
"content": "<|audio_pad|>",
|
| 292 |
+
"single_word": false,
|
| 293 |
+
"lstrip": false,
|
| 294 |
+
"rstrip": false,
|
| 295 |
+
"normalized": false,
|
| 296 |
+
"special": true
|
| 297 |
+
}
|
| 298 |
+
}
|
| 299 |
+
}
|