Instructions to use HerrHruby/meta_ttt_arc_v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use HerrHruby/meta_ttt_arc_v1 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("/project/flame/ianwu/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554") model = PeftModel.from_pretrained(base_model, "HerrHruby/meta_ttt_arc_v1") - Notebooks
- Google Colab
- Kaggle
Upload best LoRA adapter from arc_so_iclqa_v2_r32_K6_long_0606c
Browse filesr=32 K=6 long ARC SO-IC, val/post/f1=0.2631578947368421, meta_step=900
- .gitattributes +1 -0
- README.md +35 -0
- adapter_config.json +46 -0
- adapter_model.safetensors +3 -0
- merges.txt +0 -0
- tokenizer.json +3 -0
- tokenizer_config.json +239 -0
- vocab.json +0 -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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*.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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---
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base_model: Qwen/Qwen3-4B-Instruct-2507
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library_name: peft
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tags:
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- lora
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- meta-learning
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- arc-agi
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- test-time-training
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---
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# meta_ttt_arc_v1 — second-order MAML LoRA on ARC-AGI
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LoRA adapter for `Qwen/Qwen3-4B-Instruct-2507` trained via second-order
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inner-checkpoint MAML on the ARC-AGI ICL-QA task. Best checkpoint by
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training-time val/post/f1.
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## Experiment
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- name: `arc_so_iclqa_v2_r32_K6_long_0606c`
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- meta step: 900
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- val/post/f1 (train-time monitoring): 0.2631578947368421
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- LoRA rank: 32, alpha: 64, target_modules: all-linear
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- Inner: K=6 Adam steps, ilr=2e-4, kl_lambda=0.1
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- Outer: 1500 meta steps, cosine 1e-4, warmup 50, bs=64 outer-QAs
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- Trained on `HerrHruby/arc_agi_mini_docs` (v2 mini-docs)
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## Test-time use
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The intended use is meta-test-time training: load the adapter, run a few
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Adam steps on the task's `inner_docs` for the test example, then generate
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the outer answer. See the codebase for `inner_loop_batched_adam_seqgrad_nograph`.
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## License
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Apache-2.0 (inherits from base model).
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adapter_config.json
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{
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"alora_invocation_tokens": null,
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"alpha_pattern": {},
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"arrow_config": null,
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"auto_mapping": null,
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"base_model_name_or_path": "/project/flame/ianwu/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554",
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"bias": "none",
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"corda_config": null,
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"ensure_weight_tying": false,
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"eva_config": null,
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"exclude_modules": null,
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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| 19 |
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"lora_alpha": 64,
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"lora_bias": false,
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| 21 |
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"lora_dropout": 0.0,
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| 22 |
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"megatron_config": null,
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| 23 |
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"megatron_core": "megatron.core",
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| 24 |
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"modules_to_save": null,
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| 25 |
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"peft_type": "LORA",
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| 26 |
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"peft_version": "0.18.0",
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| 27 |
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"qalora_group_size": 16,
|
| 28 |
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"r": 32,
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| 29 |
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"k_proj",
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"gate_proj",
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"o_proj",
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"up_proj",
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"q_proj",
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"v_proj",
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"down_proj"
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],
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| 40 |
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"target_parameters": null,
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| 41 |
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"task_type": "CAUSAL_LM",
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| 42 |
+
"trainable_token_indices": null,
|
| 43 |
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"use_dora": false,
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| 44 |
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"use_qalora": false,
|
| 45 |
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:dabe9fe6a5bc01693f5413d80e29488dc46e65e7685f3f477724e74dbe4daf49
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size 264308896
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merges.txt
ADDED
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The diff for this file is too large to render.
See raw diff
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
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size 11422654
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tokenizer_config.json
ADDED
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{
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| 2 |
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"add_prefix_space": false,
|
| 3 |
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"added_tokens_decoder": {
|
| 4 |
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"151643": {
|
| 5 |
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"content": "<|endoftext|>",
|
| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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|
| 11 |
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},
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| 12 |
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| 13 |
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| 14 |
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| 15 |
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| 16 |
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| 17 |
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|
| 18 |
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|
| 19 |
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},
|
| 20 |
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"151645": {
|
| 21 |
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|
| 24 |
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| 25 |
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| 26 |
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"special": true
|
| 27 |
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},
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| 28 |
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"151646": {
|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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},
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| 36 |
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"151647": {
|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
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|
| 43 |
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},
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| 44 |
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|
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|
| 46 |
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| 47 |
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| 48 |
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| 49 |
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| 50 |
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|
| 51 |
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},
|
| 52 |
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"151649": {
|
| 53 |
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| 56 |
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|
| 59 |
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},
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| 60 |
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"151650": {
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|
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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},
|
| 68 |
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"151651": {
|
| 69 |
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"content": "<|quad_end|>",
|
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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"special": true
|
| 75 |
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},
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| 76 |
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"151652": {
|
| 77 |
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"content": "<|vision_start|>",
|
| 78 |
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|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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},
|
| 84 |
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"151653": {
|
| 85 |
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"content": "<|vision_end|>",
|
| 86 |
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|
| 87 |
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"normalized": false,
|
| 88 |
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|
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|
| 90 |
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"special": true
|
| 91 |
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},
|
| 92 |
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"151654": {
|
| 93 |
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"content": "<|vision_pad|>",
|
| 94 |
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"lstrip": false,
|
| 95 |
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"normalized": false,
|
| 96 |
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"rstrip": false,
|
| 97 |
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"single_word": false,
|
| 98 |
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"special": true
|
| 99 |
+
},
|
| 100 |
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"151655": {
|
| 101 |
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"content": "<|image_pad|>",
|
| 102 |
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"lstrip": false,
|
| 103 |
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"normalized": false,
|
| 104 |
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"rstrip": false,
|
| 105 |
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"single_word": false,
|
| 106 |
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"special": true
|
| 107 |
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},
|
| 108 |
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"151656": {
|
| 109 |
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"content": "<|video_pad|>",
|
| 110 |
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"lstrip": false,
|
| 111 |
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"normalized": false,
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| 112 |
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"rstrip": false,
|
| 113 |
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"single_word": false,
|
| 114 |
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"special": true
|
| 115 |
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},
|
| 116 |
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"151657": {
|
| 117 |
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"content": "<tool_call>",
|
| 118 |
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"lstrip": false,
|
| 119 |
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"normalized": false,
|
| 120 |
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"rstrip": false,
|
| 121 |
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"single_word": false,
|
| 122 |
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"special": false
|
| 123 |
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},
|
| 124 |
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"151658": {
|
| 125 |
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"content": "</tool_call>",
|
| 126 |
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"lstrip": false,
|
| 127 |
+
"normalized": false,
|
| 128 |
+
"rstrip": false,
|
| 129 |
+
"single_word": false,
|
| 130 |
+
"special": false
|
| 131 |
+
},
|
| 132 |
+
"151659": {
|
| 133 |
+
"content": "<|fim_prefix|>",
|
| 134 |
+
"lstrip": false,
|
| 135 |
+
"normalized": false,
|
| 136 |
+
"rstrip": false,
|
| 137 |
+
"single_word": false,
|
| 138 |
+
"special": false
|
| 139 |
+
},
|
| 140 |
+
"151660": {
|
| 141 |
+
"content": "<|fim_middle|>",
|
| 142 |
+
"lstrip": false,
|
| 143 |
+
"normalized": false,
|
| 144 |
+
"rstrip": false,
|
| 145 |
+
"single_word": false,
|
| 146 |
+
"special": false
|
| 147 |
+
},
|
| 148 |
+
"151661": {
|
| 149 |
+
"content": "<|fim_suffix|>",
|
| 150 |
+
"lstrip": false,
|
| 151 |
+
"normalized": false,
|
| 152 |
+
"rstrip": false,
|
| 153 |
+
"single_word": false,
|
| 154 |
+
"special": false
|
| 155 |
+
},
|
| 156 |
+
"151662": {
|
| 157 |
+
"content": "<|fim_pad|>",
|
| 158 |
+
"lstrip": false,
|
| 159 |
+
"normalized": false,
|
| 160 |
+
"rstrip": false,
|
| 161 |
+
"single_word": false,
|
| 162 |
+
"special": false
|
| 163 |
+
},
|
| 164 |
+
"151663": {
|
| 165 |
+
"content": "<|repo_name|>",
|
| 166 |
+
"lstrip": false,
|
| 167 |
+
"normalized": false,
|
| 168 |
+
"rstrip": false,
|
| 169 |
+
"single_word": false,
|
| 170 |
+
"special": false
|
| 171 |
+
},
|
| 172 |
+
"151664": {
|
| 173 |
+
"content": "<|file_sep|>",
|
| 174 |
+
"lstrip": false,
|
| 175 |
+
"normalized": false,
|
| 176 |
+
"rstrip": false,
|
| 177 |
+
"single_word": false,
|
| 178 |
+
"special": false
|
| 179 |
+
},
|
| 180 |
+
"151665": {
|
| 181 |
+
"content": "<tool_response>",
|
| 182 |
+
"lstrip": false,
|
| 183 |
+
"normalized": false,
|
| 184 |
+
"rstrip": false,
|
| 185 |
+
"single_word": false,
|
| 186 |
+
"special": false
|
| 187 |
+
},
|
| 188 |
+
"151666": {
|
| 189 |
+
"content": "</tool_response>",
|
| 190 |
+
"lstrip": false,
|
| 191 |
+
"normalized": false,
|
| 192 |
+
"rstrip": false,
|
| 193 |
+
"single_word": false,
|
| 194 |
+
"special": false
|
| 195 |
+
},
|
| 196 |
+
"151667": {
|
| 197 |
+
"content": "<think>",
|
| 198 |
+
"lstrip": false,
|
| 199 |
+
"normalized": false,
|
| 200 |
+
"rstrip": false,
|
| 201 |
+
"single_word": false,
|
| 202 |
+
"special": false
|
| 203 |
+
},
|
| 204 |
+
"151668": {
|
| 205 |
+
"content": "</think>",
|
| 206 |
+
"lstrip": false,
|
| 207 |
+
"normalized": false,
|
| 208 |
+
"rstrip": false,
|
| 209 |
+
"single_word": false,
|
| 210 |
+
"special": false
|
| 211 |
+
}
|
| 212 |
+
},
|
| 213 |
+
"additional_special_tokens": [
|
| 214 |
+
"<|im_start|>",
|
| 215 |
+
"<|im_end|>",
|
| 216 |
+
"<|object_ref_start|>",
|
| 217 |
+
"<|object_ref_end|>",
|
| 218 |
+
"<|box_start|>",
|
| 219 |
+
"<|box_end|>",
|
| 220 |
+
"<|quad_start|>",
|
| 221 |
+
"<|quad_end|>",
|
| 222 |
+
"<|vision_start|>",
|
| 223 |
+
"<|vision_end|>",
|
| 224 |
+
"<|vision_pad|>",
|
| 225 |
+
"<|image_pad|>",
|
| 226 |
+
"<|video_pad|>"
|
| 227 |
+
],
|
| 228 |
+
"bos_token": null,
|
| 229 |
+
"chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {{- messages[0].content + '\\n\\n' }}\n {%- endif %}\n {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}",
|
| 230 |
+
"clean_up_tokenization_spaces": false,
|
| 231 |
+
"eos_token": "<|im_end|>",
|
| 232 |
+
"errors": "replace",
|
| 233 |
+
"model_max_length": 1010000,
|
| 234 |
+
"pad_token": "<|endoftext|>",
|
| 235 |
+
"split_special_tokens": false,
|
| 236 |
+
"tokenizer_class": "Qwen2Tokenizer",
|
| 237 |
+
"unk_token": null,
|
| 238 |
+
"add_bos_token": false
|
| 239 |
+
}
|
vocab.json
ADDED
|
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|
|
|