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Upload SeRL checkpoints with ZipNN compression

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  2. README.md +65 -0
  3. serl_ARC-c_qwen25_1_5b/training_timing_stats.txt +1466 -0
  4. serl_CodeMMLU_qwen25_0_5b/added_tokens.json +24 -0
  5. serl_CodeMMLU_qwen25_0_5b/chat_template.jinja +54 -0
  6. serl_CodeMMLU_qwen25_0_5b/config.json +54 -0
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  9. serl_CodeMMLU_qwen25_0_5b/model.safetensors.znn +3 -0
  10. serl_CodeMMLU_qwen25_0_5b/special_tokens_map.json +31 -0
  11. serl_CodeMMLU_qwen25_0_5b/tokenizer.json +3 -0
  12. serl_CodeMMLU_qwen25_0_5b/tokenizer_config.json +207 -0
  13. serl_CodeMMLU_qwen25_0_5b/training_timing_stats.txt +467 -0
  14. serl_CodeMMLU_qwen25_0_5b/vocab.json +0 -0
  15. serl_DivLogicEval_qwen25_0_5b/added_tokens.json +24 -0
  16. serl_DivLogicEval_qwen25_0_5b/chat_template.jinja +54 -0
  17. serl_DivLogicEval_qwen25_0_5b/config.json +54 -0
  18. serl_DivLogicEval_qwen25_0_5b/generation_config.json +14 -0
  19. serl_DivLogicEval_qwen25_0_5b/merges.txt +0 -0
  20. serl_DivLogicEval_qwen25_0_5b/model.safetensors.znn +3 -0
  21. serl_DivLogicEval_qwen25_0_5b/special_tokens_map.json +31 -0
  22. serl_DivLogicEval_qwen25_0_5b/tokenizer.json +3 -0
  23. serl_DivLogicEval_qwen25_0_5b/tokenizer_config.json +207 -0
  24. serl_DivLogicEval_qwen25_0_5b/training_timing_stats.txt +240 -0
  25. serl_DivLogicEval_qwen25_0_5b/vocab.json +0 -0
  26. serl_DivLogicEval_qwen25_1_5b/added_tokens.json +24 -0
  27. serl_DivLogicEval_qwen25_1_5b/chat_template.jinja +54 -0
  28. serl_DivLogicEval_qwen25_1_5b/config.json +58 -0
  29. serl_DivLogicEval_qwen25_1_5b/generation_config.json +14 -0
  30. serl_DivLogicEval_qwen25_1_5b/merges.txt +0 -0
  31. serl_DivLogicEval_qwen25_1_5b/model.safetensors.znn +3 -0
  32. serl_DivLogicEval_qwen25_1_5b/special_tokens_map.json +31 -0
  33. serl_DivLogicEval_qwen25_1_5b/tokenizer.json +3 -0
  34. serl_DivLogicEval_qwen25_1_5b/tokenizer_config.json +207 -0
  35. serl_DivLogicEval_qwen25_1_5b/training_timing_stats.txt +290 -0
  36. serl_DivLogicEval_qwen25_1_5b/vocab.json +0 -0
  37. serl_GSM-MC_qwen25_1_5b/training_timing_stats.txt +20 -0
  38. serl_JAMA_qwen25_0_5b/added_tokens.json +24 -0
  39. serl_JAMA_qwen25_0_5b/chat_template.jinja +54 -0
  40. serl_JAMA_qwen25_0_5b/config.json +54 -0
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.gitattributes CHANGED
@@ -33,3 +33,17 @@ 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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+ serl_CodeMMLU_qwen25_0_5b/model.safetensors.znn filter=lfs diff=lfs merge=lfs -text
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+ serl_CodeMMLU_qwen25_0_5b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ serl_DivLogicEval_qwen25_0_5b/model.safetensors.znn filter=lfs diff=lfs merge=lfs -text
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+ serl_DivLogicEval_qwen25_0_5b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ serl_DivLogicEval_qwen25_1_5b/model.safetensors.znn filter=lfs diff=lfs merge=lfs -text
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+ serl_DivLogicEval_qwen25_1_5b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ serl_JAMA_qwen25_0_5b/model.safetensors.znn filter=lfs diff=lfs merge=lfs -text
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+ serl_JAMA_qwen25_0_5b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ serl_JAMA_qwen25_1_5b/model.safetensors.znn filter=lfs diff=lfs merge=lfs -text
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+ serl_JAMA_qwen25_1_5b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ serl_SocialIQA_qwen25_0_5b/model.safetensors.znn filter=lfs diff=lfs merge=lfs -text
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+ serl_SocialIQA_qwen25_0_5b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ serl_arce_qwen25_1_5b/model.safetensors.znn filter=lfs diff=lfs merge=lfs -text
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+ serl_arce_qwen25_1_5b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,65 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
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+ tags:
4
+ - serl
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+ - reinforcement-learning
6
+ - qwen2.5
7
+ - checkpoints
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+ ---
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+
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+ # SeRL Training Checkpoints
11
+
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+ Compressed checkpoints from SeRL (Self-Evolving Reinforcement Learning) experiments.
13
+ Files use **ZipNN lossless compression** (~33% smaller, transparent loading).
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+
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+ ## Quick Start
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+
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+ ```bash
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+ pip install zipnn huggingface_hub transformers
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+ ```
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+
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+ ```python
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+ # Enable ZipNN transparent loading
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+ from zipnn import zipnn_hf
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+ zipnn_hf()
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+
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+ from huggingface_hub import snapshot_download
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+
29
+ # Download specific checkpoint
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+ path = snapshot_download(
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+ "AshwinKM2005/serl-checkpoints",
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+ allow_patterns="serl_arce_qwen25_1_5b/huggingface/*"
33
+ )
34
+
35
+ # Load model (auto-decompresses .znn files)
36
+ model = AutoModelForCausalLM.from_pretrained(
37
+ f"{path}/serl_arce_qwen25_1_5b/huggingface/global_step200_hf"
38
+ )
39
+ ```
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+
41
+ ## Experiments
42
+
43
+ | Experiment | Base Model | Dataset |
44
+ |------------|-----------|---------|
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+ | serl_arcc_qwen25_0_5b | Qwen2.5-0.5B | ARC-Challenge |
46
+ | serl_ARC-c_qwen25_1_5b | Qwen2.5-1.5B | ARC-Challenge |
47
+ | serl_arce_qwen25_0_5b | Qwen2.5-0.5B | ARC-Easy |
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+ | serl_arce_qwen25_1_5b | Qwen2.5-1.5B | ARC-Easy |
49
+
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+ ## Structure
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+
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+ ```
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+ serl-checkpoints/
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+ ├── serl_arcc_qwen25_0_5b/
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+ │ ├── huggingface/global_step100_hf/
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+ │ └── deepspeed/global_step100/
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+ ├── serl_ARC-c_qwen25_1_5b/
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+ │ └── ...
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+ └── ...
60
+ ```
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+
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+ ## Compression
63
+
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+ Files ending in `.safetensors.znn` are ZipNN compressed.
65
+ The `zipnn_hf()` hook enables transparent loading.
serl_ARC-c_qwen25_1_5b/training_timing_stats.txt ADDED
@@ -0,0 +1,1466 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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serl_CodeMMLU_qwen25_0_5b/vocab.json ADDED
The diff for this file is too large to render. See raw diff
 
serl_DivLogicEval_qwen25_0_5b/added_tokens.json ADDED
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+ {
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+ "</tool_call>": 151658,
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+ "<tool_call>": 151657,
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+ "<|box_end|>": 151649,
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serl_DivLogicEval_qwen25_0_5b/chat_template.jinja ADDED
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+ {%- if tools %}
2
+ {{- '<|im_start|>system\n' }}
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+ {%- if messages[0]['role'] == 'system' %}
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+ {{- messages[0]['content'] }}
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+ {%- else %}
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+ {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
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+ {%- endif %}
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+ {{- "\n\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>" }}
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+ {%- for tool in tools %}
10
+ {{- "\n" }}
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+ {{- tool | tojson }}
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serl_DivLogicEval_qwen25_1_5b/vocab.json ADDED
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serl_GSM-MC_qwen25_1_5b/training_timing_stats.txt ADDED
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serl_JAMA_qwen25_0_5b/added_tokens.json ADDED
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+ {
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+ "</tool_call>": 151658,
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serl_JAMA_qwen25_0_5b/chat_template.jinja ADDED
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+ {%- if tools %}
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+ {{- '<|im_start|>system\n' }}
3
+ {%- if messages[0]['role'] == 'system' %}
4
+ {{- messages[0]['content'] }}
5
+ {%- else %}
6
+ {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
7
+ {%- endif %}
8
+ {{- "\n\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>" }}
9
+ {%- for tool in tools %}
10
+ {{- "\n" }}
11
+ {{- tool | tojson }}
12
+ {%- endfor %}
13
+ {{- "\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" }}
14
+ {%- else %}
15
+ {%- if messages[0]['role'] == 'system' %}
16
+ {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
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+ {%- else %}
18
+ {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
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+ {%- endif %}
20
+ {%- endif %}
21
+ {%- for message in messages %}
22
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
23
+ {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
24
+ {%- elif message.role == "assistant" %}
25
+ {{- '<|im_start|>' + message.role }}
26
+ {%- if message.content %}
27
+ {{- '\n' + message.content }}
28
+ {%- endif %}
29
+ {%- for tool_call in message.tool_calls %}
30
+ {%- if tool_call.function is defined %}
31
+ {%- set tool_call = tool_call.function %}
32
+ {%- endif %}
33
+ {{- '\n<tool_call>\n{"name": "' }}
34
+ {{- tool_call.name }}
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+ {{- '", "arguments": ' }}
36
+ {{- tool_call.arguments | tojson }}
37
+ {{- '}\n</tool_call>' }}
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+ {%- endfor %}
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+ {{- '<|im_end|>\n' }}
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+ {%- elif message.role == "tool" %}
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+ {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
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+ {{- '<|im_start|>user' }}
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+ {%- endif %}
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+ {{- '\n<tool_response>\n' }}
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+ {{- message.content }}
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+ {{- '\n</tool_response>' }}
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+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
48
+ {{- '<|im_end|>\n' }}
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+ {%- endif %}
50
+ {%- endif %}
51
+ {%- endfor %}
52
+ {%- if add_generation_prompt %}
53
+ {{- '<|im_start|>assistant\n' }}
54
+ {%- endif %}
serl_JAMA_qwen25_0_5b/config.json ADDED
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1
+ {
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+ "architectures": [
3
+ "Qwen2ForCausalLM"
4
+ ],
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+ "bos_token_id": 151643,
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+ "dtype": "bfloat16",
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+ "eos_token_id": 151645,
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+ "hidden_act": "silu",
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+ "initializer_range": 0.02,
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+ "intermediate_size": 4864,
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+ "layer_types": [
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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serl_JAMA_qwen25_0_5b/vocab.json ADDED
The diff for this file is too large to render. See raw diff
 
serl_JAMA_qwen25_1_5b/added_tokens.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "</tool_call>": 151658,
3
+ "<tool_call>": 151657,
4
+ "<|box_end|>": 151649,
5
+ "<|box_start|>": 151648,
6
+ "<|endoftext|>": 151643,
7
+ "<|file_sep|>": 151664,
8
+ "<|fim_middle|>": 151660,
9
+ "<|fim_pad|>": 151662,
10
+ "<|fim_prefix|>": 151659,
11
+ "<|fim_suffix|>": 151661,
12
+ "<|im_end|>": 151645,
13
+ "<|im_start|>": 151644,
14
+ "<|image_pad|>": 151655,
15
+ "<|object_ref_end|>": 151647,
16
+ "<|object_ref_start|>": 151646,
17
+ "<|quad_end|>": 151651,
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+ "<|quad_start|>": 151650,
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+ "<|repo_name|>": 151663,
20
+ "<|video_pad|>": 151656,
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+ "<|vision_end|>": 151653,
22
+ "<|vision_pad|>": 151654,
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+ "<|vision_start|>": 151652
24
+ }
serl_JAMA_qwen25_1_5b/chat_template.jinja ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {%- if tools %}
2
+ {{- '<|im_start|>system\n' }}
3
+ {%- if messages[0]['role'] == 'system' %}
4
+ {{- messages[0]['content'] }}
5
+ {%- else %}
6
+ {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
7
+ {%- endif %}
8
+ {{- "\n\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>" }}
9
+ {%- for tool in tools %}
10
+ {{- "\n" }}
11
+ {{- tool | tojson }}
12
+ {%- endfor %}
13
+ {{- "\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" }}
14
+ {%- else %}
15
+ {%- if messages[0]['role'] == 'system' %}
16
+ {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
17
+ {%- else %}
18
+ {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
19
+ {%- endif %}
20
+ {%- endif %}
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+ {%- for message in messages %}
22
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
23
+ {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
24
+ {%- elif message.role == "assistant" %}
25
+ {{- '<|im_start|>' + message.role }}
26
+ {%- if message.content %}
27
+ {{- '\n' + message.content }}
28
+ {%- endif %}
29
+ {%- for tool_call in message.tool_calls %}
30
+ {%- if tool_call.function is defined %}
31
+ {%- set tool_call = tool_call.function %}
32
+ {%- endif %}
33
+ {{- '\n<tool_call>\n{"name": "' }}
34
+ {{- tool_call.name }}
35
+ {{- '", "arguments": ' }}
36
+ {{- tool_call.arguments | tojson }}
37
+ {{- '}\n</tool_call>' }}
38
+ {%- endfor %}
39
+ {{- '<|im_end|>\n' }}
40
+ {%- elif message.role == "tool" %}
41
+ {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
42
+ {{- '<|im_start|>user' }}
43
+ {%- endif %}
44
+ {{- '\n<tool_response>\n' }}
45
+ {{- message.content }}
46
+ {{- '\n</tool_response>' }}
47
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
48
+ {{- '<|im_end|>\n' }}
49
+ {%- endif %}
50
+ {%- endif %}
51
+ {%- endfor %}
52
+ {%- if add_generation_prompt %}
53
+ {{- '<|im_start|>assistant\n' }}
54
+ {%- endif %}