tpircsc/phi-4-mini-it-thinking-function_calling-V0
Browse files- .gitattributes +1 -0
- README.md +58 -0
- adapter_config.json +39 -0
- adapter_model.safetensors +3 -0
- added_tokens.json +22 -0
- merges.txt +0 -0
- runs/Mar08_11-01-45_73395bf95eb3/events.out.tfevents.1741431751.73395bf95eb3.5060.0 +3 -0
- special_tokens_map.json +36 -0
- tokenizer.json +3 -0
- tokenizer_config.json +204 -0
- training_args.bin +3 -0
- vocab.json +0 -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
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---
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+
base_model: microsoft/Phi-4-mini-instruct
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library_name: transformers
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model_name: phi-4-mini-it-thinking-function_calling-V0
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tags:
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- generated_from_trainer
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- trl
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- sft
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licence: license
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---
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# Model Card for phi-4-mini-it-thinking-function_calling-V0
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This model is a fine-tuned version of [microsoft/Phi-4-mini-instruct](https://huggingface.co/microsoft/Phi-4-mini-instruct).
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It has been trained using [TRL](https://github.com/huggingface/trl).
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## Quick start
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```python
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from transformers import pipeline
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question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
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generator = pipeline("text-generation", model="tpircsc/phi-4-mini-it-thinking-function_calling-V0", device="cuda")
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output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
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print(output["generated_text"])
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```
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## Training procedure
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This model was trained with SFT.
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### Framework versions
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- TRL: 0.15.2
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- Transformers: 4.49.0
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- Pytorch: 2.5.1+cu124
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- Datasets: 3.3.2
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- Tokenizers: 0.21.0
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## Citations
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Cite TRL as:
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```bibtex
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@misc{vonwerra2022trl,
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| 51 |
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title = {{TRL: Transformer Reinforcement Learning}},
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| 52 |
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author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallouédec},
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| 53 |
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year = 2020,
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| 54 |
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journal = {GitHub repository},
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| 55 |
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publisher = {GitHub},
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| 56 |
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howpublished = {\url{https://github.com/huggingface/trl}}
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| 57 |
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}
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```
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adapter_config.json
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@@ -0,0 +1,39 @@
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{
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"alpha_pattern": {},
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| 3 |
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"auto_mapping": null,
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| 4 |
+
"base_model_name_or_path": "microsoft/Phi-4-mini-instruct",
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| 5 |
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"bias": "none",
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| 6 |
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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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| 9 |
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"inference_mode": true,
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| 10 |
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"init_lora_weights": true,
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| 11 |
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"layer_replication": null,
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"layers_pattern": null,
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| 13 |
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"layers_to_transform": null,
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| 14 |
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"loftq_config": {},
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| 15 |
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"lora_alpha": 64,
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| 16 |
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"lora_bias": false,
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| 17 |
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"lora_dropout": 0.05,
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| 18 |
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"megatron_config": null,
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| 19 |
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"megatron_core": "megatron.core",
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| 20 |
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"modules_to_save": null,
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| 21 |
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"peft_type": "LORA",
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| 22 |
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"r": 16,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"gate_proj",
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"k_proj",
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"down_proj",
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"up_proj",
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"o_proj",
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"v_proj",
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"embed_tokens",
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"q_proj",
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"lm_head"
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],
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"task_type": "CAUSAL_LM",
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| 37 |
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"use_dora": false,
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| 38 |
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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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size 2519746832
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added_tokens.json
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"<|user|>": 200021
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}
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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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runs/Mar08_11-01-45_73395bf95eb3/events.out.tfevents.1741431751.73395bf95eb3.5060.0
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version https://git-lfs.github.com/spec/v1
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size 36846
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special_tokens_map.json
ADDED
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{
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},
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| 34 |
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| 35 |
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| 36 |
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:b3ba28fcbeb095731859469f3fb1419742a2fea50d727f5352ffc4505c0e6dde
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size 15525957
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tokenizer_config.json
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{
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"add_bos_token": false,
|
| 3 |
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"add_eos_token": false,
|
| 4 |
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"add_prefix_space": false,
|
| 5 |
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| 6 |
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"199999": {
|
| 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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|
| 12 |
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"special": true
|
| 13 |
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},
|
| 14 |
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"200018": {
|
| 15 |
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"content": "<|endofprompt|>",
|
| 16 |
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"lstrip": false,
|
| 17 |
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"normalized": false,
|
| 18 |
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|
| 19 |
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"single_word": false,
|
| 20 |
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"special": true
|
| 21 |
+
},
|
| 22 |
+
"200019": {
|
| 23 |
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"content": "<|assistant|>",
|
| 24 |
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"lstrip": false,
|
| 25 |
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"normalized": false,
|
| 26 |
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"rstrip": true,
|
| 27 |
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|
| 28 |
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"special": true
|
| 29 |
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},
|
| 30 |
+
"200020": {
|
| 31 |
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"content": "<|end|>",
|
| 32 |
+
"lstrip": false,
|
| 33 |
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"normalized": false,
|
| 34 |
+
"rstrip": true,
|
| 35 |
+
"single_word": false,
|
| 36 |
+
"special": true
|
| 37 |
+
},
|
| 38 |
+
"200021": {
|
| 39 |
+
"content": "<|user|>",
|
| 40 |
+
"lstrip": false,
|
| 41 |
+
"normalized": false,
|
| 42 |
+
"rstrip": true,
|
| 43 |
+
"single_word": false,
|
| 44 |
+
"special": true
|
| 45 |
+
},
|
| 46 |
+
"200022": {
|
| 47 |
+
"content": "<|system|>",
|
| 48 |
+
"lstrip": false,
|
| 49 |
+
"normalized": false,
|
| 50 |
+
"rstrip": true,
|
| 51 |
+
"single_word": false,
|
| 52 |
+
"special": true
|
| 53 |
+
},
|
| 54 |
+
"200023": {
|
| 55 |
+
"content": "<|tool|>",
|
| 56 |
+
"lstrip": false,
|
| 57 |
+
"normalized": false,
|
| 58 |
+
"rstrip": true,
|
| 59 |
+
"single_word": false,
|
| 60 |
+
"special": false
|
| 61 |
+
},
|
| 62 |
+
"200024": {
|
| 63 |
+
"content": "<|/tool|>",
|
| 64 |
+
"lstrip": false,
|
| 65 |
+
"normalized": false,
|
| 66 |
+
"rstrip": true,
|
| 67 |
+
"single_word": false,
|
| 68 |
+
"special": false
|
| 69 |
+
},
|
| 70 |
+
"200025": {
|
| 71 |
+
"content": "<|tool_call|>",
|
| 72 |
+
"lstrip": false,
|
| 73 |
+
"normalized": false,
|
| 74 |
+
"rstrip": true,
|
| 75 |
+
"single_word": false,
|
| 76 |
+
"special": false
|
| 77 |
+
},
|
| 78 |
+
"200026": {
|
| 79 |
+
"content": "<|/tool_call|>",
|
| 80 |
+
"lstrip": false,
|
| 81 |
+
"normalized": false,
|
| 82 |
+
"rstrip": true,
|
| 83 |
+
"single_word": false,
|
| 84 |
+
"special": false
|
| 85 |
+
},
|
| 86 |
+
"200027": {
|
| 87 |
+
"content": "<|tool_response|>",
|
| 88 |
+
"lstrip": false,
|
| 89 |
+
"normalized": false,
|
| 90 |
+
"rstrip": true,
|
| 91 |
+
"single_word": false,
|
| 92 |
+
"special": false
|
| 93 |
+
},
|
| 94 |
+
"200028": {
|
| 95 |
+
"content": "<|tag|>",
|
| 96 |
+
"lstrip": false,
|
| 97 |
+
"normalized": false,
|
| 98 |
+
"rstrip": true,
|
| 99 |
+
"single_word": false,
|
| 100 |
+
"special": true
|
| 101 |
+
},
|
| 102 |
+
"200029": {
|
| 103 |
+
"content": "<pad>",
|
| 104 |
+
"lstrip": false,
|
| 105 |
+
"normalized": false,
|
| 106 |
+
"rstrip": false,
|
| 107 |
+
"single_word": false,
|
| 108 |
+
"special": true
|
| 109 |
+
},
|
| 110 |
+
"200030": {
|
| 111 |
+
"content": "<tools>",
|
| 112 |
+
"lstrip": false,
|
| 113 |
+
"normalized": false,
|
| 114 |
+
"rstrip": false,
|
| 115 |
+
"single_word": false,
|
| 116 |
+
"special": true
|
| 117 |
+
},
|
| 118 |
+
"200031": {
|
| 119 |
+
"content": "</tools>",
|
| 120 |
+
"lstrip": false,
|
| 121 |
+
"normalized": false,
|
| 122 |
+
"rstrip": false,
|
| 123 |
+
"single_word": false,
|
| 124 |
+
"special": true
|
| 125 |
+
},
|
| 126 |
+
"200032": {
|
| 127 |
+
"content": "<think>",
|
| 128 |
+
"lstrip": false,
|
| 129 |
+
"normalized": false,
|
| 130 |
+
"rstrip": false,
|
| 131 |
+
"single_word": false,
|
| 132 |
+
"special": true
|
| 133 |
+
},
|
| 134 |
+
"200033": {
|
| 135 |
+
"content": "</think>",
|
| 136 |
+
"lstrip": false,
|
| 137 |
+
"normalized": false,
|
| 138 |
+
"rstrip": false,
|
| 139 |
+
"single_word": false,
|
| 140 |
+
"special": true
|
| 141 |
+
},
|
| 142 |
+
"200034": {
|
| 143 |
+
"content": "<tool_call>",
|
| 144 |
+
"lstrip": false,
|
| 145 |
+
"normalized": false,
|
| 146 |
+
"rstrip": false,
|
| 147 |
+
"single_word": false,
|
| 148 |
+
"special": true
|
| 149 |
+
},
|
| 150 |
+
"200035": {
|
| 151 |
+
"content": "</tool_call>",
|
| 152 |
+
"lstrip": false,
|
| 153 |
+
"normalized": false,
|
| 154 |
+
"rstrip": false,
|
| 155 |
+
"single_word": false,
|
| 156 |
+
"special": true
|
| 157 |
+
},
|
| 158 |
+
"200036": {
|
| 159 |
+
"content": "<tool_reponse>",
|
| 160 |
+
"lstrip": false,
|
| 161 |
+
"normalized": false,
|
| 162 |
+
"rstrip": false,
|
| 163 |
+
"single_word": false,
|
| 164 |
+
"special": true
|
| 165 |
+
},
|
| 166 |
+
"200037": {
|
| 167 |
+
"content": "</tool_reponse>",
|
| 168 |
+
"lstrip": false,
|
| 169 |
+
"normalized": false,
|
| 170 |
+
"rstrip": false,
|
| 171 |
+
"single_word": false,
|
| 172 |
+
"special": true
|
| 173 |
+
},
|
| 174 |
+
"200038": {
|
| 175 |
+
"content": "<eos>",
|
| 176 |
+
"lstrip": false,
|
| 177 |
+
"normalized": false,
|
| 178 |
+
"rstrip": false,
|
| 179 |
+
"single_word": false,
|
| 180 |
+
"special": true
|
| 181 |
+
}
|
| 182 |
+
},
|
| 183 |
+
"additional_special_tokens": [
|
| 184 |
+
"<tools>",
|
| 185 |
+
"</tools>",
|
| 186 |
+
"<think>",
|
| 187 |
+
"</think>",
|
| 188 |
+
"<tool_call>",
|
| 189 |
+
"</tool_call>",
|
| 190 |
+
"<tool_reponse>",
|
| 191 |
+
"</tool_reponse>",
|
| 192 |
+
"<pad>",
|
| 193 |
+
"<eos>"
|
| 194 |
+
],
|
| 195 |
+
"bos_token": "<|endoftext|>",
|
| 196 |
+
"chat_template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{{ '<start_of_turn>' + message['role'] + '\n' + message['content'] | trim + '<end_of_turn><eos>\n' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model\n'}}{% endif %}",
|
| 197 |
+
"clean_up_tokenization_spaces": false,
|
| 198 |
+
"eos_token": "<|endoftext|>",
|
| 199 |
+
"extra_special_tokens": {},
|
| 200 |
+
"model_max_length": 131072,
|
| 201 |
+
"pad_token": "<pad>",
|
| 202 |
+
"tokenizer_class": "GPT2Tokenizer",
|
| 203 |
+
"unk_token": "<|endoftext|>"
|
| 204 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f88d8e1e94b68ee14fd1ac639f1e3c2d9831ab942483f1651b812349959da896
|
| 3 |
+
size 5624
|
vocab.json
ADDED
|
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|
|
|