初始化项目，由ModelHub XC社区提供模型
Model: anakin87/LFM2-2.6B-ttt-sft Source: Original Platform
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README.md
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README.md
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---
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license: other
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license_name: lfm1.0
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license_link: https://www.liquid.ai/legal/lfm-license
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base_model:
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- LiquidAI/LFM2-2.6B
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datasets:
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- anakin87/tictactoe-filtered
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library_name: transformers
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tags:
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- sft
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- tictactoe
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pipeline_tag: text-generation
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language:
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- en
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---
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# LFM2-2.6B-ttt-sft
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Supervised Fine-Tuning checkpoint of [LiquidAI/LFM2-2.6B](https://huggingface.co/LiquidAI/LFM2-2.6B) for Tic Tac Toe.
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The goal of this SFT warm-up was to teach the model the correct output format and valid move syntax, before applying Reinforcement Learning. The model is not a strong player at this stage.
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This is an intermediate checkpoint from 🎓 **[LLM RL Environments Lil Course](https://github.com/anakin87/llm-rl-environments-lil-course)**, a hands-on course on building RL environments for Language Models, where models learn from rewards, not examples. It walks through the full process of turning a small open model into a specialist that outperforms a large proprietary one on a specific task (Tic Tac Toe). The final model is [anakin87/LFM2-2.6B-mr-tictactoe](https://huggingface.co/anakin87/LFM2-2.6B-mr-tictactoe).
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🤗🕹️ **[Play against the final model](https://huggingface.co/spaces/anakin87/LFM2-2.6B-mr-tictactoe)**
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## Training
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- **Method:** SFT with [PRIME-RL](https://docs.primeintellect.ai/prime-rl)
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- **Dataset:** [anakin87/tictactoe-filtered](https://huggingface.co/datasets/anakin87/tictactoe-filtered) (174 examples, ~5.5 epochs)
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- **Steps:** 30, batch size 32, lr 1e-5, seq_len 700
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- **Hardware:** NVIDIA RTX Pro 6000 96GB (~5 min)
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## Evaluation
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100 games per setting.
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| **Model vs random opponent** | **% Wins** | **% Draws** | **% Losses** | **% Follows format** | **% Games w invalid moves** |
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|------------------------------|------------|-------------|--------------|----------------------|---------------------|
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| LiquidAI/LFM2-2.6B | 40 | 11 | 49 | 27.8 | 40 |
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| **anakin87/LFM2-2.6B-ttt-sft** | **74** | **13** | **13** | **99.8** | **11** |
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| | | | | | |
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| **Model vs optimal opponent** | **% Wins** | **% Draws** | **% Losses** | **% Follows format** | **% Games w invalid moves** |
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| LiquidAI/LFM2-2.6B | 0 | 11 | 89 | 24.7 | 43 |
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| **anakin87/LFM2-2.6B-ttt-sft** | **0** | **52** | **48** | **99** | **14** |
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Format following jumped from <30% to 99%. Gameplay strategy improved as a side effect.
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chat_template.jinja
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chat_template.jinja
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{{- bos_token -}}{%- set system_prompt = "" -%}{%- set ns = namespace(system_prompt="") -%}{%- if messages[0]["role"] == "system" -%} {%- set ns.system_prompt = messages[0]["content"] -%} {%- set messages = messages[1:] -%}{%- endif -%}{%- if tools -%} {%- set ns.system_prompt = ns.system_prompt + ("
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" if ns.system_prompt else "") + "List of tools: <|tool_list_start|>[" -%} {%- for tool in tools -%} {%- if tool is not string -%} {%- set tool = tool | tojson -%} {%- endif -%} {%- set ns.system_prompt = ns.system_prompt + tool -%} {%- if not loop.last -%} {%- set ns.system_prompt = ns.system_prompt + ", " -%} {%- endif -%} {%- endfor -%} {%- set ns.system_prompt = ns.system_prompt + "]<|tool_list_end|>" -%}{%- endif -%}{%- if ns.system_prompt -%} {{- "<|im_start|>system
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" + ns.system_prompt + "<|im_end|>
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" -}}{%- endif -%}{%- for message in messages -%} {{- "<|im_start|>" + message["role"] + "
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" -}} {%- set content = message["content"] -%} {%- if content is not string -%} {%- set content = content | tojson -%} {%- endif -%} {%- if message["role"] == "tool" -%} {%- set content = "<|tool_response_start|>" + content + "<|tool_response_end|>" -%} {%- endif -%} {{- content + "<|im_end|>
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" -}}{%- endfor -%}{%- if add_generation_prompt -%} {{- "<|im_start|>assistant
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" -}}{%- endif -%}
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config.json
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config.json
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{
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"architectures": [
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"Lfm2ForCausalLM"
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"block_use_swiglu": true,
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"block_use_xavier_init": true,
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"conv",
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"full_attention",
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"tie_embedding": true,
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"use_grouped_mm": true,
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"use_pos_enc": true,
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"vocab_size": 65536
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}
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generation_config.json
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}
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||||
17
special_tokens_map.json
Normal file
17
special_tokens_map.json
Normal file
@@ -0,0 +1,17 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<|startoftext|>",
|
||||
"lstrip": false,
|
||||
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|
||||
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|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
},
|
||||
"pad_token": "<|im_end|>"
|
||||
}
|
||||
323812
tokenizer.json
Normal file
323812
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
4078
tokenizer_config.json
Normal file
4078
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user