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Model: anakin87/LFM2-2.6B-mr-tictactoe 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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- anakin87/LFM2-2.6B-ttt-rl-merged
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library_name: transformers
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tags:
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- rl
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- cispo
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- tictactoe
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- rlvr
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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-mr-tictactoe
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A 2.6B parameter model that plays near-perfect Tic Tac Toe, outperforming `openai/gpt-5-mini` on this task.
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Built from [LiquidAI/LFM2-2.6B](https://huggingface.co/LiquidAI/LFM2-2.6B) through a full training pipeline: Supervised Fine-Tuning on synthetic data, followed by two rounds of Reinforcement Learning (CISPO) in a verifiable Tic Tac Toe environment.
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This model was developed as part of 🎓 **[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).
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🤗🕹️ **[Play against Mr. Tic Tac Toe](https://huggingface.co/spaces/anakin87/LFM2-2.6B-mr-tictactoe)**
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## Training pipeline
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| Step | Model | Method |
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|------|-------|--------|
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| 1. SFT warm-up | [anakin87/LFM2-2.6B-ttt-sft](https://huggingface.co/anakin87/LFM2-2.6B-ttt-sft) | SFT on 174 synthetic games from `gpt-5-mini` |
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| 2. RL round 1 | [anakin87/LFM2-2.6B-ttt-rl](https://huggingface.co/anakin87/LFM2-2.6B-ttt-rl) + [merged](https://huggingface.co/anakin87/LFM2-2.6B-ttt-rl-merged) | CISPO, 600 steps, opponents at 20-70% random |
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| 3. RL round 2 | [anakin87/LFM2-2.6B-ttt-rl-2](https://huggingface.co/anakin87/LFM2-2.6B-ttt-rl-2) + this model | CISPO, 400 steps, opponents at 0-25% random, temp 1.25 |
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## Evaluation
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100 games per setting. The model plays as X (first mover) against a Minimax-based opponent.
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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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| openai/gpt-5-mini | 90 | 9 | 1 | 100 | 0 |
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| LiquidAI/LFM2-2.6B | 40 | 11 | 49 | 27.8 | 40 |
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| **anakin87/LFM2-2.6B-mr-tictactoe** | **90** | **10** | **0** | **100** | **0** |
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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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| openai/gpt-5-mini | 0 | 76 | 24 | 100 | 0 |
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| LiquidAI/LFM2-2.6B | 0 | 11 | 89 | 24.7 | 43 |
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| **anakin87/LFM2-2.6B-mr-tictactoe** | **0** | **97** | **3** | **99.8** | **0** |
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## Training details
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- **Algorithm:** CISPO (two rounds), using [Verifiers](https://github.com/PrimeIntellect-ai/verifiers) RLTrainer
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- **Environment:** [anakin87/tictactoe](https://app.primeintellect.ai/dashboard/environments/anakin87/tictactoe) (Verifiers environment)
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- **LoRA rank:** 8
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- **Hardware:** 2x NVIDIA RTX Pro 6000 (round 1), 2x NVIDIA H200 (round 2)
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- **Training time:** ~8 hours per round
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- **W&B project:** [LFM2-2.6B Tic Tac Toe](https://wandb.ai/stefanofiorucci/LFM2-2.6B%20Tic%20Tac%20Toe/table)
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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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],
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"block_multiple_of": 256,
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"block_out_init_scale": 1.0,
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"block_use_swiglu": true,
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"conv",
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"conv",
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"full_attention",
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"full_attention",
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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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}
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||||
23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<|startoftext|>",
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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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|
||||
}
|
||||
}
|
||||
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