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Upload Checkmate model

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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ library_name: transformers
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+ pipeline_tag: text-generation
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+ tags:
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+ - chess
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+ - gpt_neox
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+ - pythia
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+ ---
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+
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+ # Checkmate-5M
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+
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+ A tiny chess move model built for the [Chess LLM Arena](https://huggingface.co/spaces/mlabonne/chessllm).
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+
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+ - **Architecture:** Pythia / GPT-NeoX (6 layers, hidden size 128, 4 heads), trained from scratch.
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+ - **Parameters:** 4.8M
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+ - **Tokenizer:** move-level chess tokenizer: one token per SAN move (without `+`/`#`), plus the
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+ move-number prompt `1.` and single SAN characters. Every legal SAN move is a single token.
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+ - **Training:** the move-selection policy was optimized with reinforcement learning (policy
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+ gradient) on millions of simulated games against the models at the top of the arena
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+ leaderboard, then distilled into the network.
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+ - **Best used as White.**
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+
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+ ## Usage in the arena
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+
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+ Type `DedeProGames/Checkmate-5M` as the **White** model in the arena and press *Fight!*.
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+
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+ ## Usage with transformers + outlines
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+
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+ ```python
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+ import chess, re
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+ import outlines.models as models
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+ from outlines import generate
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+
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+ model = models.transformers("DedeProGames/Checkmate-5M")
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+ board = chess.Board()
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+ legal = "|".join(re.escape(re.sub(r"[+#]", "", board.san(m))) for m in board.legal_moves)
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+ print(generate.regex(model, legal)("1."))
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+ ```
config.json ADDED
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+ {
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+ "architectures": [
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+ "GPTNeoXForCausalLM"
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+ ],
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+ "attention_bias": true,
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 1,
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+ "classifier_dropout": 0.1,
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+ "eos_token_id": 1,
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+ "hidden_act": "gelu",
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+ "hidden_dropout": 0.0,
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+ "hidden_size": 128,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 512,
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+ "layer_norm_eps": 1e-05,
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+ "max_position_embeddings": 64,
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+ "model_type": "gpt_neox",
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+ "num_attention_heads": 4,
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+ "num_hidden_layers": 6,
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+ "pad_token_id": 0,
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+ "partial_rotary_factor": 0.25,
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+ "rope_scaling": null,
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+ "rope_theta": 10000,
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+ "rotary_emb_base": 10000,
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+ "rotary_pct": 0.25,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.48.0",
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+ "use_cache": true,
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+ "use_parallel_residual": true,
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+ "vocab_size": 14035
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+ }
generation_config.json ADDED
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+ {
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+ "_from_model_config": true,
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+ "eos_token_id": 1,
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+ "pad_token_id": 0,
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+ "transformers_version": "4.48.0"
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+ }
model.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:c8ab062edf361152ea8ec17b26f6332215458dcf56ea80d1b75b4eeacdf90df7
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+ size 19139888
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+ }
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tokenizer.json ADDED
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tokenizer_config.json ADDED
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+ "clean_up_tokenization_spaces": false,
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+ "eos_token": "<eos>",
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+ "pad_token": "<pad>",
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+ "tokenizer_class": "PreTrainedTokenizerFast",
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+ "unk_token": "<unk>"
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+ }