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Model: l3lab/ntp-mathlib-context-deepseek-coder-1.3b Source: Original Platform
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.gitattributes
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60
README.md
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README.md
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---
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license: mit
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---
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## [miniCTX: Neural Theorem Proving with (Long-)Contexts]()
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File-tuned context model from [miniCTX: Neural Theorem Proving with
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(Long-)Contexts]().
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- Base language model: `deepseek-ai/deepseek-coder-1.3b-base`
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- Data: [ntp-mathlib-instruct-context](https://huggingface.co/datasets/l3lab/ntp-mathlib-instruct-context)
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It is specifically finetuned for Lean 4 tactic prediction given proof states and optional file contexts.
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#### Performance
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Please see our paper.
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#### Example input
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```
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/- You are proving a theorem in Lean 4.
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You are given the following information:
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- The file contents up to the current tactic, inside [CTX]...[/CTX]
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- The current proof state, inside [STATE]...[/STATE]
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Your task is to generate the next tactic in the proof.
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Put the next tactic inside [TAC]...[/TAC]
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-/
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[CTX]
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import Mathlib.Data.Nat.Prime
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theorem test_thm (m n : Nat) (h : m.Coprime n) : m.gcd n = 1 := by
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[/CTX]
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[STATE]
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m n : ℕ
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h : Nat.Coprime m n
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⊢ Nat.gcd m n = 1
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[/STATE]
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[TAC]
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```
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#### Example output
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```
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rw [Nat.Coprime] at h
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[/TAC]
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```
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#### Citation
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Please cite:
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```
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@misc{hu2024minictx,
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title={miniCTX: Neural Theorem Proving with (Long-)Contexts},
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author={Jiewen Hu and Thomas Zhu and Sean Welleck},
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year={2024},
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eprint={2408.03350},
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archivePrefix={arXiv},
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primaryClass={cs.AI},
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url={https://arxiv.org/abs/2408.03350},
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}
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```
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config.json
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config.json
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{
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"_name_or_path": "deepseek-ai/deepseek-coder-1.3b-base",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 32013,
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"eos_token_id": 32014,
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"hidden_act": "silu",
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"hidden_size": 2048,
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"initializer_range": 0.02,
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"intermediate_size": 5504,
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"max_position_embeddings": 16384,
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"model_type": "llama",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"num_key_value_heads": 16,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-06,
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"rope_scaling": {
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"factor": 4.0,
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"type": "linear"
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},
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"rope_theta": 100000,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.38.2",
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"use_cache": true,
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"vocab_size": 32256
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}
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generation_config.json
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 32013,
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"eos_token_id": 32014,
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"transformers_version": "4.38.2"
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}
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3
pytorch_model.bin
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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size 2693014838
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special_tokens_map.json
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special_tokens_map.json
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tokenizer.json
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tokenizer.json
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tokenizer_config.json
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}
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