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+ ---
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+ license: apache-2.0
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+ language:
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+ - en
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+ tags:
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+ - code-generation
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+ - documentation
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+ - text-to-code
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+ - rust
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+ - python
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+ - javascript
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+ - sparse-transformer
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+ pipeline_tag: text-generation
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+ inference: false
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+ ---
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+
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+ # Cofos Code Model (v1-logic)
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+
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+ **Cofos** is a logic- and coding-oriented decoder-only language model built on AMEFORGE's **SparseMind** architecture.
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+ It is specialized for code generation, docstring construction, and code explanation in Python, JavaScript, and Rust.
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+
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+ Developed by **AMEFORGE**.
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+
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+ ## Architecture & Parameters
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+ - **Architecture:** SparseMind v15 (dynamic neural type management, sparse attention, and sparse FFN)
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+ - **Parameters:** 12,793,477
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+ - **Hidden dimension:** 256
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+ - **Layers:** 6
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+ - **Context length:** 384 tokens
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+ - **Tokenizer:** Custom BPE Tokenizer (vocab size 8192) with atomic indents/operators/keywords
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+
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+ ## Training Details
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+ - Trained on **30,000,000+** procedurally generated programming templates on-the-fly.
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+ - Masked loss to learn code completion and documentation formatting.
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+ - Best Python syntax-validity on held-out validation: 79.7%
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+
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+ ## How to use
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+ ```python
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+ import torch
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+ import sentencepiece as spm
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+
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+ # Load checkpoint
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+ ckpt = torch.load("cofos_best.pt", map_location="cpu")
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+ cfg_dict = ckpt["config"]
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+
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+ # Instantiate model architecture
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+ # model = SparseMind(Config(**cfg_dict))
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+ # model.load_state_dict(ckpt["model"])
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+ # model.eval()
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+ ```