constructai/phi-1.0-coder

📈 In development!

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🐍 phi-1.0-coder

Phi 1.0 Coder – fine-tuned from microsoft/Phi-3.5-mini-instruct on 50,000 Python examples from the ronantakizawa/github-top-code dataset.

This model is designed to generate clean, efficient Python code based on English instructions. It is not multilingual – it expects English prompts and produces code with English comments.

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🚀 Key Features

• Compact & Fast – only 3.8B parameters, runs on consumer GPUs (RTX 3060 and above).
• Specialized for Python – trained on real‑world Python files from open‑source repositories.
• Optimized with Unsloth – 2–3x faster training and lower memory usage thanks to Unsloth.
• Easy to use – supports standard ChatML conversation format.

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📊 Benchmarks

⚠️ Values will be added after evaluation.
The original Phi-3.5-mini-instruct scores around 62.8% on HumanEval. This model aims to excel specifically in Python tasks.

Benchmark	Pass@1 (%)
HumanEval	XX.X
MBPP	XX.X

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🧠 How to Use

Installation

pip install transformers accelerate

Code Generation Example

from transformers import pipeline

# Load the model (this will take 1-2 minutes)
pipe = pipeline("text-generation", model="constructai/phi-1.0-coder")

# Testing with a simple request
prompt = "def is_prime(n):"
output = pipe(prompt, max_new_tokens=100, temperature=0.2)[0]['generated_text']
print(output)

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📜 License

This model is released under the MIT license (same as the original Phi-3.5). You are free to use, modify, and distribute it, including for commercial purposes.

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✍️ Author

Created by constructai If you like this model, please like it and share your feedback!

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