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Phi-1

by Microsoft
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Quick facts
VendorMicrosoft
Year launchedN/A
StatusActive
LocationN/A
Countries servedN/A
Languages1
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Free tierYES
Free trialNO
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About Phi-1

Phi-1 is a 1.3 billion parameter Transformer language model from Microsoft.

Phi-1 is a small language model (SLM) developed by Microsoft, featuring 1.3 billion parameters. It is specifically designed and trained for Python code generation. Its training data includes a curated mix of Python code from public datasets like The Stack, question-and-answer content from StackOverflow, and synthetic Python textbooks generated by GPT-3.5. Despite its relatively small size compared to larger LLMs, Phi-1 demonstrates strong performance on coding benchmarks, notably exceeding 50% accuracy on HumanEval. The model is intended for research purposes and as a starting point for code generation tasks, not for direct use in production environments. It is available on the Hugging Face platform and can be used with the Transformers library.

Pros & Cons

Pros
  • Highly specialized for Python code generation, leading to strong performance on relevant benchmarks.
  • Relatively small model size (1.3B parameters) compared to larger LLMs.
  • Openly available for research purposes on the Hugging Face platform.
  • Trained on a diverse and high-quality dataset including synthetic textbooks.
Cons
  • Intended for research and not suitable for production-level coding tasks without further testing.
  • Specialized focus on Python may limit its capabilities in other programming languages or general text generation.
  • Generated code should be reviewed carefully and treated as a starting point.

Features

Key features

Code Generation

Specialized in generating Python code from natural language descriptions.

Transformer Architecture

Built on a Transformer model with 1.3 billion parameters.

Specialized Training Data

Trained on Python code from The Stack, StackOverflow Q&A, and synthetic Python textbooks.

High Performance on Benchmarks

Achieves over 50% accuracy on the HumanEval benchmark for simple Python coding tasks.

Pricing

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Countries served
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Interface languages

English

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