WizardCoder-Python-34B-V1.0

WizardCoder-Python-34B-V1.0

WizardLMTeam

WizardCoder-Python-34B-V1.0: A powerful code-focused LLM achieving 73.2% pass@1 on HumanEval, surpassing GPT-4 (Mar 2023). Built on Llama2 architecture.

PropertyValue
Model Size34B parameters
LicenseLlama2
PaperWizardCoder Paper
HumanEval Score73.2% pass@1

What is WizardCoder-Python-34B-V1.0?

WizardCoder-Python-34B-V1.0 is a state-of-the-art code generation language model built on the Llama2 architecture. It represents a significant advancement in AI-powered code generation, achieving remarkable performance that surpasses early versions of GPT-4 and competing with leading commercial models.

Implementation Details

The model implements the Evol-Instruct methodology for code generation, utilizing a 34B parameter architecture. It uses a specific prompt format for instruction-following and can be accessed through the Hugging Face Transformers library.

  • Built on Llama2 architecture
  • Implements text-generation-inference for optimal performance
  • Supports both code completion and generation tasks
  • Uses specialized instruction-following format

Core Capabilities

  • 73.2% pass@1 on HumanEval benchmark
  • 64.6% pass@1 on HumanEval-Plus
  • 73.2% pass@1 on MBPP
  • 59.9% pass@1 on MBPP-Plus
  • Surpasses GPT-4 (March 2023) performance on code generation tasks

Frequently Asked Questions

Q: What makes this model unique?

WizardCoder-Python-34B-V1.0 stands out for its exceptional performance on code-related benchmarks, achieving scores that compete with or surpass major commercial models while maintaining open-source availability under the Llama2 license.

Q: What are the recommended use cases?

The model excels at Python code generation, completion, and problem-solving tasks. It's particularly well-suited for software development assistance, code review, and automated programming tasks that require high accuracy and reliability.

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