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Wavecoder Ultra 6.7B by microsoft

 »  All LLMs  »  microsoft  »  Wavecoder Ultra 6.7B   URL Share it on

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  Arxiv:2312.14187   Autotrain compatible   Code   Codegen   Conversational   Dataset:humaneval   En   Endpoints compatible   Llama   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/microsoft/wavecoder-ultra-6.7b 

Wavecoder Ultra 6.7B Benchmarks

LLME Score: 0.21538
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Wavecoder Ultra 6.7B (microsoft/wavecoder-ultra-6.7b)

Wavecoder Ultra 6.7B Parameters and Internals

Model Type 
text generation, code generation, code summary, code translation, code repair
Use Cases 
Areas:
research, commercial applications
Applications:
code generation, code summary, code translation, code repair
Primary Use Cases:
coding domain problem-solving
Additional Notes 
WaveCoder models are trained on synthetic data generated by OpenAI models.
Supported Languages 
en (English)
Training Details 
Data Sources:
code-search-net data
Methodology:
generator-discriminator framework based on LLMs
Release Notes 
Date:
2024/04/10
Notes:
WaveCoder repo and models released at HuggingFace.
Date:
2023/12/26
Notes:
WaveCoder paper released.
LLM NameWavecoder Ultra 6.7B
Repository 🤗https://huggingface.co/microsoft/wavecoder-ultra-6.7b 
Model Size6.7b
Required VRAM27 GB
Updated2025-02-22
Maintainermicrosoft
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   7.2 GB: 3-of-3
Supported Languagesen
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licensemit
Context Length16384
Model Max Length16384
Transformers Version4.34.1
Tokenizer ClassLlamaTokenizer
Padding Token<｜end▁of▁sentence｜>
Vocabulary Size32023
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than microsoft/wavecoder-ultra-6.7b.

Rank the Wavecoder Ultra 6.7B Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227
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