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WizardCoder 15B V1.0 Sharded 8gb by alxxtexxr

 »  All LLMs  »  alxxtexxr  »  WizardCoder 15B V1.0 Sharded 8gb   URL Share it on

  18   
  Arxiv:2304.12244   Arxiv:2306.08568   Autotrain compatible   Codegen   Endpoints compatible   Gpt bigcode   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/alxxtexxr/WizardCoder-15B-V1.0-sharded-8gb 

WizardCoder 15B V1.0 Sharded 8gb Benchmarks

LLME Score: 0.10491
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
WizardCoder 15B V1.0 Sharded 8gb (alxxtexxr/WizardCoder-15B-V1.0-sharded-8gb)
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WizardCoder 15B V1.0 Sharded 8gb Parameters and Internals

Model Type 
text generation, code generation
Use Cases 
Areas:
academic research
Applications:
code generation, language model research
Primary Use Cases:
Code generation from instructions for programming tasks
Limitations:
Model outputs are influenced by uncontrollable randomness, hence accuracy cannot be guaranteed.
Considerations:
The content produced by WizardCoder is influenced by uncontrollable variables such as randomness and therefore, the accuracy of the output cannot be guaranteed.
Additional Notes 
Disclaimer: The project accepts no legal liability for the content of the model output.
Supported Languages 
Python (high proficiency), Java (moderate proficiency)
Training Details 
Data Volume:
78k evolved code instructions
Methodology:
Evol-Instruct method, fine-tuning on code-related instructions
Context Length:
2048
Model Architecture:
WizardCoder model architecture adapted from StarCoder
Input Output 
Input Format:
Structured according to Evol-Instruct methodology for coding tasks
Accepted Modalities:
text
Output Format:
Code solutions following a prompt
Performance Tips:
Inference may require tuning batch size, temperature, and max length for best results.
Release Notes 
Version:
15B-V1.0
Date:
Unknown
Notes:
Initial release of WizardCoder with 57.3 pass@1 score on HumanEval
LLM NameWizardCoder 15B V1.0 Sharded 8gb
Repository 🤗https://huggingface.co/alxxtexxr/WizardCoder-15B-V1.0-sharded-8gb 
Model Size15b
Required VRAM62.2 GB
Updated2024-09-28
Maintaineralxxtexxr
Model Typegpt_bigcode
Model Files  7.8 GB: 1-of-9   7.6 GB: 2-of-9   7.6 GB: 3-of-9   7.6 GB: 4-of-9   7.6 GB: 5-of-9   7.6 GB: 6-of-9   7.6 GB: 7-of-9   7.6 GB: 8-of-9   1.2 GB: 9-of-9
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licensebigscience-openrail-m
Model Max Length2048
Transformers Version4.31.0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49153
Torch Data Typefloat32
Activation Functiongelu

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Note: green Score (e.g. "73.2") means that the model is better than alxxtexxr/WizardCoder-15B-V1.0-sharded-8gb.

Rank the WizardCoder 15B V1.0 Sharded 8gb 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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