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OpenMath CodeLlama 13B Python Hf by nvidia

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OpenMath CodeLlama 13B Python Hf is an open-source language model by nvidia. Features: 13b LLM, VRAM: 26GB, Context: 16K, License: llama2, Code Generating, LLM Explorer Score: 0.12.

  Arxiv:2402.10176 Base model:codellama/codellama... Base model:finetune:codellama/...   Code   Codegen Dataset:nvidia/openmathinstruc...   En   Endpoints compatible   Llama   Math   Nvidia   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/nvidia/OpenMath-CodeLlama-13b-Python-hf 

OpenMath CodeLlama 13B Python Hf Benchmarks

LLME Score: 0.11566
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
OpenMath CodeLlama 13B Python Hf (nvidia/OpenMath-CodeLlama-13b-Python-hf)
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OpenMath CodeLlama 13B Python Hf Parameters and Internals

Model Type 
mathematical problem solving, text-based reasoning, Python code execution
Use Cases 
Areas:
research, commercial applications
Primary Use Cases:
solve mathematical problems, integrate text-based reasoning with code execution
Additional Notes 
The model solves mathematical problems by integrating text-based reasoning with code blocks executed by Python interpreter. A pipeline is fully open-sourced.
Supported Languages 
en (Proficient)
Training Details 
Data Sources:
nvidia/OpenMathInstruct-1
Data Volume:
1.8M problem-solution pairs
Methodology:
Trained using a math instruction tuning dataset generated with Mixtral-8x7B model.
LLM NameOpenMath CodeLlama 13B Python Hf
Repository 🤗https://huggingface.co/nvidia/OpenMath-CodeLlama-13b-Python-hf 
Base Model(s)  CodeLlama 13B Python Hf   codellama/CodeLlama-13b-Python-hf
Model Size13b
Required VRAM26 GB
Updated2026-05-09
Maintainernvidia
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Supported Languagesen
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length16384
Model Max Length16384
Transformers Version4.37.2
Tokenizer ClassCodeLlamaTokenizer
Vocabulary Size32000
Torch Data Typebfloat16

Quantized Models of the OpenMath CodeLlama 13B Python Hf

Model
Likes
Downloads
VRAM
...th CodeLlama 13B Python Hf AWQ0117 GB

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NexusRaven V2 13B16K / 26 GB80470
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CodeLlama 13B Hf16K / 26 GB2455117
CodeLlama 13B Instruct Hf16K / 26 GB286128
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CodeLlama 13B Hf16K / 26 GB11610
Note: green Score (e.g. "73.2") means that the model is better than nvidia/OpenMath-CodeLlama-13b-Python-hf.

Rank the OpenMath CodeLlama 13B Python Hf 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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