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Python Code 13B by ajibawa-2023

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  Autotrain compatible   Code Dataset:ajibawa-2023/python-co...   En   Endpoints compatible   Llama   Pytorch   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/ajibawa-2023/Python-Code-13B 

Python Code 13B Benchmarks

ARC: 58.79 vs 96.7 (so35)-39.2%
HellaSwag: 81.66 vs 95.3 (gpt4)-14.3%
MMLU: 54.78 vs 88.3 (so35)-38%
TruthfulQA: 42.83 vs 59 (gpt4)-27.4%
WinoGrande: 74.03 vs 87.5 (gpt4)-15.4%
GSM8K: 9.55 vs 96.4 (so35)-90.1%
LLME Score: 0.15119
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Python Code 13B (ajibawa-2023/Python-Code-13B)
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Python Code 13B Parameters and Internals

Model Type 
text generation, code generation
Additional Notes 
This model is particularly geared towards generating Python code along with detailed explanations. The model fine-tuned on Llama-2 and the dataset includes conversations in a Vicuna/ShareGPT format.
Supported Languages 
en (fluent)
Training Details 
Data Sources:
ajibawa-2023/Python-Code-23k-ShareGPT
Data Volume:
23000+ set of codes
Methodology:
fine-tuning
Training Time:
13 hours
Hardware Used:
Azure 4 x A100 80GB
LLM NamePython Code 13B
Repository 🤗https://huggingface.co/ajibawa-2023/Python-Code-13B 
Model Size13b
Required VRAM26.1 GB
Updated2025-10-22
Maintainerajibawa-2023
Model Typellama
Model Files  8.6 GB: 1-of-4   8.5 GB: 2-of-4   8.5 GB: 3-of-4   0.5 GB: 4-of-4   8.6 GB: 1-of-4   8.5 GB: 2-of-4   8.5 GB: 3-of-4   0.5 GB: 4-of-4
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensecc-by-nc-nd-4.0
Context Length4096
Model Max Length4096
Transformers Version4.28.1
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

Quantized Models of the Python Code 13B

Model
Likes
Downloads
VRAM
Python Code 13B GGUF67675 GB
Python Code 13B AWQ197 GB
Python Code 13B GPTQ177 GB

Best Alternatives to Python Code 13B

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LongAlign 13B 64K64K / 26 GB11513
LongAlign 13B 64K Base64K / 26 GB923
LongAlign 13B 64K64K / 26 GB1113
LongAlign 13B 64K Base64K / 26 GB63
Openbuddy Llama2 13B V15p1 64K64K / 26.1 GB64
Openbuddy Llama2 13b64k V1564K / 26.1 GB52
Note: green Score (e.g. "73.2") means that the model is better than ajibawa-2023/Python-Code-13B.

Rank the Python Code 13B Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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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Release v20241124
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