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Magicoder S DS 6.7B by ise-uiuc

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Magicoder S DS 6.7B is an open-source language model by ise-uiuc. Features: 6.7b LLM, VRAM: 27.1GB, Context: 16K, License: other, Instruction-Based, HF Score: 42.4, LLM Explorer Score: 0.19, Arc: 38.3, HellaSwag: 54.5, MMLU: 38.7, TruthfulQA: 41, WinoGrande: 58.4, GSM8K: 23.4.

  Arxiv:2305.06161   Arxiv:2312.02120   Conversational Dataset:ise-uiuc/magicoder-evo... Dataset:ise-uiuc/magicoder-oss...   Deploy:azure   Endpoints compatible   Instruct   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/ise-uiuc/Magicoder-S-DS-6.7B 

Magicoder S DS 6.7B Benchmarks

ARC: 38.31 vs 96.7 (so35)-60.4%
HellaSwag: 54.48 vs 95.3 (gpt4)-42.8%
MMLU: 38.71 vs 88.3 (so35)-56.2%
TruthfulQA: 41 vs 59 (gpt4)-30.5%
WinoGrande: 58.41 vs 87.5 (gpt4)-33.2%
GSM8K: 23.43 vs 96.4 (so35)-75.7%
LLME Score: 0.18535
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Magicoder S DS 6.7B (ise-uiuc/Magicoder-S-DS-6.7B)
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Magicoder S DS 6.7B Parameters and Internals

Model Type 
text generation
Use Cases 
Primary Use Cases:
coding tasks
Limitations:
non-coding tasks
Considerations:
Users should be made aware of the risks, biases and limitations of the model.
Training Details 
Data Sources:
ise-uiuc/Magicoder-OSS-Instruct-75K, ise-uiuc/Magicoder-Evol-Instruct-110K
Methodology:
OSS-Instruct
LLM NameMagicoder S DS 6.7B
Repository 🤗https://huggingface.co/ise-uiuc/Magicoder-S-DS-6.7B 
Model Size6.7b
Required VRAM27.1 GB
Updated2026-03-29
Maintainerise-uiuc
Model Typellama
Instruction-BasedYes
Model Files  4.8 GB: 1-of-6   4.9 GB: 2-of-6   4.9 GB: 3-of-6   4.9 GB: 4-of-6   4.9 GB: 5-of-6   2.7 GB: 6-of-6
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length16384
Model Max Length16384
Transformers Version4.36.0.dev0
Tokenizer ClassLlamaTokenizer
Padding Token<｜end▁of▁sentence｜>
Vocabulary Size32256
Torch Data Typefloat32

Quantized Models of the Magicoder S DS 6.7B

Model
Likes
Downloads
VRAM
Magicoder S DS 6.7B GGUF767902 GB
Magicoder S DS 6.7B GPTQ7103 GB
Magicoder S DS 6.7B AWQ913 GB

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...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB950
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...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB620
Ds Coder6.7b Rmsprop Iter116K / 13.5 GB670
Code 290K 6.7B Instruct16K / 13.5 GB1296
Note: green Score (e.g. "73.2") means that the model is better than ise-uiuc/Magicoder-S-DS-6.7B.

Rank the Magicoder S DS 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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