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Mpt 30B by mosaicml

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  Arxiv:1909.08053   Arxiv:2010.04245   Arxiv:2108.12409   Arxiv:2205.14135   Arxiv:2302.06675   Arxiv:2302.13971   Autotrain compatible   Composer   Custom code   Dataset:allenai/c4   Dataset:allenai/s2orc Dataset:bigcode/the-stack-dedu...   Dataset:mc4 Dataset:togethercomputer/redpa...   Llm-foundry   Mosaicml   Mpt   Pytorch   Region:us   Sharded   Streamingdatasets
Model Card on HF 🤗: https://huggingface.co/mosaicml/mpt-30b 

Mpt 30B Benchmarks

ARC: 55.97 vs 96.7 (so35)-42.1%
HellaSwag: 82.42 vs 95.3 (gpt4)-13.5%
MMLU: 48 vs 88.3 (so35)-45.6%
TruthfulQA: 38.42 vs 59 (gpt4)-34.9%
WinoGrande: 74.9 vs 87.5 (gpt4)-14.4%
GSM8K: 16.91 vs 96.4 (so35)-82.5%
LLME Score: 0.19474
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Mpt 30B (mosaicml/mpt-30b)

Mpt 30B Parameters and Internals

Model Type 
text generation
Training Details 
Data Sources:
allenai/c4, mc4, togethercomputer/RedPajama-Data-1T, bigcode/the-stack-dedup, allenai/s2orc
Data Volume:
1T tokens
Context Length:
8192
Hardware Used:
440 A100-40GB GPUs, 216 A100-40GB GPUs, 256 H100-80GB GPUs
Model Architecture:
Modified transformer architecture with FlashAttention, ALiBi, no biases
Input Output 
Performance Tips:
Use FlashAttention and ALiBi for faster training and inference.
LLM NameMpt 30B
Repository 🤗https://huggingface.co/mosaicml/mpt-30b 
Model Size30b
Required VRAM60.1 GB
Updated2024-12-22
Maintainermosaicml
Model Typempt
Model Files  9.8 GB: 1-of-7   9.9 GB: 2-of-7   9.9 GB: 3-of-7   9.9 GB: 4-of-7   9.9 GB: 5-of-7   9.9 GB: 6-of-7   0.8 GB: 7-of-7
Model ArchitectureMPTForCausalLM
Licenseapache-2.0
Model Max Length8192
Transformers Version4.28.1
Tokenizer ClassGPTNeoXTokenizer
Vocabulary Size50432
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than mosaicml/mpt-30b.

Rank the Mpt 30B 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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Release v20241217
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