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Bloom by bigscience

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  586023   
  Arxiv:1909.08053   Arxiv:2108.12409   Arxiv:2110.02861   Arxiv:2211.05100   Ak   Ar   As   Autotrain compatible   Bloom   Bm   Bn   Ca   Co2 eq emissions   Code   Doi:10.57967/hf/0003   En   Endpoints compatible   Es   Eu   Fon   Fr   Gu   Hi   Id   Ig   Ki   Kn   Lg   Ln   Ml   Model-index   Mr   Ne   Nso   Ny   Or   Pa   Pt   Pytorch   Region:us   Rn   Rw   Safetensors   Sn   St   Sw   Ta   Te   Tensorboard   Tn   Ts   Tum   Tw   Ur   Vi   Wo   Xh   Yo   Zh   Zu
Model Card on HF 🤗: https://huggingface.co/bigscience/bloom 

Bloom Benchmarks

ARC: 50.43 vs 96.7 (so35)-47.8%
HellaSwag: 76.41 vs 95.3 (gpt4)-19.8%
MMLU: 30.85 vs 88.3 (so35)-65.1%
TruthfulQA: 39.76 vs 59 (gpt4)-32.6%
WinoGrande: 72.06 vs 87.5 (gpt4)-17.6%
GSM8K: 6.9 vs 96.4 (so35)-92.8%
LLME Score: 0.21755
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Bloom (bigscience/bloom)

Bloom Parameters and Internals

Model Type 
text generation
Additional Notes 
BLOOM can generate coherent multilingual text and handle unseen tasks as text generation problems.
Supported Languages 
ak (Akan), ar (Arabic), as (Assamese), bm (Bambara), bn (Bengali), ca (Catalan), code (Programming Languages), en (English), es (Spanish), eu (Basque), fon (Fon), fr (French), gu (Gujarati), hi (Hindi), id (Indonesian), ig (Igbo), ki (Kikuyu), kn (Kannada), lg (Luganda), ln (Lingala), ml (Malayalam), mr (Marathi), ne (Nepali), nso (Northern Sotho), ny (Chichewa), or (Odia), pa (Punjabi), pt (Portuguese), rn (Kirundi), rw (Kinyarwanda), sn (Shona), st (Sesotho), sw (Swahili), ta (Tamil), te (Telugu), tn (Tswana), ts (Tsonga), tum (Tumbuka), tw (Twi), ur (Urdu), vi (Vietnamese), wo (Wolof), xh (Xhosa), yo (Yoruba), zh (Chinese), zu (Zulu)
Training Details 
Data Sources:
46 natural languages, 13 programming languages
Data Volume:
1.6TB of text, 350B tokens
Methodology:
pre-training
Context Length:
2048
Training Time:
March 2022 - July 2022
Hardware Used:
384 A100 80GB GPUs, Jean Zay Public Supercomputer
Model Architecture:
Megatron-LM GPT2 modified, 70 layers, 112 attention heads, 14336-dimensional hidden layers
Input Output 
Input Format:
Text prompts
Accepted Modalities:
text
Output Format:
Text
Release Notes 
Version:
1.0.0
Date:
2022-07-06
Notes:
Released BLOOM Autoregressive LLM capable of generating text in 46 languages and 13 programming languages.
LLM NameBloom
Repository 🤗https://huggingface.co/bigscience/bloom 
Model Size176.2b
Required VRAM4.9 GB
Updated2025-03-13
Maintainerbigscience
Model Typebloom
Model Files  7.2 GB: 1-of-72   4.9 GB: 2-of-72   4.9 GB: 3-of-72   4.9 GB: 4-of-72   4.9 GB: 5-of-72   4.9 GB: 6-of-72   4.9 GB: 7-of-72   4.9 GB: 8-of-72   4.9 GB: 9-of-72   4.9 GB: 10-of-72   4.9 GB: 11-of-72   4.9 GB: 12-of-72   4.9 GB: 13-of-72   4.9 GB: 14-of-72   4.9 GB: 15-of-72   4.9 GB: 16-of-72   4.9 GB: 17-of-72   4.9 GB: 18-of-72   4.9 GB: 19-of-72   4.9 GB: 20-of-72   4.9 GB: 21-of-72   4.9 GB: 22-of-72   4.9 GB: 23-of-72   4.9 GB: 24-of-72   4.9 GB: 25-of-72   4.9 GB: 26-of-72   4.9 GB: 27-of-72   4.9 GB: 28-of-72   4.9 GB: 29-of-72   4.9 GB: 30-of-72   4.9 GB: 31-of-72   4.9 GB: 32-of-72   4.9 GB: 33-of-72   4.9 GB: 34-of-72   4.9 GB: 35-of-72   4.9 GB: 36-of-72   4.9 GB: 37-of-72   4.9 GB: 38-of-72   4.9 GB: 39-of-72   4.9 GB: 40-of-72   4.9 GB: 41-of-72   4.9 GB: 42-of-72   4.9 GB: 43-of-72   4.9 GB: 44-of-72   4.9 GB: 45-of-72
Supported Languagesak ar as bm bn ca code en es eu fr gu hi id ig ki kn lg ln ml mr ne ny or pa pt rn rw sn st sw ta te tn ts tw ur vi wo xh yo zh zu
Model ArchitectureBloomForCausalLM
Licensebigscience-bloom-rail-1.0
Transformers Version4.21.0
Vocabulary Size250880

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Rank the Bloom 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 v20241227
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