Falcon 40B Instruct GPTQ by TheBloke

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  Arxiv:1911.02150   Arxiv:2005.14165   Arxiv:2104.09864   Arxiv:2205.14135   4-bit   Autotrain compatible   Custom code Dataset:tiiuae/falcon-refinedw...   En   Gptq   Instruct   Quantized   Refinedweb   Region:us   Safetensors

Falcon 40B Instruct GPTQ Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

Falcon 40B Instruct GPTQ Parameters and Internals

Model Type
Causal decoder-only, Quantized model
Use Cases
Areas:
Research, Personal use
Applications:
Chatbots, Customer service
Primary Use Cases:
Ready-to-use chat/instruct
Limitations:
Production use without risk assessment
Considerations:Is mostly trained in English; does not generalize well to other languages
Supported Languages
English (high proficiency), French (medium proficiency)
Training Details
Data Sources:
Baize, RefinedWeb
Data Volume:150M tokens
Methodology:Finetuned from Falcon-7B
Context Length:2048
Hardware Used:
64 A100 40GB GPUs
Model Architecture:GPT-3 inspired with rotary embeddings, multiquery and FlashAttention
Safety Evaluation
Risk Categories:
Bias, Stereotypes
Responsible Ai Considerations
Fairness:Contains stereotypes and biases from web corpora
Mitigation Strategies:Develop guardrails and precautions for production use
Input Output
Input Format:Prompts using 'A helpful assistant' template
Accepted Modalities:
Text
Output Format:Generated text responses
Performance Tips:Very slow, expect around 0.7 tokens/s
Release Notes
Version:4bit GPTQ
Notes:Quantised to 4bit using AutoGPTQ
LLM NameFalcon 40B Instruct GPTQ
Repository ๐Ÿค—https://huggingface.co/TheBloke/falcon-40b-instruct-GPTQ 
Base Model(s)  Medfalcon 40B Lora   nmitchko/medfalcon-40b-lora
Model Size40b
Required VRAM22.5 GB
Updated2024-11-12
MaintainerTheBloke
Model TypeRefinedWeb
Instruction-BasedYes
Model Files  22.5 GB
Supported Languagesen
GPTQ QuantizationYes
Quantization Typegptq
Model ArchitectureRWForCausalLM
Licenseapache-2.0
Model Max Length2048
Transformers Version4.29.2
Is Biased0
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size65024
Torch Data Typebfloat16
Falcon 40B Instruct GPTQ (TheBloke/falcon-40b-instruct-GPTQ)

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Rank the Falcon 40B Instruct GPTQ 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241110