Falcon 40B Instruct 8bit is an open-source language model by ichitaka. Features: 40b LLM, VRAM: 41.8GB, License: apache-2.0, Quantized, Instruction-Based, LLM Explorer Score: 0.08.
Ready-to-use chat/instruct model based on Falcon-40B
Limitations:
Mostly trained on English data, may not generalize to other languages
Considerations:
Ensure appropriate guardrails are in place for production systems.
Additional Notes
This model is a 40B parameter instruction model designed for use with GPUs using bitsandbytes for quantization.
Supported Languages
English (primary), French (secondary)
Training Details
Data Sources:
Baize, RefinedWeb
Data Volume:
150M tokens
Methodology:
Finetuned on a mixture of data
Context Length:
2048
Hardware Used:
64 A100 40GB GPUs
Model Architecture:
Causal decoder-only model with rotary positional embeddings and FlashAttention, multiquery attention, optimized MLP layer with single layer norm, parallel attention/MLP.
Safety Evaluation
Risk Categories:
Bias - related to language; stereotypes from online data
Ethical Considerations:
Users should implement guardrails and assess risks for production use.
Responsible Ai Considerations
Fairness:
Model primarily trained on English data, which may introduce bias and stereotypes.
Mitigation Strategies:
Developers should consider precautions for production deployment.
Input Output
Accepted Modalities:
text
Performance Tips:
Recommended for use on systems with adequate GPU resources.
Note: green Score (e.g. "73.2") means that the model is better than ichitaka/falcon-40b-instruct-8bit.
Rank the Falcon 40B Instruct 8bit 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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