Llama 2 7B GGUF is an open-source language model by TheBloke. Features: 7b LLM, VRAM: 2.8GB, License: llama2, Quantized, LLM Explorer Score: 0.14.
Llama 2 7B GGUF Benchmarks
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 2 7B GGUF Parameters and Internals
Model Type
Use Cases
Areas: Commercial applications, Research
Applications: Natural language generation tasks
Primary Use Cases:
Limitations: Use in languages other than English, Violation of applicable laws and regulations
Considerations: Specific formatting required for expected performance in chat versions
Additional Notes Quantization methods include options like Q2_K, Q3_K, Q4_K, etc., for trade-offs between memory size and model accuracy.
Supported Languages English (unknown proficiency level)
Training Details
Data Sources: A new mix of publicly available online data
Data Volume:
Methodology: Pretraining and fine-tuning with supervised fine-tuning and reinforcement learning with human feedback
Context Length:
Training Time: January 2023 to July 2023
Hardware Used:
Model Architecture: Auto-regressive language model with an optimized transformer architecture
Safety Evaluation
Methodologies: Internal evaluations library
Risk Categories:
Ethical Considerations: Testing in languages other than English not conducted
Responsible Ai Considerations
Fairness: Testing conducted for fairness, but not exhaustive
Transparency: Model card available with detailed information
Accountability: Developers accountable for safe deployment of applications
Mitigation Strategies: Use Responsible Use Guide for deployment
Input Output
Input Format: Text input with special token formatting
Accepted Modalities:
Output Format:
Performance Tips: Follow recommended formatting with special tokens for chat models.
Release Notes
Version: GGUF format introduced on August 21st 2023
Date:
Notes: New format for improved tokenization and metadata support.
Version: Macro-scaling models with parameter variations (7B, 13B, 70B)
Notes: Pretrained and fine-tuned generative text models available.
Best Alternatives to Llama 2 7B GGUF
Note: green Score (e.g. "73.2 ") means that the model is better than TheBloke/Llama-2-7B-GGUF .
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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 v20260328a