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Llama 3.1 8B

Open Weights

Meta

Meta's smallest and most efficient Llama 3.1 model, optimized for edge deployment and resource-constrained environments. Features 128K context window despite compact size. Can run on consumer GPUs (single RTX 4090 or similar) and even high-end consumer CPUs with quantization. Maintains surprisingly strong performance for its size while enabling local deployment, privacy-focused applications, and low-cost API hosting. Ideal for applications requiring on-device AI or minimal latency.

Strengths

  • Runs on consumer hardware - single RTX 4090 or high-end CPU with quantization
  • Extremely low API costs ($0.05-$0.20 per 1M tokens)
  • 128K context window despite compact 8B parameter size
  • Enables privacy-focused local deployment and on-device AI
  • Permissive license for commercial use and customization
  • Minimal latency with local deployment (no API roundtrip)
  • Strong performance relative to size - competitive with larger models on many tasks

Caveats

  • Lower capabilities than 70B and 405B variants for complex reasoning
  • No vision or audio support (text-only)
  • 4K max output tokens standard for the series
  • May struggle with highly specialized or technical domains
  • Quantization required for CPU deployment reduces quality further
Vendor
Meta
Context Window
128,000 tokens
Max Output
4,096 tokens
License
Llama 3.1 Community License
Release Date
2024-07-23
Modalities
text

Capabilities

Vision
Audio
Video
Tool Use

Pricing

Open weights - free to download. Runs on consumer hardware. API providers typically $0.05-$0.20 per 1M input tokens

Reviews

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