CoolFace
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jialefu/eagle3-llama-3.1-8b-instruct

sourceHugging Facemitupdated 1y agoView on Hugging Face
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Model Description

This model is a refined version of the original EAGLE-3 model, trained with several key improvements.

Features

  • —Attention Mask Fix: Addresses an issue with the attention mask found in the original EAGLE repository. Further details are available in this pull request.
  • —Positional Embedding Alignment: The rope_theta has been set to 500,000 to align with the Llama-3.1-8B-Instruct model, correcting a mismatch from the original training setting (10,000).
  • —Extended Context Length: The model was trained on data with a sequence length of 4096, an increase from the original 2048. Additionally, max_position_embeddings is set to 128,000 to facilitate further pretraining on long contexts.
  • —Training Framework: The model was trained using the SpecForge library.

Benchmarks

Performance was evaluated using the SpecForge benchmark suite.

CheckpointMT-BenchGSM8KHumanEval
Original5.6906.1456.817
This work5.9996.2216.804

Training Details

  • —Epochs: 15
  • —RoPE Theta: 500,000
  • —Batch Size: 1
  • —Learning Rate: 5e-5
  • —Max Sequence Length: 4096