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Phi-3.5-RU

Russian model PHI

Model Presentation Features

The Phi-3.5-RU model includes built-in presentation capabilities to help users understand and visualize its performance.

Key Features:

  1. Model Information

    • Get detailed architecture and configuration
    • View total number of parameters
    • Check device placement (CPU/GPU)

  2. Visualization

    • Generate heatmaps of text embeddings
    • Visualize token-level representations

Usage Example

from phiru.model import Phi35MoERUModel

# Initialize the model
model = Phi35MoERUModel()

# Generate model presentation
presentation = model.generate_presentation()
print(presentation)

# Visualize embeddings
model.visualize_embeddings("Пример текста для визуализации")

Requirements

  • matplotlib
  • numpy
  • torch
  • transformers