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cinematic-music-descriptor-module2
suyashnpande/cinematic-music-descriptor-module2
cinematic-music-descriptor-module2 is a machine learning model from suyashnpande. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
4-layer transformer trained from scratch over sequences of Module1 scene vectors. Learns narrative arc, pacing flow, and scene-to-scene transitions.
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Public
Updated Apr 8, 2026
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At a glance
- License
- apache-2.0
- Access
- Public
- Created
- Apr 8, 2026
- Updated
- Apr 8, 2026
- SHA
- 96166dc9
Model card
From the Hugging Face model README
Cinematic Music Descriptor — Module 2 – Cross-Scene Context Transformer
4-layer transformer trained from scratch over sequences of Module1 scene vectors. Learns narrative arc, pacing flow, and scene-to-scene transitions.
Label Schema
Classification
- narrative_arc_position: 5 classes (Setup/Rising/Climax/Falling/Resolution)
- foreshadowing_type: 4 classes
- transition_type: 5 classes
Regression
- scene_valence_continuous: -1.0 to 1.0
- tension_level: 1–10
- arousal_level: 1–10
Training Details
- Base model:
roberta-base - Dataset: ~11,000 scenes from 60–80 movies
- Framework: PyTorch + HuggingFace Transformers
- Logging: Weights & Biases
Usage
import torch
from huggingface_hub import hf_hub_download
# Download weights
path = hf_hub_download(repo_id="suyashnpande/cinematic-music-descriptor-module3",
filename="module3.pt")
Citation
If you use this model, please cite the project.
- License
- apache-2.0
- Languages
- en
- Created
- Apr 8, 2026
- Updated
- Apr 8, 2026