Upload 7 files
Browse files- evaluation_metrics_v2.json +11 -0
- export_summary_v2.json +12 -0
- model_config_v2.json +43 -0
- model_documentation.md +15 -0
- model_documentation_v2.md +12 -0
- sinhala_language_model (1).safetensors +3 -0
- sinhala_language_model_v2.safetensors +3 -0
evaluation_metrics_v2.json
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{
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"accuracy": 1.0,
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"precision": 1.0,
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"recall": 1.0,
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"f1_score": 1.0,
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"confusion_matrix": [
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[
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2298
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]
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]
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}
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export_summary_v2.json
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{
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"export_status": "success",
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"parameter_count": 202049,
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"parameter_target": 100000,
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"parameter_difference_pct": 102.04899999999999,
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"file_size_bytes": 816588,
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"file_size_mb": 0.7787590026855469,
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"target_file_size_mb": 20,
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"validation_max_diff": 0.0,
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"validation_passed": true,
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"recommendation": "Model size is appropriate for dataset. 20 MB target would require excessive parameters."
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}
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model_config_v2.json
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{
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"model_type": "LargeSinhalaClassifier",
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"architecture": {
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"input_dim": 240,
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"hidden_dims": [
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320,
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256,
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128,
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64
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],
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"dropout": [
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0.35,
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0.35,
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0.3,
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0.3
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],
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"batch_norm": true,
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"num_classes": 1
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},
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"total_parameters": 202049,
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"performance_metrics": {
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"accuracy": 1.0,
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"precision": 1.0,
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"recall": 1.0,
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"f1_score": 1.0,
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"confusion_matrix": [
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[
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2298
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]
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]
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},
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"training_config": {
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"batch_size": 64,
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"optimizer": "Adam",
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"learning_rate": 0.001,
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"weight_decay": 0.0001,
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"scheduler": "ReduceLROnPlateau",
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"epochs_trained": 50
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},
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"safetensor_file": "sinhala_language_model_v2.safetensors",
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"input_features": "MFCC_statistics",
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"feature_dimension": 240
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}
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model_documentation.md
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# Sinhala Language Classifier Model Documentation
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## Overview
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This document provides comprehensive information about the trained Sinhala language classification model exported as a safetensor file.
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**Model Type**: Binary Classification (Sinhala Language Detection)
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**Framework**: PyTorch
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**Export Format**: Safetensors
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**Model File**: `sinhala_language_model.safetensors`
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**Configuration File**: `model_config.json`
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## Model Architecture
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### Network Structure
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Lightweight feedforward neural network optimized for CPU inference:
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model_documentation_v2.md
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cat << 'EOF' > /app/sinhala_language_classifier_0532/model_documentation_v2.md
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# Sinhala Language Classifier - Large Model (v2)
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## Model Overview
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This document describes the larger variant of the Sinhala language classifier trained on MFCC audio features extracted from 11,486 Sinhala language audio samples.
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## Architecture Details
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### Model Type
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**LargeSinhalaClassifier** - Deep feedforward neural network with batch normalization
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### Network Architecture
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sinhala_language_model (1).safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:9e47d302f551d1caad7b5b89b506e4f83d547ec15fd9faffde449ba6fdc9186e
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size 165508
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sinhala_language_model_v2.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:f6fcf51fd476325898a1f804e5a1b7eb63f3f594485ac1a46597f39a89f2b115
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size 816588
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