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Browse files- README.md +60 -0
- baseline_orpheus_combined.parquet +3 -0
- dataset_info.json +101 -0
README.md
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# Baseline Orpheus TTS Combined Dataset
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## Overview
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This dataset contains synthetic speech generated using the unmodified Orpheus-3B model across all pathological and healthy speakers for baseline comparison.
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## Statistics
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- **Total Samples**: 800
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- **Total Duration**: 1534.04 seconds (0.4 hours)
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- **Average Duration**: 1.92 seconds
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- **Number of Speakers**: 8
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- **Sample Rate**: 24,000 Hz
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## Corpus Breakdown
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- **LibriSpeech_Healthy**: 60 samples, 554.4s total, 9.24s avg
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- **UA-Speech_Dysarthric**: 400 samples, 482.2s total, 1.21s avg
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- **TORGO_Healthy**: 200 samples, 289.8s total, 1.45s avg
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- **TORGO_Dysarthric**: 140 samples, 207.6s total, 1.48s avg
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## Speaker Coverage
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- **TORGO Dysarthric**: F04, M02
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- **TORGO Healthy**: FC02, MC01
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- **UA-Speech**: F02, M04
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- **LibriSpeech**: 211, 4014
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## Model Information
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- **Base Model**: unsloth/orpheus-3b-0.1-ft (unmodified)
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- **Purpose**: Baseline comparison for pathological speech synthesis evaluation
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- **Generation Date**: 2025-09-13T14:36:30.220298
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## Usage
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```python
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from datasets import Dataset
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# Load combined dataset
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dataset = Dataset.from_parquet("baseline_orpheus_combined.parquet")
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# Filter by corpus
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torgo_samples = dataset.filter(lambda x: x['corpus'] == 'TORGO')
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dysarthric_samples = dataset.filter(lambda x: x['condition'] == 'Dysarthric')
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# Access audio and text
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for sample in dataset.select(range(3)):
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print(f"Speaker {sample['speaker_id']}: {sample['text']}")
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audio_array = sample['audio']['array']
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print(f"Audio shape: {audio_array.shape}")
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```
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## Research Purpose
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This baseline dataset enables:
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- Comparison with fine-tuned pathological speech models
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- Evaluation of TTS adaptation effectiveness
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- Baseline performance measurement for ASR degradation studies
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- Control condition for synthetic vs. real audio comparisons
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## Citation
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Please cite the original pathological speech synthesis paper and acknowledge:
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- Orpheus-3B model (unsloth/orpheus-3b-0.1-ft)
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- Original pathological speech corpora (TORGO, UA-Speech)
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- LibriSpeech corpus for healthy speech reference
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baseline_orpheus_combined.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:0dccd59e2bc010f79675b1d1d0053e48de137c482e18e728369118e40335379d
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size 59121595
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dataset_info.json
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{
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"dataset_name": "baseline_orpheus_combined",
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"total_samples": 800,
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"statistics": {
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"total_samples": 800,
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"total_duration": 1534.0373333333293,
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"avg_duration": 1.9175466666666665,
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"corpus_breakdown": {
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"LibriSpeech_Healthy": {
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"count": 60,
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"duration": 554.4106666666665
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},
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"UA-Speech_Dysarthric": {
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"count": 400,
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"duration": 482.21866666666625
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},
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"TORGO_Healthy": {
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"count": 200,
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"duration": 289.79200000000014
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},
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"TORGO_Dysarthric": {
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"count": 140,
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"duration": 207.6160000000001
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}
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},
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"speakers": 8
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},
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"conversion_timestamp": "2025-09-14T11:33:13.136706",
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"generation_summary": {
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"generation_type": "baseline_orpheus_tts_for_comparison",
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"total_datasets_processed": 8,
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"total_baseline_audio_files": 800,
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"generation_timestamp": "2025-09-13T14:36:30.220298",
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"output_directory": "/content/drive/MyDrive/1training_stuff/baseline_orpheus_tts_20250913_125657",
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"base_model": "unsloth/orpheus-3b-0.1-ft",
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"model_type": "baseline_orpheus_3b",
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"processing_results": {
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"torgo_dysarthric_female": {
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"files_generated": 70,
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"status": "Success",
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"dataset_path": "resproj007/torgo_dysarthric_female"
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},
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"torgo_dysarthric_male": {
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"files_generated": 70,
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"status": "Success",
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"dataset_path": "resproj007/torgo_dysarthric_male"
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},
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"torgo_healthy_female": {
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"files_generated": 100,
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"status": "Success",
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"dataset_path": "resproj007/torgo_healthy_female"
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},
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"torgo_healthy_male": {
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"files_generated": 100,
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"status": "Success",
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"dataset_path": "resproj007/torgo_healthy_male"
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},
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"uaspeech_female": {
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"files_generated": 200,
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"status": "Success",
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"dataset_path": "resproj007/uaspeech_female"
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},
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"uaspeech_male": {
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"files_generated": 200,
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"status": "Success",
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"dataset_path": "resproj007/uaspeech_male"
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},
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"librispeech_female": {
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"files_generated": 30,
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"status": "Success",
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"dataset_path": "resproj007/librispeech_female"
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},
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"librispeech_male": {
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"files_generated": 30,
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"status": "Success",
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"dataset_path": "resproj007/librispeech_male"
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}
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},
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"research_purpose": "Baseline comparison for pathological speech synthesis evaluation",
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"comparison_datasets": [
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"torgo_dysarthric_female",
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"torgo_dysarthric_male",
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"torgo_healthy_female",
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"torgo_healthy_male",
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"uaspeech_female",
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"uaspeech_male",
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"librispeech_female",
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"librispeech_male"
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]
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},
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"individual_datasets": [
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"librispeech_male_baseline",
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"uaspeech_female_baseline",
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"torgo_healthy_male_baseline",
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"torgo_healthy_female_baseline",
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"librispeech_female_baseline",
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"torgo_dysarthric_female_baseline",
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"torgo_dysarthric_male_baseline",
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"uaspeech_male_baseline"
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]
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}
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