Instructions to use sammoran-phd/cara-native-stable-audio with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Stable Audio Tools
How to use sammoran-phd/cara-native-stable-audio with Stable Audio Tools:
import torch import torchaudio from einops import rearrange from stable_audio_tools import get_pretrained_model from stable_audio_tools.inference.generation import generate_diffusion_cond device = "cuda" if torch.cuda.is_available() else "cpu" # Download model model, model_config = get_pretrained_model("sammoran-phd/cara-native-stable-audio") sample_rate = model_config["sample_rate"] sample_size = model_config["sample_size"] model = model.to(device) # Set up text and timing conditioning conditioning = [{ "prompt": "128 BPM tech house drum loop", }] # Generate stereo audio output = generate_diffusion_cond( model, conditioning=conditioning, sample_size=sample_size, device=device ) # Rearrange audio batch to a single sequence output = rearrange(output, "b d n -> d (b n)") # Peak normalize, clip, convert to int16, and save to file output = output.to(torch.float32).div(torch.max(torch.abs(output))).clamp(-1, 1).mul(32767).to(torch.int16).cpu() torchaudio.save("output.wav", output, sample_rate) - Notebooks
- Google Colab
- Kaggle
File size: 1,272 Bytes
80ac38b | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 | {
"format": "cara_source_snapshot_v1",
"git_remote": "https://github.com/sammoran78/cara-native-stable-audio.git",
"git_head": "3241adba4fc2a85cf5b29d9eb68d42f40a28e820",
"worktree_clean": false,
"worktree_status": [
"M .gitignore",
" M stable_audio_tools/models/diffusion.py",
" M stable_audio_tools/training/diffusion.py",
" M stable_audio_tools/training/factory.py",
"?? CARA_NATIVE_STABLE_AUDIO_INTEGRATION_LOG.md",
"?? azureml/",
"?? docs/CARA_NATIVE_STABLE_AUDIO_PHASE2_RUNBOOK.md",
"?? huggingface/",
"?? outputs/",
"?? scripts/benchmark_cara_native_stable_audio.py",
"?? scripts/benchmark_cara_native_stable_audio_fixed.py",
"?? scripts/expand_cara_native_checkpoint.py",
"?? scripts/extract_cara_probe_features.py",
"?? scripts/prompt_semantic_ablation.py",
"?? scripts/reconcile_cara_family_metrics.py",
"?? scripts/train_cara_native_stable_audio.py",
"?? scripts/verify_cara_native_preflight.py",
"?? stable_audio_tools/cara/",
"?? tests/"
],
"source_archive": "cara-native-stable-audio-source.tar.gz",
"source_archive_sha256": "de33b733bf422b58b14756047ba0a904487d9bc7a89762e6a4972f551908909a",
"note": "The archive is authoritative when worktree_clean is false."
}
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