towhee
/
audio-embedding-clmr
copied
Jael Gu
3 years ago
1 changed files with 47 additions and 2 deletions
@ -1,3 +1,48 @@ |
|||
# audio-embedding-clmr |
|||
# Pipeline: Audio Embedding using CLMR |
|||
|
|||
This is another test repo |
|||
Authors: Jael Gu |
|||
|
|||
## Overview |
|||
|
|||
The pipeline uses a pre-trained CLMR model to extract embeddings of a given audio. It first transforms the input audio to a wave file with sample rate of 22050. Then the model splits the audio data into shorter clips with a fixed length. Finally it generates vectors of each clip, which composes the fingerprint of the input audio. |
|||
|
|||
## Interface |
|||
|
|||
**Input Arguments:** |
|||
|
|||
- filepath: |
|||
- the input audio |
|||
- supported types: `str` (path to the audio) |
|||
|
|||
**Pipeline Output:** |
|||
|
|||
The Operator returns a tuple `Tuple[('embs', numpy.ndarray)]` containing following fields: |
|||
|
|||
- embs: |
|||
- embeddings of input audio |
|||
- data type: numpy.ndarray |
|||
- shape: (num_clips,512) |
|||
|
|||
## How to use |
|||
|
|||
1. Install [Towhee](https://github.com/towhee-io/towhee) |
|||
|
|||
```bash |
|||
$ pip3 install towhee |
|||
``` |
|||
|
|||
> You can refer to [Getting Started with Towhee](https://towhee.io/) for more details. If you have any questions, you can [submit an issue to the towhee repository](https://github.com/towhee-io/towhee/issues). |
|||
|
|||
2. Run it with Towhee |
|||
|
|||
```python |
|||
>>> from towhee import pipeline |
|||
|
|||
>>> embedding_pipeline = pipeline('towhee/audio-embedding-clmr') |
|||
>>> embedding = embedding_pipeline('path/to/your/audio') |
|||
``` |
|||
|
|||
## How it works |
|||
|
|||
This pipeline includes a main operator: [audio embedding](https://hub.towhee.io/towhee/audio-embedding-operator-template) (implemented as [towhee/clmr-magnatagatune](https://hub.towhee.io/towhee/clmr-magnatagatune)). The audio embedding operator encodes fixed-length clips of an audio data and finally output a set of vectors of the given audio. |
|||
|
|||
|
Loading…
Reference in new issue