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flowsy-0.0.6
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مشاهده بیشترتوضیحات
A simple way to get recommendations
| ویژگی | مقدار |
|---|---|
| سیستم عامل | - |
| نام فایل | flowsy-0.0.6 |
| نام | flowsy |
| نسخه کتابخانه | 0.0.6 |
| نگهدارنده | [] |
| ایمیل نگهدارنده | [] |
| نویسنده | Daniel Riffert |
| ایمیل نویسنده | riffert.daniel@gmail.com |
| آدرس صفحه اصلی | https://github.com/daniel-riffi/flowsy/tree/master/ |
| آدرس اینترنتی | https://pypi.org/project/flowsy/ |
| مجوز | Apache Software License 2.0 |
# Welcome to flowsy
> A simple way to get track recommendations for any playlist in the **Spotify Million Playlist Dataset**.
**IMPORTANT :** You can **not** use flowsy to get recommendations for your individual playlist. Instead, it can be used to get recommendations for playlists that are in the **Spotify Million Playlist Dataset**. That's why you will need to download the dataset (or only part of it) in order to work with this library!
## Install
`pip install flowsy`
## How to use
Let's start of by converting the dataset into a proper format by using the **pre** module.
The converted **Pandas Dataframe** will not only be saved to **path_save**, but also returned, so you can do some further work instantly.
```python
path_base = 'D:\...\...\spotify_million_playlist_dataset\data'
path_save = 'D:\...\...'
```
```python
df_tracks = convert_playlists_x_tracks(path_base, path_save, n_playlists=1000)
```
In order to get recommendations later on, you will need another model, so you will also need another dataframe to train on.
```python
df_artists = convert_playlists_x_artists(path_base, path_save, n_playlists=1000)
```
Now you can use the **train** module to train your models.
```python
playlist_learner = train(dataframe=df_tracks, item_name='track_uri')
```
<table border="1" class="dataframe">
<thead>
<tr style="text-align: left;">
<th>epoch</th>
<th>train_loss</th>
<th>valid_loss</th>
<th>time</th>
</tr>
</thead>
<tbody>
<tr>
<td>0</td>
<td>0.006255</td>
<td>0.006049</td>
<td>00:20</td>
</tr>
</tbody>
</table>
```python
artist_learner = train(dataframe=df_artists, item_name='artist_uri')
```
<table border="1" class="dataframe">
<thead>
<tr style="text-align: left;">
<th>epoch</th>
<th>train_loss</th>
<th>valid_loss</th>
<th>time</th>
</tr>
</thead>
<tbody>
<tr>
<td>0</td>
<td>0.003167</td>
<td>0.003156</td>
<td>00:10</td>
</tr>
</tbody>
</table>
If you have successfully trained your models, you can now use the **core** module of flowsy in order to get recommendations!
First of all, we need to create an instance of the **Recommender** class:
```python
rec = Recommender(p_learn=playlist_learner, a_learn=artist_learner, playlists=df_tracks)
```
Then you can use the **recommend** method to get recommendations for any playlist that your model has been trained on:
```python
rankings = rec.recommend(pid=255)
rankings
```
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There you go!
نیازمندی
| مقدار | نام |
|---|---|
| - | fastai |
زبان مورد نیاز
| مقدار | نام |
|---|---|
| >=3.6 | Python |
نحوه نصب
نصب پکیج whl flowsy-0.0.6:
pip install flowsy-0.0.6.whl
نصب پکیج tar.gz flowsy-0.0.6:
pip install flowsy-0.0.6.tar.gz