New model from https://wandb.ai/wandb/huggingtweets/runs/2yl0izon
Browse files
README.md
ADDED
|
@@ -0,0 +1,85 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language: en
|
| 3 |
+
thumbnail: https://github.com/borisdayma/huggingtweets/blob/master/img/logo.png?raw=true
|
| 4 |
+
tags:
|
| 5 |
+
- huggingtweets
|
| 6 |
+
widget:
|
| 7 |
+
- text: "My dream is"
|
| 8 |
+
---
|
| 9 |
+
|
| 10 |
+
<div class="inline-flex flex-col" style="line-height: 1.5;">
|
| 11 |
+
<div class="flex">
|
| 12 |
+
<div
|
| 13 |
+
style="display:inherit; margin-left: 4px; margin-right: 4px; width: 92px; height:92px; border-radius: 50%; background-size: cover; background-image: url('https://pbs.twimg.com/profile_images/1311655714767601665/8z7UZ1u5_400x400.jpg')">
|
| 14 |
+
</div>
|
| 15 |
+
<div
|
| 16 |
+
style="display:inherit; margin-left: 4px; margin-right: 4px; width: 92px; height:92px; border-radius: 50%; background-size: cover; background-image: url('https://pbs.twimg.com/profile_images/1145832571214815232/KYNcOP04_400x400.jpg')">
|
| 17 |
+
</div>
|
| 18 |
+
<div
|
| 19 |
+
style="display:inherit; margin-left: 4px; margin-right: 4px; width: 92px; height:92px; border-radius: 50%; background-size: cover; background-image: url('https://pbs.twimg.com/profile_images/1396296635672502273/ZLagDVRa_400x400.jpg')">
|
| 20 |
+
</div>
|
| 21 |
+
</div>
|
| 22 |
+
<div style="text-align: center; margin-top: 3px; font-size: 16px; font-weight: 800">🤖 AI CYBORG 🤖</div>
|
| 23 |
+
<div style="text-align: center; font-size: 16px; font-weight: 800">千坂恭二 :『哲学問答2020・ウィルス塹壕戦』 & Go Ando / PREDUCTS / THE GUILD & takano@MAMORI0</div>
|
| 24 |
+
<div style="text-align: center; font-size: 14px;">@chisaka_kyoji-goando-iototaku</div>
|
| 25 |
+
</div>
|
| 26 |
+
|
| 27 |
+
I was made with [huggingtweets](https://github.com/borisdayma/huggingtweets).
|
| 28 |
+
|
| 29 |
+
Create your own bot based on your favorite user with [the demo](https://colab.research.google.com/github/borisdayma/huggingtweets/blob/master/huggingtweets-demo.ipynb)!
|
| 30 |
+
|
| 31 |
+
## How does it work?
|
| 32 |
+
|
| 33 |
+
The model uses the following pipeline.
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
To understand how the model was developed, check the [W&B report](https://wandb.ai/wandb/huggingtweets/reports/HuggingTweets-Train-a-Model-to-Generate-Tweets--VmlldzoxMTY5MjI).
|
| 38 |
+
|
| 39 |
+
## Training data
|
| 40 |
+
|
| 41 |
+
The model was trained on tweets from 千坂恭二 :『哲学問答2020・ウィルス塹壕戦』 & Go Ando / PREDUCTS / THE GUILD & takano@MAMORI0.
|
| 42 |
+
|
| 43 |
+
| Data | 千坂恭二 :『哲学問答2020・ウィルス塹壕戦』 | Go Ando / PREDUCTS / THE GUILD | takano@MAMORI0 |
|
| 44 |
+
| --- | --- | --- | --- |
|
| 45 |
+
| Tweets downloaded | 3246 | 3246 | 3233 |
|
| 46 |
+
| Retweets | 957 | 90 | 1144 |
|
| 47 |
+
| Short tweets | 455 | 1680 | 634 |
|
| 48 |
+
| Tweets kept | 1834 | 1476 | 1455 |
|
| 49 |
+
|
| 50 |
+
[Explore the data](https://wandb.ai/wandb/huggingtweets/runs/i7bv0620/artifacts), which is tracked with [W&B artifacts](https://docs.wandb.com/artifacts) at every step of the pipeline.
|
| 51 |
+
|
| 52 |
+
## Training procedure
|
| 53 |
+
|
| 54 |
+
The model is based on a pre-trained [GPT-2](https://huggingface.co/gpt2) which is fine-tuned on @chisaka_kyoji-goando-iototaku's tweets.
|
| 55 |
+
|
| 56 |
+
Hyperparameters and metrics are recorded in the [W&B training run](https://wandb.ai/wandb/huggingtweets/runs/2yl0izon) for full transparency and reproducibility.
|
| 57 |
+
|
| 58 |
+
At the end of training, [the final model](https://wandb.ai/wandb/huggingtweets/runs/2yl0izon/artifacts) is logged and versioned.
|
| 59 |
+
|
| 60 |
+
## How to use
|
| 61 |
+
|
| 62 |
+
You can use this model directly with a pipeline for text generation:
|
| 63 |
+
|
| 64 |
+
```python
|
| 65 |
+
from transformers import pipeline
|
| 66 |
+
generator = pipeline('text-generation',
|
| 67 |
+
model='huggingtweets/chisaka_kyoji-goando-iototaku')
|
| 68 |
+
generator("My dream is", num_return_sequences=5)
|
| 69 |
+
```
|
| 70 |
+
|
| 71 |
+
## Limitations and bias
|
| 72 |
+
|
| 73 |
+
The model suffers from [the same limitations and bias as GPT-2](https://huggingface.co/gpt2#limitations-and-bias).
|
| 74 |
+
|
| 75 |
+
In addition, the data present in the user's tweets further affects the text generated by the model.
|
| 76 |
+
|
| 77 |
+
## About
|
| 78 |
+
|
| 79 |
+
*Built by Boris Dayma*
|
| 80 |
+
|
| 81 |
+
[](https://twitter.com/intent/follow?screen_name=borisdayma)
|
| 82 |
+
|
| 83 |
+
For more details, visit the project repository.
|
| 84 |
+
|
| 85 |
+
[](https://github.com/borisdayma/huggingtweets)
|