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by abdullah2021 - opened
README.md
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language: en
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thumbnail: http://www.huggingtweets.com/dulari_sister/1676026609811/predictions.png
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tags:
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- huggingtweets
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widget:
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- text:
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---
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<div class="inline-flex flex-col" style="line-height: 1.5;">
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<div class="flex">
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<div
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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/1614604068818931712/Nf9g-B08_400x400.jpg')">
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</div>
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<div
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style="display:none; margin-left: 4px; margin-right: 4px; width: 92px; height:92px; border-radius: 50%; background-size: cover; background-image: url('')">
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</div>
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<div
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style="display:none; margin-left: 4px; margin-right: 4px; width: 92px; height:92px; border-radius: 50%; background-size: cover; background-image: url('')">
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</div>
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</div>
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<div style="text-align: center; margin-top: 3px; font-size: 16px; font-weight: 800">🤖 AI BOT 🤖</div>
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<div style="text-align: center; font-size: 16px; font-weight: 800">❣️दुलारी बहन ❣️</div>
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<div style="text-align: center; font-size: 14px;">@dulari_sister</div>
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</div>
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I was made with [huggingtweets](https://github.com/borisdayma/huggingtweets).
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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)!
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## How does it work?
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The model uses the following pipeline.
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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).
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## Training data
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The model was trained on tweets from ❣️दुलारी बहन ❣️.
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| Data | ❣️दुलारी बहन ❣️ |
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| --- | --- |
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| Tweets downloaded | 1014 |
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| Retweets | 84 |
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| Short tweets | 165 |
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| Tweets kept | 765 |
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[Explore the data](https://wandb.ai/wandb/huggingtweets/runs/bdms052n/artifacts), which is tracked with [W&B artifacts](https://docs.wandb.com/artifacts) at every step of the pipeline.
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## Training procedure
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The model is based on a pre-trained [GPT-2](https://huggingface.co/gpt2) which is fine-tuned on @dulari_sister's tweets.
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Hyperparameters and metrics are recorded in the [W&B training run](https://wandb.ai/wandb/huggingtweets/runs/ozoko36e) for full transparency and reproducibility.
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At the end of training, [the final model](https://wandb.ai/wandb/huggingtweets/runs/ozoko36e/artifacts) is logged and versioned.
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## How to use
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You can use this model directly with a pipeline for text generation:
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```python
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from transformers import pipeline
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generator = pipeline('text-generation',
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model='huggingtweets/dulari_sister')
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generator("My dream is", num_return_sequences=5)
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```
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## Limitations and bias
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The model suffers from [the same limitations and bias as GPT-2](https://huggingface.co/gpt2#limitations-and-bias).
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In addition, the data present in the user's tweets further affects the text generated by the model.
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## About
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*Built by Boris Dayma*
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[](https://twitter.com/intent/follow?screen_name=borisdayma)
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For more details, visit the project repository.
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[](https://github.com/borisdayma/huggingtweets)
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