Sponsored by
APIMart
huggingtweets / berniesanders-cnn-dril
Model's Last Updated: March 01 2022
text-generation
Introduction of berniesanders-cnn-dril
I was made with huggingtweets .
Create your own bot based on your favorite user with the demo !
How does it work?
The model uses the following pipeline.
To understand how the model was developed, check the W&B report .
Training data
The model was trained on tweets from Bernie Sanders & wint & CNN.
| Data | Bernie Sanders | wint | CNN |
|---|---|---|---|
| Tweets downloaded | 3250 | 3229 | 3250 |
| Retweets | 429 | 473 | 30 |
| Short tweets | 10 | 300 | 6 |
| Tweets kept | 2811 | 2456 | 3214 |
Explore the data , which is tracked with W&B artifacts at every step of the pipeline.
Training procedure
The model is based on a pre-trained GPT-2 which is fine-tuned on @berniesanders-cnn-dril's tweets.
Hyperparameters and metrics are recorded in the W&B training run for full transparency and reproducibility.
At the end of training, the final model is logged and versioned.
How to use
You can use this model directly with a pipeline for text generation:
from transformers import pipeline
generator = pipeline('text-generation',
model='huggingtweets/berniesanders-cnn-dril')
generator("My dream is", num_return_sequences=5)
Limitations and bias
The model suffers from the same limitations and bias as GPT-2 .
In addition, the data present in the user's tweets further affects the text generated by the model.
About
Built by Boris Dayma
For more details, visit the project repository.
Runs of huggingtweets berniesanders-cnn-dril on huggingface.co
21
Total runs
0
24-hour runs
1
3-day runs
2
7-day runs
8
30-day runs
More Information About berniesanders-cnn-dril huggingface.co Model
Url of berniesanders-cnn-dril
berniesanders-cnn-dril huggingface.co Url
Provider of berniesanders-cnn-dril huggingface.co
Other API from huggingtweets
Total runs:
477
Run Growth:
472
Growth Rate:
98.95%
Total runs:
335
Run Growth:
329
Growth Rate:
98.21%
Total runs:
259
Run Growth:
-41
Growth Rate:
-15.83%
Total runs:
197
Run Growth:
190
Growth Rate:
96.45%
Total runs:
188
Run Growth:
181
Growth Rate:
96.28%
Total runs:
175
Run Growth:
26
Growth Rate:
14.86%
Total runs:
172
Run Growth:
166
Growth Rate:
96.51%
Total runs:
169
Run Growth:
160
Growth Rate:
94.67%
Total runs:
161
Run Growth:
-83
Growth Rate:
-51.55%
Total runs:
153
Run Growth:
146
Growth Rate:
95.42%
Total runs:
139
Run Growth:
131
Growth Rate:
94.24%
Total runs:
134
Run Growth:
122
Growth Rate:
91.04%
Total runs:
120
Run Growth:
110
Growth Rate:
91.67%
Total runs:
120
Run Growth:
113
Growth Rate:
94.17%
Total runs:
112
Run Growth:
16
Growth Rate:
14.04%
Total runs:
80
Run Growth:
73
Growth Rate:
91.25%
Total runs:
74
Run Growth:
63
Growth Rate:
85.14%
Total runs:
60
Run Growth:
54
Growth Rate:
90.00%
Total runs:
50
Run Growth:
40
Growth Rate:
80.00%
Total runs:
49
Run Growth:
42
Growth Rate:
85.71%
Total runs:
49
Run Growth:
39
Growth Rate:
79.59%
Total runs:
40
Run Growth:
31
Growth Rate:
77.50%
Total runs:
39
Run Growth:
31
Growth Rate:
79.49%
Total runs:
39
Run Growth:
28
Growth Rate:
71.79%
Total runs:
38
Run Growth:
28
Growth Rate:
73.68%
Total runs:
37
Run Growth:
30
Growth Rate:
81.08%
Total runs:
38
Run Growth:
29
Growth Rate:
78.38%
Total runs:
37
Run Growth:
30
Growth Rate:
81.08%
Total runs:
34
Run Growth:
28
Growth Rate:
82.35%
Total runs:
33
Run Growth:
17
Growth Rate:
56.67%
Total runs:
33
Run Growth:
25
Growth Rate:
75.76%
Total runs:
32
Run Growth:
21
Growth Rate:
65.63%