New model from https://wandb.ai/wandb/huggingtweets/runs/20fm17xi
Browse files- README.md +75 -0
- config.json +40 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
ADDED
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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>
|
11 |
+
<div style="width: 132px; height:132px; border-radius: 50%; background-size: cover; background-image: url('https://pbs.twimg.com/profile_images/1245374761108041729/N2lNPBXs_400x400.jpg')">
|
12 |
+
</div>
|
13 |
+
<div style="margin-top: 8px; font-size: 19px; font-weight: 800">Khalid Saifullah 🤖 AI Bot </div>
|
14 |
+
<div style="font-size: 15px">@k_saifullaah bot</div>
|
15 |
+
</div>
|
16 |
+
|
17 |
+
I was made with [huggingtweets](https://github.com/borisdayma/huggingtweets).
|
18 |
+
|
19 |
+
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)!
|
20 |
+
|
21 |
+
## How does it work?
|
22 |
+
|
23 |
+
The model uses the following pipeline.
|
24 |
+
|
25 |
+
![pipeline](https://github.com/borisdayma/huggingtweets/blob/master/img/pipeline.png?raw=true)
|
26 |
+
|
27 |
+
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).
|
28 |
+
|
29 |
+
## Training data
|
30 |
+
|
31 |
+
The model was trained on [@k_saifullaah's tweets](https://twitter.com/k_saifullaah).
|
32 |
+
|
33 |
+
| Data | Quantity |
|
34 |
+
| --- | --- |
|
35 |
+
| Tweets downloaded | 1046 |
|
36 |
+
| Retweets | 59 |
|
37 |
+
| Short tweets | 258 |
|
38 |
+
| Tweets kept | 729 |
|
39 |
+
|
40 |
+
[Explore the data](https://wandb.ai/wandb/huggingtweets/runs/3n1gl1k8/artifacts), which is tracked with [W&B artifacts](https://docs.wandb.com/artifacts) at every step of the pipeline.
|
41 |
+
|
42 |
+
## Training procedure
|
43 |
+
|
44 |
+
The model is based on a pre-trained [GPT-2](https://huggingface.co/gpt2) which is fine-tuned on @k_saifullaah's tweets.
|
45 |
+
|
46 |
+
Hyperparameters and metrics are recorded in the [W&B training run](https://wandb.ai/wandb/huggingtweets/runs/20fm17xi) for full transparency and reproducibility.
|
47 |
+
|
48 |
+
At the end of training, [the final model](https://wandb.ai/wandb/huggingtweets/runs/20fm17xi/artifacts) is logged and versioned.
|
49 |
+
|
50 |
+
## How to use
|
51 |
+
|
52 |
+
You can use this model directly with a pipeline for text generation:
|
53 |
+
|
54 |
+
```python
|
55 |
+
from transformers import pipeline
|
56 |
+
generator = pipeline('text-generation',
|
57 |
+
model='huggingtweets/k_saifullaah')
|
58 |
+
generator("My dream is", num_return_sequences=5)
|
59 |
+
```
|
60 |
+
|
61 |
+
## Limitations and bias
|
62 |
+
|
63 |
+
The model suffers from [the same limitations and bias as GPT-2](https://huggingface.co/gpt2#limitations-and-bias).
|
64 |
+
|
65 |
+
In addition, the data present in the user's tweets further affects the text generated by the model.
|
66 |
+
|
67 |
+
## About
|
68 |
+
|
69 |
+
*Built by Boris Dayma*
|
70 |
+
|
71 |
+
[![Follow](https://img.shields.io/twitter/follow/borisdayma?style=social)](https://twitter.com/intent/follow?screen_name=borisdayma)
|
72 |
+
|
73 |
+
For more details, visit the project repository.
|
74 |
+
|
75 |
+
[![GitHub stars](https://img.shields.io/github/stars/borisdayma/huggingtweets?style=social)](https://github.com/borisdayma/huggingtweets)
|
config.json
ADDED
@@ -0,0 +1,40 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "gpt2",
|
3 |
+
"activation_function": "gelu_new",
|
4 |
+
"architectures": [
|
5 |
+
"GPT2LMHeadModel"
|
6 |
+
],
|
7 |
+
"attn_pdrop": 0.1,
|
8 |
+
"bos_token_id": 50256,
|
9 |
+
"embd_pdrop": 0.1,
|
10 |
+
"eos_token_id": 50256,
|
11 |
+
"gradient_checkpointing": false,
|
12 |
+
"initializer_range": 0.02,
|
13 |
+
"layer_norm_epsilon": 1e-05,
|
14 |
+
"model_type": "gpt2",
|
15 |
+
"n_ctx": 1024,
|
16 |
+
"n_embd": 768,
|
17 |
+
"n_head": 12,
|
18 |
+
"n_inner": null,
|
19 |
+
"n_layer": 12,
|
20 |
+
"n_positions": 1024,
|
21 |
+
"resid_pdrop": 0.1,
|
22 |
+
"summary_activation": null,
|
23 |
+
"summary_first_dropout": 0.1,
|
24 |
+
"summary_proj_to_labels": true,
|
25 |
+
"summary_type": "cls_index",
|
26 |
+
"summary_use_proj": true,
|
27 |
+
"task_specific_params": {
|
28 |
+
"text-generation": {
|
29 |
+
"do_sample": true,
|
30 |
+
"max_length": 160,
|
31 |
+
"min_length": 10,
|
32 |
+
"prefix": "<|endoftext|>",
|
33 |
+
"temperature": 1.0,
|
34 |
+
"top_p": 0.95
|
35 |
+
}
|
36 |
+
},
|
37 |
+
"transformers_version": "4.4.2",
|
38 |
+
"use_cache": true,
|
39 |
+
"vocab_size": 50257
|
40 |
+
}
|
merges.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:3616581e92d59f627ea27bbe955796567939c837d8931a13f654ae5cbfcb106b
|
3 |
+
size 510408315
|
special_tokens_map.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "unk_token": "<|endoftext|>"}
|
tokenizer_config.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"unk_token": "<|endoftext|>", "bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "add_prefix_space": false, "model_max_length": 1024, "special_tokens_map_file": null, "name_or_path": "gpt2"}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:09d4440450412bf5027e9e1e2cfee9e1fbccb5aeaab53447058f39d6e9a5e293
|
3 |
+
size 2287
|
vocab.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|