Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
thumbnail: https://cdn.discordapp.com/app-icons/870239976690970625/c02cae78ae105f07969cfd8f8ea3d0a0.png
|
3 |
+
tags:
|
4 |
+
- conversational
|
5 |
+
license: mit
|
6 |
+
---
|
7 |
+
An generative AI made using [microsoft/DialoGPT-small](https://huggingface.co/microsoft/DialoGPT-small).
|
8 |
+
|
9 |
+
Trained on:
|
10 |
+
|
11 |
+
https://www.kaggle.com/Cornell-University/movie-dialog-corpus
|
12 |
+
|
13 |
+
https://www.kaggle.com/jef1056/discord-data
|
14 |
+
|
15 |
+
|
16 |
+
|
17 |
+
Important:
|
18 |
+
|
19 |
+
The AI can be a bit weird at times as it is still undergoing training!
|
20 |
+
|
21 |
+
At times it send stuff using :<random_wierd_words>: as they are discord emotes.
|
22 |
+
|
23 |
+
It also send random @RandomName as it is trying to ping people.
|
24 |
+
|
25 |
+
This works well on discord but on the web not so much but it is easy enough to remove such stuff using [re.sub](https://docs.python.org/3/library/re.html#re.sub)
|
26 |
+
|
27 |
+
|
28 |
+
|
29 |
+
Issues:
|
30 |
+
|
31 |
+
The AI like with all conversation AI lacks a character, it changes its name way too often. This can be solved using an AIML chatbot to give it a stable character!
|
32 |
+
|
33 |
+
[Live Demo](https://dumbot-331213.uc.r.appspot.com/)
|
34 |
+
|
35 |
+
Example:
|
36 |
+
```python
|
37 |
+
from transformers import AutoTokenizer, AutoModelWithLMHead
|
38 |
+
|
39 |
+
tokenizer = AutoTokenizer.from_pretrained("deepparag/DumBot")
|
40 |
+
model = AutoModelWithLMHead.from_pretrained("deepparag/DumBot")
|
41 |
+
# Let's chat for 4 lines
|
42 |
+
for step in range(4):
|
43 |
+
# encode the new user input, add the eos_token and return a tensor in Pytorch
|
44 |
+
new_user_input_ids = tokenizer.encode(input(">> User:") + tokenizer.eos_token, return_tensors='pt')
|
45 |
+
# print(new_user_input_ids)
|
46 |
+
# append the new user input tokens to the chat history
|
47 |
+
bot_input_ids = torch.cat([chat_history_ids, new_user_input_ids], dim=-1) if step > 0 else new_user_input_ids
|
48 |
+
# generated a response while limiting the total chat history to 1000 tokens,
|
49 |
+
chat_history_ids = model.generate(
|
50 |
+
bot_input_ids, max_length=200,
|
51 |
+
pad_token_id=tokenizer.eos_token_id,
|
52 |
+
no_repeat_ngram_size=4,
|
53 |
+
do_sample=True,
|
54 |
+
top_k=100,
|
55 |
+
top_p=0.7,
|
56 |
+
temperature=0.8
|
57 |
+
)
|
58 |
+
|
59 |
+
# pretty print last ouput tokens from bot
|
60 |
+
print("DumBot: {}".format(tokenizer.decode(chat_history_ids[:, bot_input_ids.shape[-1]:][0], skip_special_tokens=True)))
|
61 |
+
```
|