Spaces:
Build error
Build error
try using the chatbot component again
Browse files
app.py
CHANGED
@@ -1,28 +1,28 @@
|
|
1 |
from transformers import AutoModelForCausalLM, AutoTokenizer
|
2 |
import torch
|
|
|
|
|
3 |
|
4 |
-
tokenizer = AutoTokenizer.from_pretrained("microsoft/DialoGPT-medium")
|
5 |
-
model = AutoModelForCausalLM.from_pretrained("microsoft/DialoGPT-medium")
|
6 |
-
|
7 |
-
def predict(input, history=[]):
|
8 |
-
# tokenize the new input sentence
|
9 |
-
new_user_input_ids = tokenizer.encode(input + tokenizer.eos_token, return_tensors='pt')
|
10 |
-
|
11 |
-
# append the new user input tokens to the chat history
|
12 |
-
bot_input_ids = torch.cat([torch.LongTensor(history), new_user_input_ids], dim=-1)
|
13 |
-
|
14 |
-
# generate a response
|
15 |
-
history = model.generate(bot_input_ids, max_length=1000, pad_token_id=tokenizer.eos_token_id).tolist()
|
16 |
-
|
17 |
-
# convert the tokens to text, and then split the responses into the right format
|
18 |
-
response = tokenizer.decode(history[0]).split("<|endoftext|>")
|
19 |
-
response = [(response[i], response[i+1]) for i in range(0, len(response)-1, 2)] # convert to tuples of list
|
20 |
-
return response, history
|
21 |
|
22 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
23 |
|
24 |
-
gr.
|
25 |
-
|
26 |
-
|
27 |
-
|
28 |
-
|
|
|
|
|
|
|
|
|
|
1 |
from transformers import AutoModelForCausalLM, AutoTokenizer
|
2 |
import torch
|
3 |
+
import gradio as gr
|
4 |
+
import gradio as gr
|
5 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
6 |
|
7 |
+
def chat(message, history):
|
8 |
+
history = history or []
|
9 |
+
if message.startswith("How many"):
|
10 |
+
response = random.randint(1, 10)
|
11 |
+
elif message.startswith("How"):
|
12 |
+
response = random.choice(["Great", "Good", "Okay", "Bad"])
|
13 |
+
elif message.startswith("Where"):
|
14 |
+
response = random.choice(["Here", "There", "Somewhere"])
|
15 |
+
else:
|
16 |
+
response = "I don't know"
|
17 |
+
history.append((message, response))
|
18 |
+
return history, history
|
19 |
|
20 |
+
chatbot = gr.Chatbot(color_map=("green", "gray"))
|
21 |
+
demo = gr.Interface(
|
22 |
+
chat,
|
23 |
+
["text", "state"],
|
24 |
+
[chatbot, "state"],
|
25 |
+
allow_screenshot=False,
|
26 |
+
allow_flagging="never",
|
27 |
+
)
|
28 |
+
demo.launch()
|