Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
CHANGED
@@ -18,7 +18,10 @@ if task == "Translation":
|
|
18 |
["Helsinki-NLP/opus-mt-en-fr", "Helsinki-NLP/opus-mt-fr-en"]
|
19 |
)
|
20 |
st.sidebar.write(f"Selected model: {model_name}")
|
21 |
-
|
|
|
|
|
|
|
22 |
|
23 |
elif task == "Text Generation":
|
24 |
model_name = st.sidebar.selectbox(
|
@@ -26,7 +29,10 @@ elif task == "Text Generation":
|
|
26 |
["gpt2", "EleutherAI/gpt-neo-125M"]
|
27 |
)
|
28 |
st.sidebar.write(f"Selected model: {model_name}")
|
29 |
-
|
|
|
|
|
|
|
30 |
|
31 |
elif task == "Sentiment Analysis":
|
32 |
model_name = st.sidebar.selectbox(
|
@@ -34,7 +40,10 @@ elif task == "Sentiment Analysis":
|
|
34 |
["distilbert-base-uncased-finetuned-sst-2-english"]
|
35 |
)
|
36 |
st.sidebar.write(f"Selected model: {model_name}")
|
37 |
-
|
|
|
|
|
|
|
38 |
|
39 |
# Main app functionality
|
40 |
st.header(f"{task} Task")
|
@@ -42,21 +51,30 @@ st.header(f"{task} Task")
|
|
42 |
if task == "Translation":
|
43 |
text = st.text_area("Enter text to translate", "Hello, how are you?")
|
44 |
if st.button("Translate"):
|
45 |
-
|
46 |
-
|
47 |
-
|
|
|
|
|
|
|
48 |
|
49 |
elif task == "Text Generation":
|
50 |
prompt = st.text_area("Enter a prompt", "Once upon a time")
|
51 |
max_length = st.slider("Max length", 10, 100, 50)
|
52 |
if st.button("Generate Text"):
|
53 |
-
|
54 |
-
|
55 |
-
|
|
|
|
|
|
|
56 |
|
57 |
elif task == "Sentiment Analysis":
|
58 |
text = st.text_area("Enter text for sentiment analysis", "I love learning new languages!")
|
59 |
if st.button("Analyze Sentiment"):
|
60 |
-
|
61 |
-
|
62 |
-
|
|
|
|
|
|
|
|
18 |
["Helsinki-NLP/opus-mt-en-fr", "Helsinki-NLP/opus-mt-fr-en"]
|
19 |
)
|
20 |
st.sidebar.write(f"Selected model: {model_name}")
|
21 |
+
try:
|
22 |
+
translator = pipeline("translation", model=model_name)
|
23 |
+
except Exception as e:
|
24 |
+
st.error(f"Error loading translation model: {e}")
|
25 |
|
26 |
elif task == "Text Generation":
|
27 |
model_name = st.sidebar.selectbox(
|
|
|
29 |
["gpt2", "EleutherAI/gpt-neo-125M"]
|
30 |
)
|
31 |
st.sidebar.write(f"Selected model: {model_name}")
|
32 |
+
try:
|
33 |
+
generator = pipeline("text-generation", model=model_name)
|
34 |
+
except Exception as e:
|
35 |
+
st.error(f"Error loading text generation model: {e}")
|
36 |
|
37 |
elif task == "Sentiment Analysis":
|
38 |
model_name = st.sidebar.selectbox(
|
|
|
40 |
["distilbert-base-uncased-finetuned-sst-2-english"]
|
41 |
)
|
42 |
st.sidebar.write(f"Selected model: {model_name}")
|
43 |
+
try:
|
44 |
+
analyzer = pipeline("sentiment-analysis", model=model_name)
|
45 |
+
except Exception as e:
|
46 |
+
st.error(f"Error loading sentiment analysis model: {e}")
|
47 |
|
48 |
# Main app functionality
|
49 |
st.header(f"{task} Task")
|
|
|
51 |
if task == "Translation":
|
52 |
text = st.text_area("Enter text to translate", "Hello, how are you?")
|
53 |
if st.button("Translate"):
|
54 |
+
try:
|
55 |
+
translation = translator(text)
|
56 |
+
st.write("Translation:")
|
57 |
+
st.write(translation[0]['translation_text'])
|
58 |
+
except Exception as e:
|
59 |
+
st.error(f"Error during translation: {e}")
|
60 |
|
61 |
elif task == "Text Generation":
|
62 |
prompt = st.text_area("Enter a prompt", "Once upon a time")
|
63 |
max_length = st.slider("Max length", 10, 100, 50)
|
64 |
if st.button("Generate Text"):
|
65 |
+
try:
|
66 |
+
generated_text = generator(prompt, max_length=max_length)
|
67 |
+
st.write("Generated Text:")
|
68 |
+
st.write(generated_text[0]['generated_text'])
|
69 |
+
except Exception as e:
|
70 |
+
st.error(f"Error during text generation: {e}")
|
71 |
|
72 |
elif task == "Sentiment Analysis":
|
73 |
text = st.text_area("Enter text for sentiment analysis", "I love learning new languages!")
|
74 |
if st.button("Analyze Sentiment"):
|
75 |
+
try:
|
76 |
+
sentiment = analyzer(text)
|
77 |
+
st.write("Sentiment Analysis Result:")
|
78 |
+
st.write(sentiment[0])
|
79 |
+
except Exception as e:
|
80 |
+
st.error(f"Error during sentiment analysis: {e}")
|