Spaces:
Sleeping
Sleeping
update
Browse files
app.py
CHANGED
@@ -18,31 +18,31 @@ st.sidebar.title("Instructions: How to use")
|
|
18 |
st.sidebar.write("""
|
19 |
1. Write something in the text area (a prompt or random text) or use the dropdown menu to select predefined sample text.
|
20 |
2. Select a task from the **task dropdown menu** below if you are providing your own text. **This is very important as it ensures the model responds accordingly.**
|
21 |
-
3. If you
|
22 |
3. If a dropdown menu pops up for a nigerian language, **select the target nigerian language.**
|
23 |
4. Click the Generate button to get a response below the text area.\n
|
24 |
-
**Note: Model's performance
|
25 |
5. Lastly, you can play with some of the generation parameters below to improve performance.
|
26 |
""")
|
27 |
|
28 |
max_length = 100
|
29 |
max_new_tokens = 50
|
30 |
num_beams = 5
|
31 |
-
temperature =
|
32 |
top_k = 75
|
33 |
top_p = 0.95
|
34 |
repetition_penalty = 4.0
|
35 |
length_penalty = 2.0
|
36 |
|
37 |
# Create sliders in the sidebar
|
38 |
-
max_length = st.sidebar.slider("Max
|
39 |
-
max_new_tokens = st.sidebar.slider("Max tokens", min_value=30, max_value=768, value=max_new_tokens)
|
40 |
-
num_beams = st.sidebar.slider("Number of Beams", min_value=1, max_value=10, value=num_beams)
|
41 |
-
temperature = st.sidebar.slider("Temperature", min_value=0.1, max_value=2.0, value=temperature)
|
42 |
-
top_k = st.sidebar.slider("Top-K", min_value=1, max_value=100, value=top_k)
|
43 |
top_p = st.sidebar.slider("Top-P", min_value=0.1, max_value=1.0, value=top_p)
|
44 |
-
repetition_penalty = st.sidebar.slider("Repetition Penalty", min_value=1.0, max_value=10.0, value=repetition_penalty)
|
45 |
-
length_penalty = st.sidebar.slider("Length Penalty", min_value=0.1, max_value=10.0, value=length_penalty)
|
46 |
|
47 |
|
48 |
# Define generation configuration
|
@@ -69,7 +69,7 @@ generation_config = {
|
|
69 |
}
|
70 |
|
71 |
# Streamlit app
|
72 |
-
st.title("SabiYarn-125M: Generates text in multiple Nigerian languages.")
|
73 |
|
74 |
st.write("**Supported Languages: English, Yoruba, Igbo, Hausa, Pidgin, Efik, Urhobo, Fulfulde, Fulah. \nResults might not be coherent for less represented languages (i.e Efik, \
|
75 |
Urhobo, Fulfulde, Fulah).**")
|
@@ -96,15 +96,18 @@ async def generate_from_api(user_input, generation_config):
|
|
96 |
|
97 |
# Sample texts
|
98 |
sample_texts = {
|
99 |
-
"":"",
|
100 |
-
"Tell me a story in pidgin": "Tell me a story in
|
101 |
"Oma Ede, Mi ji ogede...": "Oma Ede, Mi ji ogede mi a foroma orhorho edha meji ri eka. ",
|
|
|
102 |
"who are you?": "who are you?",
|
|
|
|
|
103 |
"Translate 'how are you?' to Yoruba": "Translate 'how are you?' to Yoruba",
|
104 |
"Classify the sentiment": "Anyi na-echefu oke ike.",
|
105 |
"what is the topic of this text": "Africa Free Trade Zone: Kò sí ìdènà láti kó ọjà láti orílẹ̀èdè kan sí òmíràn",
|
106 |
"diacritize this text: ": "E sun, Alaga, fun ise amalayi ti e n se ni Naijiria. E maa ba a lo, egbon!",
|
107 |
-
"clean this text": "
|
108 |
"headline of this text": '** Sylvain Itté French ambassador don comot Niger Republic **. Sylvain Itté, di French ambassador for Niger don comot Niamey and currently e dey for flight from Ndjamena to Paris. Sylvain Itté, di French ambassador for Niger don comot Niamey very early dis morning and currently e dey for flight from Ndjamena to Paris.\n\nDi military detain Bazoum and im family for di presidential palace. Niger na former French colony, and France still get 1,500 sojas for di African country.\n\n"France don decide to withdraw dia ambassador. In di next hours our ambassador and several diplomats go return to France," Oga Macron tok.\n\nE add say di military co-operation dey "over" and French troops go leave in "di months to come".\n\n"Dis Sunday we celebrate one new step towards di sovereignty of Niger," di junta tok, for one statement wey AFP news agency quote.\n\nDi decision by Paris dey come afta months of hostility and protest against di presence of French for di kontri, wit regular demonstrations for di capital Niamey.\n\nDi move don scata France operations against Islamist militants for di wider Sahel region and Paris influence for there. But oga Macron tok say "putschists no go hold France hostage,"'
|
109 |
}
|
110 |
|
@@ -113,7 +116,7 @@ instruction_wrap = {
|
|
113 |
"Translate 'how are you?' to Yoruba": "<prompt> Translate 'how are you?' to Yoruba <response>:",
|
114 |
"who are you?": "<prompt> who are you? <response>:",
|
115 |
"Classify the sentiment" : "<classify> Anyi na-echefu oke ike. <sentiment>",
|
116 |
-
"clean this text": "<clean>
|
117 |
"diacritize this text: ": "<diacritize> E sun, Alaga, fun ise amalayi ti e n se ni Naijiria. E maa ba a lo, egbon! <yor>",
|
118 |
"what is the topic of this text": "<classify> Africa Free Trade Zone: Kò sí ìdènà láti kó ọjà láti orílẹ̀èdè kan sí òmíràn <topic>",
|
119 |
'headline of this text': '<title> ** Sylvain Itté French ambassador don comot Niger Republic **. Sylvain Itté, di French ambassador for Niger don comot Niamey and currently e dey for flight from Ndjamena to Paris. Sylvain Itté, di French ambassador for Niger don comot Niamey very early dis morning and currently e dey for flight from Ndjamena to Paris.\n\nDi military detain Bazoum and im family for di presidential palace. Niger na former French colony, and France still get 1,500 sojas for di African country.\n\n"France don decide to withdraw dia ambassador. In di next hours our ambassador and several diplomats go return to France," Oga Macron tok.\n\nE add say di military co-operation dey "over" and French troops go leave in "di months to come".\n\n"Dis Sunday we celebrate one new step towards di sovereignty of Niger," di junta tok, for one statement wey AFP news agency quote.\n\nDi decision by Paris dey come afta months of hostility and protest against di presence of French for di kontri, wit regular demonstrations for di capital Niamey.\n\nDi move don scata France operations against Islamist militants for di wider Sahel region and Paris influence for there. But oga Macron tok say "putschists no go hold France hostage," <headline>',
|
@@ -121,16 +124,19 @@ instruction_wrap = {
|
|
121 |
|
122 |
# Task options
|
123 |
task_options = {
|
124 |
-
"
|
125 |
-
"
|
126 |
-
"
|
|
|
|
|
127 |
"Title Generation": "<title> {} <headline>",
|
128 |
-
"
|
129 |
-
"
|
130 |
}
|
131 |
|
132 |
# Language options for diacritize and clean tasks
|
133 |
language_options = {
|
|
|
134 |
"Yoruba": "<yor>",
|
135 |
"Hausa": "<hau>",
|
136 |
"Ibo": "<ibo>",
|
@@ -149,7 +155,7 @@ task = st.selectbox("Select a task for the model:", list(task_options.keys()))
|
|
149 |
|
150 |
# Conditionally show language options dropdown for diacritize and clean tasks
|
151 |
if task in ["Diacritize text", "Clean text"]:
|
152 |
-
language = st.selectbox("Select a language:", list(language_options.keys()))
|
153 |
task_value = f"{task_options[task]} {language_options[language]}"
|
154 |
else:
|
155 |
task_value = task_options[task]
|
|
|
18 |
st.sidebar.write("""
|
19 |
1. Write something in the text area (a prompt or random text) or use the dropdown menu to select predefined sample text.
|
20 |
2. Select a task from the **task dropdown menu** below if you are providing your own text. **This is very important as it ensures the model responds accordingly.**
|
21 |
+
3. If you are providing your own text, please do not select any predefined sample text from the dropdown menu.
|
22 |
3. If a dropdown menu pops up for a nigerian language, **select the target nigerian language.**
|
23 |
4. Click the Generate button to get a response below the text area.\n
|
24 |
+
**Note: Model's overall performance vary (hallucinates) due to model size and training data distribution.**\n
|
25 |
5. Lastly, you can play with some of the generation parameters below to improve performance.
|
26 |
""")
|
27 |
|
28 |
max_length = 100
|
29 |
max_new_tokens = 50
|
30 |
num_beams = 5
|
31 |
+
temperature = 0.9
|
32 |
top_k = 75
|
33 |
top_p = 0.95
|
34 |
repetition_penalty = 4.0
|
35 |
length_penalty = 2.0
|
36 |
|
37 |
# Create sliders in the sidebar
|
38 |
+
max_length = st.sidebar.slider("Max. output length", min_value=10, max_value=500, value=max_length)
|
39 |
+
max_new_tokens = st.sidebar.slider("Max. generated tokens", min_value=30, max_value=768, value=max_new_tokens)
|
40 |
+
num_beams = st.sidebar.slider("Number of Beams: Improves coherence of the model output.", min_value=1, max_value=10, value=num_beams)
|
41 |
+
temperature = st.sidebar.slider("Temperature: Controls the creativity of the model", min_value=0.1, max_value=2.0, value=temperature)
|
42 |
+
top_k = st.sidebar.slider("Top-K: Controls model's sampling space.", min_value=1, max_value=100, value=top_k)
|
43 |
top_p = st.sidebar.slider("Top-P", min_value=0.1, max_value=1.0, value=top_p)
|
44 |
+
repetition_penalty = st.sidebar.slider("Repetition Penalty: Discourages token repitition during generation.", min_value=1.0, max_value=10.0, value=repetition_penalty)
|
45 |
+
length_penalty = st.sidebar.slider("Length Penalty: Discourages poor output as token length grows.", min_value=0.1, max_value=10.0, value=length_penalty)
|
46 |
|
47 |
|
48 |
# Define generation configuration
|
|
|
69 |
}
|
70 |
|
71 |
# Streamlit app
|
72 |
+
st.title("SabiYarn-125M : Generates text in multiple Nigerian languages.")
|
73 |
|
74 |
st.write("**Supported Languages: English, Yoruba, Igbo, Hausa, Pidgin, Efik, Urhobo, Fulfulde, Fulah. \nResults might not be coherent for less represented languages (i.e Efik, \
|
75 |
Urhobo, Fulfulde, Fulah).**")
|
|
|
96 |
|
97 |
# Sample texts
|
98 |
sample_texts = {
|
99 |
+
"select":"",
|
100 |
+
"Tell me a story in pidgin": "Tell me a story in Yoruba",
|
101 |
"Oma Ede, Mi ji ogede...": "Oma Ede, Mi ji ogede mi a foroma orhorho edha meji ri eka. ",
|
102 |
+
"Igbo: N'ala Igbo ...": "N'ala Igbo, ọtụtụ ndị mmadụ kwenyere na e nwere mmiri ara na elu-ilu",
|
103 |
"who are you?": "who are you?",
|
104 |
+
"urhobo: Eshare nana ri...":"Eshare nana ri vwo ẹguọnọ rẹ iyono rẹ Aristotle vẹ Plato na",
|
105 |
+
"Efik: Ke eyo ...":"Ke eyo Jesus ye mme mbet esie, etop emi ama ada ifụre ọsọk mme Jew oro esịt okobụn̄ọde ke ntak idiọkido ke Israel, oro ẹkenyụn̄ ẹdude ke mfụhọ ke itie-ufụn mme nsunsu ido edinam Ido Ukpono Mme Jew eke akpa isua ikie.",
|
106 |
"Translate 'how are you?' to Yoruba": "Translate 'how are you?' to Yoruba",
|
107 |
"Classify the sentiment": "Anyi na-echefu oke ike.",
|
108 |
"what is the topic of this text": "Africa Free Trade Zone: Kò sí ìdènà láti kó ọjà láti orílẹ̀èdè kan sí òmíràn",
|
109 |
"diacritize this text: ": "E sun, Alaga, fun ise amalayi ti e n se ni Naijiria. E maa ba a lo, egbon!",
|
110 |
+
"clean this text": "Abin mamaki ne aikin da shugabaZn HNajeriya ybake yi. kCiF 39gaba Tda haRkGa sir!",
|
111 |
"headline of this text": '** Sylvain Itté French ambassador don comot Niger Republic **. Sylvain Itté, di French ambassador for Niger don comot Niamey and currently e dey for flight from Ndjamena to Paris. Sylvain Itté, di French ambassador for Niger don comot Niamey very early dis morning and currently e dey for flight from Ndjamena to Paris.\n\nDi military detain Bazoum and im family for di presidential palace. Niger na former French colony, and France still get 1,500 sojas for di African country.\n\n"France don decide to withdraw dia ambassador. In di next hours our ambassador and several diplomats go return to France," Oga Macron tok.\n\nE add say di military co-operation dey "over" and French troops go leave in "di months to come".\n\n"Dis Sunday we celebrate one new step towards di sovereignty of Niger," di junta tok, for one statement wey AFP news agency quote.\n\nDi decision by Paris dey come afta months of hostility and protest against di presence of French for di kontri, wit regular demonstrations for di capital Niamey.\n\nDi move don scata France operations against Islamist militants for di wider Sahel region and Paris influence for there. But oga Macron tok say "putschists no go hold France hostage,"'
|
112 |
}
|
113 |
|
|
|
116 |
"Translate 'how are you?' to Yoruba": "<prompt> Translate 'how are you?' to Yoruba <response>:",
|
117 |
"who are you?": "<prompt> who are you? <response>:",
|
118 |
"Classify the sentiment" : "<classify> Anyi na-echefu oke ike. <sentiment>",
|
119 |
+
"clean this text": "<clean> Abin mamaki ne aikin da shugabaZn HNajeriya ybake yi. kCiF 39gaba Tda haRkGa sir! <pcm>",
|
120 |
"diacritize this text: ": "<diacritize> E sun, Alaga, fun ise amalayi ti e n se ni Naijiria. E maa ba a lo, egbon! <yor>",
|
121 |
"what is the topic of this text": "<classify> Africa Free Trade Zone: Kò sí ìdènà láti kó ọjà láti orílẹ̀èdè kan sí òmíràn <topic>",
|
122 |
'headline of this text': '<title> ** Sylvain Itté French ambassador don comot Niger Republic **. Sylvain Itté, di French ambassador for Niger don comot Niamey and currently e dey for flight from Ndjamena to Paris. Sylvain Itté, di French ambassador for Niger don comot Niamey very early dis morning and currently e dey for flight from Ndjamena to Paris.\n\nDi military detain Bazoum and im family for di presidential palace. Niger na former French colony, and France still get 1,500 sojas for di African country.\n\n"France don decide to withdraw dia ambassador. In di next hours our ambassador and several diplomats go return to France," Oga Macron tok.\n\nE add say di military co-operation dey "over" and French troops go leave in "di months to come".\n\n"Dis Sunday we celebrate one new step towards di sovereignty of Niger," di junta tok, for one statement wey AFP news agency quote.\n\nDi decision by Paris dey come afta months of hostility and protest against di presence of French for di kontri, wit regular demonstrations for di capital Niamey.\n\nDi move don scata France operations against Islamist militants for di wider Sahel region and Paris influence for there. But oga Macron tok say "putschists no go hold France hostage," <headline>',
|
|
|
124 |
|
125 |
# Task options
|
126 |
task_options = {
|
127 |
+
"select": "",
|
128 |
+
"Text Generation": "{}",
|
129 |
+
"Instruction Following": "<prompt> {} <response>:",
|
130 |
+
"Sentiment Classification": "<classify> {} <sentiment>",
|
131 |
+
"Topic Classification": "<classify> {} <topic>",
|
132 |
"Title Generation": "<title> {} <headline>",
|
133 |
+
"Text Diacritization": "<diacritize> {}",
|
134 |
+
"Text Cleaning": "<clean> {}"
|
135 |
}
|
136 |
|
137 |
# Language options for diacritize and clean tasks
|
138 |
language_options = {
|
139 |
+
"select": "",
|
140 |
"Yoruba": "<yor>",
|
141 |
"Hausa": "<hau>",
|
142 |
"Ibo": "<ibo>",
|
|
|
155 |
|
156 |
# Conditionally show language options dropdown for diacritize and clean tasks
|
157 |
if task in ["Diacritize text", "Clean text"]:
|
158 |
+
language = st.selectbox("Select a Nigerian language:", list(language_options.keys()))
|
159 |
task_value = f"{task_options[task]} {language_options[language]}"
|
160 |
else:
|
161 |
task_value = task_options[task]
|