samzirbo commited on
Commit
1b41464
1 Parent(s): 63a82cf

Create app.py

Browse files
Files changed (1) hide show
  1. app.py +31 -4
app.py CHANGED
@@ -1,7 +1,34 @@
1
  import gradio as gr
 
2
 
3
- def greet(name):
4
- return "Hello " + name + "!!"
 
 
 
 
5
 
6
- iface = gr.Interface(fn=greet, inputs="text", outputs="text")
7
- iface.launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  import gradio as gr
2
+ from transformers import pipeline
3
 
4
+ available_models = {
5
+ "mt5.baseline": pipeline("text2text-generation", model="samzirbo/mt5.baseline"),
6
+ "mt5.genered": pipeline("text2text-generation", model="samzirbo/mt5.gendered"),
7
+ "mt5.balanced": pipeline("text2text-generation", model="samzirbo/mt5.balanced"),
8
+ "mt5.gendered_balanced": pipeline("text2text-generation", model="samzirbo/mt5.gendered_balanced")
9
+ }
10
 
11
+ def translate_text(model_name, lang_dir, gender, input_text):
12
+
13
+ model = available_models[model_name]
14
+
15
+ src, tgt = lang_dir.split(" -> ")
16
+
17
+ prompt = f"Translate {src} to {tgt} " + f"as a {gender} : " if gender and "gendered" in model_name else f"Translate {src} to {tgt} : "
18
+ inputs = prompt + input_text
19
+ print(inputs)
20
+ output_text = model(inputs, max_length=128)
21
+ return output_text[0]['generated_text']
22
+
23
+
24
+ model_dropdown = gr.Dropdown(choices=list(available_models.keys()), label="Select Model", value="mt5.baseline")
25
+ lang_dropdown = gr.Dropdown(choices=["English -> Spanish", "Spanish -> English"], label="Language Direction", value="English -> Spanish")
26
+ gender_dropdown = gr.Dropdown(choices=["female", "male"], label="Select Gender", value=None)
27
+
28
+ iface = gr.Interface(fn=translate_text,
29
+ inputs=[model_dropdown, lang_dropdown, gender_dropdown, "text"],
30
+ outputs="text",
31
+ title="Translation Interface",
32
+ description="Select a model, language direction, and input text to translate.")
33
+
34
+ iface.launch()