maulanayyy commited on
Commit
539d41b
·
1 Parent(s): c202b1d

update app.py and add requirement.txt

Browse files
Files changed (2) hide show
  1. app.py +27 -4
  2. requirements.txt +3 -0
app.py CHANGED
@@ -1,7 +1,30 @@
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  import gradio as gr
 
 
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- def greet(name):
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- return "Hello " + name + "!!"
 
 
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- demo = gr.Interface(fn=greet, inputs="text", outputs="text")
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- demo.launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  import gradio as gr
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+ import torch
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+ from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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+ # Load the model and tokenizer
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+ model_name = "maulanayyy/code_translation_codet5"
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+ model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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+ # Function to perform inference
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+ def translate_code(input_code):
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+ # Prepare the input text
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+ input_text = f"translate Java to C#: {input_code}"
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+
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+ # Tokenize the input
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+ input_ids = tokenizer(input_text, return_tensors="pt").input_ids
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+
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+ # Generate the output
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+ with torch.no_grad():
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+ outputs = model.generate(input_ids, max_length=512)
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+
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+ # Decode the output
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+ translated_code = tokenizer.decode(outputs[0], skip_special_tokens=True)
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+ return translated_code
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+
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+ # Create Gradio interface
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+ demo = gr.Interface(fn=translate_code, inputs="text", outputs="text", title="Java to C# Code Translator", description="Enter Java code to translate it to C#.")
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+
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+ # Launch the interface
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+ demo.launch()
requirements.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ transformers
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+ torch
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+ gradio