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Dockerfile.txt

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+FROM python:3.10-slim
+
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y git-lfs && git lfs install
+
+COPY requirements.txt .
+
+RUN pip install --no-cache-dir -r requirements.txt
+
+COPY app.py .
+
+CMD ["python", "app.py"]

app.py

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+import gradio as gr
+from transformers import pipeline
+corrector = pipeline(task="text2text-generation", model="pszemraj/flan-t5-large-grammar-synthesis")
+
+def grammar_corrector(sentence):
+    result = corrector(sentence)
+    return result[0]['generated_text']
+
+interface = gr.Interface(fn=grammar_corrector, inputs=gr.Textbox(placeholder= "Type or paste your sentence", lines = 2, max_lines=5), outputs=gr.Textbox(lines = 3),
+                        title="Grammar Suggestion App")
+
+interface.launch(server_name="0.0.0.0", server_port=7860)