Add application files

app.py

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+import gradio as gr
+import layer
+
+model = layer.get_model('layer/t5-fine-tuning-with-layer/models/t5-english-to-sql').get_train()
+tokenizer = layer.get_model('layer/t5-fine-tuning-with-layer/models/t5-tokenizer').get_train()
+
+def greet(query):
+    input_ids = tokenizer.encode(f"translate English to SQL: {query}", return_tensors="pt")
+    outputs = model.generate(input_ids, max_length=1024)
+    sql = tokenizer.decode(outputs[0], skip_special_tokens=True)
+    return sql
+
+
+iface = gr.Interface(fn=greet, inputs="text", outputs="text", examples=[
+    "Show me the average price of wines in Italy by provinces",
+    "Cars built after 2020 and manufactured in Italy",
+    "Top 10 cities by their population"
+])
+iface.launch()

requirements.txt

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+layer==0.9.350435
+torch==1.11.0
+sentencepiece==0.1.96