deploy

app.py

@@ -0,0 +1,19 @@
+import gradio as gr
+from transformers import AutoTokenizer, AutoModelForCausalLM
+from peft import PeftModel
+
+# Load base + finetuned model
+base_model = "unsloth/Phi-3-mini-4k-instruct-bnb-4bit"
+finetuned_model = "saadkhi/SQL_Chat_finetuned_model"
+
+tokenizer = AutoTokenizer.from_pretrained(base_model)
+model = AutoModelForCausalLM.from_pretrained(base_model)
+model = PeftModel.from_pretrained(model, finetuned_model)
+
+def chat(prompt):
+    inputs = tokenizer(prompt, return_tensors="pt")
+    outputs = model.generate(**inputs, max_new_tokens=200)
+    return tokenizer.decode(outputs[0], skip_special_tokens=True)
+
+iface = gr.Interface(fn=chat, inputs="text", outputs="text", title="SQL Chatbot")
+iface.launch()