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Update app.py
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app.py
CHANGED
@@ -1,61 +1,47 @@
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import os
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from fastapi import FastAPI
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from pydantic import BaseModel
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import gradio as gr
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import threading
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import uvicorn
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# =======================
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# Load Secrets
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# =======================
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SYSTEM_PROMPT = os.environ.get(
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"prompt",
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"You are a placeholder Sovereign. No secrets found in environment."
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)
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# =======================
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# Initialize
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# =======================
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# 1) Load model and tokenizer with 4-bit quantization
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model, tokenizer = FastLanguageModel.from_pretrained(
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model_name=MODEL_NAME,
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max_seq_length=2048,
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load_in_4bit=True,
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dtype=None,
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)
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# 2) Apply inference optimizations (fused kernels, streaming, etc.)
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FastLanguageModel.for_inference(model)
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# =======================
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# Core Chat Function
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# =======================
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def chat_fn(user_input: str) -> str:
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messages = [
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{"role": "system", "content": SYSTEM_PROMPT},
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{"role": "user", "content": f"User: {user_input}"}
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]
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prompt_text = "\n".join(f"{m['role'].capitalize()}: {m['content']}" for m in messages)
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output_ids = model.generate(
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**inputs,
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max_new_tokens=256,
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do_sample=False,
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eos_token_id=tokenizer.eos_token_id
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)
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# Decode only the newly generated tokens
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gen_tokens = output_ids[0][inputs.input_ids.shape[-1]:]
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generated_text = tokenizer.decode(gen_tokens, skip_special_tokens=True)
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return generated_text.strip()
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# =======================
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# Gradio UI
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description="Does he really think he is the king?"
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)
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# Run Gradio in a separate thread so FastAPI can also start
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def run_gradio():
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iface.launch(server_name="0.0.0.0", share=True)
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# =======================
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# FastAPI for API access
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# =======================
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# Launch Both Servers
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# =======================
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if __name__ == "__main__":
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uvicorn.run(app, host="0.0.0.0", port=int(os.getenv("PORT", 8000)))
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import os
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from transformers import pipeline
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import gradio as gr
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from fastapi import FastAPI
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from pydantic import BaseModel
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import threading
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import uvicorn
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# =======================
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# Load Secrets
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# =======================
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# SYSTEM_PROMPT (with the flag) must be added in HF Space secrets
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SYSTEM_PROMPT = os.environ.get(
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"prompt",
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"You are a placeholder Sovereign. No secrets found in environment."
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)
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# =======================
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# Initialize Falcon-3B
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# =======================
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pipe = pipeline(
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"text-generation",
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model="tiiuae/Falcon3-3B-Instruct",
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torch_dtype="auto",
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device_map="auto",
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)
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# =======================
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# Core Chat Function
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# =======================
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def chat_fn(user_input: str) -> str:
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"""
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Concatenate system and user messages, run the model,
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and strip the system prompt from the output.
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"""
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messages = [
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{"role": "system", "content": SYSTEM_PROMPT},
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{"role": "user", "content": f"User: {user_input}"}
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]
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# Falcon is not chat-native; we just join roles with newlines
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prompt_text = "\n".join(f"{m['role'].capitalize()}: {m['content']}" for m in messages)
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result = pipe(prompt_text, max_new_tokens=256, do_sample=False)
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generated_text = result[0]["generated_text"]
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return generated_text[len(prompt_text):].strip()
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# =======================
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# Gradio UI
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description="Does he really think he is the king?"
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)
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# =======================
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# FastAPI for API access
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# =======================
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# Launch Both Servers
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# =======================
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if __name__ == "__main__":
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iface.launch(server_name="0.0.0.0", share=True)
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