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Update app.py
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app.py
CHANGED
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@@ -7,14 +7,20 @@ from sentence_transformers import SentenceTransformer
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# Optional LLM step (still works without it)
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OPENAI_API_KEY = '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'
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USE_OPENAI = bool(OPENAI_API_KEY)
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if USE_OPENAI:
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try:
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from openai import OpenAI
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oai = OpenAI(api_key=OPENAI_API_KEY)
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OPENAI_MODEL = os.getenv("OPENAI_MODEL", "gpt-4o-mini")
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except Exception as e:
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print("[RAG] OpenAI import failed:", e)
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USE_OPENAI = False
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# Tunables (can override in Space β Settings β Variables)
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MODEL_NAME = os.getenv("EMBED_MODEL", "all-MiniLM-L6-v2")
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@@ -32,6 +38,10 @@ def _fallback_corpus():
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"Mount Everest is Earth's highest mountain above sea level.",
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"Photosynthesis converts light energy into chemical energy in plants.",
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"The Nile is a major north-flowing river in northeastern Africa.",
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]
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def build_index():
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@@ -105,55 +115,96 @@ def answer(question: str, k: int):
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build_index()
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if not question.strip():
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return "Please enter a question.", [], {"status": "idle"}
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pairs = retrieve(question, k)
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if not pairs:
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return "No results in index.", [], {"status": "empty"}
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cites = [{"rank": p["rank"], "faiss_dist": round(p["faiss_dist"], 4), "snippet": p["snippet"]} for p in pairs]
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if USE_OPENAI:
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prompt = build_prompt(question, pairs)
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try:
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resp = oai.chat.completions.create(
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model=OPENAI_MODEL,
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messages=[{"role": "user", "content": prompt}],
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temperature=0.2
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)
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ans = resp.choices[0].message.content
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except Exception as e:
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-
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else:
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ans = ("
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+ pairs[0]["full"][:MAX_CTX_CHAR])
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return ans, cites, {
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# ------------------- UI -------------------
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("
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with gr.Row():
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q = gr.Textbox(
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ans = gr.Markdown(label="Answer")
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cites = gr.Dataframe(
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def _startup():
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try:
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msg = build_index()
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except Exception as e:
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return {"status": msg}
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demo.load(_startup, inputs=None, outputs=meta)
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btn.click(answer, [q, k], [ans, cites, meta])
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if __name__ == "__main__":
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build_index()
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demo.launch()
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# Optional LLM step (still works without it)
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OPENAI_API_KEY = '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'
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USE_OPENAI = bool(OPENAI_API_KEY)
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+
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print(f"[RAG] OPENAI_API_KEY found: {bool(OPENAI_API_KEY)}")
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if USE_OPENAI:
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try:
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from openai import OpenAI
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oai = OpenAI(api_key=OPENAI_API_KEY)
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OPENAI_MODEL = os.getenv("OPENAI_MODEL", "gpt-4o-mini")
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print(f"[RAG] OpenAI initialized with model: {OPENAI_MODEL}")
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except Exception as e:
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print("[RAG] OpenAI import failed:", e)
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USE_OPENAI = False
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else:
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print("[RAG] No OpenAI API key detected. Set OPENAI_API_KEY in Space Settings.")
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# Tunables (can override in Space β Settings β Variables)
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MODEL_NAME = os.getenv("EMBED_MODEL", "all-MiniLM-L6-v2")
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"Mount Everest is Earth's highest mountain above sea level.",
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"Photosynthesis converts light energy into chemical energy in plants.",
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"The Nile is a major north-flowing river in northeastern Africa.",
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"Berlin is the capital and largest city of Germany.",
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"Tokyo is the capital of Japan and one of the world's most populous cities.",
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"The Great Wall of China is one of the most famous landmarks in the world.",
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"DNA contains the genetic instructions for all living organisms.",
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]
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def build_index():
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build_index()
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if not question.strip():
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return "Please enter a question.", [], {"status": "idle", "openai_enabled": USE_OPENAI}
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pairs = retrieve(question, k)
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if not pairs:
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return "No results in index.", [], {"status": "empty", "openai_enabled": USE_OPENAI}
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cites = [{"rank": p["rank"], "faiss_dist": round(p["faiss_dist"], 4), "snippet": p["snippet"]} for p in pairs]
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if USE_OPENAI:
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prompt = build_prompt(question, pairs)
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try:
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print(f"[RAG] Calling OpenAI with model: {OPENAI_MODEL}")
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resp = oai.chat.completions.create(
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model=OPENAI_MODEL,
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messages=[{"role": "user", "content": prompt}],
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temperature=0.2,
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max_tokens=500
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)
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ans = resp.choices[0].message.content
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print(f"[RAG] OpenAI response received successfully")
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except Exception as e:
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print(f"[RAG] LLM call failed: {e}")
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ans = f"β LLM call failed: {e}\n\n**Top result shown below:**\n\n{pairs[0]['full'][:MAX_CTX_CHAR]}"
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else:
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ans = ("β οΈ **No OPENAI_API_KEY set** β Add it in Space Settings β Repository secrets\n\n"
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"**Showing most relevant context instead:**\n\n"
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+ pairs[0]["full"][:MAX_CTX_CHAR])
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return ans, cites, {
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"status": "ok",
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"ntotal": STATE['index'].ntotal,
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"model": MODEL_NAME,
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"openai_enabled": USE_OPENAI,
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"openai_model": OPENAI_MODEL if USE_OPENAI else None
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}
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# ------------------- UI -------------------
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("""
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## Nyxion Labs Β· Grounded Q&A (RAG Demo)
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Ask questions and get answers grounded in context with citations.
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""")
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if not USE_OPENAI:
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gr.Markdown("""
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β οΈ **OpenAI API Key Not Detected**
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To enable AI-generated answers:
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1. Go to Space Settings
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2. Add `OPENAI_API_KEY` as a repository secret
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3. Restart the Space
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Currently showing raw context retrieval only.
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""")
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with gr.Row():
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q = gr.Textbox(
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label="Ask a question",
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placeholder="e.g., What is the capital of Germany?",
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lines=2
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)
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k = gr.Slider(1, 10, value=3, step=1, label="Number of Citations (top-k)")
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btn = gr.Button("π Ask", variant="primary")
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ans = gr.Markdown(label="Answer")
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cites = gr.Dataframe(
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headers=["rank", "faiss_dist", "snippet"],
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datatype=["number","number","str"],
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row_count=(0, "dynamic"),
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label="Retrieved Contexts"
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)
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meta = gr.JSON(label="System Status")
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def _startup():
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try:
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msg = build_index()
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return {
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"status": msg,
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"openai_enabled": USE_OPENAI,
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"openai_model": OPENAI_MODEL if USE_OPENAI else None,
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"embed_model": MODEL_NAME
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}
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except Exception as e:
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return {"status": f"Startup build failed: {e}", "openai_enabled": False}
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demo.load(_startup, inputs=None, outputs=meta)
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btn.click(answer, [q, k], [ans, cites, meta])
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q.submit(answer, [q, k], [ans, cites, meta]) # Allow Enter key to submit
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if __name__ == "__main__":
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build_index()
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demo.launch()
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