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Commit
·
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1
Parent(s):
bf11196
feat: Added first MVP for XKCD Finder
Browse files- .gitattributes +35 -0
- README.md +15 -1
- app.py +133 -0
- requirements.txt +5 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.arrow filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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title: XKCD Finder
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emoji: 💬
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colorFrom: yellow
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colorTo: purple
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sdk: gradio
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sdk_version: 5.42.0
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app_file: app.py
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pinned: false
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hf_oauth: true
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hf_oauth_scopes:
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- inference-api
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---
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XKCD Finder
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app.py
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from __future__ import annotations
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import os
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import pickle
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import faiss
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import gradio as gr
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from datasets import load_dataset
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from sentence_transformers import SentenceTransformer
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from huggingface_hub import InferenceClient
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# --- Config ---
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INDEX_FILE = "xkcd.index"
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META_FILE = "meta.pkl"
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CHAT_MODEL = os.getenv("CHAT_MODEL", "meta-llama/Meta-Llama-3-8B-Instruct")
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# --- Build / load index ---
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def build_index():
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print("Building FAISS index...")
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ds = load_dataset("olivierdehaene/xkcd", split="train")
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model = SentenceTransformer("all-MiniLM-L6-v2")
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texts = []
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for ex in ds:
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id_ = str(ex["id"]) if ex["id"] else ""
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title = ex["title"] if ex["title"] else ""
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transcript = ex["transcript"] if ex["transcript"] else ""
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explanation = ex["explanation"] if "explanation" in ex and ex["explanation"] else ""
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texts.append(f"{id_} {title} {transcript} {explanation}")
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embeddings = model.encode(texts, convert_to_numpy=True, show_progress_bar=True)
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dim = embeddings.shape[1]
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index = faiss.IndexFlatL2(dim)
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index.add(embeddings)
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faiss.write_index(index, INDEX_FILE)
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# Store just the metadata we need (pickle-friendly)
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meta = [
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{
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"id": ex["id"],
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"title": ex["title"],
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"transcript": ex["transcript"],
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"explanation": ex["explanation"] if "explanation" in ex else "",
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}
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for ex in ds
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]
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with open(META_FILE, "wb") as f:
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pickle.dump(meta, f)
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return index, meta
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if os.path.exists(INDEX_FILE) and os.path.exists(META_FILE):
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print("Loading cached index...")
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index = faiss.read_index(INDEX_FILE)
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with open(META_FILE, "rb") as f:
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meta = pickle.load(f)
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else:
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index, meta = build_index()
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embedder = SentenceTransformer("all-MiniLM-L6-v2")
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# --- Chat handler ---
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def respond(
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message: str,
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history: list[dict[str, str]],
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oauth: gr.OAuthToken | None = None, # Gradio injects this when available
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):
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if not oauth:
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yield "⚠️ Please sign in with your Hugging Face account (top of the page)"
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return
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token = oauth.token
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# Embed the query and search FAISS
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query_vec = embedder.encode([message], convert_to_numpy=True)
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D, I = index.search(query_vec, 5)
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candidates = [meta[int(i)] for i in I[0]]
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context = "\n".join(
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f"[{c['id']}] {c['title']}\nTranscript: {c['transcript']}\nExplanation: {c['explanation']}"
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for c in candidates
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)
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prompt = f"""Situation: "{message}"
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Here are candidate xkcd comics:
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{context}
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Which comic fits best and why?
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Please answer with the comic ID, URL (https://xkcd.com/ID/) and a short explanation.
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"""
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print("[PROMPT] " + prompt)
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client = InferenceClient(model=CHAT_MODEL, api_key=token) # 'api_key' alias also works
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resp = client.chat_completion(
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messages=[
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{"role": "system", "content": "You are a helpful assistant that selects the most suitable xkcd comic."},
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{"role": "user", "content": prompt},
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],
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max_tokens=200,
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temperature=0.0,
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)
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# Be tolerant to slight schema differences
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try:
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choice = resp.choices[0]
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msg = getattr(choice, "message", None)
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if isinstance(msg, dict):
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out = msg.get("content", "")
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else:
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out = getattr(msg, "content", "") or getattr(choice, "text", "")
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except Exception:
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out = str(resp)
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yield out.strip() or "Sorry, I couldn't parse the model response."
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# --- UI ---
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with gr.Blocks() as demo:
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gr.Markdown("# xkcd Comic Finder")
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gr.Markdown(
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"Sign in with your Hugging Face account so the app can call the model via the Inference API."
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"\n\n> If you deploy to a Space, add `hf_oauth: true` in your Space metadata and grant the `inference:api` scope."
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)
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gr.LoginButton() # Shows “Sign in with Hugging Face”
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gr.ChatInterface(
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fn=respond,
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title="xkcd Comic Finder",
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description="Find the most suitable xkcd comic for your situation. Use the login button above.",
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examples=[
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"I need a comic about procrastination.",
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"A comic for programmers debugging code.",
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"Life advice in comic form.",
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],
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)
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if __name__ == "__main__":
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demo.launch()
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requirements.txt
ADDED
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gradio
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faiss-cpu
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transformers
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sentence-transformers
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datasets
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