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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+movies_dataset.csv filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,41 @@
+
+import torch
+import gradio as gr
+import pandas as pd
+from sentence_transformers import SentenceTransformer, util
+
+df = pd.read_csv("movies_dataset.csv")
+df['full_text'] = (
+    df['title'].fillna('') + " | " +
+    df['genres'].fillna('') + " | " +
+    df['overview'].fillna('') + " | " +
+    df['tagline'].fillna('')
+)
+df = df.sort_values(by="popularity", ascending=False).head(5000).reset_index(drop=True)
+model = SentenceTransformer('all-MiniLM-L6-v2')
+df['full_text'] = df['full_text'].fillna('').astype(str)
+embeddings = model.encode(df['full_text'].tolist(), show_progress_bar=False)
+df['embeddings'] = embeddings.tolist()
+embedding_tensor = torch.tensor(embeddings)
+
+def recommend_movies(user_input, top_k=5):
+    if not user_input.strip():
+        return "❗Please enter a movie description or genre."
+    user_embedding = model.encode(user_input, convert_to_tensor=True)
+    similarities = util.cos_sim(user_embedding, embedding_tensor)[0]
+    top_indices = similarities.argsort(descending=True)[:top_k]
+    results = []
+    for idx in top_indices:
+        row = df.iloc[idx.item()]
+        results.append(f"🎬 **{row['title']}**\n{row['overview'][:300]}...")
+    return "\n\n".join(results)
+
+demo = gr.Interface(
+    fn=recommend_movies,
+    inputs=gr.Textbox(lines=2, placeholder="Describe a movie, mood, or genre..."),
+    outputs=gr.Markdown(),
+    title="🎬 Movie Recommender",
+    description="Type in a description, vibe, or genre and get movie suggestions!"
+)
+
+demo.launch()

movies_dataset.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bab7686097b796fd9a5272e6712bf47c8ac6c99d58818a29e87e02bff551a5ce
+size 49724492

requirements.txt

@@ -0,0 +1,4 @@
+gradio
+torch
+pandas
+sentence-transformers