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app.py

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+import gradio as gr
+import numpy as np
+import pandas as pd
+from sentence_transformers import SentenceTransformer
+from sklearn.metrics.pairwise import cosine_similarity
+from PIL import Image
+import requests
+from io import BytesIO
+
+# 1. טעינת המודל והנתונים
+print("Loading model and data...")
+model = SentenceTransformer('sentence-transformers/clip-ViT-B-32')
+
+# טעינת הוקטורים והמידע ששמרנו מראש
+embeddings = np.load('flower_embeddings.npy')
+df = pd.read_csv('flower_metadata.csv')
+
+# טעינת הדאטה-סט המקורי כדי לשלוף את התמונות האמיתיות
+from datasets import load_dataset, concatenate_datasets
+print("Loading dataset images...")
+ds = load_dataset("nelorth/oxford-flowers")
+full_dataset = concatenate_datasets([ds[split] for split in ds.keys()])
+
+# 2. פונקציית החיפוש
+def search_flower(text_query, input_image=None):
+    # אם המשתמש העלה תמונה, נשתמש בה. אחרת, נשתמש בטקסט
+    if input_image is not None:
+        query_emb = model.encode(input_image, convert_to_tensor=True).cpu().numpy()
+    else:
+        query_emb = model.encode([text_query], convert_to_tensor=True).cpu().numpy()
+    
+    # חישוב דמיון
+    similarities = cosine_similarity(query_emb.reshape(1, -1), embeddings)
+    
+    # שליפת 3 התוצאות הכי טובות
+    top_k = 3
+    top_indices = similarities[0].argsort()[-top_k:][::-1]
+    top_scores = similarities[0][top_indices]
+    
+    results = []
+    for idx, score in zip(top_indices, top_scores):
+        # שליפת התמונה המקורית מהדאטה-סט
+        img = full_dataset[int(df.iloc[idx]['original_index'])]['image']
+        lbl = df.iloc[idx]['label']
+        results.append((img, f"Label: {lbl} (Score: {score:.2f})"))
+    
+    return results
+
+# 3. בניית הממשק הגרפי
+with gr.Blocks() as demo:
+    gr.Markdown("# 🌸 Smart Flower Search Engine")
+    gr.Markdown("Search for flowers using text description OR by uploading an image!")
+    
+    with gr.Row():
+        with gr.Column():
+            txt_input = gr.Textbox(label="Describe a flower (e.g., 'red rose')", placeholder="A yellow sunflower...")
+            img_input = gr.Image(label="Or upload an image", type="pil")
+            btn = gr.Button("Find Similar Flowers")
+        
+        with gr.Column():
+            gallery = gr.Gallery(label="Recommended Flowers")
+            
+    btn.click(fn=search_flower, inputs=[txt_input, img_input], outputs=gallery)
+
+# הפעלת האפליקציה
+demo.launch()

flower_embeddings.npy

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+version https://git-lfs.github.com/spec/v1
+oid sha256:2ede115d8a08e341ddf4fa2d7407e02124cfcdd8b57c728dfdc7736a0a9c4b07
+size 16771200

flower_metadata.csv

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