Spaces:
Sleeping
Sleeping
razanalsulami
commited on
Commit
•
7fc1b72
1
Parent(s):
f4359ae
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,216 @@
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# Import required libraries
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import requests
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from PIL import Image
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from io import BytesIO
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from transformers import pipeline
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import gradio as gr
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import torch
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from gtts import gTTS
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import IPython.display as ipd
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device = "cuda" if torch.cuda.is_available() else "cpu"
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translator_ar_to_en = pipeline("translation_ar_to_en", model="Helsinki-NLP/opus-mt-ar-en", device=0 if device == "cuda" else -1)
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translator_en_to_ar = pipeline("translation_en_to_arabic", model="Helsinki-NLP/opus-mt-en-ar", device=0 if device == "cuda" else -1)
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# Load the plant identification pipeline from Hugging Face
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pipe = pipeline("image-classification", model="umutbozdag/plant-identity")
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plant_care_dict = {
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"Aloe Vera": "Water every 2-3 weeks, allowing the soil to dry out between waterings. Place in bright, indirect sunlight.",
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"Bamboo": "Keep the soil moist but not soggy. Place in indirect sunlight, and avoid direct exposure to sunlight.",
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"Basil": "Water regularly to keep the soil moist. Place in full sun for at least 6 hours a day.",
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"Boston fern": "Water regularly to maintain humidity. Mist the leaves often and keep in indirect sunlight.",
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"English ivy": "Water when the top inch of soil is dry. Place in moderate sunlight and maintain humidity.",
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"Ficus": "Water when the top inch of soil is dry. Place in bright, indirect light, and rotate the plant occasionally.",
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"Fiddle leaf fig": "Water when the top inch of soil is dry. Place in bright, indirect light, and avoid drafts.",
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"Lavender": "Water when the soil is dry to the touch. Place in full sun and ensure good drainage.",
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"Mint": "Water regularly to keep the soil moist. Place in partial shade, and pinch back to encourage bushiness.",
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"Monstera deliciosa": "Water when the top inch of soil is dry. Place in indirect sunlight and provide support for climbing.",
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"Orchids": "Water every 1-2 weeks. Provide humidity and place in indirect light.",
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"Peace Lily": "Water when the top inch of soil is dry. Place in low light and keep out of direct sunlight.",
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"Philodendron": "Water when the top inch of soil is dry. Place in indirect sunlight, and prune as needed.",
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"Pothos": "Water when the top inch of soil is dry. Tolerates low light but grows best in bright, indirect light.",
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"Rosemary": "Water when the top inch of soil is dry. Place in full sun and ensure good drainage.",
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"Rubber plant": "Water when the top inch of soil is dry. Place in bright, indirect light, and dust leaves regularly.",
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"Snake plant": "Water every 2-6 weeks, depending on light conditions. Place in low to bright indirect light.",
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"Spider plant": "Water when the top inch of soil is dry. Place in bright, indirect light, and avoid soggy soil.",
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"Succulents": "Water every 1-3 weeks, allowing the soil to dry completely between waterings. Place in bright sunlight.",
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"ZZ plant": "Water when the soil is completely dry, usually every 2-3 weeks. Tolerates low light conditions.",
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"Jasmine": "Water when the top inch of soil is dry. Place in full sun and prune regularly to encourage growth.",
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"Rose": "Water regularly, keeping the soil moist but not soggy. Place in full sun and fertilize during the growing season.",
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"Chamomile": "Water when the top inch of soil is dry. Place in full sun, and harvest flowers regularly.",
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"Marigold": "Water regularly, especially in dry conditions. Place in full sun and deadhead flowers to promote blooming.",
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"Daffodil": "Water when the soil is dry to the touch. Place in full sun and avoid overwatering.",
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"Geranium": "Water when the top inch of soil is dry. Place in full sun and pinch back to promote bushiness.",
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"Thyme": "Water when the soil is dry. Place in full sun and ensure good drainage.",
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"Coriander": "Water regularly to keep the soil moist. Place in full sun and harvest leaves often.",
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"Lemon Balm": "Water when the soil is dry. Place in full sun and prune regularly to encourage growth.",
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"Sage": "Water when the soil is dry. Place in full sun and provide well-drained soil.",
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"Peppermint": "Water regularly to keep the soil moist. Place in partial shade and pinch back to promote bushiness.",
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"Bougainvillea": "Water when the soil is dry. Place in full sun and prune regularly to encourage flowering.",
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"Desert Rose": "Water when the soil is dry. Place in full sun and ensure good drainage.",
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"Palm Tree": "Water when the top inch of soil is dry. Place in bright sunlight and provide adequate space for growth.",
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"Oleander": "Water when the top inch of soil is dry. Place in full sun and fertilize regularly.",
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"Cactus": "Water every few weeks, allowing the soil to dry completely between waterings. Place in bright sunlight."
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}
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# Plant facts dictionary
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plant_facts_dict = {
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"Aloe Vera": "Aloe Vera is known for its soothing properties and is commonly used in skincare products. It thrives in bright, indirect sunlight.",
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"Bamboo": "Bamboo is one of the fastest-growing plants in the world. It prefers moist soil and indirect sunlight.",
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"Basil": "Basil is a fragrant herb that is often used in cooking. It needs plenty of sunlight and regular watering to thrive.",
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"Boston fern": "Boston ferns are popular houseplants known for their lush, green fronds. They prefer high humidity and indirect sunlight.",
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"English ivy": "English ivy is a climbing plant that can adapt to various conditions. It likes well-drained soil and moderate sunlight.",
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"Ficus": "Ficus plants are versatile and can be grown indoors or outdoors. They prefer bright, indirect light and moderate watering.",
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"Fiddle leaf fig": "Fiddle leaf figs are known for their large, glossy leaves. They thrive in bright, indirect light and require regular watering.",
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"Lavender": "Lavender is a fragrant herb often used in aromatherapy. It prefers full sun and well-drained soil.",
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"Mint": "Mint is a fast-growing herb that can easily spread. It prefers partial shade and moist soil.",
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"Monstera deliciosa": "Monstera is known for its unique leaf holes. It thrives in indirect sunlight and requires regular watering.",
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"Orchids": "Orchids are exotic flowers that require special care. They prefer indirect light and humidity.",
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"Peace Lily": "Peace Lilies are known for their elegant white flowers. They thrive in low light and require regular watering.",
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"Philodendron": "Philodendrons are popular houseplants with heart-shaped leaves. They prefer indirect sunlight and moderate watering.",
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"Pothos": "Pothos are resilient plants that can survive in low light. They prefer to dry out between waterings.",
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"Rosemary": "Rosemary is an aromatic herb that is commonly used in cooking. It prefers full sun and well-drained soil.",
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"Rubber plant": "Rubber plants are known for their large, glossy leaves. They thrive in bright, indirect light and moderate watering.",
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"Snake plant": "Snake plants are hardy and can tolerate low light. They require infrequent watering.",
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"Spider plant": "Spider plants are known for their air-purifying properties. They prefer bright, indirect light and regular watering.",
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"Succulents": "Succulents are drought-tolerant plants that store water in their leaves. They prefer bright sunlight and well-drained soil.",
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"ZZ plant": "ZZ plants are known for their glossy leaves and resilience. They thrive in low light and require infrequent watering.",
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"Jasmine": "Jasmine is a fragrant flower often used in perfumes. It prefers full sun and well-drained soil.",
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"Rose": "Roses are popular garden plants known for their beautiful flowers. They prefer full sun and regular watering.",
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"Chamomile": "Chamomile is an aromatic herb used in teas. It prefers full sun and well-drained soil.",
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"Marigold": "Marigolds are bright flowers that repel pests. They thrive in full sun and require regular watering.",
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"Daffodil": "Daffodils are spring flowers known for their trumpet shape. They prefer well-drained soil and full sun.",
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"Geranium": "Geraniums are popular bedding plants. They prefer full sun and regular watering.",
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"Thyme": "Thyme is an aromatic herb commonly used in cooking. It prefers full sun and well-drained soil.",
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"Coriander": "Coriander is an herb known for its distinct flavor. It prefers full sun and well-drained soil.",
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"Lemon Balm": "Lemon balm is a fragrant herb often used in teas. It prefers full sun and regular watering.",
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"Sage": "Sage is a hardy herb commonly used in cooking. It prefers full sun and well-drained soil.",
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"Peppermint": "Peppermint is a popular herb known for its refreshing flavor. It prefers partial shade and moist soil.",
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"Bougainvillea": "Bougainvillea is a colorful flowering plant. It prefers full sun and well-drained soil.",
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"Desert Rose": "Desert roses are succulent plants known for their beautiful flowers. They prefer full sun and well-drained soil.",
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"Palm Tree": "Palm trees are iconic tropical plants. They prefer bright sunlight and well-drained soil.",
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"Oleander": "Oleander is a hardy shrub known for its flowers. It prefers full sun and well-drained soil.",
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"Cactus": "Cacti are drought-resistant plants that thrive in dry conditions. They prefer bright sunlight and minimal watering."
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}
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plant_name_translations = {
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"Aloe Vera": "Aloe Vera - صبار الألوفيرا",
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"Bamboo": "Bamboo - الخيزران",
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"Basil": "Basil - الريحان",
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"Boston fern": "Boston Fern - سرخس بوسطن",
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"English ivy": "English Ivy - اللبلاب الإنجليزي",
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"Ficus": "Ficus - نبات الفيكس",
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"Fiddle leaf fig": "Fiddle Leaf Fig - التين ورقي الكمان",
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"Lavender": "Lavender - الخزامى",
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"Mint": "Mint - النعناع",
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"Monstera deliciosa": "Monstera Deliciosa - مونستيرا دليسيوسا",
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"Orchids": "Orchids - الأوركيد",
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"Peace Lily": "Peace Lily - زنبق السلام",
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"Philodendron": "Philodendron - الفيلوديندرون",
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"Pothos": "Pothos - البوتس",
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"Rosemary": "Rosemary - إكليل الجبل",
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"Rubber plant": "Rubber Plant - نبات المطاط",
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"Snake plant": "Snake Plant - نبات الثعبان",
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"Spider plant": "Spider Plant - نبات العنكبوت",
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"Succulents": "Succulents - النباتات العصارية",
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"ZZ plant": "ZZ Plant - نبات زيزي",
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"Jasmine": "Jasmine - الياسمين",
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"Rose": "Rose - الورد",
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"Chamomile": "Chamomile - البابونج",
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"Marigold": "Marigold - القطيفة",
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"Daffodil": "Daffodil - النرجس",
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"Geranium": "Geranium - إبرة الراعي",
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"Thyme": "Thyme - الزعتر",
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"Coriander": "Coriander - الكزبرة",
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"Lemon Balm": "Lemon Balm - بلسم الليمون",
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"Sage": "Sage - الميرمية",
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"Peppermint": "Peppermint - النعناع الفلفلي",
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"Bougainvillea": "Bougainvillea - الجهنمية",
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"Desert Rose": "Desert Rose - وردة الصحراء",
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"Palm Tree": "Palm Tree - النخيل",
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"Oleander": "Oleander - دفلى",
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"Cactus": "Cactus - الصبار"}
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def classify_plant_image(image):
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image.save('temp_image.jpg') # Save the image locally for pipeline processing
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predictions = pipe('temp_image.jpg')
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top_prediction = predictions[0] # Get the top prediction
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return top_prediction['label']
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def text_to_speech(instructions, language='en'):
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tts = gTTS(text=instructions, lang=language)
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tts.save('temp_audio.mp3') # Save the audio file
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return 'temp_audio.mp3'
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def process_image_input(image=None, language='english'):
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plant_name = classify_plant_image(image) # Identify plant from image
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# Debugging: Log the identified plant name
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print(f"Identified Plant Name: {plant_name}")
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# Get care instructions in English
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care_instructions = plant_care_dict.get(plant_name, f"Care instructions are not available for '{plant_name}'.")
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plant_fact = plant_facts_dict.get(plant_name, f"Facts are not available for '{plant_name}'.")
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# Translate care instructions and facts to Arabic
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if language == 'arabic':
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care_instructions = translator_en_to_ar(care_instructions)[0]['translation_text']
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plant_fact = translator_en_to_ar(plant_fact)[0]['translation_text']
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plant_name = plant_name_translations.get(plant_name, plant_name) # Translate plant name to Arabic
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# Generate audio for the facts
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audio_file = text_to_speech(plant_fact, language='ar' if language == 'arabic' else 'en')
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return plant_name, care_instructions, audio_file
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# Main processing function for text input
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def process_text_input(plant_name=None, language='english'):
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if plant_name:
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# Debugging: Log the requested plant name
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print(f"Requested Plant Name: {plant_name}")
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# Get care instructions in English
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care_instructions = plant_care_dict.get(plant_name, f"Care instructions are not available for '{plant_name}'.")
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plant_fact = plant_facts_dict.get(plant_name, f"Facts are not available for '{plant_name}'.")
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# Translate care instructions and facts to Arabic
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if language == 'arabic':
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care_instructions = translator_en_to_ar(care_instructions)[0]['translation_text']
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plant_fact = translator_en_to_ar(plant_fact)[0]['translation_text']
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plant_name = plant_name_translations.get(plant_name, plant_name) # Translate plant name to Arabic
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# Generate audio for the facts
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audio_file = text_to_speech(plant_fact, language='ar' if language == 'arabic' else 'en')
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return plant_name, care_instructions, audio_file
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# Creating Gradio app with tabs
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with gr.Blocks() as demo:
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gr.Markdown("## Plant Identification and Care Instructions")
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with gr.Tab("Image Input"):
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gr.Interface(
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fn=process_image_input,
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inputs=[
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gr.Image(type="pil", label="Upload a Plant Image"), # Image input
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gr.Dropdown(choices=["english", "arabic"], label="Select Language", value="english") # Language selection
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],
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outputs=[
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gr.Textbox(label="Identified Plant"),
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gr.Textbox(label="Care Instructions"),
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gr.Audio(label="Audio Fact") # Output audio file
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],
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title="Identify Plant from Image",
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description="Upload an image of a plant to identify it and receive care instructions in your chosen language."
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)
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with gr.Tab("Text Input"):
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gr.Interface(
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fn=process_text_input,
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inputs=[
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gr.Textbox(label="Enter Plant Name"), # Text input
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gr.Dropdown(choices=["english", "arabic"], label="Select Language", value="english") # Language selection
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],
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outputs=[
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gr.Textbox(label="Identified Plant"),
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gr.Textbox(label="Care Instructions"),
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gr.Audio(label="Audio Fact") # Output audio file
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],
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title="Identify Plant by Name",
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description="Enter the name of a plant to receive care instructions in your chosen language."
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)
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# Launch the Gradio app with Tabs
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demo.launch()
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