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Browse files- app.py +95 -0
- requirements.txt +3 -0
app.py
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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# Load model directly
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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tokenizer = AutoTokenizer.from_pretrained("HafijulHoquenabid2/T5_flanlarge_phase_1")
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model = AutoModelForSeq2SeqLM.from_pretrained("HafijulHoquenabid2/T5_flanlarge_phase_1")
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# Domain-specific example questions and contexts
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data = [
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{
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"question": "How can I enable two-factor authentication during the setup process for the smart door lock?",
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"context": """
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Setting Up Your Smart Door Lock: Comprehensive Instructions
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A smart door lock allows you to lock and unlock your doors remotely through mobile apps or voice assistants, adding convenience and security to your home. Below are the step-by-step instructions for setting up your smart door lock properly, ensuring optimal functionality and security.
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Step 1: Unboxing and Preparing the Components
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1. Unbox your smart door lock package. Ensure it contains:
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- The smart lock device.
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- Deadbolt assembly (if applicable).
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- Mounting plate.
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- Battery pack.
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- Screws, bolts, and brackets.
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- User manual.
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2. Identify the components and verify against the manual's checklist. If any item is missing, contact the manufacturer immediately.
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Step 2: Removing the Existing Lock
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1. Use a screwdriver to remove your existing deadbolt or lock.
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2. Carefully detach the strike plate from the door frame.
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3. Ensure the door is free of debris or old hardware.
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Step 3: Installing the Smart Lock
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1. Align the deadbolt assembly with the hole in your door.
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2. Secure the assembly with the provided screws.
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3. Attach the mounting plate to the door's interior side, ensuring proper alignment with the deadbolt assembly.
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4. Connect the smart lock device to the mounting plate using the screws and brackets provided.
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Step 4: Configuring the Smart Lock
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1. Insert the battery pack into the smart lock device and power it on.
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2. Download the manufacturer's mobile app on your smartphone.
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3. Open the app and create an account if you don’t already have one.
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4. Follow the on-screen instructions to connect the smart lock to your Wi-Fi network. Ensure your network is secured with a strong password.
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Step 5: Enabling Security Features
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1. Navigate to the app's settings menu and select “Security Settings.”
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2. Enable two-factor authentication by linking your phone number or email.
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3. Configure a backup PIN code to unlock the door in case of app failure.
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4. Set permissions for other users if required.
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Step 6: Testing the Smart Lock
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1. Lock and unlock the door using the app to verify functionality.
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2. Test the manual override feature with the provided physical key.
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3. Check the responsiveness of any connected voice assistants (e.g., Alexa, Google Assistant).
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Step 7: Finalizing the Setup
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1. Review the app's activity log to ensure no unauthorized access attempts.
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2. Enable auto-lock and geofencing features for additional convenience.
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3. Familiarize yourself with the customer support options for troubleshooting.
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Additional Tips:
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- Regularly update the smart lock’s firmware to ensure compatibility and security.
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- Replace the batteries periodically or when low-battery alerts appear.
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- Avoid sharing your PIN or app credentials with untrusted individuals.
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"""
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}
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]
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# Generate responses using attention mask
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for item in data:
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# Combine question and context
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input_text = f"question: {item['question']} context: {item['context']}"
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# Tokenize the input with attention mask
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inputs = tokenizer(
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input_text,
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max_length=512,
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padding="max_length",
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truncation=True,
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return_tensors="pt"
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)
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# Generate response
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outputs = model.generate(
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input_ids=inputs["input_ids"],
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attention_mask=inputs["attention_mask"],
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max_length=150,
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num_beams=4,
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early_stopping=True
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)
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# Decode and print the response
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answer = tokenizer.decode(outputs[0], skip_special_tokens=True)
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print(f"Question: {item['question']}")
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print(f"Generated Answer: {answer}")
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print("-" * 80)
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requirements.txt
ADDED
@@ -0,0 +1,3 @@
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1 |
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transformers
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2 |
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torch
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3 |
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gradio
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