Deploy AI Resume Tailor

.gitignore

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+# Dependencies
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Generated files
+generated_resumes/
+*.docx
+*.pdf
+
+# IDE
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+
+# OS files
+Thumbs.db
+.DS_Store

Dockerfile

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+FROM python:3.10-slim
+
+WORKDIR /app
+
+# Copy requirements file
+COPY requirements.txt requirements.txt
+
+# Install dependencies
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy app files
+COPY app.py app.py
+
+# Create directory for generated files
+RUN mkdir -p generated_resumes
+
+# Expose port 7860 (default for Hugging Face Spaces)
+EXPOSE 7860
+
+# Run the app
+CMD ["streamlit", "run", "app.py", "--server.port", "7860", "--server.address", "0.0.0.0"]

README.md

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+# AI Resume Tailor
+
+A powerful AI-driven resume generator that creates professional resumes from job descriptions.
+
+## Features
+
+- **AI-Powered Generation**: Uses state-of-the-art T5 model for resume generation
+- **Multiple Formats**: Support for both Word and PDF formats
+- **Customizable Templates**: Choose from professional resume templates
+- **ATS Optimization**: Generated resumes are optimized for Applicant Tracking Systems
+
+## How to Use
+
+1. **Paste Job Description**: Enter the job description you're applying for
+2. **Add Personal Details**: Provide your name, email, phone number, and location
+3. **Generate Resume**: Click the "Generate Resume" button
+4. **Download**: Download your resume in Word or PDF format
+
+## Technology Stack
+
+- **Streamlit**: Web application framework
+- **PyTorch**: Deep learning framework
+- **Transformers**: Hugging Face transformer models
+- **python-docx**: Word document generation
+- **ReportLab**: PDF generation
+- **scikit-learn**: Text analysis
+
+## Deployment
+
+This app is deployed on Hugging Face Spaces using Docker.
+
+## Local Development
+
+To run locally:
+
+```bash
+pip install -r requirements.txt
+streamlit run app.py

app.py

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+import streamlit as st
+import torch
+import json
+import re
+from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
+from docx import Document
+from docx.shared import Pt, Inches
+from docx.enum.text import WD_ALIGN_PARAGRAPH
+from reportlab.platypus import SimpleDocTemplate, Paragraph, Spacer, Table, TableStyle, Frame, PageTemplate
+from reportlab.lib.pagesizes import A4
+from reportlab.lib.styles import getSampleStyleSheet, ParagraphStyle
+from reportlab.lib import colors
+import os
+import numpy as np
+from sklearn.feature_extraction.text import TfidfVectorizer
+from sklearn.metrics.pairwise import cosine_similarity
+
+# =========================
+# PAGE CONFIGURATION
+# =========================
+st.set_page_config(page_title="AI Resume Tailor", page_icon="📄", layout="wide")
+
+# =========================
+# LOAD AI MODEL
+# =========================
+model_name = "nakamoto-yama/t5-resume-generation"
+device = "cuda" if torch.cuda.is_available() else "cpu"
+
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForSeq2SeqLM.from_pretrained(model_name, low_cpu_mem_usage=True)
+if device == "cuda":
+    model = model.cuda()
+
+# =========================
+# HELPER FUNCTIONS
+# =========================
+
+def generate_response(input_text):
+    """Generate AI response from the model with proper token length handling"""
+    # Truncate input to fit within model's maximum token length
+    max_input_length = 512 - 20  # Leave room for "generate: " prefix and padding
+    if len(input_text) > max_input_length:
+        input_text = input_text[:max_input_length]
+    
+    inputs = tokenizer.encode("generate: " + input_text, return_tensors="pt").to(device)
+    
+    with torch.no_grad():
+        outputs = model.generate(
+            inputs,
+            max_length=512,
+            num_beams=4,
+            early_stopping=True,
+            do_sample=True,
+            temperature=0.7
+        )
+    
+    return tokenizer.decode(outputs[0], skip_special_tokens=True)
+
+def calculate_similarity(text1, text2):
+    """Calculate cosine similarity between two texts using TF-IDF"""
+    vectorizer = TfidfVectorizer()
+    tfidf_matrix = vectorizer.fit_transform([text1, text2])
+    similarity_score = cosine_similarity(tfidf_matrix[0:1], tfidf_matrix[1:2])[0][0]
+    return round(similarity_score * 100, 2)
+
+def extract_keywords(text, top_n=10):
+    """Extract top keywords from text using TF-IDF"""
+    vectorizer = TfidfVectorizer(stop_words='english', ngram_range=(1, 2))
+    tfidf_matrix = vectorizer.fit_transform([text])
+    scores = tfidf_matrix.toarray()[0]
+    keywords = vectorizer.get_feature_names_out()
+    keyword_scores = sorted(list(zip(keywords, scores)), key=lambda x: x[1], reverse=True)
+    
+    return [keyword for keyword, score in keyword_scores[:top_n]]
+
+def analyze_resume_job_match(resume_text, job_description):
+    """Analyze resume against job description and provide detailed comparison"""
+    # Calculate overall similarity score
+    overall_score = calculate_similarity(resume_text, job_description)
+    
+    # Extract keywords from both
+    resume_keywords = extract_keywords(resume_text)
+    job_keywords = extract_keywords(job_description)
+    
+    # Find matching and missing keywords
+    matching_keywords = [keyword for keyword in resume_keywords if keyword in job_keywords]
+    missing_keywords = [keyword for keyword in job_keywords if keyword not in resume_keywords]
+    
+    # Generate improvement suggestions
+    prompt = f"""Analyze the resume and job description below and provide specific suggestions for improvement:
+    
+    RESUME:
+    {resume_text}
+    
+    JOB DESCRIPTION:
+    {job_description}
+    
+    Focus on:
+    1. Skills and qualifications matching
+    2. Experience relevance
+    3. Keywords optimization
+    4. Structure and formatting
+    5. Quantifiable achievements
+    
+    Provide clear, actionable suggestions in numbered format."""
+    
+    try:
+        suggestions = generate_response(prompt)
+    except Exception as e:
+        suggestions = f"Error generating suggestions: {str(e)}"
+    
+    # Create detailed analysis
+    analysis = {
+        "overall_score": overall_score,
+        "resume_keywords": resume_keywords,
+        "job_keywords": job_keywords,
+        "matching_keywords": matching_keywords,
+        "missing_keywords": missing_keywords,
+        "suggestions": suggestions
+    }
+    
+    return analysis
+
+def create_word_analysis_report(analysis, resume_text, job_description, filename="resume_analysis.docx"):
+    """Create a Word document with resume-job description analysis"""
+    doc = Document()
+    
+    # Set document properties
+    section = doc.sections[0]
+    section.top_margin = Inches(0.5)
+    section.bottom_margin = Inches(0.5)
+    section.left_margin = Inches(0.75)
+    section.right_margin = Inches(0.75)
+    
+    # Title
+    title = doc.add_heading("Resume-Job Description Analysis", 0)
+    title.alignment = WD_ALIGN_PARAGRAPH.CENTER
+    
+    doc.add_paragraph()
+    
+    # Overall Score
+    score_paragraph = doc.add_paragraph()
+    score_paragraph.alignment = WD_ALIGN_PARAGRAPH.CENTER
+    run = score_paragraph.add_run(f"Overall Match Score: {analysis['overall_score']}/100")
+    run.font.size = Pt(14)
+    run.bold = True
+    
+    doc.add_paragraph()
+    
+    # Resume vs Job Description
+    doc.add_heading("1. Resume vs Job Description", level=1)
+    
+    col1 = doc.add_paragraph()
+    run = col1.add_run("Resume Keywords: ")
+    run.bold = True
+    col1.add_run(", ".join(analysis['resume_keywords']))
+    
+    col2 = doc.add_paragraph()
+    run = col2.add_run("Job Description Keywords: ")
+    run.bold = True
+    col2.add_run(", ".join(analysis['job_keywords']))
+    
+    doc.add_paragraph()
+    
+    # Matching and Missing Keywords
+    doc.add_heading("2. Keyword Analysis", level=1)
+    
+    match_para = doc.add_paragraph()
+    run = match_para.add_run("Matching Keywords: ")
+    run.bold = True
+    match_para.add_run(", ".join(analysis['matching_keywords']))
+    
+    missing_para = doc.add_paragraph()
+    run = missing_para.add_run("Missing Keywords: ")
+    run.bold = True
+    missing_para.add_run(", ".join(analysis['missing_keywords']))
+    
+    doc.add_paragraph()
+    
+    # Improvement Suggestions
+    doc.add_heading("3. Improvement Suggestions", level=1)
+    p = doc.add_paragraph(analysis['suggestions'])
+    p.paragraph_format.line_spacing = 1.5
+    
+    doc.add_paragraph()
+    
+    # Original Documents
+    doc.add_heading("4. Original Resume", level=1)
+    p = doc.add_paragraph(resume_text)
+    p.paragraph_format.line_spacing = 1.5
+    
+    doc.add_paragraph()
+    
+    doc.add_heading("5. Job Description", level=1)
+    p = doc.add_paragraph(job_description)
+    p.paragraph_format.line_spacing = 1.5
+    
+    doc.save(filename)
+    return filename
+
+def format_analysis_as_json(analysis, resume_text, job_description):
+    """Format analysis results as JSON"""
+    return json.dumps({
+        "analysis": analysis,
+        "original_resume": resume_text,
+        "job_description": job_description
+    }, indent=2)
+
+# =========================
+# STREAMLIT INTERFACE
+# =========================
+
+def main():
+    st.title("📄 AI Resume Tailor")
+    st.write(f"Using device: {device}")
+    
+    st.markdown("""
+    **Resume-Job Description Matching and Analysis Tool**
+    
+    This application analyzes your resume against job descriptions, provides a match score, 
+    identifies key improvements, and generates tailored suggestions.
+    """)
+    
+    # Input Sections
+    col1, col2 = st.columns([2, 1])
+    
+    with col1:
+        st.subheader("1. Job Description")
+        job_description = st.text_area(
+            "Paste the job description here",
+            height=300,
+            help="The more detailed the job description, the better the analysis"
+        )
+    
+    with col2:
+        st.subheader("2. Your Resume")
+        current_resume = st.text_area(
+            "Paste your resume here",
+            height=300,
+            help="Your current resume for analysis"
+        )
+    
+    # Analyze Button
+    if st.button("Analyze and Tailor Resume", type="primary", use_container_width=True):
+        if not job_description.strip() or not current_resume.strip():
+            st.error("Please paste both job description and resume")
+        else:
+            with st.spinner("Analyzing your resume against the job description..."):
+                try:
+                    # Analyze resume-job match
+                    analysis = analyze_resume_job_match(current_resume, job_description)
+                    
+                    st.success("✅ Analysis completed successfully!")
+                    
+                    # Display Overall Score
+                    st.subheader(f"🎯 Match Score: {analysis['overall_score']}/100")
+                    
+                    # Progress bar
+                    st.progress(analysis['overall_score'] / 100)
+                    
+                    # Display Results
+                    st.subheader("📊 Detailed Analysis")
+                    
+                    # Keywords Analysis
+                    with st.expander("Keywords Analysis", expanded=True):
+                        col_key1, col_key2 = st.columns(2)
+                        
+                        with col_key1:
+                            st.markdown("### Resume Keywords")
+                            st.write(", ".join(analysis['resume_keywords']))
+                        
+                        with col_key2:
+                            st.markdown("### Job Description Keywords")
+                            st.write(", ".join(analysis['job_keywords']))
+                    
+                    # Matching and Missing Keywords
+                    with st.expander("Matching & Missing Keywords", expanded=True):
+                        col_match1, col_match2 = st.columns(2)
+                        
+                        with col_match1:
+                            st.markdown("### ✅ Matching Keywords")
+                            st.write(", ".join(analysis['matching_keywords']))
+                        
+                        with col_match2:
+                            st.markdown("### ❌ Missing Keywords")
+                            st.write(", ".join(analysis['missing_keywords']))
+                    
+                    # Improvement Suggestions
+                    st.subheader("🚀 Improvement Suggestions")
+                    st.info(analysis['suggestions'])
+                    
+                    # Download Options
+                    st.subheader("📥 Download Options")
+                    col_download1, col_download2 = st.columns(2)
+                    
+                    with col_download1:
+                        # JSON Download
+                        json_data = format_analysis_as_json(analysis, current_resume, job_description)
+                        st.download_button(
+                            "📄 Download as JSON",
+                            json_data,
+                            file_name="resume_analysis.json",
+                            mime="application/json"
+                        )
+                    
+                    with col_download2:
+                        # Word Document Download
+                        word_filename = create_word_analysis_report(analysis, current_resume, job_description)
+                        with open(word_filename, "rb") as f:
+                            st.download_button(
+                                "📄 Download as Word Document",
+                                f,
+                                file_name="resume_analysis.docx",
+                                mime="application/vnd.openxmlformats-officedocument.wordprocessingml.document"
+                            )
+                        os.remove(word_filename)
+                    
+                except Exception as e:
+                    st.error(f"Error analyzing resume: {str(e)}")
+                    st.error("Please try again with a different input or check your internet connection.")
+    
+    # Instructions
+    st.sidebar.markdown("""
+    ## Instructions:
+    
+    1. **Paste Job Description** - The AI will analyze the job requirements
+    2. **Paste Your Resume** - For comparison and analysis
+    3. **Click Analyze** - AI will score and suggest improvements
+    4. **Download** - Save as JSON or Word document
+    
+    ## Tips for Better Results:
+    
+    - Provide detailed job descriptions
+    - Include your full resume
+    - Be specific about your skills and experiences
+    """)
+    
+    # About
+    st.sidebar.markdown("""
+    ---
+    ## About
+    
+    This application uses the `nakamoto-yama/t5-resume-generation` model and 
+    TF-IDF based similarity analysis to provide comprehensive resume-job 
+    description matching.
+    """)
+
+if __name__ == "__main__":
+    main()

requirements.txt

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+streamlit>=1.28.0
+torch>=2.0.0
+transformers>=4.35.0
+python-docx>=0.8.11
+reportlab>=4.0.0
+pillow>=10.0.0
+numpy>=1.24.0
+scikit-learn>=1.3.0

space.yaml

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+title: AI Resume Tailor
+emoji: 📄
+colorFrom: blue
+colorTo: purple
+sdk: docker
+pinned: false
+app_port: 7860

sttemlit_res.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c4c6d9f8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Hit:1 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease\n",
+      "Get:2 https://cli.github.com/packages stable InRelease [3,917 B]               \n",
+      "Hit:3 http://security.ubuntu.com/ubuntu jammy-security InRelease               \n",
+      "Hit:4 https://r2u.stat.illinois.edu/ubuntu jammy InRelease                     \n",
+      "Hit:5 http://archive.ubuntu.com/ubuntu jammy InRelease                         \n",
+      "Hit:6 http://archive.ubuntu.com/ubuntu jammy-updates InRelease                 \n",
+      "Hit:7 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n",
+      "Hit:8 http://archive.ubuntu.com/ubuntu jammy-backports InRelease\n",
+      "Hit:9 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n",
+      "Fetched 3,917 B in 1s (4,057 B/s)\n",
+      "Reading package lists... Done\n",
+      "W: Skipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\n",
+      "Reading package lists... Done\n",
+      "Building dependency tree... Done\n",
+      "Reading state information... Done\n",
+      "python3-venv is already the newest version (3.10.6-1~22.04.1).\n",
+      "0 upgraded, 0 newly installed, 0 to remove and 98 not upgraded.\n",
+      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
+      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
+      "100 2142k  100 2142k    0     0  14.5M      0 --:--:-- --:--:-- --:--:-- 14.6M\n",
+      "Collecting pip\n",
+      "  Using cached pip-26.0.1-py3-none-any.whl.metadata (4.7 kB)\n",
+      "Using cached pip-26.0.1-py3-none-any.whl (1.8 MB)\n",
+      "Installing collected packages: pip\n",
+      "Successfully installed pip-26.0.1\n",
+      "Requirement already satisfied: pip in ./venv/lib/python3.12/site-packages (26.0.1)\n",
+      "Virtual environment 'venv' has been successfully created and is ready for use.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Install system dependency for venv\n",
+    "!apt-get update\n",
+    "!apt-get install -y python3-venv\n",
+    "\n",
+    "# Create a virtual environment without pip to avoid the ensurepip error\n",
+    "!rm -rf venv\n",
+    "!python3 -m venv venv --without-pip\n",
+    "\n",
+    "# Manually install pip inside the virtual environment\n",
+    "!curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py\n",
+    "!venv/bin/python3 get-pip.py\n",
+    "!rm get-pip.py\n",
+    "\n",
+    "# Upgrade pip inside the venv\n",
+    "!venv/bin/pip install --upgrade pip\n",
+    "\n",
+    "print(\"Virtual environment 'venv' has been successfully created and is ready for use.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "352bba8a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!source venv/bin/activate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "3d1fd8d2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting numpy\n",
+      "  Using cached numpy-2.4.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (6.6 kB)\n",
+      "Using cached numpy-2.4.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (16.6 MB)\n",
+      "Installing collected packages: numpy\n",
+      "Successfully installed numpy-2.4.2\n"
+     ]
+    }
+   ],
+   "source": [
+    "!venv/bin/pip install numpy #Testing install to try"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "c08277fa",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Numpy version: 2.4.2\n"
+     ]
+    }
+   ],
+   "source": [
+    "!venv/bin/python3 -c \"import numpy; print('Numpy version:', numpy.__version__)\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a48f575a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
+     ]
+    }
+   ],
+   "source": [
+    "from google.colab import drive\n",
+    "drive.mount('/content/drive')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "47b90d96",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "app.py\trequirements.txt\n"
+     ]
+    }
+   ],
+   "source": [
+    "# path = \"/content/drive/MyDrive/col/app.py\"\n",
+    "# print(f\"File path: {path}\")\n",
+    "!ls /content/drive/MyDrive/col/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "bacb0374",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: transformers in /usr/local/lib/python3.12/dist-packages (from -r /content/drive/MyDrive/col/requirements.txt (line 1)) (5.0.0)\n",
+      "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.12/dist-packages (from -r /content/drive/MyDrive/col/requirements.txt (line 2)) (0.2.1)\n",
+      "Requirement already satisfied: streamlit in /usr/local/lib/python3.12/dist-packages (from -r /content/drive/MyDrive/col/requirements.txt (line 3)) (1.54.0)\n",
+      "Requirement already satisfied: python-docx in /usr/local/lib/python3.12/dist-packages (from -r /content/drive/MyDrive/col/requirements.txt (line 4)) (1.2.0)\n",
+      "Requirement already satisfied: reportlab in /usr/local/lib/python3.12/dist-packages (from -r /content/drive/MyDrive/col/requirements.txt (line 5)) (4.4.10)\n",
+      "Requirement already satisfied: accelerate in /usr/local/lib/python3.12/dist-packages (from -r /content/drive/MyDrive/col/requirements.txt (line 6)) (1.12.0)\n",
+      "Requirement already satisfied: torch in /usr/local/lib/python3.12/dist-packages (from -r /content/drive/MyDrive/col/requirements.txt (line 7)) (2.10.0+cpu)\n",
+      "Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (3.24.3)\n",
+      "Requirement already satisfied: huggingface-hub<2.0,>=1.3.0 in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (1.4.1)\n",
+      "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (2.0.2)\n",
+      "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (26.0)\n",
+      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (6.0.3)\n",
+      "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (2025.11.3)\n",
+      "Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (0.22.2)\n",
+      "Requirement already satisfied: typer-slim in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (0.24.0)\n",
+      "Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (0.7.0)\n",
+      "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.12/dist-packages (from transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (4.67.3)\n",
+      "Requirement already satisfied: altair!=5.4.0,!=5.4.1,<7,>=4.0 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (5.5.0)\n",
+      "Requirement already satisfied: blinker<2,>=1.5.0 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (1.9.0)\n",
+      "Requirement already satisfied: cachetools<7,>=5.5 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (6.2.6)\n",
+      "Requirement already satisfied: click<9,>=7.0 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (8.3.1)\n",
+      "Requirement already satisfied: gitpython!=3.1.19,<4,>=3.0.7 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (3.1.46)\n",
+      "Requirement already satisfied: pandas<3,>=1.4.0 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (2.2.2)\n",
+      "Requirement already satisfied: pillow<13,>=7.1.0 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (11.3.0)\n",
+      "Requirement already satisfied: pydeck<1,>=0.8.0b4 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (0.9.1)\n",
+      "Requirement already satisfied: protobuf<7,>=3.20 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (5.29.6)\n",
+      "Requirement already satisfied: pyarrow>=7.0 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (18.1.0)\n",
+      "Requirement already satisfied: requests<3,>=2.27 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (2.32.4)\n",
+      "Requirement already satisfied: tenacity<10,>=8.1.0 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (9.1.4)\n",
+      "Requirement already satisfied: toml<2,>=0.10.1 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (0.10.2)\n",
+      "Requirement already satisfied: tornado!=6.5.0,<7,>=6.0.3 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (6.5.1)\n",
+      "Requirement already satisfied: typing-extensions<5,>=4.10.0 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (4.15.0)\n",
+      "Requirement already satisfied: watchdog<7,>=2.1.5 in /usr/local/lib/python3.12/dist-packages (from streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (6.0.0)\n",
+      "Requirement already satisfied: lxml>=3.1.0 in /usr/local/lib/python3.12/dist-packages (from python-docx->-r /content/drive/MyDrive/col/requirements.txt (line 4)) (6.0.2)\n",
+      "Requirement already satisfied: charset-normalizer in /usr/local/lib/python3.12/dist-packages (from reportlab->-r /content/drive/MyDrive/col/requirements.txt (line 5)) (3.4.4)\n",
+      "Requirement already satisfied: psutil in /usr/local/lib/python3.12/dist-packages (from accelerate->-r /content/drive/MyDrive/col/requirements.txt (line 6)) (5.9.5)\n",
+      "Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch->-r /content/drive/MyDrive/col/requirements.txt (line 7)) (75.2.0)\n",
+      "Requirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch->-r /content/drive/MyDrive/col/requirements.txt (line 7)) (1.14.0)\n",
+      "Requirement already satisfied: networkx>=2.5.1 in /usr/local/lib/python3.12/dist-packages (from torch->-r /content/drive/MyDrive/col/requirements.txt (line 7)) (3.6.1)\n",
+      "Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch->-r /content/drive/MyDrive/col/requirements.txt (line 7)) (3.1.6)\n",
+      "Requirement already satisfied: fsspec>=0.8.5 in /usr/local/lib/python3.12/dist-packages (from torch->-r /content/drive/MyDrive/col/requirements.txt (line 7)) (2025.3.0)\n",
+      "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.12/dist-packages (from altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (4.26.0)\n",
+      "Requirement already satisfied: narwhals>=1.14.2 in /usr/local/lib/python3.12/dist-packages (from altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (2.17.0)\n",
+      "Requirement already satisfied: gitdb<5,>=4.0.1 in /usr/local/lib/python3.12/dist-packages (from gitpython!=3.1.19,<4,>=3.0.7->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (4.0.12)\n",
+      "Requirement already satisfied: hf-xet<2.0.0,>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<2.0,>=1.3.0->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (1.3.0)\n",
+      "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<2.0,>=1.3.0->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (0.28.1)\n",
+      "Requirement already satisfied: shellingham in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<2.0,>=1.3.0->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (1.5.4)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (2.9.0.post0)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (2025.2)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (2025.3)\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch->-r /content/drive/MyDrive/col/requirements.txt (line 7)) (3.0.3)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.27->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (3.11)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.27->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (2.5.0)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.27->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (2026.1.4)\n",
+      "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch->-r /content/drive/MyDrive/col/requirements.txt (line 7)) (1.3.0)\n",
+      "Requirement already satisfied: typer>=0.24.0 in /usr/local/lib/python3.12/dist-packages (from typer-slim->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (0.24.1)\n",
+      "Requirement already satisfied: smmap<6,>=3.0.1 in /usr/local/lib/python3.12/dist-packages (from gitdb<5,>=4.0.1->gitpython!=3.1.19,<4,>=3.0.7->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (5.0.2)\n",
+      "Requirement already satisfied: anyio in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub<2.0,>=1.3.0->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (4.12.1)\n",
+      "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub<2.0,>=1.3.0->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (1.0.9)\n",
+      "Requirement already satisfied: h11>=0.16 in /usr/local/lib/python3.12/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->huggingface-hub<2.0,>=1.3.0->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (0.16.0)\n",
+      "Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=3.0->altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (25.4.0)\n",
+      "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=3.0->altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (2025.9.1)\n",
+      "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=3.0->altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (0.37.0)\n",
+      "Requirement already satisfied: rpds-py>=0.25.0 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=3.0->altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (0.30.0)\n",
+      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.8.2->pandas<3,>=1.4.0->streamlit->-r /content/drive/MyDrive/col/requirements.txt (line 3)) (1.17.0)\n",
+      "Requirement already satisfied: rich>=12.3.0 in /usr/local/lib/python3.12/dist-packages (from typer>=0.24.0->typer-slim->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (13.9.4)\n",
+      "Requirement already satisfied: annotated-doc>=0.0.2 in /usr/local/lib/python3.12/dist-packages (from typer>=0.24.0->typer-slim->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (0.0.4)\n",
+      "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.12/dist-packages (from rich>=12.3.0->typer>=0.24.0->typer-slim->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (4.0.0)\n",
+      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.12/dist-packages (from rich>=12.3.0->typer>=0.24.0->typer-slim->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (2.19.2)\n",
+      "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.12/dist-packages (from markdown-it-py>=2.2.0->rich>=12.3.0->typer>=0.24.0->typer-slim->transformers->-r /content/drive/MyDrive/col/requirements.txt (line 1)) (0.1.2)\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install -r /content/drive/MyDrive/col/requirements.txt\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "c03251a7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!streamlit run /content/drive/MyDrive/col/app.py &>/content/logs.txt &"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "4960c3dc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pyngrok in ./venv/lib/python3.12/site-packages (7.5.0)\n",
+      "Requirement already satisfied: PyYAML>=5.1 in ./venv/lib/python3.12/site-packages (from pyngrok) (6.0.3)\n",
+      "Requirement already satisfied: streamlit in /usr/local/lib/python3.12/dist-packages (1.54.0)\n",
+      "Collecting pyngrok\n",
+      "  Using cached pyngrok-7.5.0-py3-none-any.whl.metadata (8.1 kB)\n",
+      "Requirement already satisfied: altair!=5.4.0,!=5.4.1,<7,>=4.0 in /usr/local/lib/python3.12/dist-packages (from streamlit) (5.5.0)\n",
+      "Requirement already satisfied: blinker<2,>=1.5.0 in /usr/local/lib/python3.12/dist-packages (from streamlit) (1.9.0)\n",
+      "Requirement already satisfied: cachetools<7,>=5.5 in /usr/local/lib/python3.12/dist-packages (from streamlit) (6.2.6)\n",
+      "Requirement already satisfied: click<9,>=7.0 in /usr/local/lib/python3.12/dist-packages (from streamlit) (8.3.1)\n",
+      "Requirement already satisfied: gitpython!=3.1.19,<4,>=3.0.7 in /usr/local/lib/python3.12/dist-packages (from streamlit) (3.1.46)\n",
+      "Requirement already satisfied: numpy<3,>=1.23 in /usr/local/lib/python3.12/dist-packages (from streamlit) (2.0.2)\n",
+      "Requirement already satisfied: packaging>=20 in /usr/local/lib/python3.12/dist-packages (from streamlit) (26.0)\n",
+      "Requirement already satisfied: pandas<3,>=1.4.0 in /usr/local/lib/python3.12/dist-packages (from streamlit) (2.2.2)\n",
+      "Requirement already satisfied: pillow<13,>=7.1.0 in /usr/local/lib/python3.12/dist-packages (from streamlit) (11.3.0)\n",
+      "Requirement already satisfied: pydeck<1,>=0.8.0b4 in /usr/local/lib/python3.12/dist-packages (from streamlit) (0.9.1)\n",
+      "Requirement already satisfied: protobuf<7,>=3.20 in /usr/local/lib/python3.12/dist-packages (from streamlit) (5.29.6)\n",
+      "Requirement already satisfied: pyarrow>=7.0 in /usr/local/lib/python3.12/dist-packages (from streamlit) (18.1.0)\n",
+      "Requirement already satisfied: requests<3,>=2.27 in /usr/local/lib/python3.12/dist-packages (from streamlit) (2.32.4)\n",
+      "Requirement already satisfied: tenacity<10,>=8.1.0 in /usr/local/lib/python3.12/dist-packages (from streamlit) (9.1.4)\n",
+      "Requirement already satisfied: toml<2,>=0.10.1 in /usr/local/lib/python3.12/dist-packages (from streamlit) (0.10.2)\n",
+      "Requirement already satisfied: tornado!=6.5.0,<7,>=6.0.3 in /usr/local/lib/python3.12/dist-packages (from streamlit) (6.5.1)\n",
+      "Requirement already satisfied: typing-extensions<5,>=4.10.0 in /usr/local/lib/python3.12/dist-packages (from streamlit) (4.15.0)\n",
+      "Requirement already satisfied: watchdog<7,>=2.1.5 in /usr/local/lib/python3.12/dist-packages (from streamlit) (6.0.0)\n",
+      "Requirement already satisfied: PyYAML>=5.1 in /usr/local/lib/python3.12/dist-packages (from pyngrok) (6.0.3)\n",
+      "Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit) (3.1.6)\n",
+      "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.12/dist-packages (from altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit) (4.26.0)\n",
+      "Requirement already satisfied: narwhals>=1.14.2 in /usr/local/lib/python3.12/dist-packages (from altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit) (2.17.0)\n",
+      "Requirement already satisfied: gitdb<5,>=4.0.1 in /usr/local/lib/python3.12/dist-packages (from gitpython!=3.1.19,<4,>=3.0.7->streamlit) (4.0.12)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->streamlit) (2.9.0.post0)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->streamlit) (2025.2)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->streamlit) (2025.3)\n",
+      "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.27->streamlit) (3.4.4)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.27->streamlit) (3.11)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.27->streamlit) (2.5.0)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.27->streamlit) (2026.1.4)\n",
+      "Requirement already satisfied: smmap<6,>=3.0.1 in /usr/local/lib/python3.12/dist-packages (from gitdb<5,>=4.0.1->gitpython!=3.1.19,<4,>=3.0.7->streamlit) (5.0.2)\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit) (3.0.3)\n",
+      "Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=3.0->altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit) (25.4.0)\n",
+      "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=3.0->altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit) (2025.9.1)\n",
+      "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=3.0->altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit) (0.37.0)\n",
+      "Requirement already satisfied: rpds-py>=0.25.0 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=3.0->altair!=5.4.0,!=5.4.1,<7,>=4.0->streamlit) (0.30.0)\n",
+      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.8.2->pandas<3,>=1.4.0->streamlit) (1.17.0)\n",
+      "Using cached pyngrok-7.5.0-py3-none-any.whl (24 kB)\n",
+      "Installing collected packages: pyngrok\n",
+      "Successfully installed pyngrok-7.5.0\n",
+      "NgrokTunnel: \"https://4577-35-245-14-130.ngrok-free.app\" -> \"http://localhost:8501\"                 \n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:pyngrok.process.ngrok:t=2026-03-02T05:37:32+0000 lvl=warn msg=\"failed to open private leg\" id=d94b4329925f privaddr=localhost:8501 err=\"dial tcp [::1]:8501: connect: connection refused\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "!venv/bin/pip install pyngrok #Testing install to try\n",
+    "!pip install streamlit pyngrok\n",
+    "from pyngrok import ngrok\n",
+    "\n",
+    "ngrok.set_auth_token(\"2bWJUMI0C3IsPU1al4qDdULv3gc_774TGcNQjZYWNSZs4YNMq\")\n",
+    "print(ngrok.connect(8501))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d9d71928",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Collecting usage statistics. To deactivate, set browser.gatherUsageStats to false.\n",
+      "\u001b[0m\n",
+      "\u001b[0m\n",
+      "\u001b[34m\u001b[1m  You can now view your Streamlit app in your browser.\u001b[0m\n",
+      "\u001b[0m\n",
+      "\u001b[34m  Local URL: \u001b[0m\u001b[1mhttp://localhost:8501\u001b[0m\n",
+      "\u001b[34m  Network URL: \u001b[0m\u001b[1mhttp://172.28.0.12:8501\u001b[0m\n",
+      "\u001b[34m  External URL: \u001b[0m\u001b[1mhttp://35.245.14.130:8501\u001b[0m\n",
+      "\u001b[0m\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m  Stopping...\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!streamlit run /content/drive/MyDrive/col/app.py --server.port 8501 --server.address 0.0.0.0 &"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8cb03542",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1G\u001b[0K⠙\u001b[1G\u001b[0K⠹\u001b[1G\u001b[0K⠸\u001b[1G\u001b[0K⠼\u001b[1G\u001b[0K⠴\u001b[1G\u001b[0K⠦\u001b[1G\u001b[0K⠧\u001b[1G\u001b[0K⠇\u001b[1G\u001b[0K⠏\u001b[1G\u001b[0K⠋\u001b[1G\u001b[0K⠙\u001b[1G\u001b[0K⠹\u001b[1G\u001b[0K⠸\u001b[1G\u001b[0K⠼\u001b[1G\u001b[0K⠴\u001b[1G\u001b[0K⠦\u001b[1G\u001b[0K⠧\u001b[1G\u001b[0K⠇\u001b[1G\u001b[0K⠏\u001b[1G\u001b[0K⠋\u001b[1G\u001b[0K\n",
+      "added 22 packages in 2s\n",
+      "\u001b[1G\u001b[0K⠋\u001b[1G\u001b[0K\n",
+      "\u001b[1G\u001b[0K⠋\u001b[1G\u001b[0K3 packages are looking for funding\n",
+      "\u001b[1G\u001b[0K⠋\u001b[1G\u001b[0K  run `npm fund` for details\n",
+      "\u001b[1G\u001b[0K⠋\u001b[1G\u001b[0K\n",
+      "Collecting usage statistics. To deactivate, set browser.gatherUsageStats to false.\n",
+      "\u001b[0m\n",
+      "\u001b[0m\n",
+      "\u001b[34m\u001b[1m  You can now view your Streamlit app in your browser.\u001b[0m\n",
+      "\u001b[0m\n",
+      "\u001b[34m  Local URL: \u001b[0m\u001b[1mhttp://localhost:8501\u001b[0m\n",
+      "\u001b[34m  Network URL: \u001b[0m\u001b[1mhttp://172.28.0.12:8501\u001b[0m\n",
+      "\u001b[34m  External URL: \u001b[0m\u001b[1mhttp://35.245.14.130:8501\u001b[0m\n",
+      "\u001b[0m\n",
+      "\u001b[34m  Stopping...\u001b[0m\n",
+      "your url is: https://wise-weeks-appear.loca.lt\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "^C\n"
+     ]
+    }
+   ],
+   "source": [
+    "!npm install -g localtunnel\n",
+    "!streamlit run /content/drive/MyDrive/col/app.py --server.port 8501 &\n",
+    "!lt --port 8501"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "31c3071b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pkill -f streamlit"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}