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Job Resume Template
| project Name | Smart Summarization Pipeline |
| Project Complexity | advanced |
| Duration | 15 Days |
| project ID | 13262 |
| Developer Name | Ayush Pal |
| Publish Date | March 10, 2026 |
| project Platform | Python |
| Programming Language | For this particular Python project, NA is required |
| Front End | CLI Terminal Interface |
| Back End | Python, LangChain, OpenAI GPT-4o, tiktoken |
| IDE Tool | Visual Studio Code |
| Database Integration | NA |
| project Type | desktop Application |
| No of project Download | 8 |
| project Total View | 548 |
| Today Trends | 549 |
| Current Month Trends | 549 |
| Last Month Trends | 0 |
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Download Smart Summarization Pipeline source code at free of cost. Download link provide below.
Download CodeAfter you finish downloading the project, unzip the project file.
Step 1 : Download and extract the zip file to your desired folder
Step 2 : Install Python 3.10 or later from python.org
Step 3 : Open Visual Studio Code -> File -> Open Folder -> select extracted folder
Step 4 : Open terminal in VS Code -> Terminal -> New Terminal
Step 5 : Run: pip install langchain langchain-openai tiktoken
Step 6 : Open 04_summarization_pipeline.py and replace YOUR_OPENAI_API_KEY_HERE with your real API key
Step 7 : Run: python 04_summarization_pipeline.py and follow on screen instructions
Step 1 : This project does not use a database
Step 2 : Prepare any text content you want to summarize
Step 3 : Place your txt file in the same folder as the Python script
Step 4 : When prompted choose option 2 and enter the filename such as document.txt
Step 5 : Program processes the text automatically and displays the summary on screen
Downloading the Smart Summarization Pipeline project from Kashipara is a best choice for students, beginners, and developers looking for a reliable, well documented, and ready to use project in Python.
Creating diagrams like Class Diagrams, Use Case Diagrams, Entity–Relationship (ER) Diagrams, Data Flow Diagrams (DFD), and Sequence Diagrams is essential for designing and understanding software systems. Here’s a proper guide to help you get started with each type:
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