This guide explains how to set up and use a Python script to check if your MongoDB queries are using indexes.
- Python 3.x
pymongolibrary- MongoDB instance
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Install Python:
- Download and install Python from python.org.
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Install
pymongo:- You can install the
pymongolibrary using pip:pip install pymongo
- You can install the
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MongoDB Connection:
- Ensure your MongoDB instance is running and accessible.
- Insert dummy data + add index on some field's
- Replace the
MONGO_URI,DATABASE_NAME, andCOLLECTION_NAMEin the script with your MongoDB details.
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Create
queries.txt:- Create a file named
queries.txtin the same directory as your script. - Add your MongoDB queries in JSON format, one per line. For example:
{"name": "john"} {"age": {"$gte": 25}} {"city": "New York"}
- Create a file named
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Script Code:
- Copy the following script and save it as
check_indexes.py:from pymongo import MongoClient import json # Replace these with your connection details MONGO_URI = "mongodb://localhost:27017/" DATABASE_NAME = "test_db" COLLECTION_NAME = "users" client = MongoClient(MONGO_URI) db = client[DATABASE_NAME] collection = db[COLLECTION_NAME] with open("queries.txt", "r") as f: queries = [json.loads(line.strip()) for line in f] for query in queries: # Explain the query and get the explain string explain_result = collection.find(query).explain() explain_string = str(explain_result) # Check for index usage and print results if "IXSCAN" in explain_string: print(f"Query: {query}") print(" Index likely used! π") else: print(f"Query: {query}") print(" No clear indication of index usage. π€") client.close()
- Copy the following script and save it as
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queries.txt:
- Copy the following text and save it as
queries.txt:{"order_date": { "$gt": "2023-10-31" }} {"name": "john"} {"email": "janedoe@example.com"}
- Copy the following text and save it as
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Run the Script:
- Open a terminal and navigate to the directory where your script is located.
- Run the script using Python:
python3 run-check.py
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Output:
- The script will output whether each query in
queries.txtlikely used an index or not. For example:Query: {'name': 'john'} Index likely used! π Query: {'age': {'$gte': 25}} No clear indication of index usage. π€
- The script will output whether each query in
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Connection Issues:
- Ensure your MongoDB instance is running and the
MONGO_URIis correct. - Check for network issues or firewall rules that might block the connection.
- Ensure your MongoDB instance is running and the
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Invalid Queries:
- Ensure each line in
queries.txtis a valid JSON object.
- Ensure each line in
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Library Installation:
- If you encounter issues with
pymongoinstallation, ensure your Python and pip versions are compatible.
- If you encounter issues with
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Detailed Analysis:
- Modify the script to parse the
explaindictionary for more detailed analysis instead of converting it to a string.
- Modify the script to parse the
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Error Handling:
- Add try-except blocks to handle potential errors in database connections and file operations.
By following this guide, you should be able to set up and use the script to check if your MongoDB queries are using indexes effectively.