How to Seamlessly Use MongoDB Atlas and IBM watsonx.ai LLMs in Your GenAI Applications Ashwin Gangadhar9 min read • Published Sep 19, 2024 • Updated Mar 12, 2025 AIVector SearchPythonAtlas Rate this tutorial One of the challenges of e-commerce applications is to provid...
Use the Cohere Embed Jobs to generate vector embeddings for the first time on large datasets in an asynchronous and scheduled manner. Add vector embeddings into MongoDB Atlas, which can store and index these vector embeddings alongside your other operational/metadata. Finally, prepare the inde...
When using regular expressions, especially with a leading^, it’s important to be mindful of performance. MongoDB can efficiently use indexes for certain types of regex queries, but a leading^often prevents this optimization. If you’re performing frequent “starts with” queries, consider indexing...
To use MongoDB Compass with the MongoDB instance running on your remote server, you must first connect to it like you would if you were accessing the database through the shell. Assuming you completed the prerequisite tutorial onHow To Configure Remote Access for MongoDB on Ubuntu 20.04, you...
Use unique indexes besides your collection having the _id field. This is to avoid the replication process from failing completely. Consider other types of backup such as point-in-time and filesystem snapshots which not necessarily require locking. ...
Using these put, list, search options, we can easily use and implement the Grid File System in real-time application. Conclusion To Conclude, MongoDB’s amazing feature, GridFS, allows you to store files which exceed the size limit for a single document. Here, the files are stored in sma...
Note:On a fresh connection, the MongoDB shell will connect to thetestdatabase by default. You can safely use this database to experiment with MongoDB and the MongoDB shell. Alternatively, you could switch to another database to run all of the example commands given in this tutorial. To ...
Delete Collections in MongoDB If you want to remove the whole collection and its indexes, you may use the drop method to delete any collection from the database, including its indexes. The drop approach will delete the collection and its indexes from the database server. Using the remove app...
No such behavior exists in Lightbits. Storage cost comparison Total cost of ownership (TCO) is a major factor when making a decision on which storage to use for your MongoDB databases, so let’s go over some cost calculations. The calculations are based on using six databases, each with ...
Welcome back to the MongoDB article series - Part 7. In the previous article, we discussed the advanced index concept MongoDB. We also discussed how to create an index, including different types of indexes like compound index, sparse index, unique index, etc. Now, in this article, ...