From de3510069f3bdce15d94a85fccd7c8ce117afe91 Mon Sep 17 00:00:00 2001 From: Angela Date: Thu, 20 Mar 2025 11:58:09 -0400 Subject: [PATCH 01/25] make page --- snooty.toml | 1 + source/atlas-vector-search.rst | 121 ++++++++++++++++++ .../atlas-vector-search-example.js | 49 +++++++ source/index.txt | 1 + 4 files changed, 172 insertions(+) create mode 100644 source/atlas-vector-search.rst create mode 100644 source/includes/aggregation/atlas-vector-search-example.js diff --git a/snooty.toml b/snooty.toml index 4c887b90d..80d957bdf 100644 --- a/snooty.toml +++ b/snooty.toml @@ -31,3 +31,4 @@ driver-short = "Node.js driver" mdb-server = "MongoDB Server" min-node-version = "v16.20.1" stable-api = "Stable API" +vector-search = "Atlas Vector Search" diff --git a/source/atlas-vector-search.rst b/source/atlas-vector-search.rst new file mode 100644 index 000000000..58fd50921 --- /dev/null +++ b/source/atlas-vector-search.rst @@ -0,0 +1,121 @@ +.. _node-atlas-vector-search: + +=================== +Atlas Vector Search +=================== + +.. facet:: + :name: genre + :values: reference + +.. meta:: + :keywords: code example, semantic, nearest + +.. contents:: On this page + :local: + :backlinks: none + :depth: 2 + :class: singlecol + +Overview +-------- + +In this guide, you can learn how to use the :atlas:`Atlas Vector Search +` feature +in the {+driver-short+}. + +You can use {+vector-search+} to perform vector search on your data stored in +Atlas. Vector search allows you to query your data based on semantic meaning +rather than just keyword matches, which helps you retrieve more relevant search +results. It enables your AI-powered applications to support use cases such as +semantic search, hybrid search, and generative search, including +Retrieval-Augmented Generation (RAG). + +By using Atlas as a vector database, you can seamlessly index vector data along +with your other data in Atlas. This allows you to filter on fields in your +collection and perform vector search queries against vector data. You can also +combine vector search with full-text search queries to return the most relevant +results for your use case. You can integrate {+vector-search+} with popular AI +frameworks and services to easily implement vector search in your applications. + +To learn more about {+vector-search+}, see the :atlas:`{+vector-search+} +` guide in the MongoDB Atlas +documentation. + +.. important:: Feature Compatibility + + To learn what versions of MongoDB Atlas support this feature, see + :atlas:`Limitations ` + in the MongoDB Atlas documentation. + +Perform a Vector Search +----------------------- + +To use this feature, you must create a vector search index and index your +vector embeddings. To learn about how to programmatically create a +vector search index, see the :ref:`node-indexes` section in the +Indexes guide. To learn more about vector embeddings, see +:atlas:`How to Index Vector Embeddings for Vector Search +` in the Atlas documentation. + +After you create a vector search index on your vector embeddings, you +can reference this index in your pipeline stage, as shown in the +following section. + +Vector Search Example +~~~~~~~~~~~~~~~~~~~~~ + +You can perform a vector search query by using the ``$vectorSearch`` stage +in an :ref:`aggregation pipeline `. To perform a vector +search on a collection, you must first have a collection with a field that contains +vector data and a vector search index that covers that field. + +.. tip:: + + To learn more about configuring a collection for vector search, see the :atlas:`{+vector-search+} + ` guide in the MongoDB Atlas + documentation. + +This example shows how to build an aggregation pipeline that uses the +``$vectorSearch`` stage to perform an exact vector search on the +``sample_mflix.embedded_movies`` collection in the :atlas:`Atlas sample datasets `. +To learn how to create a free MongoDB Atlas cluster and load the sample datasets, see the +:atlas:`Get Started with Atlas ` guide. The aggregation +pipeline searches for documents that include text in the ``plot`` field that is +semantically related to the term "time travel". The ``queryVector``field in the +``$vectorSearch`` pipeline is the vector representation of your query. + +.. literalinclude:: /includes/aggregation/atlas-vector-search-example.js + :language: javascript + +This query uses the ``$vectorSearch`` stage to: + +- Compare vector embeddings of the search term against vector embeddings of movie plots in + the ``plot_embedding`` field of the ``sample_mflix.embedded_movies`` collection. + +- Consider up to the 150 most similar movie plots and return the top 10 results. + +It uses the $project stage to: + +- Only include the movie plot and title fields in the results. + +- Add a score field to show the relevance of each result to the search term. + +.. tip:: {+language+} Vector Search Examples + + Visit the :atlas:`Atlas documentation ` + to find more tutorials on using the {+driver-short+} to perform Atlas + Vector Searches. + + +Additional Information +---------------------- + +To learn more about Atlas Vector Search, see :atlas:`Atlas Vector Search ` +in the Atlas documentation. + +API Documentation +~~~~~~~~~~~~~~~~~ + +To learn more about the ``aggregate()`` method, see the +`API documentation <{+api+}/classes/Collection.html#aggregate>`__. diff --git a/source/includes/aggregation/atlas-vector-search-example.js b/source/includes/aggregation/atlas-vector-search-example.js new file mode 100644 index 000000000..462cb2f08 --- /dev/null +++ b/source/includes/aggregation/atlas-vector-search-example.js @@ -0,0 +1,49 @@ +const { MongoClient } = require("mongodb"); + +// connect to your Atlas cluster +const uri = ""; + +const client = new MongoClient(uri); + +async function run() { + try { + await client.connect(); + + // set namespace + const database = client.db("sample_mflix"); + const coll = database.collection("embedded_movies"); + + // define pipeline + const agg = [ + { + '$vectorSearch': { + 'index': 'vector_index', + 'path': 'plot_embedding', + 'queryVector': [ + -0.0016261312, -0.028070757, -0.011342932, -0.012775794, 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-0.013109017, -0.009710136 + ], + 'numCandidates': 150, + 'limit': 10 + } + }, { + '$project': { + '_id': 0, + 'plot': 1, + 'title': 1, + 'score': { + '$meta': 'vectorSearchScore' + } + } + } + ]; + // run pipeline + const result = coll.aggregate(agg); + + // print results + await result.forEach((doc) => console.dir(JSON.stringify(doc))); + } finally { + await client.close(); + } +} +run().catch(console.dir); + diff --git a/source/index.txt b/source/index.txt index ae549854d..0b105ec7b 100644 --- a/source/index.txt +++ b/source/index.txt @@ -23,6 +23,7 @@ MongoDB Node Driver Data Formats Indexes Run a Database Command + Atlas Vector Search Monitoring and Logging Security Reference From 16b076f570a3e918213e3bfb65edba246fcd8fdb Mon Sep 17 00:00:00 2001 From: Angela Date: Thu, 20 Mar 2025 12:01:06 -0400 Subject: [PATCH 02/25] fix vale --- source/atlas-vector-search.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/atlas-vector-search.rst b/source/atlas-vector-search.rst index 58fd50921..8d7a5fb65 100644 --- a/source/atlas-vector-search.rst +++ b/source/atlas-vector-search.rst @@ -36,7 +36,7 @@ with your other data in Atlas. This allows you to filter on fields in your collection and perform vector search queries against vector data. You can also combine vector search with full-text search queries to return the most relevant results for your use case. You can integrate {+vector-search+} with popular AI -frameworks and services to easily implement vector search in your applications. +frameworks and services to implement vector search in your applications. To learn more about {+vector-search+}, see the :atlas:`{+vector-search+} ` guide in the MongoDB Atlas From ad02335b11514016d0c84daf1d9ad641d28ca79d Mon Sep 17 00:00:00 2001 From: Angela Date: Thu, 20 Mar 2025 12:01:31 -0400 Subject: [PATCH 03/25] remove extra space --- source/atlas-vector-search.rst | 1 - 1 file changed, 1 deletion(-) diff --git a/source/atlas-vector-search.rst b/source/atlas-vector-search.rst index 8d7a5fb65..a31c195f1 100644 --- a/source/atlas-vector-search.rst +++ b/source/atlas-vector-search.rst @@ -107,7 +107,6 @@ It uses the $project stage to: to find more tutorials on using the {+driver-short+} to perform Atlas Vector Searches. - Additional Information ---------------------- From d0861aeeece221d649d6507aadae6fda3bf14785 Mon Sep 17 00:00:00 2001 From: Angela Date: Thu, 20 Mar 2025 12:02:27 -0400 Subject: [PATCH 04/25] add to index --- source/index.txt | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/source/index.txt b/source/index.txt index 0b105ec7b..cee707955 100644 --- a/source/index.txt +++ b/source/index.txt @@ -86,6 +86,11 @@ Run a Database Command Learn how to run a database command in the :ref:`` section. +Atlas Vector Search +------------------- + +Learn how to run Atlas Vector Search queries in the :ref:`` section. + Monitoring and Logging ---------------------- From eb3d6383ac950d6696a3bb0cf04f05cf88612ba7 Mon Sep 17 00:00:00 2001 From: Angela Date: Thu, 20 Mar 2025 12:09:21 -0400 Subject: [PATCH 05/25] fix link --- source/{atlas-vector-search.rst => atlas-vector-search.txt} | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename source/{atlas-vector-search.rst => atlas-vector-search.txt} (99%) diff --git a/source/atlas-vector-search.rst b/source/atlas-vector-search.txt similarity index 99% rename from source/atlas-vector-search.rst rename to source/atlas-vector-search.txt index a31c195f1..bf388b31d 100644 --- a/source/atlas-vector-search.rst +++ b/source/atlas-vector-search.txt @@ -1,4 +1,4 @@ -.. _node-atlas-vector-search: +.. _ node-atlas-vector-search: =================== Atlas Vector Search From 352b609faf5ae5d00cdbbfe38a4cbd1256a652a5 Mon Sep 17 00:00:00 2001 From: Angela Date: Thu, 20 Mar 2025 14:40:32 -0400 Subject: [PATCH 06/25] fix link --- source/atlas-vector-search.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index bf388b31d..a31c195f1 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -1,4 +1,4 @@ -.. _ node-atlas-vector-search: +.. _node-atlas-vector-search: =================== Atlas Vector Search From 5a9c66b9ba0dd1e8b966fd581f1c5934ecbfa580 Mon Sep 17 00:00:00 2001 From: Angela Date: Thu, 20 Mar 2025 14:41:57 -0400 Subject: [PATCH 07/25] fix quotes --- source/atlas-vector-search.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index a31c195f1..a90b94d77 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -82,7 +82,7 @@ This example shows how to build an aggregation pipeline that uses the To learn how to create a free MongoDB Atlas cluster and load the sample datasets, see the :atlas:`Get Started with Atlas ` guide. The aggregation pipeline searches for documents that include text in the ``plot`` field that is -semantically related to the term "time travel". The ``queryVector``field in the +semantically related to the term "time travel". The ``queryVector`` field in the ``$vectorSearch`` pipeline is the vector representation of your query. .. literalinclude:: /includes/aggregation/atlas-vector-search-example.js From 4c70a5a6e60add7427aa69c203797bc2eeffdafb Mon Sep 17 00:00:00 2001 From: Angela Date: Thu, 20 Mar 2025 15:00:22 -0400 Subject: [PATCH 08/25] fix quotes --- source/atlas-vector-search.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index a90b94d77..0c52737cc 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -95,7 +95,7 @@ This query uses the ``$vectorSearch`` stage to: - Consider up to the 150 most similar movie plots and return the top 10 results. -It uses the $project stage to: +It uses the ``$project`` stage to: - Only include the movie plot and title fields in the results. From 7031ae8d8e0f1f7ca9372961f07ccf3f4d339f40 Mon Sep 17 00:00:00 2001 From: Angela Date: Fri, 21 Mar 2025 11:17:44 -0400 Subject: [PATCH 09/25] lm feedback --- source/atlas-vector-search.txt | 96 ++++++++++++------- .../atlas-vector-search-example.js | 10 +- 2 files changed, 64 insertions(+), 42 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 0c52737cc..55913eca5 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -24,20 +24,13 @@ In this guide, you can learn how to use the :atlas:`Atlas Vector Search ` feature in the {+driver-short+}. -You can use {+vector-search+} to perform vector search on your data stored in +You can use {+vector-search+} to perform a vector search on your data stored in Atlas. Vector search allows you to query your data based on semantic meaning rather than just keyword matches, which helps you retrieve more relevant search results. It enables your AI-powered applications to support use cases such as semantic search, hybrid search, and generative search, including Retrieval-Augmented Generation (RAG). -By using Atlas as a vector database, you can seamlessly index vector data along -with your other data in Atlas. This allows you to filter on fields in your -collection and perform vector search queries against vector data. You can also -combine vector search with full-text search queries to return the most relevant -results for your use case. You can integrate {+vector-search+} with popular AI -frameworks and services to implement vector search in your applications. - To learn more about {+vector-search+}, see the :atlas:`{+vector-search+} ` guide in the MongoDB Atlas documentation. @@ -53,63 +46,92 @@ Perform a Vector Search To use this feature, you must create a vector search index and index your vector embeddings. To learn about how to programmatically create a -vector search index, see the :ref:`node-indexes` section in the -Indexes guide. To learn more about vector embeddings, see +vector search index, see the :atlas:`Create an Atlas Vector Search index +` section in the +Atlas documentation. To learn more about vector embeddings, see :atlas:`How to Index Vector Embeddings for Vector Search -` in the Atlas documentation. +` in the Atlas documentation. After you create a vector search index on your vector embeddings, you can reference this index in your pipeline stage, as shown in the following section. +Sample Data +----------- + +The example on this page shows how to build an aggregation pipeline that uses the +``$vectorSearch`` stage to perform an exact vector search on the +``sample_mflix.embedded_movies`` collection in the :atlas:`Atlas sample datasets +`. + +To learn how to create a free MongoDB Atlas cluster and load the sample datasets, see the +:atlas:`Get Started with Atlas ` guide. + Vector Search Example ~~~~~~~~~~~~~~~~~~~~~ You can perform a vector search query by using the ``$vectorSearch`` stage in an :ref:`aggregation pipeline `. To perform a vector search on a collection, you must first have a collection with a field that contains -vector data and a vector search index that covers that field. +vector embeddings and a vector search index that covers that field. -.. tip:: +The aggregation pipeline searches the ``plot`` field of each document in the collection +for text semantically related to the term "time travel". The ``queryVector`` field in the +``$vectorSearch`` pipeline is the vector representation of your query. - To learn more about configuring a collection for vector search, see the :atlas:`{+vector-search+} - ` guide in the MongoDB Atlas - documentation. + .. io-code-block:: + :copyable: true -This example shows how to build an aggregation pipeline that uses the -``$vectorSearch`` stage to perform an exact vector search on the -``sample_mflix.embedded_movies`` collection in the :atlas:`Atlas sample datasets `. -To learn how to create a free MongoDB Atlas cluster and load the sample datasets, see the -:atlas:`Get Started with Atlas ` guide. The aggregation -pipeline searches for documents that include text in the ``plot`` field that is -semantically related to the term "time travel". The ``queryVector`` field in the -``$vectorSearch`` pipeline is the vector representation of your query. + .. input:: + :language: js + + await coll.findOneAndDelete({ x: "on" }); + + .. output:: + :language: js + :visible: false +.. io-code-block:: + :copyable: true + + .. input:: /includes/aggregation/atlas-vector-search-example.js + :language: javascript + :dedent: + + .. output:: + :language: json + :visible: false + + '{"plot":"A reporter, learning of time travelers visiting 20th century disasters, tries to change the history they know by averting upcoming disasters.","title":"Thrill Seekers","score":0.7892671227455139}' + '{"plot":"At the age of 21, Tim discovers he can travel in time and change what happens and has happened in his own life. His decision to make his world a better place by getting a girlfriend turns out not to be as easy as you might think.","title":"About Time","score":0.7843604683876038}' + '{"plot":"Hoping to alter the events of the past, a 19th century inventor instead travels 800,000 years into the future, where he finds humankind divided into two warring races.","title":"The Time Machine","score":0.7801066637039185}' + `{"plot":"After using his mother's newly built time machine, Dolf gets stuck involuntary in the year 1212. He ends up in a children's crusade where he confronts his new friends with modern techniques...","title":"Crusade in Jeans","score":0.7789170742034912}` + '{"plot":"An officer for a security agency that regulates time travel, must fend for his life against a shady politician who has a tie to his past.","title":"Timecop","score":0.7771612405776978}' + '{"plot":"A time-travel experiment in which a robot probe is sent from the year 2073 to the year 1973 goes terribly wrong thrusting one of the project scientists, a man named Nicholas Sinclair into a...","title":"A.P.E.X.","score":0.7730885744094849}' + `{"plot":"Agent J travels in time to M.I.B.'s early days in 1969 to stop an alien from assassinating his friend Agent K and changing history.","title":"Men in Black 3","score":0.7712380886077881}` + '{"plot":"Bound by a shared destiny, a teen bursting with scientific curiosity and a former boy-genius inventor embark on a mission to unearth the secrets of a place somewhere in time and space that exists in their collective memory.","title":"Tomorrowland","score":0.7669923901557922}' + '{"plot":"With the help of his uncle, a man travels to the future to try and bring his girlfriend back to life.","title":"Love Story 2050","score":0.7649372816085815}' + '{"plot":"A dimension-traveling wizard gets stuck in the 21st century because cell-phone radiation interferes with his magic. With his home world on the brink of war, he seeks help from a jaded ...","title":"The Portal","score":0.7640786170959473}' -.. literalinclude:: /includes/aggregation/atlas-vector-search-example.js - :language: javascript This query uses the ``$vectorSearch`` stage to: -- Compare vector embeddings of the search term against vector embeddings of movie plots in - the ``plot_embedding`` field of the ``sample_mflix.embedded_movies`` collection. +- Search for the specified term in the``plot_embedding`` field -- Consider up to the 150 most similar movie plots and return the top 10 results. +- Set the number of nearest neighbors used in the search to 150 by using the ``numCandidates`` option It uses the ``$project`` stage to: -- Only include the movie plot and title fields in the results. +- Only include the movie ``plot`` and ``title`` fields in the results. -- Add a score field to show the relevance of each result to the search term. - -.. tip:: {+language+} Vector Search Examples - - Visit the :atlas:`Atlas documentation ` - to find more tutorials on using the {+driver-short+} to perform Atlas - Vector Searches. +- Add a ``score`` field to show the relevance of each result to the search term. Additional Information ---------------------- +Visit the :atlas:`Atlas documentation ` +to find more tutorials on using the {+driver-short+} to perform Atlas +Vector Searches. + To learn more about Atlas Vector Search, see :atlas:`Atlas Vector Search ` in the Atlas documentation. diff --git a/source/includes/aggregation/atlas-vector-search-example.js b/source/includes/aggregation/atlas-vector-search-example.js index 462cb2f08..42dd6900d 100644 --- a/source/includes/aggregation/atlas-vector-search-example.js +++ b/source/includes/aggregation/atlas-vector-search-example.js @@ -1,6 +1,6 @@ const { MongoClient } = require("mongodb"); -// connect to your Atlas cluster +// Replace with the connection string to your Atlas cluster to connect const uri = ""; const client = new MongoClient(uri); @@ -9,11 +9,11 @@ async function run() { try { await client.connect(); - // set namespace + // Set the namespace const database = client.db("sample_mflix"); const coll = database.collection("embedded_movies"); - // define pipeline + // Defines the pipeline const agg = [ { '$vectorSearch': { @@ -36,10 +36,10 @@ async function run() { } } ]; - // run pipeline + // Runs pipeline const result = coll.aggregate(agg); - // print results + // Prints results await result.forEach((doc) => console.dir(JSON.stringify(doc))); } finally { await client.close(); From c8547d537202e4429d07fa388f0a10a13e3dcaa2 Mon Sep 17 00:00:00 2001 From: Angela Date: Fri, 21 Mar 2025 11:24:04 -0400 Subject: [PATCH 10/25] fix spacing --- source/atlas-vector-search.txt | 1 - 1 file changed, 1 deletion(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 55913eca5..3fcd20bd5 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -112,7 +112,6 @@ for text semantically related to the term "time travel". The ``queryVector`` fie '{"plot":"With the help of his uncle, a man travels to the future to try and bring his girlfriend back to life.","title":"Love Story 2050","score":0.7649372816085815}' '{"plot":"A dimension-traveling wizard gets stuck in the 21st century because cell-phone radiation interferes with his magic. With his home world on the brink of war, he seeks help from a jaded ...","title":"The Portal","score":0.7640786170959473}' - This query uses the ``$vectorSearch`` stage to: - Search for the specified term in the``plot_embedding`` field From bab15fc3fe891ad8b2f1dcb78e48c086de1935c0 Mon Sep 17 00:00:00 2001 From: Angela Date: Fri, 21 Mar 2025 11:25:00 -0400 Subject: [PATCH 11/25] remove extra code --- source/atlas-vector-search.txt | 11 ----------- 1 file changed, 11 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 3fcd20bd5..ec7503e10 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -79,17 +79,6 @@ The aggregation pipeline searches the ``plot`` field of each document in the c for text semantically related to the term "time travel". The ``queryVector`` field in the ``$vectorSearch`` pipeline is the vector representation of your query. - .. io-code-block:: - :copyable: true - - .. input:: - :language: js - - await coll.findOneAndDelete({ x: "on" }); - - .. output:: - :language: js - :visible: false .. io-code-block:: :copyable: true From 7518048a029a245d92d79c9bb8eae9d06a7c4cd8 Mon Sep 17 00:00:00 2001 From: Angela Date: Fri, 21 Mar 2025 11:30:51 -0400 Subject: [PATCH 12/25] fix spacing --- source/atlas-vector-search.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index ec7503e10..e37672765 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -103,7 +103,7 @@ for text semantically related to the term "time travel". The ``queryVector`` fie This query uses the ``$vectorSearch`` stage to: -- Search for the specified term in the``plot_embedding`` field +- Search for the specified term in the ``plot_embedding`` field - Set the number of nearest neighbors used in the search to 150 by using the ``numCandidates`` option From 0cb7f042f3ba323a5bc7e814228a3743de1eee46 Mon Sep 17 00:00:00 2001 From: Angela Date: Fri, 21 Mar 2025 11:32:10 -0400 Subject: [PATCH 13/25] fix link --- source/atlas-vector-search.txt | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index e37672765..6bb1084e4 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -47,10 +47,10 @@ Perform a Vector Search To use this feature, you must create a vector search index and index your vector embeddings. To learn about how to programmatically create a vector search index, see the :atlas:`Create an Atlas Vector Search index -` section in the +` section in the Atlas documentation. To learn more about vector embeddings, see :atlas:`How to Index Vector Embeddings for Vector Search -` in the Atlas documentation. +` in the Atlas documentation. After you create a vector search index on your vector embeddings, you can reference this index in your pipeline stage, as shown in the From 75c9ecb89fbcf23b8ff47d1ac65af2aa2399d5e9 Mon Sep 17 00:00:00 2001 From: Angela Date: Fri, 21 Mar 2025 11:38:40 -0400 Subject: [PATCH 14/25] fix link title --- source/atlas-vector-search.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 6bb1084e4..c76eec5af 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -49,7 +49,7 @@ vector embeddings. To learn about how to programmatically create a vector search index, see the :atlas:`Create an Atlas Vector Search index ` section in the Atlas documentation. To learn more about vector embeddings, see -:atlas:`How to Index Vector Embeddings for Vector Search +:atlas:`How to Create Vector Embeddings ` in the Atlas documentation. After you create a vector search index on your vector embeddings, you From b1481a494c57d3a0750abe037ff3a4f2f02f1834 Mon Sep 17 00:00:00 2001 From: Angela Date: Fri, 21 Mar 2025 11:39:38 -0400 Subject: [PATCH 15/25] change copy --- source/atlas-vector-search.txt | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index c76eec5af..44108d93c 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -116,9 +116,9 @@ It uses the ``$project`` stage to: Additional Information ---------------------- -Visit the :atlas:`Atlas documentation ` -to find more tutorials on using the {+driver-short+} to perform Atlas -Vector Searches. +To find more tutorials on using the {+driver-short+} to perform Atlas +Vector Searches, see the :atlas:`Atlas Vector Search tutorials ` +in the Atlas documentation. To learn more about Atlas Vector Search, see :atlas:`Atlas Vector Search ` in the Atlas documentation. From d0d6e7d5d1de313fec06dd0f5a64b04e82201d28 Mon Sep 17 00:00:00 2001 From: Angela Date: Mon, 24 Mar 2025 10:27:42 -0400 Subject: [PATCH 16/25] lm review --- source/atlas-vector-search.txt | 37 ++++++++++++++++++---------------- 1 file changed, 20 insertions(+), 17 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 44108d93c..0165e9610 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -1,8 +1,8 @@ .. _node-atlas-vector-search: -=================== -Atlas Vector Search -=================== +================================ +Run an Atlas Vector Search Query +================================ .. facet:: :name: genre @@ -57,7 +57,7 @@ can reference this index in your pipeline stage, as shown in the following section. Sample Data ------------ +~~~~~~~~~~~ The example on this page shows how to build an aggregation pipeline that uses the ``$vectorSearch`` stage to perform an exact vector search on the @@ -75,9 +75,10 @@ in an :ref:`aggregation pipeline `. To perform a vector search on a collection, you must first have a collection with a field that contains vector embeddings and a vector search index that covers that field. -The aggregation pipeline searches the ``plot`` field of each document in the collection -for text semantically related to the term "time travel". The ``queryVector`` field in the -``$vectorSearch`` pipeline is the vector representation of your query. +In the following example, the aggregation pipeline searches the ``plot`` field of each +document in the collection for text semantically related to the term "time travel". The +``queryVector`` field in the ``$vectorSearch`` pipeline is the vector representation of +your query. .. io-code-block:: :copyable: true @@ -105,26 +106,28 @@ This query uses the ``$vectorSearch`` stage to: - Search for the specified term in the ``plot_embedding`` field -- Set the number of nearest neighbors used in the search to 150 by using the ``numCandidates`` option +- Set the number of nearest neighbors used in the search to 150 by using the +``numCandidates`` option + +- Return a maximum of 10 documents from the query using the ``limit`` option It uses the ``$project`` stage to: -- Only include the movie ``plot`` and ``title`` fields in the results. +- Only include the movie ``plot`` and ``title`` fields in the results -- Add a ``score`` field to show the relevance of each result to the search term. +- Add a ``score`` field to show the relevance of each result to the search term Additional Information ---------------------- -To find more tutorials on using the {+driver-short+} to perform Atlas -Vector Searches, see the :atlas:`Atlas Vector Search tutorials ` -in the Atlas documentation. +To see more Atlas Vector Search tutorials for the {+driver-short+}, see the :atlas:`Atlas +Vector Search tutorials ` in the Atlas documentation. -To learn more about Atlas Vector Search, see :atlas:`Atlas Vector Search ` -in the Atlas documentation. +To learn more about Atlas Vector Search, see the :atlas:`Atlas Vector Search ` +guides in the Atlas documentation. API Documentation ~~~~~~~~~~~~~~~~~ -To learn more about the ``aggregate()`` method, see the -`API documentation <{+api+}/classes/Collection.html#aggregate>`__. +To learn more about the ``aggregate()`` method, see `aggregate() +<{+api+}/classes/Collection.html#aggregate>`__ in the API documentation. From ddff0469ad9fdde03d059eac94887c87c2d79db2 Mon Sep 17 00:00:00 2001 From: Angela Date: Mon, 24 Mar 2025 10:48:14 -0400 Subject: [PATCH 17/25] change spacing --- source/atlas-vector-search.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 0165e9610..905341bee 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -107,7 +107,7 @@ This query uses the ``$vectorSearch`` stage to: - Search for the specified term in the ``plot_embedding`` field - Set the number of nearest neighbors used in the search to 150 by using the -``numCandidates`` option + ``numCandidates`` option - Return a maximum of 10 documents from the query using the ``limit`` option From d0627a689414c93e6f683a73f336265dfad11c42 Mon Sep 17 00:00:00 2001 From: Angela Date: Tue, 25 Mar 2025 15:01:29 -0400 Subject: [PATCH 18/25] lm edits --- source/atlas-vector-search.txt | 19 +++++++++++-------- .../atlas-vector-search-example.js | 2 +- 2 files changed, 12 insertions(+), 9 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 905341bee..e5f1903db 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -20,8 +20,7 @@ Run an Atlas Vector Search Query Overview -------- -In this guide, you can learn how to use the :atlas:`Atlas Vector Search -` feature +In this guide, you can learn how to use the Atlas Vector Search feature in the {+driver-short+}. You can use {+vector-search+} to perform a vector search on your data stored in @@ -32,7 +31,7 @@ semantic search, hybrid search, and generative search, including Retrieval-Augmented Generation (RAG). To learn more about {+vector-search+}, see the :atlas:`{+vector-search+} -` guide in the MongoDB Atlas +` guides in the MongoDB Atlas documentation. .. important:: Feature Compatibility @@ -46,7 +45,7 @@ Perform a Vector Search To use this feature, you must create a vector search index and index your vector embeddings. To learn about how to programmatically create a -vector search index, see the :atlas:`Create an Atlas Vector Search index +vector search index, see the :atlas:`Create an Atlas Vector Search Index ` section in the Atlas documentation. To learn more about vector embeddings, see :atlas:`How to Create Vector Embeddings @@ -54,13 +53,13 @@ Atlas documentation. To learn more about vector embeddings, see After you create a vector search index on your vector embeddings, you can reference this index in your pipeline stage, as shown in the -following section. +following example. Sample Data ~~~~~~~~~~~ The example on this page shows how to build an aggregation pipeline that uses the -``$vectorSearch`` stage to perform an exact vector search on the +``$vectorSearch`` stage to perform a vector search on the ``sample_mflix.embedded_movies`` collection in the :atlas:`Atlas sample datasets `. @@ -104,6 +103,8 @@ your query. This query uses the ``$vectorSearch`` stage to: +- Perform an Approximate Nearest Neighbor (ANN) vector search + - Search for the specified term in the ``plot_embedding`` field - Set the number of nearest neighbors used in the search to 150 by using the @@ -123,8 +124,10 @@ Additional Information To see more Atlas Vector Search tutorials for the {+driver-short+}, see the :atlas:`Atlas Vector Search tutorials ` in the Atlas documentation. -To learn more about Atlas Vector Search, see the :atlas:`Atlas Vector Search ` -guides in the Atlas documentation. +To learn more about the syntax of the ``$vectorSearch`` pipeline stage, +see the Syntax and Fields sections of the +:atlas:`Create and Run Queries ` +guide in the Atlas Vector Search section of the MongoDB Atlas documentation. API Documentation ~~~~~~~~~~~~~~~~~ diff --git a/source/includes/aggregation/atlas-vector-search-example.js b/source/includes/aggregation/atlas-vector-search-example.js index 42dd6900d..831bcc7d3 100644 --- a/source/includes/aggregation/atlas-vector-search-example.js +++ b/source/includes/aggregation/atlas-vector-search-example.js @@ -9,7 +9,7 @@ async function run() { try { await client.connect(); - // Set the namespace + // Sets the namespace const database = client.db("sample_mflix"); const coll = database.collection("embedded_movies"); From 9489bdf9e37eb037cfbb14d29c5e42ceb76c2258 Mon Sep 17 00:00:00 2001 From: Angela Date: Tue, 25 Mar 2025 15:09:18 -0400 Subject: [PATCH 19/25] remove extra words --- source/atlas-vector-search.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index e5f1903db..797ee5815 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -127,7 +127,7 @@ Vector Search tutorials ` in the Atlas document To learn more about the syntax of the ``$vectorSearch`` pipeline stage, see the Syntax and Fields sections of the :atlas:`Create and Run Queries ` -guide in the Atlas Vector Search section of the MongoDB Atlas documentation. +guide in the Atlas Vector Search section of the Atlas documentation. API Documentation ~~~~~~~~~~~~~~~~~ From a592593a46413d4a90125934e9a71f33c6f7a0d8 Mon Sep 17 00:00:00 2001 From: Angela Date: Tue, 25 Mar 2025 16:43:04 -0400 Subject: [PATCH 20/25] nb edits --- source/atlas-vector-search.txt | 60 +++++++++++++++---- .../atlas-vector-search-example.js | 12 ++-- 2 files changed, 57 insertions(+), 15 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 797ee5815..ae6c10593 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -90,16 +90,56 @@ your query. :language: json :visible: false - '{"plot":"A reporter, learning of time travelers visiting 20th century disasters, tries to change the history they know by averting upcoming disasters.","title":"Thrill Seekers","score":0.7892671227455139}' - '{"plot":"At the age of 21, Tim discovers he can travel in time and change what happens and has happened in his own life. His decision to make his world a better place by getting a girlfriend turns out not to be as easy as you might think.","title":"About Time","score":0.7843604683876038}' - '{"plot":"Hoping to alter the events of the past, a 19th century inventor instead travels 800,000 years into the future, where he finds humankind divided into two warring races.","title":"The Time Machine","score":0.7801066637039185}' - `{"plot":"After using his mother's newly built time machine, Dolf gets stuck involuntary in the year 1212. He ends up in a children's crusade where he confronts his new friends with modern techniques...","title":"Crusade in Jeans","score":0.7789170742034912}` - '{"plot":"An officer for a security agency that regulates time travel, must fend for his life against a shady politician who has a tie to his past.","title":"Timecop","score":0.7771612405776978}' - '{"plot":"A time-travel experiment in which a robot probe is sent from the year 2073 to the year 1973 goes terribly wrong thrusting one of the project scientists, a man named Nicholas Sinclair into a...","title":"A.P.E.X.","score":0.7730885744094849}' - `{"plot":"Agent J travels in time to M.I.B.'s early days in 1969 to stop an alien from assassinating his friend Agent K and changing history.","title":"Men in Black 3","score":0.7712380886077881}` - '{"plot":"Bound by a shared destiny, a teen bursting with scientific curiosity and a former boy-genius inventor embark on a mission to unearth the secrets of a place somewhere in time and space that exists in their collective memory.","title":"Tomorrowland","score":0.7669923901557922}' - '{"plot":"With the help of his uncle, a man travels to the future to try and bring his girlfriend back to life.","title":"Love Story 2050","score":0.7649372816085815}' - '{"plot":"A dimension-traveling wizard gets stuck in the 21st century because cell-phone radiation interferes with his magic. With his home world on the brink of war, he seeks help from a jaded ...","title":"The Portal","score":0.7640786170959473}' + `{ + plot: 'A reporter, learning of time travelers visiting 20th century disasters, tries to change the history they know by averting upcoming disasters.', + title: 'Thrill Seekers', + score: 0.9259490966796875 + }` + `{ + plot: 'At the age of 21, Tim discovers he can travel in time and change what happens and has happened in his own life. His decision to make his world a better place by getting a girlfriend turns out not to be as easy as you might think.', + title: 'About Time', + score: 0.9253997802734375 + }` + `{ + plot: 'An officer for a security agency that regulates time travel, must fend for his life against a shady politician who has a tie to his past.', + title: 'Timecop', + score: 0.922332763671875 + }` + `{ + plot: "After using his mother's newly built time machine, Dolf gets stuck involuntary in the year 1212. He ends up in a children's crusade where he confronts his new friends with modern techniques...", + title: 'Crusade in Jeans', + score: 0.92205810546875 + }` + `{ + plot: 'Hoping to alter the events of the past, a 19th century inventor instead travels 800,000 years into the future, where he finds humankind divided into two warring races.', + title: 'The Time Machine', + score: 0.921875 + }` + `{ + plot: 'A time-travel experiment in which a robot probe is sent from the year 2073 to the year 1973 goes terribly wrong thrusting one of the project scientists, a man named Nicholas Sinclair into a...', + title: 'A.P.E.X.', + score: 0.9202728271484375 + }` + `{ + plot: "Agent J travels in time to M.I.B.'s early days in 1969 to stop an alien from assassinating his friend Agent K and changing history.", + title: 'Men in Black 3', + score: 0.9198150634765625 + }` + `{ + plot: 'Bound by a shared destiny, a teen bursting with scientific curiosity and a former boy-genius inventor embark on a mission to unearth the secrets of a place somewhere in time and space that exists in their collective memory.', + title: 'Tomorrowland', + score: 0.91961669921875 + }` + `{ + plot: 'A romantic drama about a Chicago librarian with a gene that causes him to involuntarily time travel, and the complications it creates for his marriage.', + title: "The Time Traveler's Wife", + score: 0.9174346923828125 + }` + `{ + plot: 'With the help of his uncle, a man travels to the future to try and bring his girlfriend back to life.', + title: 'Love Story 2050', + score: 0.9165191650390625 + }` This query uses the ``$vectorSearch`` stage to: diff --git a/source/includes/aggregation/atlas-vector-search-example.js b/source/includes/aggregation/atlas-vector-search-example.js index 831bcc7d3..b666e30ad 100644 --- a/source/includes/aggregation/atlas-vector-search-example.js +++ b/source/includes/aggregation/atlas-vector-search-example.js @@ -19,9 +19,9 @@ async function run() { '$vectorSearch': { 'index': 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0.005591492, -0.0077707744, -0.012049366, 0.011869425, 0.00858384, -0.024698535, -0.030283362, 0.020140035, 0.011949399, -0.013968734, 0.042732596, -0.011649498, -0.011982721, -0.016967745, -0.0060913274, -0.007130985, -0.013109017, -0.009710136 - ], + ])), 'numCandidates': 150, 'limit': 10 } @@ -40,9 +40,11 @@ async function run() { const result = coll.aggregate(agg); // Prints results - await result.forEach((doc) => console.dir(JSON.stringify(doc))); - } finally { - await client.close(); + for await (const doc of result) { + console.log(doc); + } + } finally { + await client.close(); } } run().catch(console.dir); From 2a8876ddbeb1deed47ba06ddd3656b0781cc1727 Mon Sep 17 00:00:00 2001 From: Angela Date: Tue, 25 Mar 2025 16:48:40 -0400 Subject: [PATCH 21/25] remove extra quotes --- source/atlas-vector-search.txt | 40 +++++++++++++++++----------------- 1 file changed, 20 insertions(+), 20 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index ae6c10593..2d4a84b52 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -90,56 +90,56 @@ your query. :language: json :visible: false - `{ + { plot: 'A reporter, learning of time travelers visiting 20th century disasters, tries to change the history they know by averting upcoming disasters.', title: 'Thrill Seekers', score: 0.9259490966796875 - }` - `{ + } + { plot: 'At the age of 21, Tim discovers he can travel in time and change what happens and has happened in his own life. His decision to make his world a better place by getting a girlfriend turns out not to be as easy as you might think.', title: 'About Time', score: 0.9253997802734375 - }` - `{ + } + { plot: 'An officer for a security agency that regulates time travel, must fend for his life against a shady politician who has a tie to his past.', title: 'Timecop', score: 0.922332763671875 - }` - `{ + } + { plot: "After using his mother's newly built time machine, Dolf gets stuck involuntary in the year 1212. He ends up in a children's crusade where he confronts his new friends with modern techniques...", title: 'Crusade in Jeans', score: 0.92205810546875 - }` - `{ + } + { plot: 'Hoping to alter the events of the past, a 19th century inventor instead travels 800,000 years into the future, where he finds humankind divided into two warring races.', title: 'The Time Machine', score: 0.921875 - }` - `{ + } + { plot: 'A time-travel experiment in which a robot probe is sent from the year 2073 to the year 1973 goes terribly wrong thrusting one of the project scientists, a man named Nicholas Sinclair into a...', title: 'A.P.E.X.', score: 0.9202728271484375 - }` - `{ + } + { plot: "Agent J travels in time to M.I.B.'s early days in 1969 to stop an alien from assassinating his friend Agent K and changing history.", title: 'Men in Black 3', score: 0.9198150634765625 - }` - `{ + } + { plot: 'Bound by a shared destiny, a teen bursting with scientific curiosity and a former boy-genius inventor embark on a mission to unearth the secrets of a place somewhere in time and space that exists in their collective memory.', title: 'Tomorrowland', score: 0.91961669921875 - }` - `{ + } + { plot: 'A romantic drama about a Chicago librarian with a gene that causes him to involuntarily time travel, and the complications it creates for his marriage.', title: "The Time Traveler's Wife", score: 0.9174346923828125 - }` - `{ + } + { plot: 'With the help of his uncle, a man travels to the future to try and bring his girlfriend back to life.', title: 'Love Story 2050', score: 0.9165191650390625 - }` + } This query uses the ``$vectorSearch`` stage to: From 453300942ac451a4c69769874fe05ca364342866 Mon Sep 17 00:00:00 2001 From: Angela Date: Tue, 25 Mar 2025 16:52:29 -0400 Subject: [PATCH 22/25] fix quotes --- source/atlas-vector-search.txt | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 2d4a84b52..b635de4a5 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -106,7 +106,10 @@ your query. score: 0.922332763671875 } { - plot: "After using his mother's newly built time machine, Dolf gets stuck involuntary in the year 1212. He ends up in a children's crusade where he confronts his new friends with modern techniques...", + plot: 'After using his mother's newly built time machine, Dolf gets stuck + involuntary in the year 1212. He ends up in a children's crusade where he confronts + his new friends with modern techniques... + , title: 'Crusade in Jeans', score: 0.92205810546875 } @@ -121,7 +124,7 @@ your query. score: 0.9202728271484375 } { - plot: "Agent J travels in time to M.I.B.'s early days in 1969 to stop an alien from assassinating his friend Agent K and changing history.", + plot: 'Agent J travels in time to M.I.B.'s early days in 1969 to stop an alien from assassinating his friend Agent K and changing history.', title: 'Men in Black 3', score: 0.9198150634765625 } @@ -132,7 +135,7 @@ your query. } { plot: 'A romantic drama about a Chicago librarian with a gene that causes him to involuntarily time travel, and the complications it creates for his marriage.', - title: "The Time Traveler's Wife", + title: 'The Time Traveler's Wife', score: 0.9174346923828125 } { From a593d9d6cad5a3fa37c50594080e1ca15eeb11c4 Mon Sep 17 00:00:00 2001 From: Angela Date: Tue, 25 Mar 2025 16:57:33 -0400 Subject: [PATCH 23/25] add quote --- source/atlas-vector-search.txt | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index b635de4a5..ffdf33d42 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -108,8 +108,7 @@ your query. { plot: 'After using his mother's newly built time machine, Dolf gets stuck involuntary in the year 1212. He ends up in a children's crusade where he confronts - his new friends with modern techniques... - , + his new friends with modern techniques...`, title: 'Crusade in Jeans', score: 0.92205810546875 } From 2598b4e6a9b51ef0168dd2e1a55d5b9e9566ba37 Mon Sep 17 00:00:00 2001 From: Angela Date: Tue, 25 Mar 2025 17:02:03 -0400 Subject: [PATCH 24/25] change quote --- source/atlas-vector-search.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index ffdf33d42..187bb846e 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -108,7 +108,7 @@ your query. { plot: 'After using his mother's newly built time machine, Dolf gets stuck involuntary in the year 1212. He ends up in a children's crusade where he confronts - his new friends with modern techniques...`, + his new friends with modern techniques...', title: 'Crusade in Jeans', score: 0.92205810546875 } From 5738a0161b3c71119d6830b15f4a5480a20f7cc8 Mon Sep 17 00:00:00 2001 From: Angela Date: Wed, 26 Mar 2025 12:00:10 -0400 Subject: [PATCH 25/25] nb feedback --- source/atlas-vector-search.txt | 66 +++++++++++++++++----------------- 1 file changed, 33 insertions(+), 33 deletions(-) diff --git a/source/atlas-vector-search.txt b/source/atlas-vector-search.txt index 187bb846e..1c5bd2c44 100644 --- a/source/atlas-vector-search.txt +++ b/source/atlas-vector-search.txt @@ -87,60 +87,60 @@ your query. :dedent: .. output:: - :language: json + :language: javascript :visible: false { - plot: 'A reporter, learning of time travelers visiting 20th century disasters, tries to change the history they know by averting upcoming disasters.', - title: 'Thrill Seekers', - score: 0.9259490966796875 + plot: 'A reporter, learning of time travelers visiting 20th century disasters, tries to change the history they know by averting upcoming disasters.', + title: 'Thrill Seekers', + score: 0.9259490966796875 } { - plot: 'At the age of 21, Tim discovers he can travel in time and change what happens and has happened in his own life. His decision to make his world a better place by getting a girlfriend turns out not to be as easy as you might think.', - title: 'About Time', - score: 0.9253997802734375 + plot: 'At the age of 21, Tim discovers he can travel in time and change what happens and has happened in his own life. His decision to make his world a better place by getting a girlfriend turns out not to be as easy as you might think.', + title: 'About Time', + score: 0.9253997802734375 } { - plot: 'An officer for a security agency that regulates time travel, must fend for his life against a shady politician who has a tie to his past.', - title: 'Timecop', - score: 0.922332763671875 + plot: 'An officer for a security agency that regulates time travel, must fend for his life against a shady politician who has a tie to his past.', + title: 'Timecop', + score: 0.922332763671875 } { - plot: 'After using his mother's newly built time machine, Dolf gets stuck - involuntary in the year 1212. He ends up in a children's crusade where he confronts - his new friends with modern techniques...', - title: 'Crusade in Jeans', - score: 0.92205810546875 + plot: "After using his mother's newly built time machine, Dolf gets stuck + involuntary in the year 1212. He ends up in a children's crusade where he confronts + his new friends with modern techniques...", + title: 'Crusade in Jeans', + score: 0.92205810546875 } { - plot: 'Hoping to alter the events of the past, a 19th century inventor instead travels 800,000 years into the future, where he finds humankind divided into two warring races.', - title: 'The Time Machine', - score: 0.921875 + plot: 'Hoping to alter the events of the past, a 19th century inventor instead travels 800,000 years into the future, where he finds humankind divided into two warring races.', + title: 'The Time Machine', + score: 0.921875 } { - plot: 'A time-travel experiment in which a robot probe is sent from the year 2073 to the year 1973 goes terribly wrong thrusting one of the project scientists, a man named Nicholas Sinclair into a...', - title: 'A.P.E.X.', - score: 0.9202728271484375 + plot: 'A time-travel experiment in which a robot probe is sent from the year 2073 to the year 1973 goes terribly wrong thrusting one of the project scientists, a man named Nicholas Sinclair into a...', + title: 'A.P.E.X.', + score: 0.9202728271484375 } { - plot: 'Agent J travels in time to M.I.B.'s early days in 1969 to stop an alien from assassinating his friend Agent K and changing history.', - title: 'Men in Black 3', - score: 0.9198150634765625 + plot: "Agent J travels in time to M.I.B.'s early days in 1969 to stop an alien from assassinating his friend Agent K and changing history.", + title: 'Men in Black 3', + score: 0.9198150634765625 } { - plot: 'Bound by a shared destiny, a teen bursting with scientific curiosity and a former boy-genius inventor embark on a mission to unearth the secrets of a place somewhere in time and space that exists in their collective memory.', - title: 'Tomorrowland', - score: 0.91961669921875 + plot: 'Bound by a shared destiny, a teen bursting with scientific curiosity and a former boy-genius inventor embark on a mission to unearth the secrets of a place somewhere in time and space that exists in their collective memory.', + title: 'Tomorrowland', + score: 0.91961669921875 } { - plot: 'A romantic drama about a Chicago librarian with a gene that causes him to involuntarily time travel, and the complications it creates for his marriage.', - title: 'The Time Traveler's Wife', - score: 0.9174346923828125 + plot: 'A romantic drama about a Chicago librarian with a gene that causes him to involuntarily time travel, and the complications it creates for his marriage.', + title: "The Time Traveler's Wife", + score: 0.9174346923828125 } { - plot: 'With the help of his uncle, a man travels to the future to try and bring his girlfriend back to life.', - title: 'Love Story 2050', - score: 0.9165191650390625 + plot: 'With the help of his uncle, a man travels to the future to try and bring his girlfriend back to life.', + title: 'Love Story 2050', + score: 0.9165191650390625 } This query uses the ``$vectorSearch`` stage to: