Vector Search - EXPERIMENTAL (#248)

* Init spec * Fix the vector store fields * Add an information on the invalid_search_vector error code * Add an information on the invalid_vectors_field error codes * Define the new max_vector_size analytic * Update the open-api file with vector capabilities * Apply suggestions from code review * Update open-api.yaml Co-authored-by: Maria Craig <marycraig90@gmail.com> * Update open-api.yaml Co-authored-by: Maria Craig <marycraig90@gmail.com> * Update text/0118-search-api.md Co-authored-by: Maria Craig <marycraig90@gmail.com> * Update text/0061-error-format-and-definitions.md Co-authored-by: Maria Craig <marycraig90@gmail.com> --------- Co-authored-by: Kerollmops <clement@meilisearch.com> Co-authored-by: Maria Craig <marycraig90@gmail.com>
meilisearch · Jul 31, 2023 · 1a3f49d · 1a3f49d
1 parent d82e976
commit 1a3f49d
Show file tree

Hide file tree

Showing 5 changed files with 193 additions and 69 deletions.
diff --git a/open-api.yaml b/open-api.yaml
@@ -711,6 +711,11 @@ components:
           description: Query string.
           default: '""'
           example: '"Back to the future"'
+        vector:
+          type: array
+          description: Query vector.
+          default: 'null'
+          example: '[0.8, 0.145, 0.26, 0.3]'
         attributesToRetrieve:
           type: array
           description: 'Array of attributes whose fields will be present in the returned documents. Defaults to the [displayedAttributes list](https://docs.meilisearch.com/reference/features/settings.html#displayed-attributes) which contains by default all attributes found in the documents.'
@@ -1754,6 +1759,8 @@ paths:
 
         > info
         > Use the reserved `_geo` object to add geo coordinates to a document. `_geo` is an object made of `lat` and `lng` field.
+        >
+        > Use the reserved `_vectors` arrays of floats to add embeddings to a document. `_vectors` is an array of floats or multiple arrays of floats in an outer array.
       tags:
         - Documents
       security:
@@ -1808,6 +1815,8 @@ paths:
 
         > info
         > Use the reserved `_geo` object to add geo coordinates to a document. `_geo` is an object made of `lat` and `lng` field.
+        >
+        > Use the reserved `_vectors` arrays of floats to add embeddings to a document. `_vectors` is an array of floats or multiple arrays of floats in an outer array.
       tags:
         - Documents
       security:

diff --git a/text/0034-telemetry-policies.md b/text/0034-telemetry-policies.md
@@ -123,6 +123,7 @@ The collected data is sent to [Segment](https://segment.com/). Segment is a plat
 | `filter.with_geoBoundingBox`            | `true` if the filter rule `_geoBoundingBox` was used in this batch, otherwise `false`| false | `Documents Searched POST`, `Documents Searched GET` |
 | `filter.most_used_syntax`               | Most used filter syntax among all requests containing the `filter` parameter in this batch | string | `Documents Searched POST`, `Documents Searched GET` |
 | `q.max_terms_number`                    | Highest number of terms given for the `q` parameter in this batch | 5 | `Documents Searched POST`, `Documents Searched GET` |
+| `vector.max_vector_size`                | Highest number of dimensions given for the `vector` parameter in this batch | 1536 | `Documents Searched POST`, `Documents Searched GET`, `Documents Searched by Multi-Search POST` |
 | `pagination.max_limit`                  | Highest value given for the `limit` parameter in this batch | 60 | `Documents Searched POST`, `Documents Searched GET`, `Documents Fetched GET`, `Documents Fetched POST` |
 | `pagination.max_offset`                 | Highest value given for the `offset` parameter in this batch | 1000 | `Documents Searched POST`, `Documents Searched GET`, `Documents Fetched GET`, `Documents Fetched POST` |
 | `pagination.most_used_navigation`       | Most used search results navigation among all search requests in this batch. `estimated` / `exhaustive` | `estimated` | `Documents Searched POST`, `Documents Searched GET` |
@@ -273,6 +274,7 @@ This property allows us to gather essential information to better understand on
 | filter.avg_criteria_number | The average number of filter criteria among all the requests containing the `filter` parameter in the aggregated event. `"filter": []` equals to `0` while not sending `filter` does not influence the average in the aggregated event. | `4` |
 | filter.most_used_syntax | The most used filter syntax among all the requests containing the requests containing the `filter` parameter in the aggregated event. `string` / `array` / `mixed` | `mixed` |
 | q.max_terms_number | The maximum number of terms for the `q` parameter among all requests in the aggregated event. | `5` |
+| vector.max_vector_size | The maximum number of dimensions for the `vector` parameter among all requests in the aggregated event. | `1536` |
 | pagination.max_limit | The maximum limit encountered among all requests in the aggregated event. | `20` |
 | pagination.max_offset | The maximum offset encountered among all requests in the aggregated event. | `1000` |
 | pagination.most_used_navigation | Most used search results navigation among all requests in the aggregated event. `estimated` / `exhaustive` | `estimated` ||

diff --git a/text/0061-error-format-and-definitions.md b/text/0061-error-format-and-definitions.md
@@ -1474,6 +1474,31 @@ HTTP Code: `400 Bad Request`
 
 ---
 
+## invalid_search_vector
+
+`Synchronous`
+
+### Context
+
+This error occurs for the listed reasons:
+- if a value with a different type than `Array of Float` or `null` for `vector` is specified.
+- if the vector length differs from the documents `_vectors` length.
+
+### Error Definition
+
+HTTP Code: `400 Bad Request`
+
+```json
+{
+    "message": "`:deserr_helper`",
+    "code": "invalid_search_vector",
+    "type": "invalid_request",
+    "link": "https://docs.meilisearch.com/errors#invalid_search_vector"
+}
+```
+
+---
+
 ## invalid_search_offset
 
 `Synchronous`
@@ -1937,6 +1962,38 @@ These errors occurs when the `_geo` field of a document payload is not valid. Ei
 
 ---
 
+## invalid_document_vectors_field
+
+`Asynchronous`
+
+### Context
+
+This error occurs when the `_vectors` field of a document payload is not valid either due to the type of it or the number of dimensions.
+
+### Error Definition
+
+#### Variant: `_vectors` field value type is invalid
+
+```json
+{
+    "message": "The `_vectors` field in the document with the id: `:documentId` is not an array. Was expecting an array of floats or an array of arrays of floats but instead got `:field`",
+    "code": "invalid_document_vectors_type",
+    "type": "invalid_request",
+    "link": "https://docs.meilisearch.com/errors#invalid_document_vectors_type"
+}
+```
+
+#### Variant: Number of dimensions is not correct
+
+```json
+{
+    "message": "Invalid vector dimensions: expected: `:expected`, found: `:found`.",
+    ...
+}
+```
+
+---
+
 ## payload_too_large
 
 `Synchronous`

diff --git a/text/0118-search-api.md b/text/0118-search-api.md
@@ -51,6 +51,7 @@ If a master key is used to secure a Meilisearch instance, the auth layer returns
 | [`cropMarker`](#3115-cropmarker)                      | String                   | False    |
 | [`showMatchesPosition`](#3116-showmatchesposition)    | Boolean                  | False    |
 | [`matchingStrategy`](#3117-matchingStrategy)          | String                   | False    |
+| [`vector`](#3118-vector) `EXPERIMENTAL`               | Array of Float           | False    |
 
 
 #### 3.1.1. `q`
@@ -912,22 +913,34 @@ The documents containing ALL the query words (i.e. in the `q` parameter) are ret
 
 Only the documents containing ALL the query words (i.e. in the `q` parameter) are returned by Meilisearch. If Meilisearch doesn't have enough documents to fit the requested `limit`, it returns the documents found without trying to match more documents.
 
+#### 3.1.18. `vector` `EXPERIMENTAL`
+
+- Type: Array of Float
+- Required: False
+- Default: []
+
+Request the nearest documents based on the query vector embedding given.
+
+- 🔴 Sending a value with a different type than `Array of Float` or `null` as a value for `vector` returns an [invalid_search_vector](0061-error-format-and-definitions.md#invalid_search_vector) error.
+- 🔴 Sending a value for `vector` whose length differs from the documents `_vectors` length returns an [invalid_search_vector](0061-error-format-and-definitions.md#invalid_search_vector) error.
+
 ### 3.2. Search Response Properties
 
-| Field                                           | Type       | Required |
-|-------------------------------------------------|------------|----------|
-| [`hits`](#321-hits)                             | Array[Hit] | True     |
-| [`limit`](#322-limit)                           | Integer    | False    |
-| [`offset`](#323-offset)                         | Integer    | False    |
-| [`estimatedTotalHits`](#324-estimatedTotalHits) | Integer    | False    |
-| [`page`](#325-page)                             | Integer    | False    |
-| [`hitsPerPage`](#326-hitsperpage)               | Integer    | False    |
-| [`totalPages`](#327-totalpages)                 | Integer    | False    |
-| [`totalHits`](#328-totalhits)                   | Integer    | False    |
-| [`facetDistribution`](#329-facetdistribution)   | Object     | False    |
-| [`facetStats`](#3210-facetstats)                | Object     | False    |
-| [`processingTimeMs`](#3211-processingtimems)    | Integer    | True     |
-| [`query`](#3212-query)                          | String     | True     |
+| Field                                           | Type           | Required  |
+|-------------------------------------------------|----------------|-----------|
+| [`hits`](#321-hits)                             | Array[Hit]     | True      |
+| [`limit`](#322-limit)                           | Integer        | False     |
+| [`offset`](#323-offset)                         | Integer        | False     |
+| [`estimatedTotalHits`](#324-estimatedTotalHits) | Integer        | False     |
+| [`page`](#325-page)                             | Integer        | False     |
+| [`hitsPerPage`](#326-hitsperpage)               | Integer        | False     |
+| [`totalPages`](#327-totalpages)                 | Integer        | False     |
+| [`totalHits`](#328-totalhits)                   | Integer        | False     |
+| [`facetDistribution`](#329-facetdistribution)   | Object         | False     |
+| [`facetStats`](#3210-facetstats)                | Object         | False     |
+| [`processingTimeMs`](#3211-processingtimems)    | Integer        | True      |
+| [`query`](#3212-query)                          | String         | True      |
+| [`vector`](#3213-vector) `EXPERIMENTAL`         | Array of Float | False     |
 
 #### 3.2.1. `hits`
 
@@ -944,11 +957,12 @@ A search result can contain special properties. See [3.2.1.1. `hit` Special Prop
 
 ##### 3.2.1.1. `hit` Special Properties
 
-| Field                                        | Type    | Required |
-|----------------------------------------------|---------|----------|
-| [`_geoDistance`](#32111-geodistance)         | Integer | False    |
-| [`_formatted`](#32112-formatted)             | Object  | False    |
-| [`_matchesPosition`](#32113-matchesposition) | Object  | False    |
+| Field                                                             | Type    | Required |
+|-------------------------------------------------------------------|---------|----------|
+| [`_geoDistance`](#32111-geodistance)                              | Integer | False    |
+| [`_formatted`](#32112-formatted)                                  | Object  | False    |
+| [`_matchesPosition`](#32113-matchesposition)                      | Object  | False    |
+| [`_semanticScore`](#32114-semanticscore) `EXPERIMENTAL` | Float   | False    |
 
 ###### 3.2.1.1.1. `_geoDistance`
 
@@ -1155,6 +1169,15 @@ The beginning of a matching term within a field is indicated by `start`, and its
 
 > See [3.1.14. `showMatchesPosition`](#3116-showmatchesposition) section.
 
+###### 3.2.1.1.4. `_semanticScore` `EXPERIMENTAL`
+
+- Type: Float
+- Required: False
+
+Contains the semantic similarity score of the document for a vector search when `vector` has been provided. The score is represented as a dot product.
+
+> See [3.1.18 `vector`](#3118-vector-experimental)
+
 #### 3.2.2. `limit`
 
 - Type: Integer
@@ -1271,6 +1294,15 @@ Query originating the response. Equals to the `q` search parameter.
 
 > See [3.1.1. `q`](#311-q) section.
 
+#### 3.2.13. `vector` `EXPERIMENTAL`
+
+- Type: Array of Float
+- Required: False
+
+Vector query embedding originating the response. Equals to the `vector` search parameter if specified.
+
+> See [3.1.18. `vector`](#3118-vector-experimental)
+
 ## 2. Technical Details
 n/a