Table of documentation contents

Quick start with the text2vec-contextionary module.

Quick start tutorial of Weaviate running with the text2vec-contextionary module with a demo dataset. This page also shows how contextual classification can be done. The Contextionary is a Weighted Mean of Word Embeddings (WMOWE) vectorizer module which works with popular models such as fastText and GloVe.

Run Weaviate with a demo dataset

There are many different ways how you can run Weaviate, from local development setups up to large scale Kubernetes environments or hosted and managed Weaviate clusters. For this quick start guide we will be using the Docker Compose setup where you can run Weaviate on your local machine to which we will add the demo dataset with news publications.

The Docker Compose files below contain both Weaviate and the dataset.

Download the Docker Compose file (note, the Dockerfile has GPUs (i.e., CUDA) disabled, this impacts import and query time significantly. If you have a GPU available (that is reachable with Docker) simply set ENABLE_CUDA to 1 in the dockerfile)

$ curl -o docker-compose.yml https://raw.githubusercontent.com/semi-technologies/weaviate-examples/main/weaviate-contextionary-newspublications/docker-compose.yaml

Run Docker (optional: run with -d to run Docker in the background)

$ docker-compose up

Weaviate will be available and preloaded with the news article demo dataset on:

Query via the Weaviate console

You can query your local machine via the Weaviate console. In the “Self-hosted Weaviate” input box, fill in http://localhost:8080/ (you will get redirected to the “http” version of the client).

Validate via the RESTful API

You will always use Weaviate via its HTTP API interface. The interface consists of two different interfaces:

  • The RESTful API, which is mostly used to add and manipulate data.
  • The GraphQL API (which also runs over HTTP) to query data.

We will first check if Weaviate runs correctly, if the schema is added successfully, and if the data is available. In the example below, we will show you how to do it from the command line.

First, we want to check if Weaviate is running correctly by inspecting the /v1/meta endpoint.

Note: make sure to replace localhost:8080 with the location of your Weaviate if you have your Weaviate running on a different endpoint or location.

$ curl -s http://localhost:8080/v1/meta

The output will look something like this:

{
    "hostname": "http://[::]:8080",
    "modules": {
        "text2vec-contextionary": {
            "version": "en0.16.0-v1.0.2",
            "wordCount": 818072
        }
    },
    "version": "v1.7.0"
}

This validates that your Weaviate is running correctly.

Next, we want to check if the news publication schema was added correctly, you can do this by inspecting the /v1/schema endpoint.

$ curl -s http://localhost:8080/v1/schema

The output will look something like this:

{
    "classes": [
        {
            "class": "Publication",
            "description": "A publication with an online source",
            "invertedIndexConfig": {
                "cleanupIntervalSeconds": 60
            },
            "moduleConfig": {
                "text2vec-contextionary": {
                    "vectorizeClassName": false
                }
            },
            "properties": [
                {
                    "dataType": [
                        "string"
                    ],
                    "description": "Name of the publication",
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "name"
                },
                {
                    "dataType": [
                        "geoCoordinates"
                    ],
                    "description": "Geo location of the HQ",
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "headquartersGeoLocation"
                },
                {
                    "dataType": [
                        "Article"
                    ],
                    "description": "The articles this publication has",
                    "name": "hasArticles"
                }
            ],
            "vectorIndexConfig": {
                "cleanupIntervalSeconds": 300,
                "maxConnections": 64,
                "efConstruction": 128,
                "vectorCacheMaxObjects": 500000
            },
            "vectorIndexType": "hnsw",
            "vectorizer": "text2vec-contextionary"
        },
        {
            "class": "Author",
            "description": "Normalised types",
            "invertedIndexConfig": {
                "cleanupIntervalSeconds": 60
            },
            "moduleConfig": {
                "text2vec-contextionary": {
                    "vectorizeClassName": true
                }
            },
            "properties": [
                {
                    "dataType": [
                        "string"
                    ],
                    "description": "Name of the author",
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "name"
                },
                {
                    "dataType": [
                        "Article"
                    ],
                    "description": "Articles this author wrote",
                    "name": "wroteArticles"
                },
                {
                    "dataType": [
                        "Publication"
                    ],
                    "description": "The publication this author writes for",
                    "name": "writesFor"
                }
            ],
            "vectorIndexConfig": {
                "cleanupIntervalSeconds": 300,
                "maxConnections": 64,
                "efConstruction": 128,
                "vectorCacheMaxObjects": 500000
            },
            "vectorIndexType": "hnsw",
            "vectorizer": "text2vec-contextionary"
        },
        {
            "class": "Article",
            "description": "Normalised types",
            "invertedIndexConfig": {
                "cleanupIntervalSeconds": 60
            },
            "moduleConfig": {
                "text2vec-contextionary": {
                    "vectorizeClassName": false
                }
            },
            "properties": [
                {
                    "dataType": [
                        "string"
                    ],
                    "description": "title of the article",
                    "indexInverted": true,
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "title"
                },
                {
                    "dataType": [
                        "string"
                    ],
                    "description": "url of the article",
                    "indexInverted": false,
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "url"
                },
                {
                    "dataType": [
                        "text"
                    ],
                    "description": "summary of the article",
                    "indexInverted": true,
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "summary"
                },
                {
                    "dataType": [
                        "date"
                    ],
                    "description": "date of publication of the article",
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "publicationDate"
                },
                {
                    "dataType": [
                        "int"
                    ],
                    "description": "Words in this article",
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "wordCount"
                },
                {
                    "dataType": [
                        "boolean"
                    ],
                    "description": "whether the article is currently accessible through the url",
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "isAccessible"
                },
                {
                    "dataType": [
                        "Author",
                        "Publication"
                    ],
                    "description": "authors this article has",
                    "name": "hasAuthors"
                },
                {
                    "dataType": [
                        "Publication"
                    ],
                    "description": "publication this article is in",
                    "name": "inPublication"
                },
                {
                    "dataType": [
                        "Category"
                    ],
                    "description": "category this article is of",
                    "name": "ofCategory"
                }
            ],
            "vectorIndexConfig": {
                "cleanupIntervalSeconds": 300,
                "maxConnections": 64,
                "efConstruction": 128,
                "vectorCacheMaxObjects": 500000
            },
            "vectorIndexType": "hnsw",
            "vectorizer": "text2vec-contextionary"
        },
        {
            "class": "Category",
            "description": "Category an article is a type off",
            "invertedIndexConfig": {
                "cleanupIntervalSeconds": 60
            },
            "moduleConfig": {
                "text2vec-contextionary": {
                    "vectorizeClassName": false
                }
            },
            "properties": [
                {
                    "dataType": [
                        "string"
                    ],
                    "description": "category name",
                    "indexInverted": true,
                    "moduleConfig": {
                        "text2vec-contextionary": {
                            "skip": false,
                            "vectorizePropertyName": false
                        }
                    },
                    "name": "name"
                }
            ],
            "vectorIndexConfig": {
                "cleanupIntervalSeconds": 300,
                "maxConnections": 64,
                "efConstruction": 128,
                "vectorCacheMaxObjects": 500000
            },
            "vectorIndexType": "hnsw",
            "vectorizer": "text2vec-contextionary"
        }
    ]
}

You should be able to identify four classes: Publication, Author, Article and Category.

Lastly, we will validate if all data was added correctly, we will do this via the /v1/objects endpoint.

$ curl -s http://localhost:8080/v1/objects

The output will look something like this:

{
    "deprecations": null,
    "objects": [
        {
            "class": "Publication",
            "creationTimeUnix": 1618580853819,
            "id": "16476dca-59ce-395e-b896-050080120cd4",
            "properties": {
                "hasArticles": [
                    {
                        "beacon": "weaviate://localhost/8ab6ddcc-2569-362f-bf4c-13dfb568bc36",
                        "href": "/v1/objects/8ab6ddcc-2569-362f-bf4c-13dfb568bc36"
                    },
                    {
                        "beacon": "weaviate://localhost/c707d9bc-840f-3997-a09a-da6dba7d0e87",
                        "href": "/v1/objects/c707d9bc-840f-3997-a09a-da6dba7d0e87"
                    },
                    {
                        "beacon": "weaviate://localhost/8b7711f7-fa7b-3035-85c3-9080077b74ec",
                        "href": "/v1/objects/8b7711f7-fa7b-3035-85c3-9080077b74ec"
                    },
                    {
                        "beacon": "weaviate://localhost/da4b49da-05cb-3a99-a370-98cdf25a1a2d",
                        "href": "/v1/objects/da4b49da-05cb-3a99-a370-98cdf25a1a2d"
                    },
                    {
                        "beacon": "weaviate://localhost/fe00c26f-c849-3f8d-b4da-1886d6abb042",
                        "href": "/v1/objects/fe00c26f-c849-3f8d-b4da-1886d6abb042"
                    },
                    {
                        "beacon": "weaviate://localhost/bce1371c-a0be-39b2-93cd-306742d62450",
                        "href": "/v1/objects/bce1371c-a0be-39b2-93cd-306742d62450"
                    },
                    {
                        "beacon": "weaviate://localhost/e66c8c18-b0bc-354b-844c-9480de44642d",
                        "href": "/v1/objects/e66c8c18-b0bc-354b-844c-9480de44642d"
                    },
                    {
                        "beacon": "weaviate://localhost/ed4455c9-4eb7-3f56-9387-a59f20a2230d",
                        "href": "/v1/objects/ed4455c9-4eb7-3f56-9387-a59f20a2230d"
                    },
                    {
                        "beacon": "weaviate://localhost/8aeff886-8457-326d-ae91-80ac8dadd3c9",
                        "href": "/v1/objects/8aeff886-8457-326d-ae91-80ac8dadd3c9"
                    },
                    {
                        "beacon": "weaviate://localhost/269422b4-18c7-386f-994a-fd34e3527008",
                        "href": "/v1/objects/269422b4-18c7-386f-994a-fd34e3527008"
                    },
                    {
                        "beacon": "weaviate://localhost/5f60efd4-4e39-3e3c-b94f-f34103cdb0e4",
                        "href": "/v1/objects/5f60efd4-4e39-3e3c-b94f-f34103cdb0e4"
                    },
                    {
                        "beacon": "weaviate://localhost/3831e2f2-f7b0-36fc-add1-c91e37c9add3",
                        "href": "/v1/objects/3831e2f2-f7b0-36fc-add1-c91e37c9add3"
                    },
                    {
                        "beacon": "weaviate://localhost/3add487a-cde8-39cd-920a-5c24fb993bc7",
                        "href": "/v1/objects/3add487a-cde8-39cd-920a-5c24fb993bc7"
                    },
                    {
                        "beacon": "weaviate://localhost/42a92a04-37fd-3652-b4ef-280988ab6ae9",
                        "href": "/v1/objects/42a92a04-37fd-3652-b4ef-280988ab6ae9"
                    },
                    {
                        "beacon": "weaviate://localhost/3b557cb3-6bbb-3f79-9cb3-83c8e9892d90",
                        "href": "/v1/objects/3b557cb3-6bbb-3f79-9cb3-83c8e9892d90"
                    },
                    {
                        "beacon": "weaviate://localhost/a663a8bc-1288-30f1-945f-17ed02eff32d",
                        "href": "/v1/objects/a663a8bc-1288-30f1-945f-17ed02eff32d"
                    },
                    {
                        "beacon": "weaviate://localhost/d795a5fe-3b67-3028-a260-a719762bca18",
                        "href": "/v1/objects/d795a5fe-3b67-3028-a260-a719762bca18"
                    },
                    {
                        "beacon": "weaviate://localhost/5f5f65cd-ff45-3a22-afee-f2a9c85f693c",
                        "href": "/v1/objects/5f5f65cd-ff45-3a22-afee-f2a9c85f693c"
                    },
                    {
                        "beacon": "weaviate://localhost/c242e792-e2f6-3caf-93b8-88700255b407",
                        "href": "/v1/objects/c242e792-e2f6-3caf-93b8-88700255b407"
                    },
                    {
                        "beacon": "weaviate://localhost/1f959237-1574-3578-88b1-f10bf8da8363",
                        "href": "/v1/objects/1f959237-1574-3578-88b1-f10bf8da8363"
                    },
                    {
                        "beacon": "weaviate://localhost/56912f13-b948-3aab-8b77-0bb358ed5559",
                        "href": "/v1/objects/56912f13-b948-3aab-8b77-0bb358ed5559"
                    },
                    {
                        "beacon": "weaviate://localhost/ff0da1d2-2f17-3792-8df9-290fa8da79d7",
                        "href": "/v1/objects/ff0da1d2-2f17-3792-8df9-290fa8da79d7"
                    },
                    {
                        "beacon": "weaviate://localhost/d87aa97b-b46f-3129-97ca-6dba128e3755",
                        "href": "/v1/objects/d87aa97b-b46f-3129-97ca-6dba128e3755"
                    },
                    {
                        "beacon": "weaviate://localhost/de27b3da-12f4-3c80-9799-2b8866f1889a",
                        "href": "/v1/objects/de27b3da-12f4-3c80-9799-2b8866f1889a"
                    },
                    {
                        "beacon": "weaviate://localhost/c81362b9-9421-3c0b-a821-4b09e12fae52",
                        "href": "/v1/objects/c81362b9-9421-3c0b-a821-4b09e12fae52"
                    },
                    {
                        "beacon": "weaviate://localhost/b7cecadf-ad1c-3932-9722-a5b4cb07ca78",
                        "href": "/v1/objects/b7cecadf-ad1c-3932-9722-a5b4cb07ca78"
                    },
                    {
                        "beacon": "weaviate://localhost/937db474-7711-305b-9320-67d19d1b1677",
                        "href": "/v1/objects/937db474-7711-305b-9320-67d19d1b1677"
                    },
                    {
                        "beacon": "weaviate://localhost/955be901-e745-3719-a0ba-476ebd6b598b",
                        "href": "/v1/objects/955be901-e745-3719-a0ba-476ebd6b598b"
                    },
                    {
                        "beacon": "weaviate://localhost/a0e04ed0-fc41-3ba8-9aa9-cd185c1da16c",
                        "href": "/v1/objects/a0e04ed0-fc41-3ba8-9aa9-cd185c1da16c"
                    },
                    {
                        "beacon": "weaviate://localhost/e3b8b33a-8a76-32e5-8623-45ec946b23b3",
                        "href": "/v1/objects/e3b8b33a-8a76-32e5-8623-45ec946b23b3"
                    },
                    {
                        "beacon": "weaviate://localhost/74ab3233-b50a-3a48-b360-14d1107210c7",
                        "href": "/v1/objects/74ab3233-b50a-3a48-b360-14d1107210c7"
                    },
                    {
                        "beacon": "weaviate://localhost/e9fa2a52-5a78-3dfd-89b2-155a268ab4ab",
                        "href": "/v1/objects/e9fa2a52-5a78-3dfd-89b2-155a268ab4ab"
                    },
                    {
                        "beacon": "weaviate://localhost/44c250c7-a19e-36e8-a1c4-ab6ecb835fe9",
                        "href": "/v1/objects/44c250c7-a19e-36e8-a1c4-ab6ecb835fe9"
                    },
                    {
                        "beacon": "weaviate://localhost/e3733d0c-a445-3639-b893-587488589be3",
                        "href": "/v1/objects/e3733d0c-a445-3639-b893-587488589be3"
                    },
                    {
                        "beacon": "weaviate://localhost/d8012307-22cb-3be8-a75a-933ff8765921",
                        "href": "/v1/objects/d8012307-22cb-3be8-a75a-933ff8765921"
                    },
                    {
                        "beacon": "weaviate://localhost/02ced833-f537-394d-99b4-c0c031396c43",
                        "href": "/v1/objects/02ced833-f537-394d-99b4-c0c031396c43"
                    },
                    {
                        "beacon": "weaviate://localhost/68ca2619-d19a-3a16-9c62-6315e102f606",
                        "href": "/v1/objects/68ca2619-d19a-3a16-9c62-6315e102f606"
                    },
                    {
                        "beacon": "weaviate://localhost/6cb8c00d-b1fe-3fb9-aa56-9ea36f213e33",
                        "href": "/v1/objects/6cb8c00d-b1fe-3fb9-aa56-9ea36f213e33"
                    },
                    {
                        "beacon": "weaviate://localhost/b8f401b5-02e8-3e58-ab81-7b9cf846a518",
                        "href": "/v1/objects/b8f401b5-02e8-3e58-ab81-7b9cf846a518"
                    },
                    {
                        "beacon": "weaviate://localhost/87771fc3-d958-3ae1-8f13-fae595c7b5d7",
                        "href": "/v1/objects/87771fc3-d958-3ae1-8f13-fae595c7b5d7"
                    },
                    {
                        "beacon": "weaviate://localhost/e7c1e1b3-152e-357b-bfb2-b6ceba2ef3de",
                        "href": "/v1/objects/e7c1e1b3-152e-357b-bfb2-b6ceba2ef3de"
                    },
                    {
                        "beacon": "weaviate://localhost/e5dc4a4c-ef0f-3aed-89a3-a73435c6bbcf",
                        "href": "/v1/objects/e5dc4a4c-ef0f-3aed-89a3-a73435c6bbcf"
                    },
                    {
                        "beacon": "weaviate://localhost/f8a2c8b1-27f0-3c11-bda5-da5a979de473",
                        "href": "/v1/objects/f8a2c8b1-27f0-3c11-bda5-da5a979de473"
                    },
                    {
                        "beacon": "weaviate://localhost/822f7cc7-5979-3d3c-b32a-b3d04ed11fcc",
                        "href": "/v1/objects/822f7cc7-5979-3d3c-b32a-b3d04ed11fcc"
                    },
                    {
                        "beacon": "weaviate://localhost/fe286d01-5af5-32ab-89a9-580622a61029",
                        "href": "/v1/objects/fe286d01-5af5-32ab-89a9-580622a61029"
                    },
                    {
                        "beacon": "weaviate://localhost/41bedf4e-aeaf-3d62-8220-996999808ad8",
                        "href": "/v1/objects/41bedf4e-aeaf-3d62-8220-996999808ad8"
                    },
                    {
                        "beacon": "weaviate://localhost/7658acc7-4b7b-3b00-90cf-d7ebeeb68e9a",
                        "href": "/v1/objects/7658acc7-4b7b-3b00-90cf-d7ebeeb68e9a"
                    },
                    {
                        "beacon": "weaviate://localhost/a729fa6a-775f-3c7f-8478-6a87a533cd82",
                        "href": "/v1/objects/a729fa6a-775f-3c7f-8478-6a87a533cd82"
                    },
                    {
                        "beacon": "weaviate://localhost/625fa5d1-0e4f-36ff-ab9b-24a56e7db82d",
                        "href": "/v1/objects/625fa5d1-0e4f-36ff-ab9b-24a56e7db82d"
                    },
                    {
                        "beacon": "weaviate://localhost/36e3d01b-1b32-3cfb-9023-6bc0461c477d",
                        "href": "/v1/objects/36e3d01b-1b32-3cfb-9023-6bc0461c477d"
                    },
                    {
                        "beacon": "weaviate://localhost/9f79e5d1-ec50-3e53-87f4-39149b8c8d94",
                        "href": "/v1/objects/9f79e5d1-ec50-3e53-87f4-39149b8c8d94"
                    },
                    {
                        "beacon": "weaviate://localhost/2659959e-ec1d-3717-a00b-847871cfadef",
                        "href": "/v1/objects/2659959e-ec1d-3717-a00b-847871cfadef"
                    },
                    {
                        "beacon": "weaviate://localhost/0428b75a-1134-3fa6-af0f-73477323d44c",
                        "href": "/v1/objects/0428b75a-1134-3fa6-af0f-73477323d44c"
                    },
                    {
                        "beacon": "weaviate://localhost/b44b1c43-2d1d-3405-82d4-39d62a270006",
                        "href": "/v1/objects/b44b1c43-2d1d-3405-82d4-39d62a270006"
                    },
                    {
                        "beacon": "weaviate://localhost/7f8fc75d-5b38-3b0c-859b-36a261db230a",
                        "href": "/v1/objects/7f8fc75d-5b38-3b0c-859b-36a261db230a"
                    },
                    {
                        "beacon": "weaviate://localhost/53f59ccd-826b-38f1-81ef-a10c0baa2ea0",
                        "href": "/v1/objects/53f59ccd-826b-38f1-81ef-a10c0baa2ea0"
                    },
                    {
                        "beacon": "weaviate://localhost/aa6a0af6-255f-3903-a12b-64f5ee767041",
                        "href": "/v1/objects/aa6a0af6-255f-3903-a12b-64f5ee767041"
                    },
                    {
                        "beacon": "weaviate://localhost/174ae35f-1cb8-3791-9ae8-04964d45e37e",
                        "href": "/v1/objects/174ae35f-1cb8-3791-9ae8-04964d45e37e"
                    },
                    {
                        "beacon": "weaviate://localhost/10978dfd-5aaf-344e-a97c-ca55e759034c",
                        "href": "/v1/objects/10978dfd-5aaf-344e-a97c-ca55e759034c"
                    },
                    {
                        "beacon": "weaviate://localhost/bedea682-29c9-30bc-bf73-2839c7f20384",
                        "href": "/v1/objects/bedea682-29c9-30bc-bf73-2839c7f20384"
                    },
                    {
                        "beacon": "weaviate://localhost/63d29ea4-e336-3a42-a140-e35aaf0e3a99",
                        "href": "/v1/objects/63d29ea4-e336-3a42-a140-e35aaf0e3a99"
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