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Add Weaviate Destination airbytehq#20012
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airbyte-integrations/connectors/destination-weaviate/.dockerignore
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* | ||
!Dockerfile | ||
!main.py | ||
!destination_weaviate | ||
!setup.py |
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airbyte-integrations/connectors/destination-weaviate/Dockerfile
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FROM python:3.9.11-alpine3.15 as base | ||
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# build and load all requirements | ||
FROM base as builder | ||
WORKDIR /airbyte/integration_code | ||
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# upgrade pip to the latest version | ||
RUN apk --no-cache upgrade \ | ||
&& pip install --upgrade pip \ | ||
&& apk --no-cache add tzdata build-base | ||
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COPY setup.py ./ | ||
# install necessary packages to a temporary folder | ||
RUN pip install --prefix=/install . | ||
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# build a clean environment | ||
FROM base | ||
WORKDIR /airbyte/integration_code | ||
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# copy all loaded and built libraries to a pure basic image | ||
COPY --from=builder /install /usr/local | ||
# add default timezone settings | ||
COPY --from=builder /usr/share/zoneinfo/Etc/UTC /etc/localtime | ||
RUN echo "Etc/UTC" > /etc/timezone | ||
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# bash is installed for more convenient debugging. | ||
RUN apk --no-cache add bash | ||
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# copy payload code only | ||
COPY main.py ./ | ||
COPY destination_weaviate ./destination_weaviate | ||
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ENV AIRBYTE_ENTRYPOINT "python /airbyte/integration_code/main.py" | ||
ENTRYPOINT ["python", "/airbyte/integration_code/main.py"] | ||
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LABEL io.airbyte.version=0.1.0 | ||
LABEL io.airbyte.name=airbyte/destination-weaviate |
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airbyte-integrations/connectors/destination-weaviate/README.md
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# Weaviate Destination | ||
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This is the repository for the Weaviate destination connector, written in Python. | ||
For information about how to use this connector within Airbyte, see [the documentation](https://docs.airbyte.io/integrations/destinations/weaviate). | ||
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## Local development | ||
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### Prerequisites | ||
**To iterate on this connector, make sure to complete this prerequisites section.** | ||
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#### Minimum Python version required `= 3.7.0` | ||
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#### Build & Activate Virtual Environment and install dependencies | ||
From this connector directory, create a virtual environment: | ||
``` | ||
python -m venv .venv | ||
``` | ||
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This will generate a virtualenv for this module in `.venv/`. Make sure this venv is active in your | ||
development environment of choice. To activate it from the terminal, run: | ||
``` | ||
source .venv/bin/activate | ||
pip install -r requirements.txt | ||
``` | ||
If you are in an IDE, follow your IDE's instructions to activate the virtualenv. | ||
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Note that while we are installing dependencies from `requirements.txt`, you should only edit `setup.py` for your dependencies. `requirements.txt` is | ||
used for editable installs (`pip install -e`) to pull in Python dependencies from the monorepo and will call `setup.py`. | ||
If this is mumbo jumbo to you, don't worry about it, just put your deps in `setup.py` but install using `pip install -r requirements.txt` and everything | ||
should work as you expect. | ||
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#### Building via Gradle | ||
From the Airbyte repository root, run: | ||
``` | ||
./gradlew :airbyte-integrations:connectors:destination-weaviate:build | ||
``` | ||
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#### Create credentials | ||
**If you are a community contributor**, follow the instructions in the [documentation](https://docs.airbyte.io/integrations/destinations/weaviate) | ||
to generate the necessary credentials. Then create a file `secrets/config.json` conforming to the `destination_weaviate/spec.json` file. | ||
Note that the `secrets` directory is gitignored by default, so there is no danger of accidentally checking in sensitive information. | ||
See `integration_tests/sample_config.json` for a sample config file. | ||
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**If you are an Airbyte core member**, copy the credentials in Lastpass under the secret name `destination weaviate test creds` | ||
and place them into `secrets/config.json`. | ||
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### Locally running the connector | ||
``` | ||
python main.py spec | ||
python main.py check --config secrets/config.json | ||
python main.py discover --config secrets/config.json | ||
python main.py read --config secrets/config.json --catalog integration_tests/configured_catalog.json | ||
``` | ||
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### Locally running the connector docker image | ||
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#### Build | ||
First, make sure you build the latest Docker image: | ||
``` | ||
docker build . -t airbyte/destination-weaviate:dev | ||
``` | ||
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You can also build the connector image via Gradle: | ||
``` | ||
./gradlew :airbyte-integrations:connectors:destination-weaviate:airbyteDocker | ||
``` | ||
When building via Gradle, the docker image name and tag, respectively, are the values of the `io.airbyte.name` and `io.airbyte.version` `LABEL`s in | ||
the Dockerfile. | ||
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#### Run | ||
Then run any of the connector commands as follows: | ||
``` | ||
docker run --rm airbyte/destination-weaviate:dev spec | ||
docker run --rm -v $(pwd)/secrets:/secrets airbyte/destination-weaviate:dev check --config /secrets/config.json | ||
# messages.jsonl is a file containing line-separated JSON representing AirbyteMessages | ||
cat messages.jsonl | docker run --rm -v $(pwd)/secrets:/secrets -v $(pwd)/integration_tests:/integration_tests airbyte/destination-weaviate:dev write --config /secrets/config.json --catalog /integration_tests/configured_catalog.json | ||
``` | ||
## Testing | ||
Make sure to familiarize yourself with [pytest test discovery](https://docs.pytest.org/en/latest/goodpractices.html#test-discovery) to know how your test files and methods should be named. | ||
First install test dependencies into your virtual environment: | ||
``` | ||
pip install .[tests] | ||
``` | ||
### Unit Tests | ||
To run unit tests locally, from the connector directory run: | ||
``` | ||
python -m pytest unit_tests | ||
``` | ||
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### Integration Tests | ||
There are two types of integration tests: Acceptance Tests (Airbyte's test suite for all destination connectors) and custom integration tests (which are specific to this connector). | ||
#### Custom Integration tests | ||
Place custom tests inside `integration_tests/` folder, then, from the connector root, run | ||
``` | ||
python -m pytest integration_tests | ||
``` | ||
#### Acceptance Tests | ||
Coming soon: | ||
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### Using gradle to run tests | ||
All commands should be run from airbyte project root. | ||
To run unit tests: | ||
``` | ||
./gradlew :airbyte-integrations:connectors:destination-weaviate:unitTest | ||
``` | ||
To run acceptance and custom integration tests: | ||
``` | ||
./gradlew :airbyte-integrations:connectors:destination-weaviate:integrationTest | ||
``` | ||
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## Dependency Management | ||
All of your dependencies should go in `setup.py`, NOT `requirements.txt`. The requirements file is only used to connect internal Airbyte dependencies in the monorepo for local development. | ||
We split dependencies between two groups, dependencies that are: | ||
* required for your connector to work need to go to `MAIN_REQUIREMENTS` list. | ||
* required for the testing need to go to `TEST_REQUIREMENTS` list | ||
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### Publishing a new version of the connector | ||
You've checked out the repo, implemented a million dollar feature, and you're ready to share your changes with the world. Now what? | ||
1. Make sure your changes are passing unit and integration tests. | ||
1. Bump the connector version in `Dockerfile` -- just increment the value of the `LABEL io.airbyte.version` appropriately (we use [SemVer](https://semver.org/)). | ||
1. Create a Pull Request. | ||
1. Pat yourself on the back for being an awesome contributor. | ||
1. Someone from Airbyte will take a look at your PR and iterate with you to merge it into master. |
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airbyte-integrations/connectors/destination-weaviate/build.gradle
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plugins { | ||
id 'airbyte-python' | ||
id 'airbyte-docker' | ||
} | ||
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airbytePython { | ||
moduleDirectory 'destination_weaviate' | ||
} |
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airbyte-integrations/connectors/destination-weaviate/destination_weaviate/__init__.py
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# | ||
# Copyright (c) 2022 Airbyte, Inc., all rights reserved. | ||
# | ||
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from .destination import DestinationWeaviate | ||
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__all__ = ["DestinationWeaviate"] |
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airbyte-integrations/connectors/destination-weaviate/destination_weaviate/client.py
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import weaviate | ||
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from typing import Any, Mapping | ||
import uuid | ||
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class Client: | ||
def __init__(self, config: Mapping[str, Any]): | ||
self.client = self.get_weaviate_client(config) | ||
self.config = config | ||
self.batch_size = 100 | ||
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def queue_write_operation(self, stream_name: str, record: Mapping): | ||
# TODO need to handle case where original DB ID is not a UUID | ||
id = "" | ||
if record.get('id'): | ||
id = record.get("id") | ||
del record["id"] | ||
else: | ||
id = uuid.uuid4() | ||
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self.client.batch.add_data_object(record, stream_name, id) | ||
if self.client.batch.num_objects() >= self.batch_size: | ||
self.client.batch.create_objects() | ||
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def flush(self): | ||
self.client.batch.create_objects() | ||
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@staticmethod | ||
def get_weaviate_client(config: Mapping[str, Any]) -> weaviate.Client: | ||
url, username, password = config.get("url"), config.get("username"), config.get("password") | ||
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if username and not password: | ||
raise Exception("Password is required when username is set") | ||
if password and not username: | ||
raise Exception("Username is required when password is set") | ||
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if username and password: | ||
credentials = weaviate.auth.AuthClientPassword(username, password) | ||
return weaviate.Client(url=url, auth_client_secret=credentials) | ||
return weaviate.Client(url=url, timeout_config=(2, 2)) |
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airbyte-integrations/connectors/destination-weaviate/destination_weaviate/destination.py
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# | ||
# Copyright (c) 2022 Airbyte, Inc., all rights reserved. | ||
# | ||
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from typing import Any, Iterable, Mapping | ||
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from airbyte_cdk import AirbyteLogger | ||
from airbyte_cdk.destinations import Destination | ||
from airbyte_cdk.models import AirbyteConnectionStatus, AirbyteMessage, ConfiguredAirbyteCatalog, DestinationSyncMode, Status, Type | ||
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from .client import Client | ||
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class DestinationWeaviate(Destination): | ||
def write( | ||
self, config: Mapping[str, Any], configured_catalog: ConfiguredAirbyteCatalog, input_messages: Iterable[AirbyteMessage] | ||
) -> Iterable[AirbyteMessage]: | ||
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""" | ||
TODO | ||
Reads the input stream of messages, config, and catalog to write data to the destination. | ||
This method returns an iterable (typically a generator of AirbyteMessages via yield) containing state messages received | ||
in the input message stream. Outputting a state message means that every AirbyteRecordMessage which came before it has been | ||
successfully persisted to the destination. This is used to ensure fault tolerance in the case that a sync fails before fully completing, | ||
then the source is given the last state message output from this method as the starting point of the next sync. | ||
:param config: dict of JSON configuration matching the configuration declared in spec.json | ||
:param configured_catalog: The Configured Catalog describing the schema of the data being received and how it should be persisted in the | ||
destination | ||
:param input_messages: The stream of input messages received from the source | ||
:return: Iterable of AirbyteStateMessages wrapped in AirbyteMessage structs | ||
""" | ||
client = Client(config) | ||
# TODO add support for overwrite mode | ||
#for configured_stream in configured_catalog.streams: | ||
# if configured_stream.destination_sync_mode == DestinationSyncMode.overwrite: | ||
# client.delete_stream_entries(configured_stream.stream.name) | ||
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for message in input_messages: | ||
if message.type == Type.STATE: | ||
# Emitting a state message indicates that all records which came before it have been written to the destination. So we flush | ||
# the queue to ensure writes happen, then output the state message to indicate it's safe to checkpoint state | ||
client.flush() | ||
yield message | ||
elif message.type == Type.RECORD: | ||
record = message.record | ||
client.queue_write_operation(record.stream, record.data) | ||
else: | ||
# ignore other message types for now | ||
continue | ||
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# Make sure to flush any records still in the queue | ||
client.flush() | ||
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def check(self, logger: AirbyteLogger, config: Mapping[str, Any]) -> AirbyteConnectionStatus: | ||
""" | ||
Tests if the input configuration can be used to successfully connect to the destination with the needed permissions | ||
e.g: if a provided API token or password can be used to connect and write to the destination. | ||
:param logger: Logging object to display debug/info/error to the logs | ||
(logs will not be accessible via airbyte UI if they are not passed to this logger) | ||
:param config: Json object containing the configuration of this destination, content of this json is as specified in | ||
the properties of the spec.json file | ||
:return: AirbyteConnectionStatus indicating a Success or Failure | ||
""" | ||
try: | ||
client = Client.get_weaviate_client(config) | ||
ready = client.is_ready() | ||
if not ready: | ||
return AirbyteConnectionStatus(status=Status.FAILED, | ||
message=f"Weaviate server {config.get('url')} not ready") | ||
return AirbyteConnectionStatus(status=Status.SUCCEEDED) | ||
except Exception as e: | ||
return AirbyteConnectionStatus(status=Status.FAILED, message=f"An exception occurred: {repr(e)}") |
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airbyte-integrations/connectors/destination-weaviate/destination_weaviate/spec.json
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{ | ||
"documentationUrl" : "https://docs.airbyte.com/integrations/destinations/weaviate", | ||
"supported_destination_sync_modes" : [ | ||
"append" | ||
], | ||
"supportsIncremental" : true, | ||
"supportsDBT" : false, | ||
"supportsNormalization" : false, | ||
"connectionSpecification" : { | ||
"$schema" : "http://json-schema.org/draft-07/schema#", | ||
"title" : "Destination Weaviate", | ||
"type" : "object", | ||
"required" : [ | ||
"url" | ||
], | ||
"additionalProperties" : false, | ||
"properties" : { | ||
"url" : { | ||
"type" : "string", | ||
"description" : "The URL to the weaviate instance", | ||
"examples" : [ | ||
"http://localhost:8080", | ||
"https://your-instance.semi.network" | ||
] | ||
}, | ||
"username" : { | ||
"type" : "string", | ||
"description" : "Username used with OIDC authentication", | ||
"examples" : [ | ||
"xyz@weaviate.io" | ||
] | ||
}, | ||
"password" : { | ||
"type" : "string", | ||
"description" : "Password used with OIDC authentication" | ||
} | ||
} | ||
} | ||
} |
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airbyte-integrations/connectors/destination-weaviate/integration_tests/example-config.json
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{ "url": "http://localhost:8080"} |
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