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Python Demo Destination: KVDB #4786
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-e . |
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* | ||
!Dockerfile | ||
!main.py | ||
!destination_kvdb | ||
!setup.py |
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FROM python:3.7.11-alpine3.14 | ||
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# Bash is installed for more convenient debugging. | ||
RUN apt-get update && apt-get install -y bash && rm -rf /var/lib/apt/lists/* | ||
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WORKDIR /airbyte/integration_code | ||
COPY destination_kvdb ./destination_kvdb | ||
COPY main.py ./ | ||
COPY setup.py ./ | ||
RUN pip install . | ||
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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-kvdb |
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# Kvdb Destination | ||
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This is the repository for the [Kvdb](kvdb.io) destination connector, written in Python. It is intended to be an example for how to write a Python destination. KvDB is a very simple key value store, which makes it great for the purposes of illustrating how to write a Python destination connector. | ||
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For information about how to use this connector within Airbyte, see [the documentation](https://docs.airbyte.io/integrations/destinations/kvdb). | ||
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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-kvdb: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/kvdb) | ||
to generate the necessary credentials. Then create a file `secrets/config.json` conforming to the `destination_kvdb/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 kvdb 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-kvdb:dev | ||
``` | ||
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You can also build the connector image via Gradle: | ||
``` | ||
./gradlew :airbyte-integrations:connectors:destination-kvdb: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-kvdb:dev spec | ||
docker run --rm -v $(pwd)/secrets:/secrets airbyte/destination-kvdb: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-kvdb: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-kvdb:unitTest | ||
``` | ||
To run acceptance and custom integration tests: | ||
``` | ||
./gradlew :airbyte-integrations:connectors:destination-kvdb: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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plugins { | ||
id 'airbyte-python' | ||
id 'airbyte-docker' | ||
} | ||
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airbytePython { | ||
moduleDirectory 'destination_kvdb' | ||
} |
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# MIT License | ||
# | ||
# Copyright (c) 2020 Airbyte | ||
# | ||
# Permission is hereby granted, free of charge, to any person obtaining a copy | ||
# of this software and associated documentation files (the "Software"), to deal | ||
# in the Software without restriction, including without limitation the rights | ||
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
# copies of the Software, and to permit persons to whom the Software is | ||
# furnished to do so, subject to the following conditions: | ||
# | ||
# The above copyright notice and this permission notice shall be included in all | ||
# copies or substantial portions of the Software. | ||
# | ||
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
# SOFTWARE. | ||
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from .destination import DestinationKvdb | ||
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__all__ = ["DestinationKvdb"] |
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# | ||
# MIT License | ||
# | ||
# Copyright (c) 2020 Airbyte | ||
# | ||
# Permission is hereby granted, free of charge, to any person obtaining a copy | ||
# of this software and associated documentation files (the "Software"), to deal | ||
# in the Software without restriction, including without limitation the rights | ||
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
# copies of the Software, and to permit persons to whom the Software is | ||
# furnished to do so, subject to the following conditions: | ||
# | ||
# The above copyright notice and this permission notice shall be included in all | ||
# copies or substantial portions of the Software. | ||
# | ||
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
# SOFTWARE. | ||
# | ||
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from typing import Any, Iterable, List, Mapping, Tuple, Union | ||
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import requests | ||
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class KvDbClient: | ||
base_url = "https://kvdb.io" | ||
PAGE_SIZE = 1000 | ||
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def __init__(self, bucket_id: str, secret_key: str = None): | ||
self.secret_key = secret_key | ||
self.bucket_id = bucket_id | ||
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def write(self, key: str, value: Mapping[str, Any]): | ||
return self.batch_write([(key, value)]) | ||
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def batch_write(self, keys_and_values: List[Tuple[str, Mapping[str, Any]]]): | ||
""" | ||
https://kvdb.io/docs/api/#execute-transaction | ||
""" | ||
request_body = {"txn": [{"set": key, "value": value} for key, value in keys_and_values]} | ||
return self._request("POST", json=request_body) | ||
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def list_keys(self, list_values: bool = False, prefix: str = None) -> Iterable[Union[str, List]]: | ||
""" | ||
https://kvdb.io/docs/api/#list-keys | ||
""" | ||
# TODO handle rate limiting | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I've been seeing a bunch of rate limiting rough edges we would immediately solve by being able to specify QPS in the CDK. Should we create a ticket to track this? This can then be linked to that issue. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. |
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pagination_complete = False | ||
offset = 0 | ||
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while not pagination_complete: | ||
response = self._request( | ||
"GET", | ||
params={ | ||
"limit": self.PAGE_SIZE, | ||
"skip": offset, | ||
"format": "json", | ||
"prefix": prefix or "", | ||
"values": "true" if list_values else "false", | ||
}, | ||
endpoint="/", # the "list" endpoint doesn't work without adding a trailing slash to the URL | ||
) | ||
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response_json = response.json() | ||
yield from response_json | ||
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pagination_complete = len(response_json) < self.PAGE_SIZE | ||
offset += self.PAGE_SIZE | ||
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def delete(self, key: Union[str, List[str]]): | ||
""" | ||
https://kvdb.io/docs/api/#execute-transaction | ||
""" | ||
key_list = key if isinstance(key, List) else [key] | ||
request_body = {"txn": [{"delete": k} for k in key_list]} | ||
return self._request("POST", json=request_body) | ||
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def _get_base_url(self) -> str: | ||
return f"{self.base_url}/{self.bucket_id}" | ||
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def _get_auth_headers(self) -> Mapping[str, Any]: | ||
return {"Authorization": f"Bearer {self.secret_key}"} if self.secret_key else {} | ||
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def _request( | ||
self, http_method: str, endpoint: str = None, params: Mapping[str, Any] = None, json: Mapping[str, Any] = None | ||
) -> requests.Response: | ||
url = self._get_base_url() + (endpoint or "") | ||
headers = {"Accept": "application/json", **self._get_auth_headers()} | ||
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response = requests.request(method=http_method, params=params, url=url, headers=headers, json=json) | ||
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response.raise_for_status() | ||
return response |
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formatting change