docker-airflow | Docker Apache Airflow | BPM library
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QUESTION
I am using Airflow and PostgreSQL in Docker.
So I set up a PostgreSQL database on port 5433. Container (384eaa7b6efb). This is where I have my data which I want to fetch with my dag in Airflow.
...docker ps
ANSWER
Answered 2021-Oct-17 at 15:37Change the host to; host.docker.internal
.
This depends on the Os you are using. In order to access the host's network from within a container you will need to use the host's IP address in the docker. Conveniently, on Windows and Max this is resolved using the domain host.docker.internal
from within the container. As specified in docker's documentation:
I want to connect from a container to a service on the hostThe host has a changing IP address (or none if you have no network access). We recommend that you connect to the special DNS name host.docker.internal which resolves to the internal IP address used by the host. This is for development purpose and will not work in a production environment outside of Docker Desktop for Mac.
There is also a workaround for this in linux which has been answered in What is linux equivalent of "host.docker.internal"
QUESTION
Goal
I'm trying to run a simple DAG which creates a pandas DataFrame and writes to a file. The DAG is being run in a Docker container with Airflow, and the file is being written to a named volume.
Problem
When I start the container, I get the error:
...ANSWER
Answered 2022-Jan-02 at 11:51Don't use Puckel Docker Image. It's not been maintained for years, Airflow 1.10 has reached End Of Life in June 2021. You should only look at Airflow 2 and Airflow has official reference image that you can use:
Airflow 2 has also Quick-Start guides you can use - based on the image and docker compose: https://airflow.apache.org/docs/apache-airflow/stable/start/index.html
And it also has Helm Chart that can be used to productionize your setup. https://airflow.apache.org/docs/helm-chart/stable/index.html
Don't waste your (and other's) time on Puckel and Airflow 1.10.
QUESTION
I have an docker compose file which spins up the local airflow instance as below:
...ANSWER
Answered 2021-Nov-22 at 15:40If you add an environment variable named AIRFLOW_VAR_CONFIG_BUCKET
to the list under environment:
, it should be accessible by Airflow. Sounds like you're doing that correctly.
Two things to note:
- Variables (& connections) set via environment variables are not visible in the Airflow UI. You can test if they exist by executing
Variable.get("config_bucket")
in code. - The Airflow scheduler/worker (depending on Airflow executor) require access to the variable while running a task. Adding a variable to the webserver is not required.
QUESTION
I have a docker-compose file for some services, among them an airflow-webserver. I realized that I can both add restart
and deploy-restart_policy
to the compose file. I tried searching for a difference between the two, but could only find posts discussing the individual settings (like on-failure
or always
).
- What is the difference of setting the configuration?
- Which should I use?
- Is it a versioning issue, e.g.
restart
is from older versions anddeploy-restart_policy
is the newer one?
Example docker-compose.yml
:
ANSWER
Answered 2021-Nov-05 at 12:30The restart
and deploy.restart_policy
options configure the same thing but depend on the way you run your containers:
restart
is used by Docker Composedeploy.restart_policy
is used by Docker Swarm
The deploy
option is used for Docker Swarm only and is ignored by Docker Compose.
From the documentation on deploy.restart_policy
:
Configures if and how to restart containers when they exit. Replaces
restart
.
And here about restart
:
The
restart
option is ignored when deploying a stack in swarm mode.
QUESTION
I'm trying to copy the content of a csv file into postgres database , in two tasks , the first task downloads the csv file and saves it in /temp folder and the other one is a postgres task that copies the elements into the database. However the task fails to save the file with a filenotfound error when trying to save it outside of the dag folder.
The callable function that saves the file :
...ANSWER
Answered 2021-Feb-25 at 13:52You need to run the following to map a volume to share data between the container and the host
see answer here copy file from docker to host system using python script
QUESTION
Recently been trying to learn Airflow, but a majority of resources online depended on this repo https://github.com/puckel/docker-airflow
which unfortunately has been removed.
I am not familiar with docker so I'm just trying to set up locally and play around with Airflow. I'm on a windows setup and have already gotten docker working on my computer. Does Airflow have a quick-set-up file for a docker-compose
? Or is there any other resources I can look at? Thanks.
ANSWER
Answered 2021-Jan-30 at 06:32I recently added a quick start guides to the official Apache Airflow documentation. Unfortunately, this guide has not been released yet. It will be released in Airflow 2.0.1. For now, you can use the development version, and when a stable version is released it will be very easy for you to migrate. I don't expect any major changes to our docker-compose.yaml files. http://apache-airflow-docs.s3-website.eu-central-1.amazonaws.com/docs/apache-airflow/latest/start/docker.html
QUESTION
I am running airflow from a docker image called puckel/docker-airflow. I synchronized my local dags folder with container airflow folder when I started the container using following docker command:
...ANSWER
Answered 2021-Jan-15 at 19:13Within the container, you have to point to the config file in the mounted volume, so change config_parser.read("C:/dags/file.ini")
to config_parser.read("/usr/local/airflow/dags/file.ini")
.
QUESTION
- Why are some docker images incompatible with platforms like Raspberry Pi (linux/arm/v7)?
- Furthermore, can you modify a Dockerfile or another config file such that it is compatible?
Thanks for any suggestions!
So far I've installed docker and docker-compose then followed the puckel/docker-airflow readme, skipping the optional build, then tried to run the container by:
...ANSWER
Answered 2021-Jan-02 at 09:25Executable files, i.e. binary files, are dependent on the computer's architecture (amd64, arm...). Docker's image contains binary files. That is, the docker image is computer architecture dependent.
Therefore, if you look at the registry of docker, the OS and Architecture of the image are specified. Refer to the dockerhub/puckel/docker-airflow you used, linux/amd64
You can see it only supports. In other words, it doesn't work in arm architecture.
If you want to run this arm architecture there will be several ways, but the point is one. It is to build the result of building the origin code with arm, not amd64, as docker image.
In github.com/puckel/docker-airflow, guidelines for building are well stated.
First, if you look at the Dockerfile
provided by the github, it starts from the image FROM python:3.7-slim-buster
. For the corresponding python:3.7-slim-buster
, it supports linux/arm/v5
, linux/arm/v7
, linux/arm/v5
, linux/arm64/v8
. dockerhub/python/3.7-slim-buster
In other words, you can build to arm architecture
I have experience creating images for multiple architectures through the docker buildx command. Of course, other methods exist, but I will only briefly introduce the commands below.
- docker buildx is an experimental feature, and it is still recommended
Experimental features must not be used in production environments
.
QUESTION
I'm not sure how to approach this issue -- other posts to do with ModuleNotFoundError
are solved by reinstalling the relevant package, however it's clear that this is not the issue because the example bash operator DAG runs. So is my issue to do with how Airflow was installed? At this point I'm looking at reinstalling Airflow via the puckel Docker container.
ANSWER
Answered 2020-Dec-23 at 09:43Since you are using Airflow 1.10.14 The import should be
QUESTION
I have a use case where I want to run a jar file via Airflow, all of which has to live in a Docker Container on Mac.
I have tried installing java separately and also, tried mounting my JAVA_HOME(host) onto the container.
This is my docker-compose.yaml:
...ANSWER
Answered 2020-Dec-16 at 10:53I think that you're getting Permission denied
because you are running docker with user airflow
.
Can you try to run it as root
? (this is risky! don't use in production - it is just an effort to temporary workaround). Avoid using root
user!
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install docker-airflow
Optionally install Extra Airflow Packages and/or python dependencies at build time :. Don't forget to update the airflow images in the docker-compose files to puckel/docker-airflow:latest.
Create a file "requirements.txt" with the desired python modules
Mount this file as a volume -v $(pwd)/requirements.txt:/requirements.txt (or add it as a volume in docker-compose file)
The entrypoint.sh script execute the pip install command (with --user option)
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