hagai
10/06/2024, 1:33 PMMarvin
10/06/2024, 1:33 PMs3fs
in EXTRA_PIP_PACKAGES
for compatibility with AWS S3. Here's why it's necessary:
1. Working with S3: The s3fs
package allows Python to interact with files stored in Amazon S3 using its filesystem-like interface. When your flow reads from or writes to S3 buckets, s3fs
is required.
2. Custom Dependencies: Prefect allows extending its base image with extra dependencies required at runtime, like s3fs
or other file system-specific packages (e.g., gcsfs
for Google Cloud Storage). By setting EXTRA_PIP_PACKAGES: s3fs
, these packages will be installed within the Kubernetes Job environment before your flow runs.
3. Environment Customization: Prefect provides options to customize the runtime environment via the EXTA_PIP_PACKAGES variable, ensuring all necessary Python dependencies are present without rebuilding container images. This can be crucial for leveraging Prefect's storage and execution features efficiently.
For further reading, you can refer to the Prefect documentation on file systems and Kubernetes deployments with these concepts explained here and Kubernetes example.hagai
10/06/2024, 1:36 PMMarvin
10/06/2024, 1:36 PMs3fs
package as an additional dependency. Here's the reasoning:
1. S3 Access Requirement: Just like in Prefect 2, the s3fs
package is required for Python to interface with AWS S3 storage directly. This dependency doesn't change with upgrading to Prefect 3. When your flow code is stored in S3, the environment executing the flow must have the capability to connect and interact with S3, which s3fs
provides.
2. Prefect Workers: In Prefect 3, workers replace agents and provide more flexible options for handling flow execution, but the method of deploying flows (especially in distributed environments like Kubernetes) often still requires the installation of external Python packages necessary for flow code execution.
3. Environment Configuration: Prefect 3 allows configuration like installing packages using a requirements.txt
file. This means you can ensure that s3fs
and any other necessary packages are installed when the flow environment is set up, as described in the Prefect 3 deployment documentation.
For more detailed information, you can look at Prefect 3 documentation about running flows with Kubernetes and handling dependencies.
In summary, ensure that your deployment/image includes s3fs
to provide seamless operation when interacting with S3 from Prefect 3 flows.