Le Yang
02/29/2024, 11:02 PMScout
02/29/2024, 11:02 PMroot_uri
is a critical part of this configuration, as it defines the root path where your Delta tables will be created and managed.
Here's a step-by-step guide based on the documentation:
1. Install the necessary libraries: Make sure you have installed the dagster-deltalake
and dagster-deltalake-pandas
libraries. You can install them using pip:
pip install dagster-deltalake dagster-deltalake-pandas
2. Configure the Delta Lake I/O manager: You need to provide a root_uri
and storage_options
to configure the Delta Lake I/O manager. The root_uri
should point to the location where you want to store your Delta tables. For S3 or MinIO, this will be the S3 bucket path or the MinIO bucket path.
Here's an example configuration for S3:
python
from dagster_deltalake import DeltaLakePandasIOManager
from dagster import Definitions
defs = Definitions(
assets=[...], # your assets go here
resources={
"io_manager": DeltaLakePandasIOManager(
root_uri="<s3://path/to/deltalake>", # required
storage_options=..., # required, S3 storage options
schema="...", # optional, defaults to "public"
)
},
)
And for MinIO, you would configure the storage_options
to include your MinIO connection details:
python
from dagster_deltalake import DeltaLakePandasIOManager
from dagster import Definitions
defs = Definitions(
assets=[...], # your assets go here
resources={
"io_manager": DeltaLakePandasIOManager(
root_uri="<http://minio:9000/dagster>", # required, MinIO URI
storage_options={
"provider": "s3",
"access_key_id": "<access_key_here>",
"secret_access_key": "<secret_key_here>",
"endpoint": "<http://minio:9000>", # MinIO endpoint
"bucket": "dagster",
"region": "us-west-1",
},
schema="...", # optional, defaults to "public"
)
},
)
In the storage_options
, you would specify the connection details for S3 or MinIO, such as access_key_id
, secret_access_key
, endpoint
, and other relevant options.
3. Use the configured I/O manager: Once you have defined your Definitions
object with the Delta Lake I/O manager, Dagster will handle storing and loading your assets in Delta Lake using the specified root_uri
and storage_options
.
Remember to replace the placeholder values with your actual S3 or MinIO configuration details. The `root_Scout
02/29/2024, 11:03 PMendpoint
in storage_options
should point to your MinIO instance. Please note that the code examples provided are based on the documentation and should be adapted to your specific use case and environment.