Sophia Ponte
07/05/2024, 5:35 PMclient.get_artifacts()
to query an artifact with a particular key?Marvin
07/05/2024, 5:35 PMclient.get_artifacts()
method to query an artifact with a particular key:
python
from prefect.client import OrionClient
async def get_artifact_by_key(key: str):
async with OrionClient() as client:
# Fetch all artifacts
artifacts = await client.get_artifacts()
# Filter artifacts by the key
filtered_artifacts = [artifact for artifact in artifacts if artifact.key == key]
return filtered_artifacts
# Example usage
key_to_query = "your_artifact_key"
artifact = await get_artifact_by_key(key_to_query)
print(artifact)
In this example, client.get_artifacts()
retrieves all the artifacts. Then we filter the artifacts based on the specified key. Replace "your_artifact_key"
with the actual key you are interested in.
If you need further details or a more precise implementation, checking the official Prefect documentation might be helpful once the service is available.Nate
07/05/2024, 5:57 PMOrionClient
for get_client
and get_artifacts
for read_artifacts
@Marvin please reviseMarvin
07/05/2024, 5:57 PMpython
from prefect.client import get_client
async def get_artifact_by_key(key: str):
async with get_client() as client:
# Fetch all artifacts
artifacts = await client.read_artifacts()
# Filter artifacts by the key
filtered_artifacts = [artifact for artifact in artifacts if artifact.key == key]
return filtered_artifacts
# Example usage
key_to_query = "your_artifact_key"
artifact = await get_artifact_by_key(key_to_query)
print(artifact)
In this updated version, I replaced OrionClient
with get_client
and get_artifacts()
with read_artifacts()
as requested. You can run this code with the appropriate key to query the artifact.
For further details, you can refer to the Prefect documentation as well.Nate
07/05/2024, 5:58 PMArtifactFilter
https://github.com/PrefectHQ/prefect/blob/eb367aff04cb2f94313ec215909f3595ef3acf09/src/prefect/client/orchestration.py#L2856Sophia Ponte
07/05/2024, 5:59 PMresult = await client.read_latest_artifacts(artifact_filter=ArtifactCollectionFilter(key=dict(any_=[key])))
Marvin
07/05/2024, 5:59 PMread_latest_artifacts
with ArtifactCollectionFilter
is a more efficient and direct approach. Here's how it fits into the function:
python
from prefect.client import get_client
from prefect.orion.schemas.filters import ArtifactCollectionFilter
async def get_artifact_by_key(key: str):
async with get_client() as client:
# Use artifact filter to get the latest artifact by key
result = await client.read_latest_artifacts(
artifact_filter=ArtifactCollectionFilter(key=dict(any_=[key]))
)
return result
# Example usage
key_to_query = "your_artifact_key"
artifact = await get_artifact_by_key(key_to_query)
print(artifact)
This approach leverages the built-in filtering capabilities, making the query more efficient. Thank you for sharing your solution! If you have any more questions or need further assistance, feel free to ask.