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# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
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from __future__ import annotations
from datetime import datetime
from airflow.providers.amazon.aws.operators.s3_vectors import (
S3VectorsCreateIndexOperator,
S3VectorsCreateVectorBucketOperator,
S3VectorsDeleteIndexOperator,
S3VectorsDeleteVectorBucketOperator,
S3VectorsPutVectorsOperator,
S3VectorsQueryVectorsOperator,
)
from airflow.providers.common.compat.sdk import DAG, chain
from system.amazon.aws.utils import ENV_ID_KEY, SystemTestContextBuilder
from tests_common.test_utils.version_compat import AIRFLOW_V_3_0_PLUS
if AIRFLOW_V_3_0_PLUS:
from airflow.sdk import TriggerRule
else:
from airflow.utils.trigger_rule import TriggerRule # type: ignore[no-redef,attr-defined]
DAG_ID = "example_s3_vectors"
sys_test_context_task = SystemTestContextBuilder().build()
with DAG(
dag_id=DAG_ID,
schedule=None,
start_date=datetime(2024, 1, 1),
catchup=False,
) as dag:
test_context = sys_test_context_task()
env_id = test_context[ENV_ID_KEY]
bucket_name = f"{env_id}-test-vectors"
index_name = f"{env_id}-test-index"
# [START howto_operator_s3vectors_create_vector_bucket]
create_vector_bucket = S3VectorsCreateVectorBucketOperator(
task_id="create_vector_bucket",
vector_bucket_name=bucket_name,
)
# [END howto_operator_s3vectors_create_vector_bucket]
# [START howto_operator_s3vectors_create_index]
create_index = S3VectorsCreateIndexOperator(
task_id="create_index",
vector_bucket_name=bucket_name,
index_name=index_name,
data_type="float32",
dimension=4,
distance_metric="cosine",
)
# [END howto_operator_s3vectors_create_index]
# [START howto_operator_s3vectors_put_vectors]
put_vectors = S3VectorsPutVectorsOperator(
task_id="put_vectors",
vector_bucket_name=bucket_name,
index_name=index_name,
vectors=[{"key": "test-vec-1", "data": {"float32": [0.1, 0.2, 0.3, 0.4]}}],
)
# [END howto_operator_s3vectors_put_vectors]
# [START howto_operator_s3vectors_delete_vector_bucket]
delete_vector_bucket = S3VectorsDeleteVectorBucketOperator(
task_id="delete_vector_bucket",
vector_bucket_name=bucket_name,
trigger_rule=TriggerRule.ALL_DONE,
)
# [END howto_operator_s3vectors_delete_vector_bucket]
# [START howto_operator_s3vectors_query_vectors]
query_vectors = S3VectorsQueryVectorsOperator(
task_id="query_vectors",
vector_bucket_name=bucket_name,
index_name=index_name,
top_k=3,
query_vector={"float32": [0.1, 0.2, 0.3, 0.4]},
)
# [END howto_operator_s3vectors_query_vectors]
# [START howto_operator_s3vectors_delete_index]
delete_index = S3VectorsDeleteIndexOperator(
task_id="delete_index",
vector_bucket_name=bucket_name,
index_name=index_name,
trigger_rule=TriggerRule.ALL_DONE,
)
# [END howto_operator_s3vectors_delete_index]
chain(
test_context,
create_vector_bucket,
create_index,
put_vectors,
query_vectors,
delete_index,
delete_vector_bucket,
)
from tests_common.test_utils.watcher import watcher
list(dag.tasks) >> watcher()
from tests_common.test_utils.system_tests import get_test_run # noqa: E402
test_run = get_test_run(dag)