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test_foundry_ddb_pipeline.py
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230 lines (198 loc) · 9.45 KB
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"""Test DuckDBPipeline object methods"""
# pylint: disable=missing-function-docstring
# pylint: disable=protected-access
from datetime import datetime
from pathlib import Path
import shutil
import tempfile
from uuid import uuid4
import polars as pl
from dve.core_engine.backends.implementations.duckdb.auditing import DDBAuditingManager
from dve.core_engine.backends.implementations.duckdb.reference_data import DuckDBRefDataLoader
from dve.core_engine.models import SubmissionInfo
import dve.parser.file_handling as fh
from dve.pipeline.foundry_ddb_pipeline import FoundryDDBPipeline
from ..conftest import get_test_file_path
from ..fixtures import temp_ddb_conn # pylint: disable=unused-import
from .pipeline_helpers import ( # pylint: disable=unused-import
PLANETS_RULES_PATH,
planet_test_files,
movies_test_files
)
def test_foundry_runner_validation_fail(planet_test_files, temp_ddb_conn):
db_file, conn = temp_ddb_conn
processing_folder = planet_test_files
sub_id = uuid4().hex
sub_info = SubmissionInfo.from_metadata_file(submission_id=sub_id,
metadata_uri=processing_folder + "/planets_demo.metadata.json")
sub_folder = processing_folder + f"/{sub_id}"
shutil.copytree(planet_test_files, sub_folder)
DuckDBRefDataLoader.connection = conn
DuckDBRefDataLoader.dataset_config_uri = fh.get_parent(PLANETS_RULES_PATH)
with DDBAuditingManager(db_file.as_uri(), None, conn) as audit_manager:
dve_pipeline = FoundryDDBPipeline(
processed_files_path=processing_folder,
audit_tables=audit_manager,
connection=conn,
rules_path=get_test_file_path("planets/planets_ddb.dischema.json").as_posix(),
submitted_files_path=None,
reference_data_loader=DuckDBRefDataLoader,
)
output_loc, report_uri, audit_files = dve_pipeline.run_pipeline(sub_info)
assert fh.get_resource_exists(report_uri)
assert not output_loc
assert len(list(fh.iter_prefix(audit_files))) == 3
def test_foundry_runner_validation_success(movies_test_files, temp_ddb_conn):
db_file, conn = temp_ddb_conn
# add movies refdata to conn
ref_db_file = Path(db_file.parent, f"movies_refdata.duckdb").as_posix()
conn.sql(f"ATTACH '{ref_db_file}' AS movies_refdata")
conn.read_parquet(get_test_file_path("movies/refdata/movies_sequels.parquet").as_posix()).to_table(f"movies_refdata.sequels")
processing_folder = movies_test_files
sub_id = uuid4().hex
sub_info = SubmissionInfo(submission_id=sub_id,
dataset_id="movies",
file_name="good_movies",
file_extension="json",
submitting_org="TEST",
datetime_received=datetime(2025,11,5))
sub_folder = processing_folder + f"/{sub_id}"
shutil.copytree(movies_test_files, sub_folder)
DuckDBRefDataLoader.connection = conn
DuckDBRefDataLoader.dataset_config_uri = None
with DDBAuditingManager(db_file.as_uri(), None, conn) as audit_manager:
dve_pipeline = FoundryDDBPipeline(
processed_files_path=processing_folder,
audit_tables=audit_manager,
connection=conn,
rules_path=get_test_file_path("movies/movies_ddb.dischema.json").as_posix(),
submitted_files_path=None,
reference_data_loader=DuckDBRefDataLoader,
)
output_loc, report_uri, audit_files = dve_pipeline.run_pipeline(sub_info)
assert fh.get_resource_exists(report_uri)
assert len(list(fh.iter_prefix(output_loc))) == 2
assert len(list(fh.iter_prefix(audit_files))) == 3
def test_foundry_runner_error(planet_test_files, temp_ddb_conn):
# using spark reader config - should error in file transformation - check gracefully handled
db_file, conn = temp_ddb_conn
processing_folder = planet_test_files
sub_id = uuid4().hex
sub_info = SubmissionInfo.from_metadata_file(submission_id=sub_id,
metadata_uri=processing_folder + "/planets_demo.metadata.json")
sub_folder = processing_folder + f"/{sub_id}"
shutil.copytree(planet_test_files, sub_folder)
DuckDBRefDataLoader.connection = conn
DuckDBRefDataLoader.dataset_config_uri = fh.get_parent(PLANETS_RULES_PATH)
with DDBAuditingManager(db_file.as_uri(), None, conn) as audit_manager:
dve_pipeline = FoundryDDBPipeline(
processed_files_path=processing_folder,
audit_tables=audit_manager,
connection=conn,
rules_path=get_test_file_path("planets/planets.dischema.json").as_posix(),
submitted_files_path=None,
reference_data_loader=DuckDBRefDataLoader,
)
output_loc, report_uri, audit_files = dve_pipeline.run_pipeline(sub_info)
assert not fh.get_resource_exists(report_uri)
assert not output_loc
perror_path = Path(
processing_folder,
sub_info.submission_id,
"processing_errors",
"processing_errors.jsonl"
)
assert perror_path.exists()
perror_schema = {
"step_name": pl.Utf8(),
"error_location": pl.Utf8(),
"error_level": pl.Utf8(),
"error_message": pl.Utf8(),
"error_traceback": pl.List(pl.Utf8()),
}
expected_error_df = (
pl.DataFrame(
[
{
"step_name": "file_transformation",
"error_location": "processing",
"error_level": "integrity",
"error_message": "ReaderLacksEntityTypeSupport()",
"error_traceback": None,
},
],
perror_schema
)
.select(pl.col("step_name"), pl.col("error_location"), pl.col("error_message"))
)
actual_error_df = (
pl.read_json(perror_path, schema=perror_schema)
.select(pl.col("step_name"), pl.col("error_location"), pl.col("error_message"))
)
assert actual_error_df.equals(expected_error_df)
assert len(list(fh.iter_prefix(audit_files))) == 2
def test_foundry_runner_with_submitted_files_path(movies_test_files, temp_ddb_conn):
db_file, conn = temp_ddb_conn
ref_db_file = Path(db_file.parent, "movies_refdata.duckdb").as_posix()
conn.sql(f"ATTACH '{ref_db_file}' AS movies_refdata")
conn.read_parquet(
get_test_file_path("movies/refdata/movies_sequels.parquet").as_posix()
).to_table("movies_refdata.sequels")
processing_folder = Path(tempfile.mkdtemp()).as_posix()
submitted_files_path = Path(movies_test_files).as_posix()
sub_id = uuid4().hex
sub_info = SubmissionInfo(
submission_id=sub_id,
dataset_id="movies",
file_name="good_movies",
file_extension="json",
submitting_org="TEST",
datetime_received=datetime(2025,11,5)
)
DuckDBRefDataLoader.connection = conn
DuckDBRefDataLoader.dataset_config_uri = None
with DDBAuditingManager(db_file.as_uri(), None, conn) as audit_manager:
dve_pipeline = FoundryDDBPipeline(
processed_files_path=processing_folder,
audit_tables=audit_manager,
connection=conn,
rules_path=get_test_file_path("movies/movies_ddb.dischema.json").as_posix(),
submitted_files_path=submitted_files_path,
reference_data_loader=DuckDBRefDataLoader,
)
output_loc, report_uri, audit_files = dve_pipeline.run_pipeline(sub_info)
assert Path(processing_folder, sub_id, sub_info.file_name_with_ext).exists()
assert fh.get_resource_exists(report_uri)
assert len(list(fh.iter_prefix(output_loc))) == 2
assert len(list(fh.iter_prefix(audit_files))) == 3
def test_foundry_runner_error_at_bi_rules(movies_test_files, temp_ddb_conn):
# Missing refdata in the business rules should cause a handled failure
db_file, conn = temp_ddb_conn
processing_folder = Path(tempfile.mkdtemp()).as_posix()
submitted_files_path = Path(movies_test_files).as_posix()
sub_id = uuid4().hex
sub_info = SubmissionInfo(
submission_id=sub_id,
dataset_id="movies",
file_name="good_movies",
file_extension="json",
submitting_org="TEST",
datetime_received=datetime(2025,11,5)
)
DuckDBRefDataLoader.connection = conn
DuckDBRefDataLoader.dataset_config_uri = None
with DDBAuditingManager(db_file.as_uri(), None, conn) as audit_manager:
dve_pipeline = FoundryDDBPipeline(
processed_files_path=processing_folder,
audit_tables=audit_manager,
connection=conn,
rules_path=get_test_file_path("movies/movies_ddb.dischema.json").as_posix(),
submitted_files_path=submitted_files_path,
reference_data_loader=DuckDBRefDataLoader,
)
output_loc, report_uri, audit_files = dve_pipeline.run_pipeline(sub_info)
assert Path(processing_folder, sub_id, sub_info.file_name_with_ext).exists()
assert output_loc is None
assert len(list(fh.iter_prefix(audit_files))) == 2
assert audit_manager.get_submission_status(sub_id).processing_failed
assert audit_manager.get_latest_processing_records().select("submission_result").pl().to_dicts()[0]["submission_result"] == "processing_failed"