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from datetime import timedelta, timezone, datetime
from decimal import Decimal
from itertools import product as iter_product
from typing import Optional
import dask.dataframe as dd
import pandas as pd
import pytest
# noinspection PyUnresolvedReferences
from distributed.utils_test import (
gen_cluster,
client_no_amm,
loop,
loop_in_thread,
cleanup,
cluster_fixture,
client,
)
from generalresearch.incite.mergers.foundations.enriched_wall import (
EnrichedWallMergeItem,
)
from test_utils.incite.collections.conftest import (
session_collection,
wall_collection,
)
from test_utils.incite.conftest import incite_item_factory
from test_utils.incite.mergers.conftest import (
enriched_wall_merge,
)
@pytest.mark.parametrize(
argnames="offset, duration",
argvalues=list(iter_product(["48h", "3D"], [timedelta(days=5)])),
)
class TestEnrichedWall:
def test_base(
self,
client_no_amm,
product,
user_factory,
wall_collection,
thl_web_rr,
session_collection,
enriched_wall_merge,
delete_df_collection,
incite_item_factory,
):
from generalresearch.models.thl.user import User
# -- Build & Setup
delete_df_collection(coll=session_collection)
delete_df_collection(coll=wall_collection)
u1: User = user_factory(product=product, created=session_collection.start)
for item in session_collection.items:
incite_item_factory(item=item, user=u1)
item.initial_load()
for item in wall_collection.items:
item.initial_load()
enriched_wall_merge.build(
client=client_no_amm,
wall_coll=wall_collection,
session_coll=session_collection,
pg_config=thl_web_rr,
)
# --
ddf = enriched_wall_merge.ddf()
assert isinstance(ddf, dd.DataFrame)
df = client_no_amm.compute(collections=ddf, sync=True)
assert isinstance(df, pd.DataFrame)
assert not df.empty
def test_base_item(
self,
client_no_amm,
product,
user_factory,
wall_collection,
session_collection,
enriched_wall_merge,
delete_df_collection,
thl_web_rr,
incite_item_factory,
):
# -- Build & Setup
delete_df_collection(coll=session_collection)
u = user_factory(product=product, created=session_collection.start)
for item in session_collection.items:
incite_item_factory(item=item, user=u)
item.initial_load()
for item in wall_collection.items:
item.initial_load()
enriched_wall_merge.build(
client=client_no_amm,
wall_coll=wall_collection,
session_coll=session_collection,
pg_config=thl_web_rr,
)
# --
for item in enriched_wall_merge.items:
assert isinstance(item, EnrichedWallMergeItem)
path = item.path
try:
modified_time1 = path.stat().st_mtime
except (Exception,):
modified_time1 = 0
item.build(
client=client_no_amm,
wall_coll=wall_collection,
session_coll=session_collection,
pg_config=thl_web_rr,
)
modified_time2 = path.stat().st_mtime
# Merger Items can't be updated unless it's a partial, confirm
# that even after attempting to rebuild, it doesn't re-touch
# the file
assert modified_time2 == modified_time1
# def test_admin_pop_session_device_type(ew_merge_setup):
# self.build()
#
# rr = ReportRequest(
# report_type=ReportType.POP_EVENT,
# index0="started",
# index1="device_type",
# freq="min",
# start=start,
# )
#
# df, categories, updated = self.instance.to_admin_response(
# rr=rr, product_ids=[self.product.id], client=client
# )
#
# assert isinstance(df, pd.DataFrame)
# device_types_str = [str(e.value) for e in DeviceType]
# device_types = df.index.get_level_values(1).values
# assert all([dt in device_types_str for dt in device_types])
class TestEnrichedWallToAdmin:
@pytest.fixture
def start(self) -> "datetime":
return datetime(year=2020, month=3, day=14, tzinfo=timezone.utc)
@pytest.fixture
def offset(self) -> str:
return "1d"
@pytest.fixture
def duration(self) -> Optional["timedelta"]:
return timedelta(days=5)
def test_empty(self, enriched_wall_merge, client_no_amm, start):
from generalresearch.models.admin.request import ReportRequest
rr = ReportRequest.model_validate({"interval": "5min", "start": start})
res = enriched_wall_merge.to_admin_response(
rr=rr,
client=client_no_amm,
)
assert isinstance(res, pd.DataFrame)
assert res.empty
assert len(res.columns) > 5
def test_to_admin_response(
self,
event_report_request,
enriched_wall_merge,
client_no_amm,
wall_collection,
session_collection,
thl_web_rr,
user,
session_factory,
delete_df_collection,
product_factory,
user_factory,
start,
):
delete_df_collection(coll=wall_collection)
delete_df_collection(coll=session_collection)
p1 = product_factory()
p2 = product_factory()
for p in [p1, p2]:
u = user_factory(product=p)
for i in range(50):
s = session_factory(
user=u,
wall_count=2,
wall_req_cpi=Decimal("1.00"),
started=start + timedelta(minutes=i, seconds=1),
)
wall_collection.initial_load(client=None, sync=True)
session_collection.initial_load(client=None, sync=True)
enriched_wall_merge.build(
client=client_no_amm,
wall_coll=wall_collection,
session_coll=session_collection,
pg_config=thl_web_rr,
)
df = enriched_wall_merge.to_admin_response(
rr=event_report_request, client=client_no_amm
)
assert isinstance(df, pd.DataFrame)
assert not df.empty
# assert len(df) == 1
# assert user.product_id == df.reset_index().loc[0, "index1"]
assert df.index.get_level_values(1).nunique() == 2
|
