mirror of
https://github.com/wassname/optuna-dashboard.git
synced 2026-09-22 13:20:38 +08:00
114 lines
4.6 KiB
Python
114 lines
4.6 KiB
Python
from __future__ import annotations
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import json
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from typing import Callable
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from typing import TYPE_CHECKING
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from optuna_dashboard._preferential_history import _SYSTEM_ATTR_PREFIX_HISTORY
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from optuna_dashboard._preferential_history import NewHistory
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from optuna_dashboard._preferential_history import report_history
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from optuna_dashboard._preferential_history import switching_history
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from optuna_dashboard._serializer import serialize_preference_history
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from optuna_dashboard.preferential import create_study
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from optuna_dashboard.preferential._system_attrs import _SYSTEM_ATTR_PREFIX_PREFERENCE
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from .storage_supplier import parametrize_storages
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from .storage_supplier import StorageSupplier
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if TYPE_CHECKING:
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from optuna_dashboard._preferential_history import History
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@parametrize_storages
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def test_report_and_get_choices(storage_supplier: Callable[[], StorageSupplier]) -> None:
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with storage_supplier() as storage:
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study = create_study(storage=storage, n_generate=5)
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for _ in range(5):
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trial = study.ask()
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trial.suggest_float("x", 0, 1)
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study_id = study._study._study_id
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report_history(
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study_id=study_id,
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storage=storage,
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input_data=NewHistory(mode="ChooseWorst", candidates=[0, 1, 2], clicked=1),
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)
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report_history(
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study_id=study_id,
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storage=storage,
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input_data=NewHistory(mode="ChooseWorst", candidates=[0, 2, 3, 4], clicked=0),
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)
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history = serialize_preference_history(storage.get_study_system_attrs(study_id))
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sys_attrs = storage.get_study_system_attrs(study_id)
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assert len(history) == 2
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assert history[0]["candidates"] == [0, 1, 2]
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assert history[0]["clicked"] == 1
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preferences = sys_attrs[_SYSTEM_ATTR_PREFIX_PREFERENCE + history[0]["preference_id"]]
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assert len(preferences) == 2
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for i, (best, worst) in enumerate([(0, 1), (2, 1)]):
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assert len(preferences[i]) == 2
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assert preferences[i][0] == best
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assert preferences[i][1] == worst
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assert history[1]["candidates"] == [0, 2, 3, 4]
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assert history[1]["clicked"] == 0
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preferences = sys_attrs[_SYSTEM_ATTR_PREFIX_PREFERENCE + history[1]["preference_id"]]
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assert len(preferences) == 3
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for i, (best, worst) in enumerate([(2, 0), (3, 0), (4, 0)]):
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assert len(preferences[i]) == 2
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assert preferences[i][0] == best
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assert preferences[i][1] == worst
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@parametrize_storages
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def test_undo_redo_history(storage_supplier: Callable[[], StorageSupplier]) -> None:
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with storage_supplier() as storage:
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study = create_study(storage=storage, n_generate=5)
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for _ in range(5):
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trial = study.ask()
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trial.suggest_float("x", 0, 1)
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study_id = study._study._study_id
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def get_preferences_history(history_id: str) -> tuple[list[tuple[int, int]], History]:
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system_attrs = storage.get_study_system_attrs(study_id)
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history: History = json.loads(
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system_attrs.get(_SYSTEM_ATTR_PREFIX_HISTORY + history_id, "")
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)
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preference: list[tuple[int, int]] = system_attrs.get(
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_SYSTEM_ATTR_PREFIX_PREFERENCE + history["preference_id"], []
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)
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return preference, history
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history_id = report_history(
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study_id=study_id,
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storage=storage,
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input_data=NewHistory(mode="ChooseWorst", candidates=[0, 1, 2], clicked=1),
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)
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switching_history(study_id, storage, history_id, False)
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preference, history = get_preferences_history(history_id)
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assert history["mode"] == "ChooseWorst"
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assert history["candidates"] == [0, 1, 2]
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assert history["clicked"] == 1
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assert len(preference) == 0
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switching_history(study_id, storage, history_id, False)
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preference, history = get_preferences_history(history_id)
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assert len(preference) == 0
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switching_history(study_id, storage, history_id, True)
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preference, history = get_preferences_history(history_id)
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assert history["mode"] == "ChooseWorst"
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assert history["candidates"] == [0, 1, 2]
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assert history["clicked"] == 1
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assert len(preference) == 2
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for i, (best, worst) in enumerate([(0, 1), (2, 1)]):
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assert len(preference[i]) == 2
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assert preference[i][0] == best
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assert preference[i][1] == worst
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switching_history(study_id, storage, history_id, True)
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preference, history = get_preferences_history(history_id)
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assert len(preference) == 2
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