Add Python API to save the note

This commit is contained in:
c-bata
2023-01-04 16:29:41 +09:00
parent 6b1a3d5105
commit 1366936472
3 changed files with 72 additions and 0 deletions
+8
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@@ -88,6 +88,14 @@ This function uses wsgiref module which is not intended for the production use.
This function exposes WSGI interface for people who want to run on the
production-class WSGI servers like Gunicorn or uWSGI.
**`save_study_note(study: Study, body: string) -> None`**
Save the note (Markdown format) to the Study.
**`save_trial_note(trial: Trial, body: string) -> None`**
Save the note (Markdown format) to the Trial.
</details>
## Using an official Docker image
+2
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@@ -1,5 +1,7 @@
from ._app import run_server # noqa
from ._app import wsgi # noqa
from ._note import save_study_note # noqa
from ._note import save_trial_note # noqa
__version__ = "0.9.0b1"
+62
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@@ -4,6 +4,7 @@ import math
from typing import Any
from typing import TYPE_CHECKING
import optuna
from optuna.storages import BaseStorage
@@ -22,6 +23,67 @@ if TYPE_CHECKING:
SYSTEM_ATTR_MAX_LENGTH = 2045
def save_study_note(study: optuna.Study, body: str) -> None:
"""Save the note (Markdown format) to the Study.
Example:
.. code-block:: python
import optuna
from optuna_dashboard import save_study_note
study = optuna.create_study()
note = textwrap.dedent('''\
## Hello
You can *freely* take a **note** that is associated with the study.
''')
save_study_note(study, note)
"""
storage = study._storage
study_id = study._study_id
system_attrs = storage.get_study_system_attrs(study_id)
next_ver = system_attrs.get(note_ver_key(None), 0) + 1
save_note(storage, study_id, None, next_ver, body)
def save_trial_note(trial: optuna.Trial, body: str) -> None:
"""Save the note (Markdown format) to the Trial.
Example:
.. code-block:: python
import optuna
import textwrap
from optuna_dashboard import save_trial_note
def objective_single(trial: optuna.Trial) -> float:
x1 = trial.suggest_float("x1", 0, 10)
x2 = trial.suggest_float("x2", 0, 10)
note = textwrap.dedent(f'''\
## Trial {trial._trial_id}
$$
y = (x1 - 2)^{{2}} + (x2 - 5)^{{2}} = ({x1} - 2)^{{2}} + ({x2} - 5)^{{2}}
$$
''')
save_trial_note(trial, note)
return (x1 - 2) ** 2 + (x2 - 5) ** 2
"""
storage = trial.storage
trial_id = trial._trial_id
study_id = trial.study._study_id
system_attrs = storage.get_study_system_attrs(study_id)
next_ver = system_attrs.get(note_ver_key(trial_id), 0) + 1
save_note(storage, study_id, trial_id, next_ver, body)
def note_ver_key(trial_id: Optional[int]) -> str:
prefix = "dashboard:note_ver"
if trial_id is None: