add env setup for runtime to enable multiprocessing parameter search by joblib, closes #23

pdm.lock

@@ -5,7 +5,7 @@
 groups = ["default", "dev", "lint", "nb", "tests"]
 strategy = ["inherit_metadata"]
 lock_version = "4.5.0"
-content_hash = "sha256:545c39ef89d18d28a7bca4b08c93e6fb900c42612089300b867a4e0955acd6ab"
+content_hash = "sha256:c3fd178d5c4736852fff59e2e4c5e3565b0fb80bf29ec5979e1e9c78d452ee1f"
 
 [[metadata.targets]]
 requires_python = ">=3.11"
@@ -1623,7 +1623,7 @@ name = "psutil"
 version = "7.0.0"
 requires_python = ">=3.6"
 summary = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
-groups = ["nb"]
+groups = ["default", "nb"]
 files = [
     {file = "psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25"},
     {file = "psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da"},

pyproject.toml

@@ -1,11 +1,11 @@
 [project]
 name = "delta-barth"
-version = "0.5.8dev11"
+version = "0.5.8"
 description = "workflows and pipelines for the Python-based Plugin of Delta Barth's ERP system"
 authors = [
     {name = "Florian Förster", email = "f.foerster@d-opt.com"},
 ]
-dependencies = ["scikit-learn>=1.6.1", "pandas>=2.2.3", "xgboost>=2.1.4", "joblib>=1.4.2", "typing-extensions>=4.12.2", "requests>=2.32.3", "pydantic>=2.10.6", "dopt-basics>=0.1.3", "SQLAlchemy>=2.0.39"]
+dependencies = ["scikit-learn>=1.6.1", "pandas>=2.2.3", "xgboost>=2.1.4", "joblib>=1.4.2", "typing-extensions>=4.12.2", "requests>=2.32.3", "pydantic>=2.10.6", "dopt-basics>=0.1.3", "SQLAlchemy>=2.0.39", "psutil>=7.0.0"]
 requires-python = ">=3.11"
 readme = "README.md"
 license = {text = "LicenseRef-Proprietary"}
@@ -74,7 +74,7 @@ directory = "reports/coverage"
 
 
 [tool.bumpversion]
-current_version = "0.5.8dev11"
+current_version = "0.5.8"
 parse = """(?x)
     (?P<major>0|[1-9]\\d*)\\.
     (?P<minor>0|[1-9]\\d*)\\.

src/delta_barth/__init__.py

@@ -1,23 +1,22 @@
-import multiprocessing
+# import multiprocessing
-import os
+# import os
-import sys
+# import sys
-from pathlib import Path
+# from pathlib import Path
 
 # os.environ["JOBLIB_DISABLE_SHARED_MEMORY"] = "1"
 
-interpreter = r"A:\Arbeitsaufgaben\Delta-Barth\cs-wrapper\dopt.DeltaBarth\python\python.exe"
+# interpreter = r"A:\Arbeitsaufgaben\Delta-Barth\cs-wrapper\dopt.DeltaBarth\python\python.exe"
-intp_pth = Path(interpreter).resolve()
+# intp_pth = Path(interpreter).resolve()
 
-assert intp_pth.exists(), f"interpreter path seems not to exist: {intp_pth}"
+# assert intp_pth.exists(), f"interpreter path seems not to exist: {intp_pth}"
 
 # multiprocessing.set_executable(str(intp_pth))
 # setattr(sys, "frozen", True) # !! causes termination
 # sys.executable = str(intp_pth)
-setattr(sys, "executable", str(intp_pth))
+# setattr(sys, "executable", str(intp_pth))
-setattr(sys, "_base_executable", str(intp_pth))
+# setattr(sys, "_base_executable", str(intp_pth))
 # multiprocessing.set_start_method("spawn", force=True)
 
-
+# target = Path(r"A:\Arbeitsaufgaben\Delta-Barth\cs-wrapper\dopt.DeltaBarth")
-target = Path(r"A:\Arbeitsaufgaben\Delta-Barth\cs-wrapper\dopt.DeltaBarth")
+# file = target / "executed.txt"
-file = target / "executed.txt"
+# file.touch()
-file.touch()

src/delta_barth/_env.py

@@ -0,0 +1,33 @@
+from __future__ import annotations
+
+import sys
+from pathlib import Path
+from typing import Final
+
+from dopt_basics import io
+
+PY_RUNTIME_FOLDER: Final[str] = "python"
+
+
+def prepare_env(
+    lib_path: Path,
+) -> Path | None:
+    pyrt_folder = io.search_folder_path(
+        starting_path=lib_path,
+        stop_folder_name=PY_RUNTIME_FOLDER,
+        return_inclusive=True,
+    )
+    if pyrt_folder is None:
+        return None
+
+    pth_interpreter = pyrt_folder / "python.exe"
+    if not pth_interpreter.exists():
+        raise FileNotFoundError(
+            f"dopt-delta-barth seems to be deployed in a standalone runtime, "
+            f"but the interpreter was not found under: {pth_interpreter}"
+        )
+
+    setattr(sys, "executable", str(pth_interpreter))
+    setattr(sys, "_base_executable", str(pth_interpreter))
+
+    return pyrt_folder

src/delta_barth/analysis/forecast.py

@@ -38,6 +38,7 @@ from delta_barth.constants import (
     DEFAULT_DB_ERR_CODE,
     DUMMY_DATA_PATH,
     FEATURES_SALES_PROGNOSIS,
+    MAX_NUM_WORKERS,
     SALES_MIN_NUM_DATAPOINTS,
 )
 from delta_barth.errors import STATUS_HANDLER, wrap_result
@@ -302,7 +303,7 @@ def _process_sales(
                     params,
                     scoring="neg_mean_absolute_error",
                     cv=kfold,
-                    n_jobs=-1,
+                    n_jobs=MAX_NUM_WORKERS,
                     n_iter=100,
                     verbose=0,
                 )

tests/analysis/test_forecast.py

@@ -430,6 +430,7 @@ def test_export_on_fail():
     assert res.status.description == status.description
 
 
+@patch("delta_barth.session.CFG_HOT_RELOAD", False)
 def test_pipeline_sales_forecast_SuccessDbWrite(exmpl_api_sales_prognosis_resp, session):
     with (
         patch(

tests/test_env.py

@@ -0,0 +1,49 @@
+import importlib
+import sys
+from unittest.mock import patch
+
+import pytest
+
+import delta_barth.constants
+from delta_barth import _env
+
+
+@patch("delta_barth._env.PY_RUNTIME_FOLDER", "test123456")
+def test_prepare_env_NoRuntimeFolder(tmp_path):
+    ret = _env.prepare_env(tmp_path)
+    assert ret is None
+
+
+@patch("delta_barth._env.PY_RUNTIME_FOLDER", "base")
+def test_prepare_env_FailNoInterpreter(tmp_path_factory):
+    mocked_lib_pth = tmp_path_factory.mktemp("path") / "to/base/folder/lib/"
+    mocked_lib_pth.mkdir(parents=True, exist_ok=True)
+    with pytest.raises(FileNotFoundError):
+        _ = _env.prepare_env(mocked_lib_pth)
+
+
+@patch("delta_barth._env.PY_RUNTIME_FOLDER", "base")
+def test_prepare_env_Success(tmp_path_factory):
+    mocked_lib_pth = tmp_path_factory.mktemp("path") / "to/base/folder/lib/"
+    mocked_lib_pth.mkdir(parents=True, exist_ok=True)
+    rt_path = mocked_lib_pth.parents[1]
+    mocked_interpreter = rt_path / "python.exe"
+    mocked_interpreter.touch()
+    assert mocked_interpreter.exists()
+    ret = _env.prepare_env(mocked_lib_pth)
+    assert ret == rt_path
+    # sys attributes
+    executable = getattr(sys, "executable")
+    assert executable == str(mocked_interpreter)
+    base_executable = getattr(sys, "_base_executable")
+    assert base_executable == str(mocked_interpreter)
+
+    class MockPath:
+        def __init__(self, *args, **kwargs):
+            self.parent = mocked_lib_pth
+
+    with patch("pathlib.Path", MockPath):
+        (mocked_lib_pth / "_dummy_data").mkdir(exist_ok=True)
+        importlib.reload(delta_barth.constants)
+        assert delta_barth.constants.DEPLOYMENT_STATUS
+        assert delta_barth.constants.RUNTIME_PATH == rt_path

tests/test_pipelines.py

@@ -45,6 +45,7 @@ def test_write_performance_metrics_FailStartingTime(session):
             )
 
 
+@patch("delta_barth.session.CFG_HOT_RELOAD", False)
 def test_sales_prognosis_pipeline(exmpl_api_sales_prognosis_resp, session, monkeypatch):
     with (
         patch(

tests/test_session.py

@@ -1,15 +1,18 @@
+import tomllib
 from pathlib import Path
 from unittest.mock import patch
 
 import pytest
+import tomli_w
 
+import delta_barth.config
 import delta_barth.session
 from delta_barth import logging
 from delta_barth.constants import (
     DEFAULT_API_ERR_CODE,
     HTTP_BASE_CONTENT_HEADERS,
-    LOG_FILENAME,
 )
+from delta_barth.logging import LOG_FILENAME
 
 
 def test_validate_path_Success():
@@ -62,7 +65,7 @@ def test_session_setup_db_management(tmp_path):
     assert db_path.exists()
 
 
-def test_session_setup_config(tmp_path, pth_cfg):
+def test_session_setup_config(tmp_path):
     str_path = str(tmp_path)
     foldername: str = "cfg_test"
     target_cfg_dir = tmp_path / foldername
@@ -80,6 +83,61 @@ def test_session_setup_config(tmp_path, pth_cfg):
     assert session.cfg.forecast.threshold_month_data_points == 28
 
 
+@patch("delta_barth.session.CFG_HOT_RELOAD", False)
+def test_session_reload_config_NoHotReload(tmp_path):
+    str_path = str(tmp_path)
+    foldername: str = "cfg_test"
+    target_cfg_dir = tmp_path / foldername
+    session = delta_barth.session.Session(HTTP_BASE_CONTENT_HEADERS, cfg_folder=foldername)
+    session.set_data_path(str_path)
+    cfg_path = session.cfg_path
+    assert cfg_path.parent.exists()
+    assert cfg_path.parent == target_cfg_dir
+    assert not cfg_path.exists()
+    session.setup()
+    assert cfg_path.exists()
+    parsed_cfg = session.cfg
+    assert isinstance(parsed_cfg, delta_barth.config.Config)
+    # modify config and reload
+    with open(cfg_path, "rb") as file:
+        cfg_data = tomllib.load(file)
+    cfg_data["forecast"]["threshold_month_data_points"] = 30
+    with open(cfg_path, "wb") as file:
+        tomli_w.dump(cfg_data, file)
+
+    assert session.cfg.forecast.threshold_month_data_points == 28
+
+    session.reload_cfg()
+    reload_cfg = session.cfg
+    assert isinstance(reload_cfg, delta_barth.config.Config)
+    assert reload_cfg.forecast.threshold_month_data_points == 30
+
+
+@patch("delta_barth.session.CFG_HOT_RELOAD", True)
+def test_session_reload_config_HotReload(tmp_path):
+    str_path = str(tmp_path)
+    foldername: str = "cfg_test"
+    target_cfg_dir = tmp_path / foldername
+    session = delta_barth.session.Session(HTTP_BASE_CONTENT_HEADERS, cfg_folder=foldername)
+    session.set_data_path(str_path)
+    cfg_path = session.cfg_path
+    assert cfg_path.parent.exists()
+    assert cfg_path.parent == target_cfg_dir
+    assert not cfg_path.exists()
+    session.setup()
+    assert cfg_path.exists()
+    parsed_cfg = session.cfg
+    assert isinstance(parsed_cfg, delta_barth.config.Config)
+    # modify config and reload
+    with open(cfg_path, "rb") as file:
+        cfg_data = tomllib.load(file)
+    cfg_data["forecast"]["threshold_month_data_points"] = 30
+    with open(cfg_path, "wb") as file:
+        tomli_w.dump(cfg_data, file)
+
+    assert session.cfg.forecast.threshold_month_data_points == 30
+
+
 @patch("delta_barth.logging.ENABLE_LOGGING", True)
 @patch("delta_barth.logging.LOGGING_TO_FILE", True)
 @patch("delta_barth.logging.LOGGING_TO_STDERR", True)