Read the Docs build information Build id: 1995157 Project: datarobot-public-api-client Version: early-access Commit: ec77f02f735fe5c5540d97dfbbb0577fa497c97c Date: 2024-02-05T16:47:29.280047Z State: finished Success: True [rtd-command-info] start-time: 2024-02-05T16:47:30.446070Z, end-time: 2024-02-05T16:47:33.427169Z, duration: 2, exit-code: 0 git clone --depth 1 git@github.com:datarobot/public_api_client.git . Cloning into '.'... Warning: Permanently added 'github.com' (ED25519) to the list of known hosts. [rtd-command-info] start-time: 2024-02-05T16:47:33.498576Z, end-time: 2024-02-05T16:47:34.788147Z, duration: 1, exit-code: 0 git fetch origin --force --prune --prune-tags --depth 50 refs/tags/early-access:refs/tags/early-access Warning: Permanently added 'github.com' (ED25519) to the list of known hosts. [rtd-command-info] start-time: 2024-02-05T16:47:34.922528Z, end-time: 2024-02-05T16:47:35.604301Z, duration: 0, exit-code: 0 git checkout --force ec77f02f735fe5c5540d97dfbbb0577fa497c97c Note: switching to 'ec77f02f735fe5c5540d97dfbbb0577fa497c97c'. You are in 'detached HEAD' state. You can look around, make experimental changes and commit them, and you can discard any commits you make in this state without impacting any branches by switching back to a branch. If you want to create a new branch to retain commits you create, you may do so (now or later) by using -c with the switch command. Example: git switch -c Or undo this operation with: git switch - Turn off this advice by setting config variable advice.detachedHead to false HEAD is now at ec77f02 Update copyright export to 2024 (#2915) [rtd-command-info] start-time: 2024-02-05T16:47:35.674883Z, end-time: 2024-02-05T16:47:35.739413Z, duration: 0, exit-code: 0 git clean -d -f -f [rtd-command-info] start-time: 2024-02-05T16:47:35.814650Z, end-time: 2024-02-05T16:47:35.876926Z, duration: 0, exit-code: 0 cat .readthedocs.yml # .readthedocs.yml # Read the Docs configuration file # See https://docs.readthedocs.io/en/stable/config-file/v2.html for details # Required version: 2 # Build documentation in the docs/ directory with Sphinx sphinx: configuration: sdk_docs/conf.py # Build documentation with MkDocs #mkdocs: # configuration: mkdocs.yml # Optionally build your docs in additional formats such as PDF formats: - pdf # Optionally set the version of Python and requirements required to build your docs python: install: - method: pip path: . extra_requirements: - dev build: os: ubuntu-22.04 tools: python: "3.7" [rtd-command-info] start-time: 2024-02-05T16:47:41.634412Z, end-time: 2024-02-05T16:47:41.710899Z, duration: 0, exit-code: 0 asdf global python 3.7.17 [rtd-command-info] start-time: 2024-02-05T16:47:42.276221Z, end-time: 2024-02-05T16:47:43.664816Z, duration: 1, exit-code: 0 python -mvirtualenv $READTHEDOCS_VIRTUALENV_PATH created virtual environment CPython3.7.17.final.0-64 in 1037ms creator CPython3Posix(dest=/home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access, clear=False, no_vcs_ignore=False, global=False) seeder FromAppData(download=False, pip=bundle, setuptools=bundle, wheel=bundle, via=copy, app_data_dir=/home/docs/.local/share/virtualenv) added seed packages: pip==23.1, setuptools==67.6.1, wheel==0.40.0 activators BashActivator,CShellActivator,FishActivator,NushellActivator,PowerShellActivator,PythonActivator [rtd-command-info] start-time: 2024-02-05T16:47:43.735140Z, end-time: 2024-02-05T16:47:53.311850Z, duration: 9, exit-code: 0 python -m pip install --upgrade --no-cache-dir pip setuptools Requirement already satisfied: pip in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.7/site-packages (23.1) Collecting pip Downloading pip-24.0-py3-none-any.whl (2.1 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.1/2.1 MB 9.7 MB/s eta 0:00:00 Requirement already satisfied: setuptools in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.7/site-packages (67.6.1) Collecting setuptools Downloading setuptools-68.0.0-py3-none-any.whl (804 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 804.0/804.0 kB 23.2 MB/s eta 0:00:00 Installing collected packages: setuptools, pip Attempting uninstall: setuptools Found existing installation: setuptools 67.6.1 Uninstalling setuptools-67.6.1: Successfully uninstalled setuptools-67.6.1 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docutils, charset-normalizer, certifi, babel, alabaster, requests, Jinja2, importlib-metadata, sphinx, readthedocs-sphinx-ext Successfully installed Jinja2-3.1.3 MarkupSafe-2.1.5 Pygments-2.17.2 alabaster-0.7.13 babel-2.14.0 certifi-2024.2.2 charset-normalizer-3.3.2 docutils-0.19 idna-3.6 imagesize-1.4.1 importlib-metadata-6.7.0 packaging-23.2 pytz-2024.1 readthedocs-sphinx-ext-2.2.5 requests-2.31.0 snowballstemmer-2.2.0 sphinx-5.3.0 sphinxcontrib-applehelp-1.0.2 sphinxcontrib-devhelp-1.0.2 sphinxcontrib-htmlhelp-2.0.0 sphinxcontrib-jsmath-1.0.1 sphinxcontrib-qthelp-1.0.3 sphinxcontrib-serializinghtml-1.1.5 typing-extensions-4.7.1 urllib3-2.0.7 zipp-3.15.0 [rtd-command-info] start-time: 2024-02-05T16:48:00.341470Z, end-time: 2024-02-05T16:48:47.097939Z, duration: 46, exit-code: 0 python -m pip install --upgrade --upgrade-strategy only-if-needed --no-cache-dir .[dev] Processing /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/early-access Installing build dependencies: started Installing build dependencies: finished with status 'done' Getting requirements to build wheel: started Getting requirements to build wheel: finished with status 'done' Installing backend dependencies: started Installing backend dependencies: finished with status 'done' Preparing metadata (pyproject.toml): started Preparing metadata (pyproject.toml): finished with status 'done' Collecting pandas>=0.15 (from datarobot==3.4.0b0) Downloading pandas-1.3.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (11.3 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 11.3/11.3 MB 36.1 MB/s eta 0:00:00 Collecting numpy (from datarobot==3.4.0b0) Downloading numpy-1.21.6-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (15.7 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 15.7/15.7 MB 135.3 MB/s eta 0:00:00 Collecting pyyaml>=3.11 (from datarobot==3.4.0b0) Downloading PyYAML-6.0.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.1 kB) 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pyarrow-12.0.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.0 kB) Collecting Pillow==9.2.0 (from datarobot==3.4.0b0) Downloading Pillow-9.2.0-cp37-cp37m-manylinux_2_28_x86_64.whl (3.2 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.2/3.2 MB 160.5 MB/s eta 0:00:00 Collecting black==22.8.0 (from datarobot==3.4.0b0) Downloading black-22.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.5 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.5/1.5 MB 191.9 MB/s eta 0:00:00 Collecting isort==5.10.1 (from datarobot==3.4.0b0) Downloading isort-5.10.1-py3-none-any.whl (103 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 103.4/103.4 kB 188.5 MB/s eta 0:00:00 Collecting flake8==5.0.4 (from datarobot==3.4.0b0) Downloading flake8-5.0.4-py2.py3-none-any.whl (61 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 61.9/61.9 kB 162.8 MB/s eta 0:00:00 Collecting pylint==2.15.0 (from datarobot==3.4.0b0) Downloading pylint-2.15.0-py3-none-any.whl (505 kB) 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sphinx_rtd_theme-1.0.0-py2.py3-none-any.whl (2.8 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.8/2.8 MB 186.1 MB/s eta 0:00:00 Collecting nbsphinx==0.8.9 (from datarobot==3.4.0b0) Downloading nbsphinx-0.8.9-py3-none-any.whl (25 kB) Collecting numpydoc==1.4.0 (from datarobot==3.4.0b0) Downloading numpydoc-1.4.0-py3-none-any.whl (51 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 51.9/51.9 kB 144.3 MB/s eta 0:00:00 Collecting jupyter-contrib-nbextensions (from datarobot==3.4.0b0) Downloading jupyter_contrib_nbextensions-0.7.0.tar.gz (23.5 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 23.5/23.5 MB 171.0 MB/s eta 0:00:00 Preparing metadata (setup.py): started Preparing metadata (setup.py): finished with status 'done' Collecting sphinx-autodoc-typehints==1.17.1 (from datarobot==3.4.0b0) Downloading sphinx_autodoc_typehints-1.17.1-py3-none-any.whl (12 kB) Collecting click>=8.0.0 (from black==22.8.0->datarobot==3.4.0b0) Downloading click-8.1.7-py3-none-any.whl.metadata (3.0 kB) Collecting platformdirs>=2 (from black==22.8.0->datarobot==3.4.0b0) Downloading platformdirs-4.0.0-py3-none-any.whl.metadata (11 kB) Collecting pathspec>=0.9.0 (from black==22.8.0->datarobot==3.4.0b0) Downloading pathspec-0.11.2-py3-none-any.whl.metadata (19 kB) Collecting tomli>=1.1.0 (from black==22.8.0->datarobot==3.4.0b0) Downloading tomli-2.0.1-py3-none-any.whl (12 kB) Collecting typed-ast>=1.4.2 (from black==22.8.0->datarobot==3.4.0b0) Downloading typed_ast-1.5.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (1.7 kB) Collecting ipython>=7.8.0 (from black[jupyter]==22.8.0; extra == "dev"->datarobot==3.4.0b0) Downloading ipython-7.34.0-py3-none-any.whl (793 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 793.8/793.8 kB 215.5 MB/s eta 0:00:00 Collecting tokenize-rt>=3.2.0 (from black[jupyter]==22.8.0; extra == "dev"->datarobot==3.4.0b0) Downloading tokenize_rt-5.0.0-py2.py3-none-any.whl (5.8 kB) Collecting mccabe<0.8.0,>=0.7.0 (from flake8==5.0.4->datarobot==3.4.0b0) Downloading mccabe-0.7.0-py2.py3-none-any.whl (7.3 kB) Collecting pycodestyle<2.10.0,>=2.9.0 (from flake8==5.0.4->datarobot==3.4.0b0) Downloading pycodestyle-2.9.1-py2.py3-none-any.whl (41 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 41.5/41.5 kB 138.2 MB/s eta 0:00:00 Collecting pyflakes<2.6.0,>=2.5.0 (from flake8==5.0.4->datarobot==3.4.0b0) Downloading pyflakes-2.5.0-py2.py3-none-any.whl (66 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 66.1/66.1 kB 166.2 MB/s eta 0:00:00 Collecting importlib-metadata<4.3,>=1.1.0 (from flake8==5.0.4->datarobot==3.4.0b0) Downloading importlib_metadata-4.2.0-py3-none-any.whl (16 kB) Collecting six (from mock==3.0.5->datarobot==3.4.0b0) Downloading six-1.16.0-py2.py3-none-any.whl (11 kB) Requirement already satisfied: docutils in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.7/site-packages (from nbsphinx==0.8.9->datarobot==3.4.0b0) (0.19) Requirement already satisfied: jinja2 in 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dill-0.3.7-py3-none-any.whl.metadata (9.9 kB) Collecting astroid<=2.14.0-dev0,>=2.12.4 (from pylint==2.15.0->datarobot==3.4.0b0) Downloading astroid-2.13.5-py3-none-any.whl (273 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 273.2/273.2 kB 212.7 MB/s eta 0:00:00 Collecting tomlkit>=0.10.1 (from pylint==2.15.0->datarobot==3.4.0b0) Downloading tomlkit-0.12.3-py3-none-any.whl.metadata (2.7 kB) Collecting attrs>=19.2.0 (from pytest==7.1.2->datarobot==3.4.0b0) Downloading attrs-23.2.0-py3-none-any.whl.metadata (9.5 kB) Collecting iniconfig (from pytest==7.1.2->datarobot==3.4.0b0) Downloading iniconfig-2.0.0-py3-none-any.whl (5.9 kB) Requirement already satisfied: packaging in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.7/site-packages (from pytest==7.1.2->datarobot==3.4.0b0) (23.2) Collecting pluggy<2.0,>=0.12 (from pytest==7.1.2->datarobot==3.4.0b0) Downloading pluggy-1.2.0-py3-none-any.whl.metadata (4.4 kB) Collecting py>=1.8.2 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jupyter_core-4.12.0-py3-none-any.whl (89 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 89.9/89.9 kB 175.1 MB/s eta 0:00:00 Collecting jupyter_highlight_selected_word>=0.1.1 (from jupyter-contrib-nbextensions->datarobot==3.4.0b0) Downloading jupyter_highlight_selected_word-0.2.0-py2.py3-none-any.whl (11 kB) Collecting jupyter_nbextensions_configurator>=0.4.0 (from jupyter-contrib-nbextensions->datarobot==3.4.0b0) Downloading jupyter_nbextensions_configurator-0.6.3-py2.py3-none-any.whl (466 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 466.9/466.9 kB 217.9 MB/s eta 0:00:00 Collecting notebook>=6.0 (from jupyter-contrib-nbextensions->datarobot==3.4.0b0) Downloading notebook-6.5.6-py3-none-any.whl.metadata (2.5 kB) Collecting tornado (from jupyter-contrib-nbextensions->datarobot==3.4.0b0) Downloading tornado-6.2-cp37-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (423 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 424.0/424.0 kB 214.7 MB/s eta 0:00:00 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sha256=3e78bcb7ba1cd3295587f6b7149bf2a61bd5ebb46e899b4954676d1c986c3bfc Stored in directory: /tmp/pip-ephem-wheel-cache-4eeagxgr/wheels/76/ea/b7/2eeef8751e357fcb7127268323aebd6dce06d0ea7e1195ba42 Building wheel for jupyter-contrib-nbextensions (setup.py): started Building wheel for jupyter-contrib-nbextensions (setup.py): finished with status 'done' Created wheel for jupyter-contrib-nbextensions: filename=jupyter_contrib_nbextensions-0.7.0-py2.py3-none-any.whl size=23428785 sha256=0ff5240f6ec12f16cfa27fa47cdd27673cb66e07290916d3a7b78bf7bf28a3be Stored in directory: /tmp/pip-ephem-wheel-cache-4eeagxgr/wheels/9c/57/38/7b0046dbc034aa0b2a5af0a26b60c08030f3ede6ca9cf568fa Building wheel for jupyter_contrib_core (setup.py): started Building wheel for jupyter_contrib_core (setup.py): finished with status 'done' Created wheel for jupyter_contrib_core: filename=jupyter_contrib_core-0.4.2-py2.py3-none-any.whl size=17484 sha256=de1e214e1ab299e349ba3c5eaa4a3285eacf45ebc7b94ecbd51e9dd0cce4c18e Stored in directory: /tmp/pip-ephem-wheel-cache-4eeagxgr/wheels/79/cf/67/d2c1aab9313f1ac5f23e30485ff8cccbb062b3a77c00df2b2d Successfully built datarobot jupyter-contrib-nbextensions jupyter_contrib_core Installing collected packages: webencodings, wcwidth, types-urllib3, types-PyYAML, types-pytz, types-python-dateutil, trafaret, strenum, ptyprocess, pickleshare, jupyter_highlight_selected_word, ipython_genutils, fastjsonschema, backcall, wrapt, websocket-client, urllib3, types-requests, typed-ast, traitlets, tornado, tomlkit, tomli, tokenize-rt, tinycss2, soupsieve, sniffio, six, Send2Trash, pyzmq, pyyaml, pyrsistent, pyflakes, pycparser, pycodestyle, py, psutil, prompt-toolkit, prometheus-client, platformdirs, pkgutil-resolve-name, Pillow, pexpect, pathspec, parso, pandocfilters, numpy, nest-asyncio, mypy-extensions, mistune, mccabe, lxml, lazy-object-proxy, jupyterlab-pygments, isort, iniconfig, importlib-resources, importlib-metadata, exceptiongroup, entrypoints, docutils, dill, defusedxml, decorator, debugpy, coverage, terminado, python-dateutil, pyarrow, pluggy, mypy, mock, matplotlib-inline, jupyter_core, jedi, flake8, click, cffi, bleach, beautifulsoup4, attrs, astroid, anyio, sphinx, responses, requests-toolbelt, pytest, pylint, pandas, jupyter-client, jsonschema, ipython, black, argon2-cffi-bindings, sphinx-rtd-theme, sphinx-autodoc-typehints, pytest-cov, pytest-asyncio, numpydoc, nbformat, ipykernel, datarobot, argon2-cffi, nbclient, nbconvert, nbsphinx, jupyter-server, notebook-shim, nbclassic, notebook, jupyter_contrib_core, jupyter_nbextensions_configurator, jupyter-contrib-nbextensions Attempting uninstall: urllib3 Found existing installation: urllib3 2.0.7 Uninstalling urllib3-2.0.7: Successfully uninstalled urllib3-2.0.7 Attempting uninstall: importlib-metadata Found existing installation: importlib-metadata 6.7.0 Uninstalling importlib-metadata-6.7.0: Successfully uninstalled importlib-metadata-6.7.0 Attempting uninstall: docutils Found existing installation: docutils 0.19 Uninstalling docutils-0.19: Successfully uninstalled docutils-0.19 Attempting uninstall: sphinx Found existing installation: Sphinx 5.3.0 Uninstalling Sphinx-5.3.0: Successfully uninstalled Sphinx-5.3.0 Successfully installed Pillow-9.2.0 Send2Trash-1.8.2 anyio-3.7.1 argon2-cffi-23.1.0 argon2-cffi-bindings-21.2.0 astroid-2.13.5 attrs-23.2.0 backcall-0.2.0 beautifulsoup4-4.12.3 black-22.8.0 bleach-6.0.0 cffi-1.15.1 click-8.1.7 coverage-7.2.7 datarobot-3.4.0b0 debugpy-1.7.0 decorator-5.1.1 defusedxml-0.7.1 dill-0.3.7 docutils-0.17.1 entrypoints-0.4 exceptiongroup-1.2.0 fastjsonschema-2.19.1 flake8-5.0.4 importlib-metadata-4.2.0 importlib-resources-5.12.0 iniconfig-2.0.0 ipykernel-6.16.2 ipython-7.34.0 ipython_genutils-0.2.0 isort-5.10.1 jedi-0.19.1 jsonschema-4.17.3 jupyter-client-7.4.9 jupyter-contrib-nbextensions-0.7.0 jupyter-server-1.24.0 jupyter_contrib_core-0.4.2 jupyter_core-4.12.0 jupyter_highlight_selected_word-0.2.0 jupyter_nbextensions_configurator-0.6.3 jupyterlab-pygments-0.2.2 lazy-object-proxy-1.9.0 lxml-5.1.0 matplotlib-inline-0.1.6 mccabe-0.7.0 mistune-3.0.2 mock-3.0.5 mypy-1.0.0 mypy-extensions-1.0.0 nbclassic-1.0.0 nbclient-0.7.4 nbconvert-7.6.0 nbformat-5.8.0 nbsphinx-0.8.9 nest-asyncio-1.6.0 notebook-6.5.6 notebook-shim-0.2.3 numpy-1.21.6 numpydoc-1.4.0 pandas-1.3.5 pandocfilters-1.5.1 parso-0.8.3 pathspec-0.11.2 pexpect-4.9.0 pickleshare-0.7.5 pkgutil-resolve-name-1.3.10 platformdirs-4.0.0 pluggy-1.2.0 prometheus-client-0.17.1 prompt-toolkit-3.0.43 psutil-5.9.8 ptyprocess-0.7.0 py-1.11.0 pyarrow-12.0.1 pycodestyle-2.9.1 pycparser-2.21 pyflakes-2.5.0 pylint-2.15.0 pyrsistent-0.19.3 pytest-7.1.2 pytest-asyncio-0.21.1 pytest-cov-4.1.0 python-dateutil-2.8.2 pyyaml-6.0.1 pyzmq-24.0.1 requests-toolbelt-1.0.0 responses-0.21.0 six-1.16.0 sniffio-1.3.0 soupsieve-2.4.1 sphinx-4.3.2 sphinx-autodoc-typehints-1.17.1 sphinx-rtd-theme-1.0.0 strenum-0.4.15 terminado-0.17.1 tinycss2-1.2.1 tokenize-rt-5.0.0 tomli-2.0.1 tomlkit-0.12.3 tornado-6.2 trafaret-2.1.1 traitlets-5.9.0 typed-ast-1.5.5 types-PyYAML-6.0.12 types-python-dateutil-2.8.19 types-pytz-2022.2.1.0 types-requests-2.28.11 types-urllib3-1.26.25 urllib3-1.26.18 wcwidth-0.2.13 webencodings-0.5.1 websocket-client-1.6.1 wrapt-1.16.0 [rtd-command-info] start-time: 2024-02-05T16:48:48.228035Z, end-time: 2024-02-05T16:48:48.285178Z, duration: 0, exit-code: 0 cat sdk_docs/conf.py # # Copyright 2021 DataRobot, Inc. and its affiliates. # # All rights reserved. # # DataRobot, Inc. # # This is proprietary source code of DataRobot, Inc. and its # affiliates. # # Released under the terms of DataRobot Tool and Utility Agreement. # # DataRobot Python API documentation build configuration file, created by # sphinx-quickstart on Mon Mar 16 10:50:19 2015. # # This file is execfile()d with the current directory set to its containing dir. # # Note that not all possible configuration values are present in this # autogenerated file. # # All configuration values have a default; values that are commented out # serve to show the default. import os import shutil import sys from zipfile import ZipFile import sphinx_rtd_theme sys.path.insert(0, os.path.abspath("..")) from datarobot import __version__ as version # noqa # Make sure magic 'tags' field is defined. # (Not actually useful but makes Cython and pylint errors go away.) if "tags" not in locals(): tags = None if "b" in version: # mainline quarterly releases never have the beta "b" in the version, only internal & weekly do tags.add("include_experimental_docs") # Copy the changelog to the docs directory so sphinx will include it root_dir = os.path.abspath(os.path.dirname(os.path.dirname(__file__))) changelog_path = os.path.join(root_dir, "CHANGES.rst") dest_path = os.path.join(root_dir, "sdk_docs", "CHANGES.rst") assert os.path.isfile(changelog_path) shutil.copyfile(changelog_path, dest_path) # Create a zip file of the example resources (csv, py, ipynb) # so that it can be included it as a download within the HTML docs files_to_zip = [] for root, _, files in os.walk("examples"): basename = os.path.basename(root) # skip "hidden" directories like notebook autosaves and _build if not basename.startswith("_") and not basename.startswith("."): for file in files: name, ext = os.path.splitext(file) ext_lower = ext.lower() if ext_lower in [".csv", ".xls", ".xlsx", ".ipynb", ".py"]: files_to_zip.append(os.path.join(root, file)) with ZipFile("datarobot_examples.zip", "w") as examples_zip: for file in files_to_zip: examples_zip.write(file) # -- General configuration ----------------------------------------------------- # If your documentation needs a minimal Sphinx version, state it here. # needs_sphinx = '1.0' # Add any Sphinx extension module names here, as strings. They can be extensions # coming with Sphinx (named 'sphinx.ext.*') or your custom ones. extensions = [ "sphinx.ext.autodoc", "sphinx.ext.autosummary", "sphinx.ext.doctest", "numpydoc", "nbsphinx", "sphinx_autodoc_typehints", ] # make warnings go away- as advised by # https://github.com/phn/pytpm/issues/3#issuecomment-12133978 numpydoc_show_class_members = False nbsphinx_execute = "never" # Add any paths that contain templates here, relative to this directory. templates_path = ["_templates"] # The suffix of source filenames. source_suffix = ".rst" # Showing automatically documented members in same order as they are in source autodoc_member_order = "bysource" # The encoding of source files. # source_encoding = 'utf-8-sig' # The master toctree document. master_doc = "index" # The version info for the project you're documenting, acts as replacement for # |version| and |release|, also used in various other places throughout the # built documents. # # Thes are both the full X.Y.Z version, including alpha/beta/rc tags. # We think Sphinx probably wants both to be defined. release = version project = "DataRobot Python Client" copyright = "2019, DataRobot, Inc" # The language for content autogenerated by Sphinx. Refer to documentation # for a list of supported languages. # language = None # There are two options for replacing |today|: either, you set today to some # non-false value, then it is used: # today = '' # Else, today_fmt is used as the format for a strftime call. # today_fmt = '%B %d, %Y' # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. exclude_patterns = ["_build", "**/.ipynb_checkpoints"] # The reST default role (used for this markup: `text`) to use for all documents. # default_role = None # If true, '()' will be appended to :func: etc. cross-reference text. # add_function_parentheses = True # If true, the current module name will be prepended to all description # unit titles (such as .. function::). # add_module_names = True # If true, sectionauthor and moduleauthor directives will be shown in the # output. They are ignored by default. # show_authors = False # The name of the Pygments (syntax highlighting) style to use. pygments_style = "sphinx" # A list of ignored prefixes for module index sorting. # modindex_common_prefix = [] # -- Options for HTML output --------------------------------------------------- # The theme to use for HTML and HTML Help pages. See the documentation for # a list of builtin themes. html_theme = "sphinx_rtd_theme" html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] # Theme options are theme-specific and customize the look and feel of a theme # further. For a list of options available for each theme, see the # documentation. # html_theme_options = {} # Add any paths that contain custom themes here, relative to this directory. # html_theme_path = [] # The name for this set of Sphinx documents. If None, it defaults to # " v documentation". # html_title = None # A shorter title for the navigation bar. Default is the same as html_title. # html_short_title = None # The name of an image file (relative to this directory) to place at the top # of the sidebar. # html_logo = None # The name of an image file (within the static path) to use as favicon of the # docs. This file should be a Windows icon file (.ico) being 16x16 or 32x32 # pixels large. # html_favicon = None # Add any paths that contain custom static files (such as style sheets) here, # relative to this directory. They are copied after the builtin static files, # so a file named "default.css" will overwrite the builtin "default.css". html_static_path = ["_static"] html_extra_path = ["_html"] # If not '', a 'Last updated on:' timestamp is inserted at every page bottom, # using the given strftime format. # html_last_updated_fmt = '%b %d, %Y' # If true, SmartyPants will be used to convert quotes and dashes to # typographically correct entities. # html_use_smartypants = True # Custom sidebar templates, maps document names to template names. # html_sidebars = {} # Additional templates that should be rendered to pages, maps page names to # template names. # html_additional_pages = {} # If false, no module index is generated. # html_domain_indices = True # If false, no index is generated. # html_use_index = True # If true, the index is split into individual pages for each letter. # html_split_index = False # If true, links to the reST sources are added to the pages. # html_show_sourcelink = True # If true, "Created using Sphinx" is shown in the HTML footer. Default is True. # html_show_sphinx = True # If true, "(C) Copyright ..." is shown in the HTML footer. Default is True. # html_show_copyright = True # If true, an OpenSearch description file will be output, and all pages will # contain a tag referring to it. The value of this option must be the # base URL from which the finished HTML is served. # html_use_opensearch = '' # This is the file name suffix for HTML files (e.g. ".xhtml"). # html_file_suffix = None # Output file base name for HTML help builder. htmlhelp_basename = "DataRobotPythonDoc" # -- Options for LaTeX output -------------------------------------------------- # latex_elements = { # The paper size ('letterpaper' or 'a4paper'). # 'papersize': 'letterpaper', # The font size ('10pt', '11pt' or '12pt'). # 'pointsize': '10pt', # Additional stuff for the LaTeX preamble. # 'preamble': '', # } fh = open("latex_preamble.tex", "r+") PREAMBLE = fh.read() fh.close() latex_elements = { "inputenc": "", "utf8extra": "", "preamble": PREAMBLE, } # Grouping the document tree into LaTeX files. List of tuples # (source start file, target name, title, author, documentclass [howto/manual]). latex_documents = [ ( "index", f"DataRobotPython_{version}_Docs.tex", "DataRobot Python API Documentation", "DataRobot, Inc.", "manual", ), ] # The name of an image file (relative to this directory) to place at the top of # the title page. # latex_logo = None # For "manual" documents, if this is true, then toplevel headings are parts, # not chapters. # latex_use_parts = False # If true, show page references after internal links. # latex_show_pagerefs = False # If true, show URL addresses after external links. # latex_show_urls = False # Documents to append as an appendix to all manuals. # latex_appendices = [] # If false, no module index is generated. # latex_domain_indices = True # -- Options for manual page output -------------------------------------------- # One entry per manual page. List of tuples # (source start file, name, description, authors, manual section). man_pages = [ ("index", "datarobotpython", "DataRobot Python API Documentation", ["DataRobot, Inc."], 1) ] # If true, show URL addresses after external links. # man_show_urls = False # -- Options for Texinfo output ------------------------------------------------ # Grouping the document tree into Texinfo files. List of tuples # (source start file, target name, title, author, # dir menu entry, description, category) texinfo_documents = [ ( "index", "DataRobotPython", "DataRobot Python API Documentation", "DataRobot, Inc.", "DataRobotPython", "One line description of project.", "Miscellaneous", ), ] # Documents to append as an appendix to all manuals. # texinfo_appendices = [] # If false, no module index is generated. # texinfo_domain_indices = True # How to display URL addresses: 'footnote', 'no', or 'inline'. # texinfo_show_urls = 'footnote' # Nitpick targets to ignore: # These are third-party packages that don't expose documentation for sphinx to link nitpick_ignore = [ ("py:data", "typing.Tuple"), ("py:data", "typing.Optional"), ("py:data", "typing.Union"), ("py:data", "typing.NoReturn"), ("py:data", "typing.Any"), ("py:class", "pandas.core.frame.DataFrame"), ("py:class", "requests.models.Response"), ("py:class", "datetime.datetime"), ("py:class", "PIL.Image.Image"), ("py:class", "collections.OrderedDict"), ] def setup(app): app.add_css_file("css/tight_table.css") ########################################################################### # auto-created readthedocs.org specific configuration # ########################################################################### # # The following code was added during an automated build on readthedocs.org # It is auto created and injected for every build. The result is based on the # conf.py.tmpl file found in the readthedocs.org codebase: # https://github.com/rtfd/readthedocs.org/blob/main/readthedocs/doc_builder/templates/doc_builder/conf.py.tmpl # # Note: this file shouldn't rely on extra dependencies. import importlib import sys import os.path # Borrowed from six. PY3 = sys.version_info[0] == 3 string_types = str if PY3 else basestring from sphinx import version_info # Get suffix for proper linking to GitHub # This is deprecated in Sphinx 1.3+, # as each page can have its own suffix if globals().get('source_suffix', False): if isinstance(source_suffix, string_types): SUFFIX = source_suffix elif isinstance(source_suffix, (list, tuple)): # Sphinx >= 1.3 supports list/tuple to define multiple suffixes SUFFIX = source_suffix[0] elif isinstance(source_suffix, dict): # Sphinx >= 1.8 supports a mapping dictionary for multiple suffixes SUFFIX = list(source_suffix.keys())[0] # make a ``list()`` for py2/py3 compatibility else: # default to .rst SUFFIX = '.rst' else: SUFFIX = '.rst' # Add RTD Static Path. Add to the end because it overwrites previous files. if not 'html_static_path' in globals(): html_static_path = [] if os.path.exists('_static'): html_static_path.append('_static') # Define this variable in case it's not defined by the user. # It defaults to `alabaster` which is the default from Sphinx. # https://www.sphinx-doc.org/en/master/usage/configuration.html#confval-html_theme html_theme = globals().get('html_theme', 'alabaster') #Add project information to the template context. context = { 'html_theme': html_theme, 'current_version': "early-access", 'version_slug': "early-access", 'MEDIA_URL': "https://media.readthedocs.com/media/", 'STATIC_URL': "https://assets.readthedocs.com/", 'PRODUCTION_DOMAIN': "readthedocs.com", 'proxied_static_path': "/_/static/", 'versions': [ ("v3.3.1", "/en/v3.3.1/"), ("v3.3.0", "/en/v3.3.0/"), ("v3.2.2", "/en/v3.2.2/"), ("v3.2.1", "/en/v3.2.1/"), ("v3.2.0", "/en/v3.2.0/"), ("v3.2.0b1", "/en/v3.2.0b1/"), ("v3.2.0b0", "/en/v3.2.0b0/"), ("v3.1.1", "/en/v3.1.1/"), ("v3.1.0", "/en/v3.1.0/"), ("v3.0.3", "/en/v3.0.3/"), ("v3.0.2", "/en/v3.0.2/"), ("v3.0.1", "/en/v3.0.1/"), ("v2.28.3", "/en/v2.28.3/"), ("v2.28.1", "/en/v2.28.1/"), ("v2.28.0", "/en/v2.28.0/"), ("v2.27.3", "/en/v2.27.3/"), ("v2.27.2", "/en/v2.27.2/"), ("v2.27.1", "/en/v2.27.1/"), ("v2.27.0", "/en/v2.27.0/"), ("v2.26.2", "/en/v2.26.2/"), ("v2.26.1", "/en/v2.26.1/"), ("v2.26.0", "/en/v2.26.0/"), ("v2.25.1", "/en/v2.25.1/"), ("v2.25.0", "/en/v2.25.0/"), ("v2.24.0", "/en/v2.24.0/"), ("v2.23.1", "/en/v2.23.1/"), ("v2.23.0", "/en/v2.23.0/"), ("v2.22.2", "/en/v2.22.2/"), ("v2.22.1", "/en/v2.22.1/"), ("v2.22.0", "/en/v2.22.0/"), ("v2.21.6", "/en/v2.21.6/"), ("v2.21.5", "/en/v2.21.5/"), ("v2.21.4", "/en/v2.21.4/"), ("v2.21.3", "/en/v2.21.3/"), ("v2.21.2", "/en/v2.21.2/"), ("v2.20.0", "/en/v2.20.0/"), ("v2.19.0", "/en/v2.19.0/"), ("v2.18.0", "/en/v2.18.0/"), ("v2.17.0", "/en/v2.17.0/"), ("v2.16.0", "/en/v2.16.0/"), ("v2.15.1", "/en/v2.15.1/"), ("v2.14.2", "/en/v2.14.2/"), ("v2.13.3", "/en/v2.13.3/"), ("v2.12.2", "/en/v2.12.2/"), ("v2.11.2", "/en/v2.11.2/"), ("v2.9.3", "/en/v2.9.3/"), ("v2.8.3", "/en/v2.8.3/"), ("v2.7.3", "/en/v2.7.3/"), ("latest-release", "/en/latest-release/"), ("early-access", "/en/early-access/"), ], 'downloads': [ ("pdf", "//datarobot-public-api-client.readthedocs-hosted.com/_/downloads/en/early-access/pdf/"), ], 'subprojects': [ ], 'slug': 'datarobot-public-api-client', 'name': u'public_api_client', 'rtd_language': u'en', 'programming_language': u'py', 'canonical_url': '', 'analytics_code': 'None', 'single_version': False, 'conf_py_path': '/sdk_docs/', 'api_host': 'https://readthedocs.com', 'github_user': 'datarobot', 'proxied_api_host': '/_', 'github_repo': 'public_api_client', 'github_version': 'early-access', 'display_github': True, 'bitbucket_user': 'None', 'bitbucket_repo': 'None', 'bitbucket_version': 'early-access', 'display_bitbucket': False, 'gitlab_user': 'None', 'gitlab_repo': 'None', 'gitlab_version': 'early-access', 'display_gitlab': False, 'READTHEDOCS': True, 'using_theme': (html_theme == "default"), 'new_theme': (html_theme == "sphinx_rtd_theme"), 'source_suffix': SUFFIX, 'ad_free': False, 'docsearch_disabled': False, 'user_analytics_code': '', 'global_analytics_code': 'UA-17997319-2', 'commit': 'ec77f02f', } # For sphinx >=1.8 we can use html_baseurl to set the canonical URL. # https://www.sphinx-doc.org/en/master/usage/configuration.html#confval-html_baseurl if version_info >= (1, 8): if not globals().get('html_baseurl'): html_baseurl = context['canonical_url'] context['canonical_url'] = None if 'html_context' in globals(): for key in context: if key not in html_context: html_context[key] = context[key] else: html_context = context # Add custom RTD extension if 'extensions' in globals(): # Insert at the beginning because it can interfere # with other extensions. # See https://github.com/rtfd/readthedocs.org/pull/4054 extensions.insert(0, "readthedocs_ext.readthedocs") else: extensions = ["readthedocs_ext.readthedocs"] # Add External version warning banner to the external version documentation if 'tag' == 'external': extensions.insert(1, "readthedocs_ext.external_version_warning") readthedocs_vcs_url = 'None' readthedocs_build_url = 'https://readthedocs.com/projects/datarobot-public-api-client/builds/1995157/' project_language = 'en' # User's Sphinx configurations language_user = globals().get('language', None) latex_engine_user = globals().get('latex_engine', None) latex_elements_user = globals().get('latex_elements', None) # Remove this once xindy gets installed in Docker image and XINDYOPS # env variable is supported # https://github.com/rtfd/readthedocs-docker-images/pull/98 latex_use_xindy = False chinese = any([ language_user in ('zh_CN', 'zh_TW'), project_language in ('zh_CN', 'zh_TW'), ]) japanese = any([ language_user == 'ja', project_language == 'ja', ]) if chinese: latex_engine = latex_engine_user or 'xelatex' latex_elements_rtd = { 'preamble': '\\usepackage[UTF8]{ctex}\n', } latex_elements = latex_elements_user or latex_elements_rtd elif japanese: latex_engine = latex_engine_user or 'platex' # Make sure our build directory is always excluded exclude_patterns = globals().get('exclude_patterns', []) exclude_patterns.extend(['_build']) [rtd-command-info] start-time: 2024-02-05T16:48:48.369038Z, end-time: 2024-02-05T16:49:46.454506Z, duration: 58, exit-code: 0 python -m sphinx -T -b html -d _build/doctrees -D language=en . $READTHEDOCS_OUTPUT/html Running Sphinx v4.3.2 loading translations [en]... done making output directory... done [autosummary] generating autosummary for: CHANGES.rst, autodoc/api_reference.rst, examples/index.rst, getting_started.rst, index.rst, reference/admin/credentials.rst, reference/admin/index.rst, reference/admin/sharing.rst, reference/data/database_connectivity.rst, reference/data/dataset.rst, ..., reference/modeling/spec/segmented_modeling.rst, reference/modeling/spec/time_series.rst, reference/modeling/spec/unsupervised_anomaly.rst, reference/modeling/spec/unsupervised_clustering.rst, reference/modeling/spec/visualai.rst, reference/predictions/batch_predictions.rst, reference/predictions/index.rst, reference/predictions/predict_job.rst, reference/use_cases/index.rst, reference/use_cases/use_cases.rst building [mo]: targets for 0 po files that are out of date building [html]: targets for 44 source files that are out of date updating environment: [new config] 44 added, 0 changed, 0 removed reading sources... [ 2%] CHANGES reading sources... [ 4%] autodoc/api_reference You have imported from the _experimental directory. This directory is used for unreleased datarobot features. Unless you specifically know better, you don't have the access to use this functionality in the app, so this code will not work. reading sources... [ 6%] examples/index reading sources... [ 9%] getting_started reading sources... [ 11%] index reading sources... [ 13%] reference/admin/credentials reading sources... [ 15%] reference/admin/index reading sources... [ 18%] reference/admin/sharing reading sources... [ 20%] reference/data/database_connectivity reading sources... [ 22%] reference/data/dataset reading sources... [ 25%] reference/data/feature_discovery reading sources... [ 27%] reference/data/index reading sources... [ 29%] reference/index reading sources... [ 31%] reference/mlops/custom_model reading sources... [ 34%] reference/mlops/deployment reading sources... [ 36%] reference/mlops/index reading sources... [ 38%] reference/mlops/model_registry reading sources... [ 40%] reference/modeling/blueprint reading sources... [ 43%] reference/modeling/index reading sources... [ 45%] reference/modeling/insights/automated_documentation reading sources... [ 47%] reference/modeling/insights/external_testset reading sources... [ 50%] reference/modeling/insights/index reading sources... [ 52%] reference/modeling/insights/prediction_explanations reading sources... [ 54%] reference/modeling/insights/rating_table reading sources... [ 56%] reference/modeling/job reading sources... [ 59%] reference/modeling/model reading sources... [ 61%] reference/modeling/model_recommendation reading sources... [ 63%] reference/modeling/prime reading sources... [ 65%] reference/modeling/project reading sources... [ 68%] reference/modeling/spec/binary_data reading sources... [ 70%] reference/modeling/spec/custom_task reading sources... [ 72%] reference/modeling/spec/datetime_partition reading sources... [ 75%] reference/modeling/spec/index reading sources... [ 77%] reference/modeling/spec/monotonic_constraints reading sources... [ 79%] reference/modeling/spec/segmented_modeling reading sources... [ 81%] reference/modeling/spec/time_series reading sources... [ 84%] reference/modeling/spec/unsupervised_anomaly reading sources... [ 86%] reference/modeling/spec/unsupervised_clustering reading sources... [ 88%] reference/modeling/spec/visualai reading sources... [ 90%] reference/predictions/batch_predictions reading sources... [ 93%] reference/predictions/index reading sources... [ 95%] reference/predictions/predict_job reading sources... [ 97%] reference/use_cases/index reading sources... [100%] reference/use_cases/use_cases WARNING: error while formatting arguments for datarobot.models.anomaly_assessment.AnomalyAssessmentRecord: __name__ WARNING: error while formatting arguments for datarobot.models.anomaly_assessment.AnomalyAssessmentExplanations: __name__ WARNING: error while formatting arguments for datarobot.models.anomaly_assessment.AnomalyAssessmentPredictionsPreview: __name__ looking for now-outdated files... none found pickling environment... done checking consistency... done preparing documents... done writing output... [ 2%] CHANGES writing output... [ 4%] autodoc/api_reference writing output... [ 6%] examples/index writing output... [ 9%] getting_started writing output... [ 11%] index writing output... [ 13%] reference/admin/credentials writing output... [ 15%] reference/admin/index writing output... [ 18%] reference/admin/sharing writing output... [ 20%] reference/data/database_connectivity writing output... [ 22%] reference/data/dataset writing output... [ 25%] reference/data/feature_discovery writing output... [ 27%] reference/data/index writing output... [ 29%] reference/index writing output... [ 31%] reference/mlops/custom_model writing output... [ 34%] reference/mlops/deployment writing output... [ 36%] reference/mlops/index writing output... [ 38%] reference/mlops/model_registry writing output... [ 40%] reference/modeling/blueprint writing output... [ 43%] reference/modeling/index writing output... [ 45%] reference/modeling/insights/automated_documentation writing output... [ 47%] reference/modeling/insights/external_testset writing output... [ 50%] reference/modeling/insights/index writing output... [ 52%] reference/modeling/insights/prediction_explanations writing output... [ 54%] reference/modeling/insights/rating_table writing output... [ 56%] reference/modeling/job writing output... [ 59%] reference/modeling/model writing output... [ 61%] reference/modeling/model_recommendation writing output... [ 63%] reference/modeling/prime writing output... [ 65%] reference/modeling/project writing output... [ 68%] reference/modeling/spec/binary_data writing output... [ 70%] reference/modeling/spec/custom_task writing output... [ 72%] reference/modeling/spec/datetime_partition writing output... [ 75%] reference/modeling/spec/index writing output... [ 77%] reference/modeling/spec/monotonic_constraints writing output... [ 79%] reference/modeling/spec/segmented_modeling writing output... [ 81%] reference/modeling/spec/time_series writing output... [ 84%] reference/modeling/spec/unsupervised_anomaly writing output... [ 86%] reference/modeling/spec/unsupervised_clustering writing output... [ 88%] reference/modeling/spec/visualai writing output... [ 90%] reference/predictions/batch_predictions writing output... [ 93%] reference/predictions/index writing output... [ 95%] reference/predictions/predict_job writing output... [ 97%] reference/use_cases/index writing output... [100%] reference/use_cases/use_cases generating indices... genindex py-modindex done writing additional pages... search done copying images... [ 20%] reference/modeling/spec/images/visualai/sample1.png copying images... [ 40%] reference/modeling/spec/images/visualai/sample2.png copying images... [ 60%] reference/modeling/spec/images/visualai/activation_map1.png copying images... [ 80%] reference/modeling/spec/images/visualai/activation_map2.png copying images... [100%] reference/modeling/spec/images/visualai/embeddings.png copying static files... done copying extra files... done dumping search index in English (code: en)... done dumping object inventory... done build succeeded, 3 warnings. The HTML pages are in ../_readthedocs/html. Updating searchtools for Read the Docs search... [rtd-command-info] start-time: 2024-02-05T16:49:46.576803Z, end-time: 2024-02-05T16:50:04.161266Z, duration: 17, exit-code: 0 python -m sphinx -T -b latex -d _build/doctrees -D language=en . $READTHEDOCS_OUTPUT/pdf Running Sphinx v4.3.2 loading translations [en]... done making output directory... done loading pickled environment... done [autosummary] generating autosummary for: CHANGES.rst, autodoc/api_reference.rst, examples/index.rst, getting_started.rst, index.rst, reference/admin/credentials.rst, reference/admin/index.rst, reference/admin/sharing.rst, reference/data/database_connectivity.rst, reference/data/dataset.rst, ..., reference/modeling/spec/segmented_modeling.rst, reference/modeling/spec/time_series.rst, reference/modeling/spec/unsupervised_anomaly.rst, reference/modeling/spec/unsupervised_clustering.rst, reference/modeling/spec/visualai.rst, reference/predictions/batch_predictions.rst, reference/predictions/index.rst, reference/predictions/predict_job.rst, reference/use_cases/index.rst, reference/use_cases/use_cases.rst building [mo]: targets for 0 po files that are out of date building [latex]: all documents updating environment: 0 added, 1 changed, 0 removed reading sources... [100%] CHANGES looking for now-outdated files... none found pickling environment... done checking consistency... done processing DataRobotPython_3.4.0b0_Docs.tex... index getting_started reference/index reference/data/index reference/data/dataset reference/data/database_connectivity reference/data/feature_discovery reference/modeling/index reference/modeling/project reference/modeling/model reference/modeling/blueprint reference/modeling/spec/index reference/modeling/spec/datetime_partition reference/modeling/spec/time_series reference/modeling/spec/visualai reference/modeling/spec/unsupervised_anomaly reference/modeling/spec/unsupervised_clustering reference/modeling/spec/segmented_modeling reference/modeling/spec/custom_task reference/modeling/spec/monotonic_constraints reference/modeling/spec/binary_data reference/modeling/insights/index reference/modeling/insights/prediction_explanations reference/modeling/insights/rating_table reference/modeling/insights/automated_documentation reference/modeling/insights/external_testset reference/modeling/job reference/modeling/prime reference/modeling/model_recommendation reference/predictions/index reference/predictions/predict_job reference/predictions/batch_predictions reference/mlops/index reference/mlops/deployment reference/mlops/custom_model reference/mlops/model_registry reference/admin/index reference/admin/credentials reference/admin/sharing reference/use_cases/index reference/use_cases/use_cases autodoc/api_reference examples/index CHANGES resolving references... done writing... done copying images... [ 20%] reference/modeling/spec/images/visualai/sample1.png copying images... [ 40%] reference/modeling/spec/images/visualai/sample2.png copying images... [ 60%] reference/modeling/spec/images/visualai/activation_map1.png copying images... [ 80%] reference/modeling/spec/images/visualai/activation_map2.png copying images... [100%] reference/modeling/spec/images/visualai/embeddings.png copying TeX support files... copying TeX support files... done build succeeded. The LaTeX files are in ../_readthedocs/pdf. Run 'make' in that directory to run these through (pdf)latex (use `make latexpdf' here to do that automatically). Missing searchtools: /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/early-access/_readthedocs/pdf/_static/searchtools.js [rtd-command-info] start-time: 2024-02-05T16:50:04.949159Z, end-time: 2024-02-05T16:50:04.992461Z, duration: 0, exit-code: 0 cat latexmkrc $latex = 'latex ' . $ENV{'LATEXOPTS'} . 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Underfull \hbox (badness 7133) in paragraph at lines 54991--54995 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [562] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.partiti oning_methods.Backtest' on page 563 undefined on input line 55086. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.FeatureSettings ' on page 563 undefined on input line 55128. [563] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.Periodicity' on page 564 undefined on input line 55166. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.CalendarFile' o n page 564 undefined on input line 55203. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.CalendarFile' o n page 564 undefined on input line 55208. Underfull \hbox (badness 10000) in paragraph at lines 55216--55220 []\T1/qtm/m/n/10 (New in ver-sion v2.24) LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. analyze_and_model' on page 564 undefined on input line 55244. [564] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning' on page 565 undefined on input line 55305. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning' on page 565 undefined on input line 55353. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning.generate_optimized' on page 565 undefined on input line 55366. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning' on page 565 undefined on input line 55387. [565] [566] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oningSpecification' on page 567 undefined on input line 55577. Underfull \hbox (badness 10000) in paragraph at lines 55589--55598 []\T1/qtm/m/n/10 [bool, op-tional] De-faults to \T1/txtt/m/n/10 False\T1/qtm/m/ n/10 . If \T1/txtt/m/n/10 False\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 55589--55598 \T1/qtm/m/n/10 will use a duration-based ap-proach for spec-i-fy-ing back-tests (\T1/txtt/m/n/10 gap_duration\T1/qtm/m/n/10 , LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oningSpecification' on page 567 undefined on input line 55612. [567] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning.generate_optimized' on page 568 undefined on input line 55724. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oningSpecification' on page 568 undefined on input line 55745. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. analyze_and_model' on page 568 undefined on input line 55766. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning.get_optimized' on page 568 undefined on input line 55767. Underfull \hbox (badness 10000) in paragraph at lines 55765--55768 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to \T1/txt t/m/sl/10 Project.analyze_and_model \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 55765--55768 \T1/txtt/m/n/10 partitioning_method \T1/qtm/m/n/10 pa-ram-e-ter. To see the ful l par-ti-tion-ing use \T1/txtt/m/sl/10 DatetimePartitioning. [568] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.BacktestSpecifi cation' on page 569 undefined on input line 55847. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.partiti oning_methods.construct_duration_string' on page 569 undefined on input line 55 857. LaTeX Warning: Hyper reference `reference/modeling/spec/datetime_partition:date -dur-spec' on page 569 undefined on input line 55858. [569] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.BacktestSpecifi cation' on page 570 undefined on input line 55948. [570] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.BacktestSpecifi cation' on page 571 undefined on input line 55978. Underfull \hbox (badness 10000) in paragraph at lines 55992--55995 []\T1/qtm/m/n/10 [pandas.Dataframe] the back-test at-tributes, for-mat-ted into a [571] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PayoffMa trix' on page 572 undefined on input line 56147. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PayoffMa trix' on page 572 undefined on input line 56157. [572] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PayoffMa trix' on page 573 undefined on input line 56179. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PayoffMa trix' on page 573 undefined on input line 56197. 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[576] [577] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 578 undefined on input line 56855. [578] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti onDataset' on page 579 undefined on input line 56973. [579] [580] Underfull \hbox (badness 10000) in paragraph at lines 57219--57222 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57224--57227 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [581] Underfull \hbox (badness 6708) in paragraph at lines 57291--57296 []\T1/qtm/m/n/10 Cre-ate pre-dic-tion ex-pla-na-tions for the the dataset used to train the model. This can be Underfull \hbox (badness 6927) in paragraph at lines 57291--57296 \T1/qtm/m/n/10 re-trieved by call-ing \T1/txtt/m/n/10 dr.Model.get().featurelis t_id\T1/qtm/m/n/10 . For OTV and time-series projects, Underfull \hbox (badness 10000) in paragraph at lines 57306--57309 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57311--57314 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [582] [583] [584] Overfull \hbox (15.28386pt too wide) in paragraph at lines 57686--57686 \T1/qtm/m/it/10 tion_explanations=None\T1/qtm/m/n/10 , Overfull \hbox (13.06384pt too wide) in paragraph at lines 57686--57686 \T1/qtm/m/it/10 justed_prediction=None\T1/qtm/m/n/10 , Overfull \hbox (46.11383pt too wide) in paragraph at lines 57686--57686 \T1/qtm/m/it/10 justed_prediction_values=None\T1/txtt/m/n/10 )| [585] Underfull \hbox (badness 10000) in paragraph at lines 57758--57761 []\T1/qtm/m/n/10 [list] an ar-ray of dic-tio-nar-ies with a schema de-scribed a s Overfull \hbox (89.36382pt too wide) in paragraph at lines 57771--57771 \T1/qtm/m/it/10 tion_explanations_record_location=None\T1/qtm/m/n/10 , Overfull \hbox (5.23384pt too wide) in paragraph at lines 57771--57771 \T1/qtm/m/it/10 ment_method=None\T1/txtt/m/n/10 )| [586] [587] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ixJob' on page 588 undefined on input line 57945. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ix' on page 588 undefined on input line 57968. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ix' on page 588 undefined on input line 57987. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ix' on page 588 undefined on input line 58012. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ix' on page 588 undefined on input line 58019. [588] [589] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series ' on page 590 undefined on input line 58206. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series ' on page 590 undefined on input line 58211. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series ' on page 590 undefined on input line 58217. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 590 undefined on input line 58219. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series ' on page 590 undefined on input line 58224. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series ' on page 590 undefined on input line 58231. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series ' on page 590 undefined on input line 58238. [590] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti ons' on page 591 undefined on input line 58296. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti ons' on page 591 undefined on input line 58321. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti ons' on page 591 undefined on input line 58329. [591] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Deployme nt' on page 592 undefined on input line 58437. [592] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.PredictionServe r' on page 593 undefined on input line 58471. [593] [594] Underfull \hbox (badness 10000) in paragraph at lines 58691--58696 []\T1/qtm/m/n/10 Raised if an ob-ject passed to the \T1/txtt/m/n/10 options \T1 /qtm/m/n/10 pa-ram-e-ter is not an LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.Advance dOptions' on page 595 undefined on input line 58724. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 595 undefined on input line 58765. [595] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 596 undefined on input line 58861. [596] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Dataset' on page 597 undefined on input line 59018. [597] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 598 undefined on input line 59077. [598] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 599 undefined on input line 59127. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 599 undefined on input line 59183. [599] LaTeX Warning: Hyper reference `autodoc/api_reference:partitions-api' on page 6 00 undefined on input line 59256. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_partitioning_method' on page 600 undefined on input line 59258. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_datetime_partitioning' on page 600 undefined on input line 59259. Underfull \hbox (badness 6412) in paragraph at lines 59254--59261 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59254--59261 \T1/qtm/m/it/10 Par-ti-tion Classes \T1/qtm/m/n/10 de-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59254--59261 \T1/qtm/m/n/10 As an al-ter-na-tive, use \T1/txtt/m/sl/10 Project.set_partition ing_method \T1/qtm/m/n/10 or \T1/txtt/m/sl/10 Project. [600] Overfull \hbox (1.56093pt too wide) in paragraph at lines 59338--59346 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 601 undefined on input line 59399. [601] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 602 undefined on input line 59492. [602] LaTeX Warning: Hyper reference `autodoc/api_reference:partitions-api' on page 6 03 undefined on input line 59611. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_partitioning_method' on page 603 undefined on input line 59613. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_datetime_partitioning' on page 603 undefined on input line 59614. Underfull \hbox (badness 6412) in paragraph at lines 59609--59616 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59609--59616 \T1/qtm/m/it/10 Par-ti-tion Classes \T1/qtm/m/n/10 de-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59609--59616 \T1/qtm/m/n/10 As an al-ter-na-tive, use \T1/txtt/m/sl/10 Project.set_partition ing_method \T1/qtm/m/n/10 or \T1/txtt/m/sl/10 Project. [603] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. start' on page 604 undefined on input line 59718. [604] LaTeX Warning: Hyper reference `autodoc/api_reference:partitions-api' on page 6 05 undefined on input line 59803. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_partitioning_method' on page 605 undefined on input line 59805. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_datetime_partitioning' on page 605 undefined on input line 59806. Underfull \hbox (badness 6412) in paragraph at lines 59801--59808 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59801--59808 \T1/qtm/m/it/10 Par-ti-tion Classes \T1/qtm/m/n/10 de-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59801--59808 \T1/qtm/m/n/10 As an al-ter-na-tive, use \T1/txtt/m/sl/10 Project.set_partition ing_method \T1/qtm/m/n/10 or \T1/txtt/m/sl/10 Project. [605] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. start' on page 606 undefined on input line 59905. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. analyze_and_model' on page 606 undefined on input line 59909. [606] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Model' o n page 607 undefined on input line 60020. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Model' o n page 607 undefined on input line 60044. [607] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Model' o n page 608 undefined on input line 60096. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Datetime Model' on page 608 undefined on input line 60123. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PrimeMod el' on page 608 undefined on input line 60145. [608] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Dataset' on page 609 undefined on input line 60203. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti onDataset' on page 609 undefined on input line 60224. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 609 undefined on input line 60259. [609] Underfull \hbox (badness 10000) in paragraph at lines 60331--60335 []\T1/qtm/m/n/10 Raised if \T1/txtt/m/n/10 forecast_point \T1/qtm/m/n/10 or \T1 /txtt/m/n/10 predictions_start_date \T1/qtm/m/n/10 and LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti onDataset' on page 610 undefined on input line 60342. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 610 undefined on input line 60377. [610] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti onDataset' on page 611 undefined on input line 60427. [611] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 612 undefined on input line 60526. [612] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti onDataset' on page 613 undefined on input line 60602. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Feature' on page 613 undefined on input line 60644. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:input-vs-mo deling' on page 613 undefined on input line 60660. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Modeling Feature' on page 613 undefined on input line 60682. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Featurel ist' on page 613 undefined on input line 60706. [613] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:input-vs-mo deling' on page 614 undefined on input line 60841. [614] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Modeling Featurelist' on page 615 undefined on input line 60863. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.restore_ discarded_features.DiscardedFeaturesInfo' on page 615 undefined on input line 6 0885. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.restore_ discarded_features.FeatureRestorationStatus' on page 615 undefined on input lin e 60910. [615] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Feature' on page 616 undefined on input line 61037. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Featurel ist' on page 616 undefined on input line 61074. [616] [617] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Featurel ist' on page 618 undefined on input line 61182. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:input-vs-mo deling' on page 618 undefined on input line 61201. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Modeling Featurelist' on page 618 undefined on input line 61241. [618] [619] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. train_datetime' on page 620 undefined on input line 61507. [620] Underfull \hbox (badness 10000) in paragraph at lines 61542--61552 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 61542--61552 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). [621] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.partiti oning_methods.construct_duration_string' on page 622 undefined on input line 61 635. LaTeX Warning: Hyper reference `reference/modeling/spec/datetime_partition:date -dur-spec' on page 622 undefined on input line 61636. Underfull \hbox (badness 10000) in paragraph at lines 61633--61638 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 61633--61638 \T1/txtt/m/sl/10 partitioning_methods.construct_duration_string \T1/qtm/m/n/10 helper method. Please see \T1/qtm/m/it/10 date-time [622] Underfull \hbox (badness 10000) in paragraph at lines 61727--61731 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. check_blendable' on page 623 undefined on input line 61748. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ModelJob ' on page 623 undefined on input line 61758. Underfull \hbox (badness 10000) in paragraph at lines 61777--61781 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.eligibi lity_result.EligibilityResult' on page 623 undefined on input line 61785. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.eligibi lity_result.EligibilityResult' on page 623 undefined on input line 61792. [623] Underfull \hbox (badness 10000) in paragraph at lines 61843--61847 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Job' on page 624 undefined on input line 61873. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.BlenderM odel' on page 624 undefined on input line 61897. 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Underfull \hbox (badness 10000) in paragraph at lines 76935--76937 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit Output written on datarobot-public-api-client.pdf (809 pages, 3768956 bytes). Transcript written on datarobot-public-api-client.log. Latexmk: Index file 'datarobot-public-api-client.idx' was written Latexmk: Missing input file 'datarobot-public-api-client.ind' (or dependence on it) from following: 'No file datarobot-public-api-client.ind.' Latexmk: References changed. Latexmk: References changed. Latexmk: Log file says output to 'datarobot-public-api-client.pdf' Latexmk: List of undefined refs and citations: Reference `autodoc/api_reference:module-datarobot.client' on page 805 undefined on input line 81704 Reference `autodoc/api_reference:module-datarobot.models.training_predictions' on page 805 undefined on input line 81705 Rule 'makeindex datarobot-public-api-client.idx': File changes, etc: Changed files, or newly in use since previous run(s): 'datarobot-public-api-client.idx' ------------ Run number 1 of rule 'makeindex datarobot-public-api-client.idx' ------------ ------------ Running 'makeindex -s python.ist -o "datarobot-public-api-client.ind" "datarobot-public-api-client.idx"' ------------ Latexmk: Examining 'datarobot-public-api-client.log' === TeX engine is 'pdfTeX' Latexmk: applying rule 'makeindex datarobot-public-api-client.idx'... This is makeindex, version 2.15 [TeX Live 2022/dev] (kpathsea + Thai support). Scanning style file ./python.ist.......done (7 attributes redefined, 0 ignored). Scanning input file datarobot-public-api-client.idx.....done (1467 entries accepted, 0 rejected). Sorting entries..............done (16484 comparisons). Generating output file datarobot-public-api-client.ind.....done (2494 lines written, 0 warnings). Output written in datarobot-public-api-client.ind. Transcript written in datarobot-public-api-client.ilg. 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[3] [4] Chapter 2. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/t1txtt.fd) [5] (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ts1txtt.fd) Underfull \hbox (badness 10000) in paragraph at lines 305--308 [][][]\T1/txtt/m/sl/10 Dataset.create_from_url[][] \T1/qtm/m/n/10 takes .csv da ta from a URL. If you have set Underfull \hbox (badness 10000) in paragraph at lines 314--318 [][][]\T1/txtt/m/sl/10 Dataset.create_from_data_source[][] \T1/qtm/m/n/10 takes data from a data source. 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[45] Underfull \hbox (badness 10000) in paragraph at lines 2869--2874 \T1/qtm/m/n/10 and \T1/txtt/m/n/10 validation_start_date\T1/qtm/m/n/10 . Us-ing the same date for both \T1/txtt/m/n/10 primary_training_end_date \T1/qtm/m/n/1 0 and [46] Underfull \hbox (badness 10000) in paragraph at lines 2901--2906 []\T1/qtm/m/n/10 For date-time par-ti-tioned model you can re-trieve the Ac-cu- racy over Time plot. To do so use Underfull \hbox (badness 7558) in paragraph at lines 2901--2906 [][]\T1/txtt/m/sl/10 DatetimeModel.get_accuracy_over_time_plot[][]\T1/qtm/m/n/1 0 . You can also re-trieve the de-tailed meta-data us-ing [47] [48] [49] [50] [51] Underfull \hbox (badness 6141) in paragraph at lines 3317--3324 []\T1/qtm/m/n/10 Enough rows of his-tor-i-cal data must be pro-vided to cover t he span of the ef-fec-tive Fea-ture Deriva- [52] [53] [54] [55] Underfull \hbox (badness 10000) in paragraph at lines 3605--3610 []\T1/qtm/m/n/10 Pre-dic-tion in-ter-vals can be cal-cu-lated for a [][]\T1/txt t/m/sl/10 DatetimeModel[][] \T1/qtm/m/n/10 us-ing the [][]\T1/txtt/m/sl/10 Date timeModel. [56] [57] Overfull \vbox (1.97241pt too high) detected at line 3803 [58] [59] ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3831 ├── abyssinian ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3831 ├── abyssinian ! 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LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3834 │   ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3834 │   ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3834 │   ├── … ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3835 ├── american\PYGZus{}bulldog ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3835 ├── american\PYGZus{}bulldog ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3835 ├── american\PYGZus{}bulldog ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … [60] [61] [62 <./sample1.png> <./sample2.png>] [63] [64 <./activation_map1.png> <./activation_map2.png>] [65] [66 <./embeddings.png>] Overfull \vbox (0.56935pt too high) detected at line 4181 [67] [68] [69] [70] Underfull \hbox (badness 7012) in paragraph at lines 4364--4367 []\T1/qtm/m/n/10 1. Up-load a pre-dic-tion dataset, spec-i-fy-ing \T1/txtt/m/n/ 10 predictions_start_date\T1/qtm/m/n/10 , \T1/txtt/m/n/10 predictions_end_date\ T1/qtm/m/n/10 , and [71] Underfull \hbox (badness 10000) in paragraph at lines 4414--4417 []\T1/qtm/m/n/10 Up-load a pre-dic-tion dataset that con-tains la-bel col-umn(s ), re-quest com-pute ex-ter-nal test on one of [72] [73] [74] [75] [76] [77] [78] [79] ! LaTeX Error: Unicode character 物 (U+7269) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5174 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} ! LaTeX Error: Unicode character 类 (U+7C7B) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5174 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} [80] [81] [82] [83] [84] [85] [86] [87] [88] [89] ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv [90] [91] Underfull \vbox (badness 1087) detected at line 5922 [92] [93] [94] [95] [96] Underfull \hbox (badness 10000) in paragraph at lines 6191--6198 \T1/qtm/b/n/10 Note: \T1/txtt/m/n/10 PredictionExplanations.get_all_as_datafra me() \T1/qtm/m/n/10 and \T1/txtt/m/n/10 PredictionExplanations. [97] [98] [99] [100] [101] [102] [103] [104] [105] [106] [107] [108] [109] [110] [111] Underfull \hbox (badness 10000) in paragraph at lines 7188--7193 []\T1/qtm/m/n/10 If you just want to get gen-er-ated pre-dic-tions from a Pre-d ic-tJob, you can use the \T1/txtt/m/n/10 PredictJob. [112] [113] [114] [115] [116] [117] [118] [119] [120] [121] Overfull \vbox (2.72194pt too high) detected at line 7938 [122] [123] [124] Underfull \hbox (badness 5231) in paragraph at lines 8071--8076 []\T1/qtm/m/n/10 In or-der to sched-ule the ex-e-cu-tion of a Batch Pre-dic-tio n job, a def-i-ni-tion must first be cre-ated, us- Underfull \hbox (badness 10000) in paragraph at lines 8147--8150 \T1/qtm/m/n/10 minute val- Underfull \hbox (badness 7981) in paragraph at lines 8147--8150 \T1/qtm/m/n/10 hour of the Underfull \hbox (badness 10000) in paragraph at lines 8160--8163 []|\T1/qtm/m/n/10 The hour(s) Underfull \hbox (badness 10000) in paragraph at lines 8160--8163 \T1/qtm/m/n/10 of the day Underfull \hbox (badness 5741) in paragraph at lines 8160--8163 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 []|\T1/qtm/m/n/10 Strings, ei- Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 ther 3-letter Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 ab-bre-vi-a-tions Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 or the full Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 month, can Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 change-ably Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 []\T1/qtm/m/n/10 Months that Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/qtm/m/n/10 pat-i-ble with Overfull \hbox (8.34909pt too wide) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/qtm/m/n/10 are ig-nored, Overfull \hbox (13.59908pt too wide) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 "day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 ": [31], Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 "month":[ Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ab-bre-vi-a- Underfull \hbox (badness 5741) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 tions or the Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 full name Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 of the day, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 in-ter-change- Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ably (e.g., Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^Psun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^PSun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^Psun^^Q, or Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^PSun^^Q, all Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 di-tive with Overfull \hbox (10.84909pt too wide) in paragraph at lines 8192--8195 \T1/txtt/m/n/10 day_of_month\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 run both Underfull \hbox (badness 7981) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 on the date Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (8.34909pt too wide) in paragraph at lines 8192--8195 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 []|\T1/qtm/m/n/10 The date(s) Underfull \hbox (badness 5741) in paragraph at lines 8205--8207 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 \T1/txtt/m/n/10 ... 31] \T1/qtm/m/n/10 or Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 \T1/qtm/m/n/10 days of the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 di-tive with Overfull \hbox (5.5991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 the date(s) Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 this field Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 dates 1st, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 2nd, 3rd, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 plus ev-ery Overfull \hbox (8.34909pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 is set to Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 ["*"] \T1/qtm/m/n/10 and Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 is de-fined, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 will trig-ger Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 Tues-day the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 2nd, 9th, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 16th, 23rd, Underfull \hbox (badness 10000) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 such as Underfull \hbox (badness 10000) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 Febru-ary Underfull \hbox (badness 6032) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 31st are ig- [125] Overfull \vbox (691.36992pt too high) has occurred while \output is active [126] Underfull \hbox (badness 5832) in paragraph at lines 8224--8230 []\T1/qtm/m/n/10 Job def-i-ni-tions are only be ex-e-cuted by the sched-uler if \T1/txtt/m/n/10 enabled \T1/qtm/m/n/10 is set to \T1/txtt/m/n/10 True\T1/qtm/m /n/10 . If you have a Underfull \hbox (badness 8056) in paragraph at lines 8224--8230 \T1/qtm/m/n/10 job def-i-ni-tion that was pre-vi-ously run-ning as a sched-uled job, but should now be stopped, sim-ply Underfull \hbox (badness 10000) in paragraph at lines 8267--8270 []\T1/qtm/m/n/10 When cre-at-ing a new de-ploy-ment, a DataRobot \T1/txtt/m/n/1 0 registered_model_version_id\TS1/txtt/m/n/10 ``\T1/txtt/m/n/10 (also known as [127] [128] [129] [130] [131] Overfull \vbox (1.97241pt too high) detected at line 8640 [132] [133] [134] [135] [136] [137] [138] [139] Underfull \hbox (badness 10000) in paragraph at lines 9128--9132 \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobot.models.deployment.DeploymentGr antSharedRoleWithId[][] \T1/qtm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.model s. [140] [141] [142] Underfull \hbox (badness 10000) in paragraph at lines 9291--9294 []\T1/qtm/m/n/10 Re-fer to [][]\T1/txtt/m/sl/10 ExecutionEnvironment[][] \T1/qt m/m/n/10 for prop-er-ties of the ex-e-cu-tion en-vi-ron-ment ob-ject and [143] [144] [145] Overfull \vbox (2.67389pt too high) detected at line 9507 [146] Overfull \vbox (1.97238pt too high) detected at line 9571 [147] [148] [149] [150] Underfull \hbox (badness 10000) in paragraph at lines 9793--9797 []\T1/qtm/m/n/10 cus-tom_model.update(is_training_data_for_versions_permanently _enabled=True) cus- [151] [152] [153] [154] [155] [156] [157] [158] [159] [160] Underfull \hbox (badness 10000) in paragraph at lines 10416--10419 []\T1/qtm/m/n/10 You can also fil-ter the reg-is-tered model ver-sions that are re-turned by pass-ing an in-stance of the [161] [162] [163] [164] [165] [166] [167] [168] [169] [170] Underfull \hbox (badness 10000) in paragraph at lines 11085--11088 []\T1/qtm/m/n/10 Use Cases sup-port \T1/txtt/m/n/10 SHARING_ROLE.OWNER\T1/qtm/m /n/10 , \T1/txtt/m/n/10 SHARING_ROLE.EDITOR\T1/qtm/m/n/10 , \T1/txtt/m/n/10 SHA RING_ROLE.CONSUMER \T1/qtm/m/n/10 and [171] [172] [173] [174] Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 []\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for cal- Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 \T1/qtm/m/n/10 cu-lat-ing fair-ness. Can be one of \T1/txtt/m/n/10 proportional Parity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 equalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 \T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable AndUnfavorableRateParity \T1/qtm/m/n/10 or [175] [176] [177] Underfull \hbox (badness 10000) in paragraph at lines 11691--11695 []\T1/qtm/m/n/10 Fil-ter by \T1/qtm/m/it/10 sta-tus \T1/qtm/m/n/10 == Anoma-lyA ssess-mentSta- [178] [179] [180] Overfull \hbox (14.55872pt too wide) in paragraph at lines 12098--12098 \T1/qtm/m/it/10 **record_kwargs\T1/txtt/m/n/10 )| [181] Underfull \hbox (badness 10000) in paragraph at lines 12254--12258 []\T1/qtm/m/n/10 greater or [182] [183] Underfull \hbox (badness 10000) in paragraph at lines 12420--12425 []\T1/qtm/m/n/10 Op-tional. Fil-ter [184] [185] [186] [187] [188] [189] [190] Underfull \hbox (badness 10000) in paragraph at lines 13287--13291 []\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 13292--13296 []\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.: [191] Underfull \hbox (badness 10000) in paragraph at lines 13336--13340 []\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 13341--13345 []\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.: [192] Underfull \hbox (badness 10000) in paragraph at lines 13501--13504 []\T1/qtm/m/n/10 par-ti-tion : sub-set of train-ing data to score, one of \T1/t xtt/m/n/10 datarobot.enums. [193] [194] [195] [196] [197] [198] [199] [200] [201] [202] [203] [204] [205] [206] [207] [208] [209] [210] [211] [212] [213] [214] [215] [216] [217] [218] [219] [220] [221] Underfull \hbox (badness 10000) in paragraph at lines 16431--16435 []\T1/qtm/m/n/10 [str or None] Type of au-to-mated doc-u-ment. You can spec-ify : [222] [223] [224] Overfull \hbox (8.64493pt too wide) in paragraph at lines 16769--16770 [] Underfull \hbox (badness 10000) in paragraph at lines 16769--16770 [225] [226] [227] [228] [229] [230] [231] [232] [233] [234] [235] Overfull \hbox (13.15462pt too wide) in paragraph at lines 17980--17981 [] Underfull \hbox (badness 10000) in paragraph at lines 17980--17981 [236] [237] [238] [239] [240] [241] [242] [243] Underfull \hbox (badness 10000) in paragraph at lines 18777--18783 \T1/qtm/m/n/10 ues: [\T1/qtm/m/it/10 datarobot.TARGET_TYPE.BINARY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 datarobot.TARGET_TYPE.REGRESSION\T1/qtm/m/n/10 , Underfull \hbox (badness 5924) in paragraph at lines 18777--18783 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.MULTICLASS\T1/qtm/m/n/10 , \T1/qtm/m/it/1 0 datarobot.TARGET_TYPE.UNSTRUCTURED\T1/qtm/m/n/10 , Underfull \hbox (badness 7203) in paragraph at lines 18784--18789 []\T1/qtm/m/n/10 Tar-get fea-ture name. It is op-tional(ignored if pro-vided) [244] Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 [] Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [245] Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 []\T1/qtm/m/n/10 Tar-get type of the cus- Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 \T1/qtm/m/n/10 tom in-fer-ence model. Val-ues: [\T1/qtm/m/it/10 datarobot.TARGE T_TYPE.BINARY\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.REGRESSION\T1/qtm/m/n/10 , \T1/qtm/m/it/1 0 datarobot.TARGET_TYPE.MULTICLASS\T1/qtm/m/n/10 , [246] Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 [] Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ] Note: Underfull \hbox (badness 5175) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported Underfull \hbox (badness 10000) in paragraph at lines 19089--19093 []\T1/qtm/m/n/10 Per-ma-nently en- [247] Underfull \hbox (badness 10000) in paragraph at lines 19218--19222 []\T1/qtm/m/n/10 Per-ma-nently en- [248] Overfull \hbox (70.84099pt too wide) in paragraph at lines 19378--19384 []\T1/qtm/m/n/10 the type of the im-age, ei-ther CUS-TOM_MODEL_IMAGE_TYPE.CUSTO M_MODEL_IMAGE Underfull \hbox (badness 10000) in paragraph at lines 19378--19384 \T1/qtm/m/n/10 if the test-ing at-tempt is us-ing a Cus-tom-Mod-e-lIm-age as it s model or CUS- Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 [] Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [249] Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 [] Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [250] [251] Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 [] Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [252] Underfull \hbox (badness 10000) in paragraph at lines 19859--19870 \T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2. txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 19859--19870 \T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil e1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 [] Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported Underfull \hbox (badness 10000) in paragraph at lines 19888--19892 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [253] [254] Underfull \hbox (badness 10000) in paragraph at lines 20044--20055 \T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2. txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 20044--20055 \T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil e1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 [] Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [255] Underfull \hbox (badness 10000) in paragraph at lines 20078--20082 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [256] [257] [258] [259] [260] [261] [262] [263] [264] [265] Underfull \hbox (badness 10000) in paragraph at lines 21406--21410 \T1/qtm/m/n/10 See datarobot.enums.EXECUTION_ENVIRONMENT_VERSION_BUILD_STATUS [266] [267] Underfull \hbox (badness 10000) in paragraph at lines 21727--21732 []\T1/qtm/m/n/10 whether anomaly pre-dic-tions should be cal-i-brated to [268] [269] Underfull \hbox (badness 10000) in paragraph at lines 21926--21930 []\T1/qtm/m/n/10 the tar-get typed Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 []\T1/qtm/m/n/10 whether anomaly pre-dic-tions should be Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 \T1/qtm/m/n/10 cal-i-brated to be be-tween 0 and 1 by DR. if None, uses de-faul t value Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 \T1/qtm/m/n/10 from DR app (True). only ap-plies to cus-tom es-ti-ma-tors with tar-get type [270] [271] [272] Underfull \hbox (badness 10000) in paragraph at lines 22399--22403 []\T1/qtm/m/n/10 Ad-di-tional pa- Underfull \hbox (badness 10000) in paragraph at lines 22404--22409 []\T1/qtm/m/n/10 You must [273] Underfull \hbox (badness 10000) in paragraph at lines 22474--22478 []\T1/qtm/m/n/10 Ad-di-tional pa- Underfull \hbox (badness 10000) in paragraph at lines 22479--22484 []\T1/qtm/m/n/10 You must [274] Underfull \hbox (badness 10000) in paragraph at lines 22638--22642 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [275] [276] [277] [278] [279] [280] [281] Underfull \hbox (badness 10000) in paragraph at lines 23417--23420 []\T1/qtm/m/n/10 [str] Op-tional. The full JDBC URL (for ex-am-ple: Underfull \hbox (badness 10000) in paragraph at lines 23473--23476 []\T1/qtm/m/n/10 [str] Op-tional. The full JDBC URL (for ex-am-ple: [282] [283] [284] Overfull \vbox (1.47964pt too high) detected at line 23808 [285] [286] [287] [288] [289] [290] [291] [292] [293] [294] [295] Underfull \hbox (badness 10000) in paragraph at lines 24960--24964 []\T1/qtm/m/n/10 Fil-ter avail-able [296] Underfull \hbox (badness 10000) in paragraph at lines 25022--25026 []\T1/qtm/m/n/10 Fil-ter avail-able [297] [298] [299] [300] [301] [302] [303] [304] Underfull \hbox (badness 10000) in paragraph at lines 25975--25983 \T1/qtm/m/n/10 - for \T1/qtm/m/it/10 query \T1/qtm/m/n/10 based data-sources - `[][]$https : / / s3 . amazonaws . com / datarobot _ test / [305] [306] [307] [308] [309] Underfull \hbox (badness 10000) in paragraph at lines 26408--26411 []\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 da tarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 26415--26418 []\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/1 0 datarobot.enums. Overfull \hbox (10.06342pt too wide) in paragraph at lines 26474--26478 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [310] [311] [312] Overfull \hbox (10.06342pt too wide) in paragraph at lines 26789--26793 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [313] [314] Underfull \hbox (badness 10000) in paragraph at lines 27041--27044 []\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 da tarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 27048--27051 []\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/1 0 datarobot.enums. Overfull \hbox (10.06342pt too wide) in paragraph at lines 27103--27107 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [315] [316] [317] [318] [319] [320] [321] [322] Underfull \hbox (badness 10000) in paragraph at lines 28008--28011 [] [323] Underfull \hbox (badness 10000) in paragraph at lines 28079--28082 [] [324] [325] Underfull \hbox (badness 10000) in paragraph at lines 28275--28278 [] Overfull \hbox (4.89491pt too wide) in paragraph at lines 28279--28282 [] [326] [327] [328] Underfull \hbox (badness 10000) in paragraph at lines 28504--28509 []\T1/qtm/m/n/10 [bool] Is `'True'' if chal-lenger mod-els is en-abled for this de- Underfull \hbox (badness 10000) in paragraph at lines 28504--28509 \T1/qtm/m/n/10 ploy-ment. To up-date ex-ist-ing `'chal-lenger_models'' set-ting s, see Underfull \hbox (badness 10000) in paragraph at lines 28583--28587 []\T1/qtm/m/n/10 [list] To cre-ate or up-date ex-ist-ing seg-ment anal-y-sis at -tributes, see [329] [330] [331] Underfull \hbox (badness 10000) in paragraph at lines 28949--28954 []\T1/qtm/m/n/10 [bool] If pre-dic-tions data col-lec-tion is en-abled for this de-ploy- Underfull \hbox (badness 10000) in paragraph at lines 28949--28954 \T1/qtm/m/n/10 ment. To up-date ex-ist-ing `'pre-dic-tions_data_collection'' se t-tings, see [332] Underfull \hbox (badness 10000) in paragraph at lines 29017--29022 []\T1/qtm/m/n/10 [bool] If tar-get pre-dic-tion_warning is en-abled for this de -ploy- Underfull \hbox (badness 10000) in paragraph at lines 29017--29022 \T1/qtm/m/n/10 ment. To cre-ate or up-date ex-ist-ing `'pre-dic-tion_warning'' set-tings, see [333] [334] [335] [336] [337] [338] [339] [340] [341] Overfull \hbox (53.69485pt too wide) in paragraph at lines 30075--30078 [] [342] [343] [344] [345] [346] [347] [348] [349] Overfull \hbox (10.41382pt too wide) in paragraph at lines 31092--31092 \T1/qtm/m/it/10 tected_feature=None\T1/qtm/m/n/10 , Overfull \hbox (13.70381pt too wide) in paragraph at lines 31092--31092 \T1/qtm/m/it/10 ness_threshold=None\T1/qtm/m/n/10 , Overfull \hbox (28.9938pt too wide) in paragraph at lines 31092--31092 \T1/qtm/m/it/10 model_package_id=None\T1/qtm/m/n/10 , Overfull \hbox (41.04382pt too wide) in paragraph at lines 31092--31092 \T1/qtm/m/it/10 able_target_outcome=None\T1/txtt/m/n/10 )| [350] [351] [352] [353] [354] Overfull \hbox (77.69371pt too wide) in paragraph at lines 31320--31320 []\T1/qtm/m/it/10 baseline_validation_job_id\T1/qtm/m/n/10 , Overfull \hbox (9.35371pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 project_id\T1/qtm/m/n/10 , Overfull \hbox (28.0437pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 log_version_id\T1/qtm/m/n/10 , Overfull \hbox (60.2637pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 time_partition_column\T1/qtm/m/n/10 , Overfull \hbox (109.75372pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 is_external_baseline_dataset_valid\T1/qtm/m/n/10 , Overfull \hbox (70.54372pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 series_id_columns=None\T1/qtm/m/n/10 , Overfull \hbox (54.2937pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 out_start_date=None\T1/qtm/m/n/10 , Overfull \hbox (50.39372pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 out_end_date=None\T1/qtm/m/n/10 , Overfull \hbox (13.63371pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 tests=None\T1/qtm/m/n/10 , Overfull \hbox (71.42369pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 cast_window_start=None\T1/qtm/m/n/10 , Overfull \hbox (67.52371pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 cast_window_end=None\T1/qtm/m/n/10 , Overfull \hbox (16.73369pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 sage=None\T1/txtt/m/n/10 )| [355] Underfull \hbox (badness 10000) in paragraph at lines 31466--31469 []\T1/qtm/m/n/10 Scores on the [356] [357] [358] [359] Underfull \hbox (badness 10000) in paragraph at lines 31963--31968 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [360] [361] [362] [363] Underfull \hbox (badness 10000) in paragraph at lines 32429--32434 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [364] [365] [366] Underfull \hbox (badness 8075) in paragraph at lines 32874--32878 []\T1/qtm/m/n/10 His-togram in-for-ma-tion as a mul-ti-cat-e-gor-i-cal_histogra m. The [367] [368] Underfull \hbox (badness 10000) in paragraph at lines 33024--33027 []\T1/qtm/m/n/10 [list(dict)] List of joint prob-a-bil-ity val-ues with a schem a de-scribed as Underfull \hbox (badness 10000) in paragraph at lines 33032--33035 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via: Underfull \hbox (badness 10000) in paragraph at lines 33032--33035 \T1/txtt/m/n/10 pairwise_joint_probabilities.statistic_dataframes[(0,1)].loc[\T S1/txtt/m/n/10 '\T1/txtt/m/n/10 A\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 33091--33094 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via: [369] Underfull \hbox (badness 5787) in paragraph at lines 33150--33153 []\T1/qtm/m/n/10 [list(dict)] List of con-di-tional prob-a-bil-ity val-ues with a schema de-scribed as Underfull \hbox (badness 10000) in paragraph at lines 33160--33163 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0|B=1) can be re-trieved via: Underfull \hbox (badness 10000) in paragraph at lines 33160--33163 \T1/txtt/m/n/10 pairwise_conditional_probabilities.statistic_dataframes[(0,1)]. [370] Underfull \hbox (badness 10000) in paragraph at lines 33228--33232 []\T1/qtm/m/n/10 The con-di-tional prob-a-bil-i-ties for the re-quested Underfull \hbox (badness 10000) in paragraph at lines 33303--33307 []\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_METRIC] The name of a met- Underfull \hbox (badness 5563) in paragraph at lines 33303--33307 \T1/qtm/m/n/10 ric to get pair-wise data for. Since `v2.19' this is op-tional a nd de-faults to Underfull \hbox (badness 10000) in paragraph at lines 33308--33312 []\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_TYPE] The type of de- Underfull \hbox (badness 10000) in paragraph at lines 33308--33312 \T1/qtm/m/n/10 pen-dence for the data. Since `v2.19' this is op-tional and de-f aults to [371] [372] [373] [374] Underfull \hbox (badness 10000) in paragraph at lines 33730--33735 []\T1/qtm/m/n/10 List of fea-ture deriva-tion win- Underfull \hbox (badness 10000) in paragraph at lines 33730--33735 \T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only al-lowed Underfull \hbox (badness 10000) in paragraph at lines 33730--33735 \T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo w_end and fea- Underfull \hbox (badness 10000) in paragraph at lines 33736--33741 []\T1/qtm/m/n/10 Clos-est value of pre-dic- [375] Underfull \hbox (badness 10000) in paragraph at lines 33794--33797 []\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers. Underfull \hbox (badness 10000) in paragraph at lines 33798--33803 []\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each Underfull \hbox (badness 10000) in paragraph at lines 33798--33803 \T1/qtm/m/n/10 el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot.helpe rs.feature_discovery. [376] Underfull \hbox (badness 10000) in paragraph at lines 33856--33859 []\T1/qtm/m/n/10 The re-quested re-la-tion-ships Underfull \hbox (badness 10000) in paragraph at lines 33894--33897 []\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers. Underfull \hbox (badness 10000) in paragraph at lines 33898--33903 []\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each Underfull \hbox (badness 10000) in paragraph at lines 33898--33903 \T1/qtm/m/n/10 el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot.helpe rs.feature_discovery. [377] [378] Underfull \hbox (badness 10000) in paragraph at lines 34067--34070 []\T1/qtm/m/n/10 Col-umn(s) from the sec-ond [379] Underfull \hbox (badness 10000) in paragraph at lines 34092--34097 []\T1/qtm/m/n/10 List of fea-ture deriva-tion win- Underfull \hbox (badness 10000) in paragraph at lines 34092--34097 \T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only al-lowed Underfull \hbox (badness 10000) in paragraph at lines 34092--34097 \T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo w_end and fea- Underfull \hbox (badness 10000) in paragraph at lines 34098--34103 []\T1/qtm/m/n/10 Clos-est value of pre-dic- [380] [381] Underfull \hbox (badness 10000) in paragraph at lines 34343--34347 []\T1/qtm/m/n/10 cre-den-tials used by the sec-ondary Underfull \hbox (badness 10000) in paragraph at lines 34374--34378 []\T1/qtm/m/n/10 list of sec- [382] [383] Underfull \hbox (badness 10000) in paragraph at lines 34554--34557 []\T1/qtm/m/n/10 [list of Sec-ondary-Dataset-Con-fig-u-ra-tions] The re- [384] [385] [386] [387] Overfull \hbox (14.04398pt too wide) in paragraph at lines 34880--34880 []\T1/qtm/m/it/10 ff_metadata_datetime_per_backtest\T1/txtt/m/n/10 )| [388] [389] [390] [391] [392] [393] [394] [395] [396] [397] [398] [399] [400] [401] [402] [403] [404] Overfull \hbox (11.75487pt too wide) in paragraph at lines 36955--36958 [] [405] Underfull \hbox (badness 10000) in paragraph at lines 37124--37134 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 37124--37134 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). [406] Underfull \hbox (badness 10000) in paragraph at lines 37191--37196 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 37191--37196 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [407] [408] Underfull \hbox (badness 10000) in paragraph at lines 37462--37466 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 37467--37474 [] [409] Underfull \hbox (badness 10000) in paragraph at lines 37558--37562 [] Underfull \hbox (badness 5359) in paragraph at lines 37558--37562 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 37566--37569 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 37573--37576 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 37580--37584 [] [410] [411] Underfull \hbox (badness 10000) in paragraph at lines 37742--37745 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [412] [413] [414] [415] [416] Underfull \hbox (badness 10000) in paragraph at lines 38333--38338 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 38333--38338 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [417] [418] [419] Underfull \hbox (badness 10000) in paragraph at lines 38758--38762 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [420] [421] [422] [423] Underfull \hbox (badness 10000) in paragraph at lines 39227--39230 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 39234--39238 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 39246--39250 [] [424] [425] [426] [427] [428] [429] [430] [431] [432] [433] [434] [435] Underfull \hbox (badness 10000) in paragraph at lines 40576--40580 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [436] [437] [438] [439] Underfull \hbox (badness 10000) in paragraph at lines 41016--41020 [] Underfull \hbox (badness 5359) in paragraph at lines 41016--41020 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 41024--41027 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 41031--41034 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 41038--41042 [] [440] [441] [442] [443] [444] [445] Overfull \hbox (11.75487pt too wide) in paragraph at lines 41811--41814 [] [446] Underfull \hbox (badness 10000) in paragraph at lines 41984--41987 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [447] [448] [449] Underfull \hbox (badness 10000) in paragraph at lines 42270--42274 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 42275--42282 [] [450] Underfull \hbox (badness 10000) in paragraph at lines 42394--42397 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 42401--42405 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 42413--42417 [] [451] [452] [453] [454] [455] [456] [457] [458] Underfull \hbox (badness 10000) in paragraph at lines 43367--43371 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [459] [460] [461] [462] Underfull \hbox (badness 10000) in paragraph at lines 43807--43811 [] Underfull \hbox (badness 5359) in paragraph at lines 43807--43811 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 43815--43818 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 43822--43825 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 43829--43833 [] [463] [464] [465] [466] [467] [468] Overfull \hbox (11.75487pt too wide) in paragraph at lines 44602--44605 [] [469] Underfull \hbox (badness 10000) in paragraph at lines 44798--44801 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [470] [471] Underfull \hbox (badness 10000) in paragraph at lines 45001--45006 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 45001--45006 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [472] [473] Underfull \hbox (badness 10000) in paragraph at lines 45222--45226 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 45227--45234 [] [474] Underfull \hbox (badness 10000) in paragraph at lines 45346--45349 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 45353--45357 [] [475] Overfull \hbox (9.0348pt too wide) in paragraph at lines 45365--45369 [] [476] [477] Underfull \hbox (badness 10000) in paragraph at lines 45606--45616 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 45606--45616 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). Underfull \hbox (badness 10000) in paragraph at lines 45673--45678 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 45673--45678 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [478] [479] [480] Underfull \hbox (badness 6173) in paragraph at lines 45941--45946 []\T1/qtm/m/n/10 [str] which of train-ing_row_count, train-ing_duration, or tra in- [481] [482] Overfull \hbox (11.83478pt too wide) in paragraph at lines 46173--46177 [] [483] [484] Underfull \hbox (badness 10000) in paragraph at lines 46384--46389 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 46384--46389 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [485] Underfull \hbox (badness 10000) in paragraph at lines 46527--46530 []\T1/qtm/m/n/10 The back-test [486] Underfull \hbox (badness 10000) in paragraph at lines 46586--46589 []\T1/qtm/m/n/10 The back-test Underfull \hbox (badness 10000) in paragraph at lines 46632--46635 []\T1/qtm/m/n/10 The back-test [487] [488] [489] [490] [491] [492] Underfull \hbox (badness 10000) in paragraph at lines 47270--47274 []\T1/qtm/m/n/10 [ForecastVsActualPlotPreview] a [][]\T1/txtt/m/sl/10 ForecastV sActualPlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing [493] [494] Underfull \hbox (badness 7047) in paragraph at lines 47432--47436 []\T1/qtm/m/n/10 [AnomalyOverTimePlotPreview] a [][]\T1/txtt/m/sl/10 AnomalyOve rTimePlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing [495] [496] Underfull \hbox (badness 10000) in paragraph at lines 47608--47612 [] Underfull \hbox (badness 5359) in paragraph at lines 47608--47612 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 47616--47619 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 47623--47626 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 47630--47634 [] [497] Underfull \hbox (badness 10000) in paragraph at lines 47767--47772 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Lift chart data source. Check [498] Underfull \hbox (badness 10000) in paragraph at lines 47811--47818 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Lift chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 47869--47874 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Roc Curve data source. C heck Underfull \hbox (badness 10000) in paragraph at lines 47913--47920 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) ROC curve data source. C heck [499] [500] [501] [502] [503] Underfull \hbox (badness 10000) in paragraph at lines 48456--48460 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [504] [505] [506] [507] [508] [509] Overfull \hbox (11.75487pt too wide) in paragraph at lines 49167--49170 [] [510] Underfull \hbox (badness 10000) in paragraph at lines 49363--49366 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [511] Underfull \hbox (badness 10000) in paragraph at lines 49437--49442 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 49437--49442 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [512] [513] Underfull \hbox (badness 10000) in paragraph at lines 49575--49579 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 49580--49587 [] [514] Underfull \hbox (badness 10000) in paragraph at lines 49778--49783 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 49778--49783 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [515] [516] [517] [518] [519] [520] [521] [522] [523] [524] [525] [526] Underfull \hbox (badness 10000) in paragraph at lines 51053--51057 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [527] [528] [529] [530] Underfull \hbox (badness 10000) in paragraph at lines 51493--51497 [] Underfull \hbox (badness 5359) in paragraph at lines 51493--51497 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 51501--51504 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 51508--51511 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 51515--51519 [] [531] [532] [533] [534] [535] [536] Overfull \hbox (11.75487pt too wide) in paragraph at lines 52288--52291 [] [537] Underfull \hbox (badness 10000) in paragraph at lines 52484--52487 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [538] [539] Underfull \hbox (badness 10000) in paragraph at lines 52687--52692 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 52687--52692 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [540] [541] Underfull \hbox (badness 10000) in paragraph at lines 52908--52912 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 52913--52920 [] [542] Underfull \hbox (badness 10000) in paragraph at lines 53032--53035 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 53039--53043 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 53051--53055 [] [543] [544] [545] Underfull \hbox (badness 10000) in paragraph at lines 53292--53302 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 53292--53302 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). Underfull \hbox (badness 10000) in paragraph at lines 53359--53364 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 53359--53364 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [546] [547] [548] Underfull \hbox (badness 10000) in paragraph at lines 53670--53673 []\T1/qtm/m/n/10 [dict] ^^PPa-ram-e-ters^^Q dic-tio-nary, same as spec-i-fied o n Overfull \hbox (26.8249pt too wide) in paragraph at lines 53674--53675 [] Underfull \hbox (badness 10000) in paragraph at lines 53674--53675 [549] [550] [551] [552] [553] [554] Overfull \hbox (3.26418pt too wide) in paragraph at lines 54488--54488 \T1/qtm/m/it/10 low_partial_history_time_series_predictions=False\T1/qtm/m/n/10 , [555] Underfull \hbox (badness 10000) in paragraph at lines 54497--54500 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to [][]\T1 /txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 54507--54510 []\T1/qtm/m/n/10 Note that ei-ther (\T1/txtt/m/n/10 holdout_start_date\T1/qtm/m /n/10 , \T1/txtt/m/n/10 holdout_duration\T1/qtm/m/n/10 ) or (\T1/txtt/m/n/10 ho ldout_start_date\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 54517--54521 []\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 54517--54521 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the Underfull \hbox (badness 10000) in paragraph at lines 54533--54538 []\T1/qtm/m/n/10 [str or None] The du-ra-tion of the hold-out scor-ing data. If [556] [557] Underfull \hbox (badness 10000) in paragraph at lines 54678--54682 []\T1/qtm/m/n/10 (New in ver-sion v2.24) [558] Underfull \hbox (badness 10000) in paragraph at lines 54786--54791 []\T1/qtm/m/n/10 Op-tion 2 (New in ver-sion v2.20): Use \T1/txtt/m/n/10 index\T 1/qtm/m/n/10 , \T1/txtt/m/n/10 primary_training_start_date\T1/qtm/m/n/10 , [559] Underfull \hbox (badness 10000) in paragraph at lines 54886--54887 []\T1/qtm/m/n/10 [bool][Switch to us-ing the older a_priori key name in-stead o f [560] [561] Underfull \hbox (badness 10000) in paragraph at lines 54991--54995 []\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 54991--54995 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [562] [563] Underfull \hbox (badness 10000) in paragraph at lines 55216--55220 []\T1/qtm/m/n/10 (New in ver-sion v2.24) [564] [565] [566] Underfull \hbox (badness 10000) in paragraph at lines 55589--55598 []\T1/qtm/m/n/10 [bool, op-tional] De-faults to \T1/txtt/m/n/10 False\T1/qtm/m/ n/10 . If \T1/txtt/m/n/10 False\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 55589--55598 \T1/qtm/m/n/10 will use a duration-based ap-proach for spec-i-fy-ing back-tests (\T1/txtt/m/n/10 gap_duration\T1/qtm/m/n/10 , [567] Underfull \hbox (badness 10000) in paragraph at lines 55765--55768 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to [][]\T1 /txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 55765--55768 \T1/txtt/m/n/10 partitioning_method \T1/qtm/m/n/10 pa-ram-e-ter. To see the ful l par-ti-tion-ing use [][]\T1/txtt/m/sl/10 DatetimePartitioning. [568] [569] [570] Underfull \hbox (badness 10000) in paragraph at lines 55992--55995 []\T1/qtm/m/n/10 [pandas.Dataframe] the back-test at-tributes, for-mat-ted into a [571] [572] [573] [574] [575] [576] [577] [578] [579] [580] Underfull \hbox (badness 10000) in paragraph at lines 57219--57222 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57224--57227 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [581] Underfull \hbox (badness 6708) in paragraph at lines 57291--57296 []\T1/qtm/m/n/10 Cre-ate pre-dic-tion ex-pla-na-tions for the the dataset used to train the model. This can be Underfull \hbox (badness 6927) in paragraph at lines 57291--57296 \T1/qtm/m/n/10 re-trieved by call-ing \T1/txtt/m/n/10 dr.Model.get().featurelis t_id\T1/qtm/m/n/10 . For OTV and time-series projects, Underfull \hbox (badness 10000) in paragraph at lines 57306--57309 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57311--57314 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [582] [583] [584] Overfull \hbox (15.28386pt too wide) in paragraph at lines 57686--57686 \T1/qtm/m/it/10 tion_explanations=None\T1/qtm/m/n/10 , Overfull \hbox (13.06384pt too wide) in paragraph at lines 57686--57686 \T1/qtm/m/it/10 justed_prediction=None\T1/qtm/m/n/10 , Overfull \hbox (46.11383pt too wide) in paragraph at lines 57686--57686 \T1/qtm/m/it/10 justed_prediction_values=None\T1/txtt/m/n/10 )| [585] Underfull \hbox (badness 10000) in paragraph at lines 57758--57761 []\T1/qtm/m/n/10 [list] an ar-ray of dic-tio-nar-ies with a schema de-scribed a s Overfull \hbox (89.36382pt too wide) in paragraph at lines 57771--57771 \T1/qtm/m/it/10 tion_explanations_record_location=None\T1/qtm/m/n/10 , Overfull \hbox (5.23384pt too wide) in paragraph at lines 57771--57771 \T1/qtm/m/it/10 ment_method=None\T1/txtt/m/n/10 )| [586] [587] [588] [589] [590] [591] [592] [593] [594] Underfull \hbox (badness 10000) in paragraph at lines 58691--58696 []\T1/qtm/m/n/10 Raised if an ob-ject passed to the \T1/txtt/m/n/10 options \T1 /qtm/m/n/10 pa-ram-e-ter is not an [595] [596] [597] [598] [599] Underfull \hbox (badness 6412) in paragraph at lines 59254--59261 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59254--59261 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59254--59261 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [600] Overfull \hbox (1.56093pt too wide) in paragraph at lines 59338--59346 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [601] [602] Underfull \hbox (badness 6412) in paragraph at lines 59609--59616 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59609--59616 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59609--59616 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [603] [604] Underfull \hbox (badness 6412) in paragraph at lines 59801--59808 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59801--59808 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59801--59808 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [605] [606] [607] [608] [609] Underfull \hbox (badness 10000) in paragraph at lines 60331--60335 []\T1/qtm/m/n/10 Raised if \T1/txtt/m/n/10 forecast_point \T1/qtm/m/n/10 or \T1 /txtt/m/n/10 predictions_start_date \T1/qtm/m/n/10 and [610] [611] [612] [613] [614] [615] [616] [617] [618] [619] [620] Underfull \hbox (badness 10000) in paragraph at lines 61542--61552 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 61542--61552 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). [621] Underfull \hbox (badness 10000) in paragraph at lines 61633--61638 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 61633--61638 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [622] Underfull \hbox (badness 10000) in paragraph at lines 61727--61731 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. Underfull \hbox (badness 10000) in paragraph at lines 61777--61781 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. [623] Underfull \hbox (badness 10000) in paragraph at lines 61843--61847 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with [624] Underfull \hbox (badness 10000) in paragraph at lines 62018--62022 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with Underfull \hbox (badness 10000) in paragraph at lines 62062--62066 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with [625] Underfull \hbox (badness 10000) in paragraph at lines 62119--62125 []\T1/qtm/m/n/10 This should be VER-BOSITY_LEVEL.SILENT or VER- [626] [627] Underfull \hbox (badness 10000) in paragraph at lines 62382--62388 []\T1/qtm/m/n/10 (New in ver-sion v2.23) one of Underfull \hbox (badness 10000) in paragraph at lines 62382--62388 \T1/txtt/m/n/10 datarobot.enums.DATETIME_AUTOPILOT_DATA_SAMPLING_METHOD\T1/qtm/ m/n/10 . Ap-pli-ca-ble [628] Underfull \hbox (badness 10000) in paragraph at lines 62417--62422 []\T1/qtm/m/n/10 Time Se-ries only. Underfull \hbox (badness 10000) in paragraph at lines 62440--62447 []\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for Underfull \hbox (badness 10000) in paragraph at lines 62440--62447 \T1/qtm/m/n/10 cal-cu-lat-ing fair-ness. Can be one of \T1/txtt/m/n/10 proporti onalParity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 equalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 62440--62447 \T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable AndUnfavorableRateParity \T1/qtm/m/n/10 or Overfull \hbox (1.56093pt too wide) in paragraph at lines 62459--62467 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [629] [630] Underfull \hbox (badness 10000) in paragraph at lines 62610--62614 []\T1/qtm/m/n/10 [PartitioningMethod, op-tional] An in-stance of \T1/txtt/m/n/1 0 datarobot. [631] [632] Underfull \hbox (badness 10000) in paragraph at lines 62926--62929 []\T1/qtm/m/n/10 If value of \T1/txtt/m/n/10 variable_type \T1/qtm/m/n/10 is no t from \T1/txtt/m/n/10 datarobot.enums. [633] [634] [635] [636] Overfull \hbox (1.56093pt too wide) in paragraph at lines 63417--63425 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [637] [638] Underfull \hbox (badness 10000) in paragraph at lines 63618--63624 []\T1/qtm/m/n/10 This is an al-ter-na-tive to pass-ing a spec-i-fi-ca-tion to [ ][]\T1/txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the [639] [640] [641] [642] [643] [644] [645] [646] Overfull \hbox (47.95493pt too wide) in paragraph at lines 64561--64564 [] Overfull \hbox (1.75493pt too wide) in paragraph at lines 64600--64603 [] [647] [648] [649] Overfull \hbox (0.7738pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 rently_deployed\T1/qtm/m/n/10 , Overfull \hbox (20.52379pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 tered_model_version\T1/qtm/m/n/10 , Overfull \hbox (33.44382pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 first_deployed_at=None\T1/qtm/m/n/10 , Overfull \hbox (35.10382pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 first_deployed_by=None\T1/qtm/m/n/10 , Overfull \hbox (37.6538pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 tion_environment=None\T1/txtt/m/n/10 )| Overfull \hbox (74.31384pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 ble_with_leaderboard_model_id=None\T1/qtm/m/n/10 , Overfull \hbox (57.84383pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 ble_with_model_package_id=None\T1/qtm/m/n/10 , Overfull \hbox (1.99382pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 for_challenger=None\T1/qtm/m/n/10 , Overfull \hbox (1.54384pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 tion_threshold=None\T1/qtm/m/n/10 , Overfull \hbox (26.68387pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 tion_environment_id=None\T1/qtm/m/n/10 , [650] Overfull \hbox (32.31396pt too wide) in paragraph at lines 65002--65002 \T1/qtm/m/it/10 ble_with_leaderboard_model_id=None\T1/qtm/m/n/10 , Overfull \hbox (15.84395pt too wide) in paragraph at lines 65002--65002 \T1/qtm/m/it/10 ble_with_model_package_id=None\T1/qtm/m/n/10 , [651] [652] [653] [654] [655] [656] [657] [658] [659] [660] [661] [662] Underfull \hbox (badness 10000) in paragraph at lines 66426--66431 []\T1/qtm/m/n/10 [float] The to-tal of SHAP val-ues for fea-tures be-yond the [663] [664] [665] [666] [667] [668] [669] [670] Overfull \vbox (1.47964pt too high) detected at line 67370 [671] [672] [673] Overfull \hbox (5.70496pt too wide) in paragraph at lines 67623--67626 [] [674] [675] [676] [677] [678] Underfull \hbox (badness 10000) in paragraph at lines 68213--68216 []\T1/qtm/m/n/10 A [679] Overfull \hbox (53.69485pt too wide) in paragraph at lines 68366--68369 [] Overfull \hbox (0.71489pt too wide) in paragraph at lines 68419--68422 [] [680] Overfull \hbox (40.76382pt too wide) in paragraph at lines 68507--68507 \T1/qtm/m/it/10 not_added_to_menu=None\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 68517--68521 []\T1/qtm/m/n/10 The list of [681] Overfull \hbox (4.4887pt too wide) in paragraph at lines 68641--68641 \T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )| Underfull \hbox (badness 10000) in paragraph at lines 68670--68673 []\T1/qtm/m/n/10 A [682] Overfull \hbox (2.52364pt too wide) in paragraph at lines 68711--68711 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (16.40364pt too wide) in paragraph at lines 68711--68711 \T1/qtm/m/it/10 name\T1/qtm/m/n/10 , Overfull \hbox (10.60364pt too wide) in paragraph at lines 68711--68711 \T1/qtm/m/it/10 role\T1/qtm/m/n/10 , Overfull \hbox (78.57361pt too wide) in paragraph at lines 68711--68711 \T1/qtm/m/it/10 share_recipient_type\T1/qtm/m/n/10 , Overfull \hbox (35.9886pt too wide) in paragraph at lines 68711--68711 \T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )| Underfull \hbox (badness 10000) in paragraph at lines 68720--68724 []\T1/qtm/m/n/10 The role of the Overfull \hbox (10.33382pt too wide) in paragraph at lines 68762--68762 \T1/qtm/m/it/10 info_creator_full_name\T1/qtm/m/n/10 , Overfull \hbox (41.32385pt too wide) in paragraph at lines 68762--68762 \T1/qtm/m/it/10 last_modifier_full_name=None\T1/qtm/m/n/10 , [683] Overfull \hbox (0.71489pt too wide) in paragraph at lines 68817--68820 [] [684] [685] [686] [687] [688] [689] [690] [691] [692] [693] [694] [695] [696] [697] [698] [699] [700] [701] Overfull \hbox (18.28377pt too wide) in paragraph at lines 70844--70844 []\T1/qtm/m/it/10 document_index\T1/qtm/m/n/10 , Overfull \hbox (50.41376pt too wide) in paragraph at lines 70844--70844 \T1/qtm/m/it/10 tual_target_value=None\T1/qtm/m/n/10 , [702] Overfull \hbox (2.3038pt too wide) in paragraph at lines 70933--70933 \T1/qtm/m/it/10 ment_page_width\T1/qtm/m/n/10 , Overfull \hbox (5.17381pt too wide) in paragraph at lines 70933--70933 \T1/qtm/m/it/10 ment_page_height\T1/qtm/m/n/10 , Overfull \hbox (29.41382pt too wide) in paragraph at lines 70933--70933 \T1/qtm/m/it/10 tual_target_value=None\T1/qtm/m/n/10 , [703] [704] [705] Overfull \hbox (11.64404pt too wide) in paragraph at lines 71208--71208 \T1/qtm/m/it/10 tive_feature_derivation_window_start=None\T1/qtm/m/n/10 , Overfull \hbox (7.74406pt too wide) in paragraph at lines 71208--71208 \T1/qtm/m/it/10 tive_feature_derivation_window_end=None\T1/qtm/m/n/10 , Overfull \hbox (15.70413pt too wide) in paragraph at lines 71208--71208 \T1/qtm/m/it/10 is_n_clusters_dynamically_determined=None\T1/qtm/m/n/10 , [706] Underfull \hbox (badness 10000) in paragraph at lines 71240--71243 []\T1/qtm/m/n/10 The back-test [707] [708] [709] [710] [711] [712] [713] [714] [715] [716] [717] [718] Overfull \hbox (28.40382pt too wide) in paragraph at lines 72640--72640 \T1/qtm/m/it/10 chunk_overlap_percentage\T1/qtm/m/n/10 , [719] [720] [721] Overfull \hbox (24.70378pt too wide) in paragraph at lines 73070--73070 []\T1/qtm/m/it/10 embedding_models\T1/qtm/m/n/10 , Overfull \hbox (46.93874pt too wide) in paragraph at lines 73070--73070 \T1/qtm/m/it/10 fault_embedding_model\T1/txtt/m/n/10 )| Overfull \hbox (55.02869pt too wide) in paragraph at lines 73094--73094 []\T1/qtm/m/it/10 text_chunking_configs\T1/txtt/m/n/10 )| [722] Overfull \hbox (39.31352pt too wide) in paragraph at lines 73113--73113 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (121.12354pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (43.53351pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 tar- Overfull \hbox (104.25352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (41.80353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 de- Overfull \hbox (49.43353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ploy- Overfull \hbox (63.75352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (68.75352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (44.33353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 val- Overfull \hbox (35.14352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 i- Overfull \hbox (42.36353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 da- Overfull \hbox (75.33351pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (41.80353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 de- Overfull \hbox (49.43353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ploy- Overfull \hbox (104.85353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (44.43353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ten- Overfull \hbox (57.09352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (40.19351pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 er- Overfull \hbox (85.2435pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [723] [724] [725] Overfull \hbox (15.94391pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_settings=None\T1/qtm/m/n/10 , Overfull \hbox (7.19391pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_name=None\T1/qtm/m/n/10 , Overfull \hbox (8.7739pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_status=None\T1/qtm/m/n/10 , Overfull \hbox (44.8239pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_error_message=None\T1/qtm/m/n/10 , Overfull \hbox (51.65388pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_error_resolution=None\T1/qtm/m/n/10 , Overfull \hbox (63.5239pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tom_model_llm_validation_status=None\T1/qtm/m/n/10 , Overfull \hbox (54.2639pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tom_model_llm_error_message=None\T1/qtm/m/n/10 , Overfull \hbox (63.84387pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tom_model_llm_error_resolution=None\T1/txtt/m/n/10 )| [726] [727] Underfull \hbox (badness 10000) in paragraph at lines 73612--73615 []\T1/qtm/m/n/10 Set-tings for the [728] Underfull \hbox (badness 10000) in paragraph at lines 73800--73803 []\T1/qtm/m/n/10 The new vec-tor Underfull \hbox (badness 10000) in paragraph at lines 73812--73815 []\T1/qtm/m/n/10 Whether to re-move the vec-tor [729] [730] Underfull \hbox (badness 10000) in paragraph at lines 74012--74017 []\T1/qtm/m/n/10 Set-tings for the [731] Overfull \hbox (7.81361pt too wide) in paragraph at lines 74163--74163 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (89.62363pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (12.0336pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 tar- Overfull \hbox (72.75362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (10.30362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 de- Overfull \hbox (17.93362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 ploy- Overfull \hbox (32.25362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (37.25362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (12.83362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 val- Overfull \hbox (3.64362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 i- Overfull \hbox (10.86362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 da- Overfull \hbox (43.8336pt too wide) in paragraph at lines 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74365--74365 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (47.05351pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 de- Overfull \hbox (54.68352pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ploy- Overfull \hbox (110.10352pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (49.68352pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ten- Overfull \hbox (62.3435pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (45.4435pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 er- Overfull \hbox (90.49348pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [734] Overfull \hbox (1.10875pt too wide) in paragraph at lines 74434--74434 \T1/qtm/m/it/10 ation_user_id\T1/txtt/m/n/10 )| [735] [736] Overfull \hbox (25.10367pt too wide) in paragraph at lines 74660--74660 []\T1/qtm/m/it/10 project_id\T1/qtm/m/n/10 , Overfull \hbox (21.46367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (14.24367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 user_id\T1/qtm/m/n/10 , Overfull \hbox (24.96364pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 turelist_id\T1/qtm/m/n/10 , Overfull \hbox (5.20367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 items\T1/qtm/m/n/10 , Overfull \hbox (76.37366pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 early_stopping_rounds\T1/qtm/m/n/10 , Overfull \hbox (1.18367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 sam- Overfull \hbox (41.29367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 ple_pct=None\T1/qtm/m/n/10 , Overfull \hbox (4.27367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 train- Overfull \hbox (72.01367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 ing_row_count=None\T1/qtm/m/n/10 , Overfull \hbox (33.21365pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 score=None\T1/qtm/m/n/10 , Overfull \hbox (22.96367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 ric=None\T1/qtm/m/n/10 , Overfull \hbox (103.21365pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 tal_number_of_chunks=None\T1/qtm/m/n/10 , Overfull \hbox (74.59366pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 model_number=None\T1/txtt/m/n/10 )| [737] [738] [739] Overfull \hbox (33.53941pt too wide) in paragraph at lines 74988--74989 [] Underfull \hbox (badness 10000) in paragraph at lines 74988--74989 Overfull \hbox (132.76941pt too wide) in paragraph at lines 75016--75017 [] Underfull \hbox (badness 10000) in paragraph at lines 75016--75017 Underfull \hbox (badness 10000) in paragraph at lines 75026--75028 []\T1/qtm/m/n/10 Added sup-port for Na-tive Con-nec-tors to \T1/qtm/m/it/10 Con -nec-tor \T1/qtm/m/n/10 for ev-ery-thing [740] Underfull \hbox (badness 10000) in paragraph at lines 75060--75062 []\T1/qtm/m/n/10 Added sup-port to get the count of users' LLM API re-quests. [ ][]\T1/txtt/m/sl/10 UserLimits. Underfull \hbox (badness 10000) in paragraph at lines 75064--75066 []\T1/qtm/m/n/10 Added sup-port to get the count of users' vec-tor databases. [ ][]\T1/txtt/m/sl/10 UserLimits. Underfull \hbox (badness 10000) in paragraph at lines 75072--75074 []\T1/qtm/m/n/10 Added new meth-ods to the class [][]\T1/txtt/m/sl/10 Notebook[ ][] \T1/qtm/m/n/10 which in-cludes [][]\T1/txtt/m/sl/10 Notebook.run[][] \T1/qt m/m/n/10 and [][]\T1/txtt/m/sl/10 Notebook. [741] Underfull \hbox (badness 10000) in paragraph at lines 75151--75157 \T1/txtt/m/sl/10 create_for_external[][] \T1/qtm/m/n/10 to cre-ate a new reg-is -tered model ver-sion from an ex-ter-nal model. Underfull \hbox (badness 10000) in paragraph at lines 75151--75157 [][]\T1/txtt/m/sl/10 RegisteredModelVersion.list_associated_deployments[][] \T1 /qtm/m/n/10 to list de-ploy-ments as-so-ci-ated with Underfull \hbox (badness 7362) in paragraph at lines 75151--75157 \T1/qtm/m/n/10 a reg-is-tered model ver-sion. [][]\T1/txtt/m/sl/10 RegisteredMo delVersion.create_for_leaderboard_item[][] \T1/qtm/m/n/10 to cre- Underfull \hbox (badness 10000) in paragraph at lines 75151--75157 \T1/qtm/m/n/10 ate a new reg-is-tered model ver-sion from a Leader-board model. [][]\T1/txtt/m/sl/10 RegisteredModelVersion. Overfull \hbox (132.07492pt too wide) in paragraph at lines 75194--75196 []\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_v s_actuals_over_time [742] Overfull \hbox (28.7594pt too wide) in paragraph at lines 75228--75231 [] Underfull \hbox (badness 10000) in paragraph at lines 75228--75231 \T1/qtm/m/n/10 All in-ter-ac-tions with \T1/txtt/m/n/10 Project.advanced_option s \T1/qtm/m/n/10 should be ex-pected to be through the [743] Underfull \hbox (badness 10000) in paragraph at lines 75334--75340 \T1/txtt/m/sl/10 run[][] [][]BatchMonitoringJob.get_status[][] [][]BatchMonitor ingJob.cancel[][] [][]BatchMonitoringJob. Underfull \hbox (badness 7888) in paragraph at lines 75366--75368 []\T1/qtm/m/n/10 Added [][]\T1/txtt/m/sl/10 DatetimePartitioningId[][]\T1/qtm/m /n/10 , which can be passed as a \T1/qtm/m/it/10 par-ti-tion-ing_method \T1/qtm /m/n/10 to [][]\T1/txtt/m/sl/10 Project. Underfull \hbox (badness 10000) in paragraph at lines 75400--75409 \T1/qtm/m/n/10 and run_once [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.l ist[][] [][]BatchMonitoringJobDefinition. Underfull \hbox (badness 10000) in paragraph at lines 75400--75409 \T1/txtt/m/sl/10 get[][] [][]BatchMonitoringJobDefinition.create[][] [][]BatchM onitoringJobDefinition.update[][] Underfull \hbox (badness 10000) in paragraph at lines 75400--75409 [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.delete[][] [][]BatchMonitorin gJobDefinition.run_on_schedule[][] Underfull \hbox (badness 10000) in paragraph at lines 75422--75435 \T1/txtt/m/sl/10 create_from_url[][] [][]Dataset.create_from_data_source[][] [] []Dataset.create_from_query_generator[][] Underfull \hbox (badness 10000) in paragraph at lines 75422--75435 [][]\T1/txtt/m/sl/10 Dataset.create_project[][] [][]Project.create[][] [][]Proj ect.create_from_data_source[][] [][]Project. Underfull \hbox (badness 10000) in paragraph at lines 75422--75435 \T1/txtt/m/sl/10 create_from_dataset[][] [][]Project.create_segmented_project_f rom_clustering_model[][] [][]Project. [744] Underfull \hbox (badness 10000) in paragraph at lines 75471--75473 []\T1/qtm/m/n/10 If the user con-fig-ures the client via env vars, then set the env var Overfull \hbox (38.23495pt too wide) in paragraph at lines 75480--75482 []\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_o ver_time Underfull \hbox (badness 10000) in paragraph at lines 75522--75537 \T1/txtt/m/sl/10 request_feature_effect[][] [][]Model.get_or_request_feature_ef fect[][] [][]Model.get_lift_chart[][] Underfull \hbox (badness 10000) in paragraph at lines 75522--75537 [][]\T1/txtt/m/sl/10 Model.get_all_lift_charts[][] [][]Model.get_residuals_char t[][] [][]Model.get_all_residuals_charts[][] Underfull \hbox (badness 10000) in paragraph at lines 75522--75537 [][]\T1/txtt/m/sl/10 Model.request_lift_chart[][] [][]Model.request_residuals_c hart[][] [][]Model.get_roc_curve[][] [][]Model. [745] Underfull \hbox (badness 10000) in paragraph at lines 75567--75569 []\T1/qtm/m/n/10 Added new method for re-triev-ing all avail-able fea-ture im-p acts for the model [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 75591--75593 \T1/txtt/m/sl/10 PredictionExplanations.get_all_as_dataframe()[][] \T1/qtm/m/n/ 10 and [][]\T1/txtt/m/sl/10 datarobot.PredictionExplanations. [746] Underfull \hbox (badness 10000) in paragraph at lines 75705--75707 []\T1/qtm/m/n/10 The sliced in-sight API end-point \T1/qtm/m/it/10 GET: api/v2/ insights// \T1/qtm/m/n/10 re-turns a pag-i-nated re- Underfull \hbox (badness 10000) in paragraph at lines 75719--75722 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit_metadata \T1/qtm/m/n/10 has bee n re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75729--75732 []\T1/txtt/m/n/10 DatetimeModel.request_feature_fit \T1/qtm/m/n/10 has been re- moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75744--75747 []\T1/txtt/m/n/10 Model.get_or_request_feature_fit \T1/qtm/m/n/10 has been re-m oved. Use [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 75749--75752 []\T1/txtt/m/n/10 DatetimeModel.get_or_request_feature_fit \T1/qtm/m/n/10 has b een re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75759--75762 []\T1/qtm/m/n/10 Dep-re-cated the fol-low-ing meth-ods for re-triev-ing [][]\T1 /txtt/m/sl/10 SharingAccess[][] \T1/qtm/m/n/10 in-for-ma-tion. - [][]\T1/txtt/m /sl/10 DataStore. [747] Overfull \hbox (248.73975pt too wide) in paragraph at lines 75823--75824 [] Underfull \hbox (badness 10000) in paragraph at lines 75823--75824 Overfull \hbox (1039.5398pt too wide) in paragraph at lines 75845--75846 [] Underfull \hbox (badness 10000) in paragraph at lines 75845--75846 [748] Underfull \hbox (badness 10000) in paragraph at lines 75904--75908 []\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 BatchPredictionJob.app ly_time_series_data_prep_and_score[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7221) in paragraph at lines 75904--75908 [][]\T1/txtt/m/sl/10 BatchPredictionJob.apply_time_series_data_prep_and_score_t o_file[][] \T1/qtm/m/n/10 that ap-ply time se-ries Underfull \hbox (badness 10000) in paragraph at lines 75910--75915 []\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 DataEngineQueryGenerat or.prepare_prediction_dataset[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7308) in paragraph at lines 75910--75915 [][]\T1/txtt/m/sl/10 DataEngineQueryGenerator.prepare_prediction_dataset_from_c atalog[][] \T1/qtm/m/n/10 that ap-ply time se-ries Underfull \hbox (badness 10000) in paragraph at lines 75941--75945 []\T1/qtm/m/n/10 Added two new meth-ods to the Im-ageAug-men-ta-tion-List class : [][]\T1/txtt/m/sl/10 ImageAugmentationList.list[][]\T1/qtm/m/n/10 , [749] Underfull \hbox (badness 10000) in paragraph at lines 76046--76050 []\T1/qtm/m/n/10 Re-stored [][]\T1/txtt/m/sl/10 Model.get_leaderboard_ui_permal ink[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Model.open_model_browser[][]\T1/qt m/m/n/10 , [][]\T1/txtt/m/sl/10 Project. [750] [751] [752] Underfull \hbox (badness 10000) in paragraph at lines 76296--76299 []\T1/qtm/m/n/10 Added sup-port for cre-at-ing mono-tonic fea-ture lists for ti me se-ries projects. Set Underfull \hbox (badness 10000) in paragraph at lines 76301--76303 []\T1/qtm/m/n/10 Added in-for-ma-tion about ver-tex to ad-vanced tun-ing pa-ram -e-ters [][]\T1/txtt/m/sl/10 datarobot.models.Model. Underfull \hbox (badness 10000) in paragraph at lines 76384--76386 [][][]\T1/txtt/m/sl/10 CustomModelVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use Underfull \hbox (badness 10000) in paragraph at lines 76388--76390 [][][]\T1/txtt/m/sl/10 CustomTaskVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 r equired_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use [753] Underfull \hbox (badness 6364) in paragraph at lines 76420--76422 []\T1/qtm/m/n/10 The [][]\T1/txtt/m/sl/10 Deployment[][] \T1/qtm/m/n/10 method \T1/txtt/m/n/10 create_from_custom_model_image \T1/qtm/m/n/10 was re-moved. Use [][]\T1/txtt/m/sl/10 Deployment. Underfull \hbox (badness 10000) in paragraph at lines 76472--76477 []\T1/qtm/m/n/10 Added ex-per-i-men-tal sup-port to re-trieve doc-u-ment text e x-trac-tion sam-ples us- Underfull \hbox (badness 10000) in paragraph at lines 76472--76477 \T1/qtm/m/n/10 ing: - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSample[][] \T1 /qtm/m/n/10 - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSamplePage[][] \T1/qtm /m/n/10 - [754] Underfull \hbox (badness 10000) in paragraph at lines 76514--76521 []\T1/qtm/m/n/10 Added sup-port to pass cal-cu-la-tion mode to pre-dic-tion ex- pla-na-tions (\T1/qtm/m/it/10 mode \T1/qtm/m/n/10 pa-ram-e-ter in Underfull \hbox (badness 10000) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.apply_bias_mitigation[][] \T1/qtm /m/n/10 - [][]\T1/txtt/m/sl/10 Project.request_bias_mitigation_feature_info[][] Underfull \hbox (badness 10000) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.get_bias_mitigation_feature_info[ ][] \T1/qtm/m/n/10 and by adding new bias mit- Underfull \hbox (badness 10000) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 i-ga-tion params - bias_mitigation_feature_name - bias_mitigatio n_technique - in- Underfull \hbox (badness 10000) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 clude_bias_mitigation_feature_as_predictor_variable to the ex-is t-ing method - [][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7256) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 by adding this enum to sup-ply params to some of the above func- tion-al-ity \T1/txtt/m/n/10 datarobot.enums. [755] Underfull \hbox (badness 10000) in paragraph at lines 76691--76693 []\T1/qtm/m/n/10 Up-date the doc-u-men-ta-tion to sug-gest that \T1/qtm/m/it/10 fea-ture_derivation_window_end \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobo t. Underfull \hbox (badness 10000) in paragraph at lines 76709--76712 []\T1/qtm/m/n/10 Added the abil-ity to turn off su-per-vised fea-ture re-duc-ti on for Time Se-ries projects. Op-tion [756] [757] Overfull \hbox (52.89496pt too wide) in paragraph at lines 76921--76922 [] Underfull \hbox (badness 10000) in paragraph at lines 76921--76922 Underfull \hbox (badness 10000) in paragraph at lines 76935--76937 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit Output written on datarobot-public-api-client.pdf (839 pages, 4017327 bytes). Transcript written on datarobot-public-api-client.log. Latexmk: Index file 'datarobot-public-api-client.idx' was written Latexmk: References changed. 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[3] [4] Chapter 2. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/t1txtt.fd) [5] (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ts1txtt.fd) Underfull \hbox (badness 10000) in paragraph at lines 305--308 [][][]\T1/txtt/m/sl/10 Dataset.create_from_url[][] \T1/qtm/m/n/10 takes .csv da ta from a URL. If you have set Underfull \hbox (badness 10000) in paragraph at lines 314--318 [][][]\T1/txtt/m/sl/10 Dataset.create_from_data_source[][] \T1/qtm/m/n/10 takes data from a data source. 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[45] Underfull \hbox (badness 10000) in paragraph at lines 2869--2874 \T1/qtm/m/n/10 and \T1/txtt/m/n/10 validation_start_date\T1/qtm/m/n/10 . Us-ing the same date for both \T1/txtt/m/n/10 primary_training_end_date \T1/qtm/m/n/1 0 and [46] Underfull \hbox (badness 10000) in paragraph at lines 2901--2906 []\T1/qtm/m/n/10 For date-time par-ti-tioned model you can re-trieve the Ac-cu- racy over Time plot. To do so use Underfull \hbox (badness 7558) in paragraph at lines 2901--2906 [][]\T1/txtt/m/sl/10 DatetimeModel.get_accuracy_over_time_plot[][]\T1/qtm/m/n/1 0 . You can also re-trieve the de-tailed meta-data us-ing [47] [48] [49] [50] [51] Underfull \hbox (badness 6141) in paragraph at lines 3317--3324 []\T1/qtm/m/n/10 Enough rows of his-tor-i-cal data must be pro-vided to cover t he span of the ef-fec-tive Fea-ture Deriva- [52] [53] [54] [55] Underfull \hbox (badness 10000) in paragraph at lines 3605--3610 []\T1/qtm/m/n/10 Pre-dic-tion in-ter-vals can be cal-cu-lated for a [][]\T1/txt t/m/sl/10 DatetimeModel[][] \T1/qtm/m/n/10 us-ing the [][]\T1/txtt/m/sl/10 Date timeModel. [56] [57] Overfull \vbox (1.97241pt too high) detected at line 3803 [58] [59] ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3831 ├── abyssinian ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3831 ├── abyssinian ! 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Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … [60] [61] [62 <./sample1.png> <./sample2.png>] [63] [64 <./activation_map1.png> <./activation_map2.png>] [65] [66 <./embeddings.png>] Overfull \vbox (0.56935pt too high) detected at line 4181 [67] [68] [69] [70] Underfull \hbox (badness 7012) in paragraph at lines 4364--4367 []\T1/qtm/m/n/10 1. Up-load a pre-dic-tion dataset, spec-i-fy-ing \T1/txtt/m/n/ 10 predictions_start_date\T1/qtm/m/n/10 , \T1/txtt/m/n/10 predictions_end_date\ T1/qtm/m/n/10 , and [71] Underfull \hbox (badness 10000) in paragraph at lines 4414--4417 []\T1/qtm/m/n/10 Up-load a pre-dic-tion dataset that con-tains la-bel col-umn(s ), re-quest com-pute ex-ter-nal test on one of [72] [73] [74] [75] [76] [77] [78] [79] ! LaTeX Error: Unicode character 物 (U+7269) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5174 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} ! LaTeX Error: Unicode character 类 (U+7C7B) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5174 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} [80] [81] [82] [83] [84] [85] [86] [87] [88] [89] ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv [90] [91] Underfull \vbox (badness 1087) detected at line 5922 [92] [93] [94] [95] [96] Underfull \hbox (badness 10000) in paragraph at lines 6191--6198 \T1/qtm/b/n/10 Note: \T1/txtt/m/n/10 PredictionExplanations.get_all_as_datafra me() \T1/qtm/m/n/10 and \T1/txtt/m/n/10 PredictionExplanations. [97] [98] [99] [100] [101] [102] [103] [104] [105] [106] [107] [108] [109] [110] [111] Underfull \hbox (badness 10000) in paragraph at lines 7188--7193 []\T1/qtm/m/n/10 If you just want to get gen-er-ated pre-dic-tions from a Pre-d ic-tJob, you can use the \T1/txtt/m/n/10 PredictJob. [112] [113] [114] [115] [116] [117] [118] [119] [120] [121] Overfull \vbox (2.72194pt too high) detected at line 7938 [122] [123] [124] Underfull \hbox (badness 5231) in paragraph at lines 8071--8076 []\T1/qtm/m/n/10 In or-der to sched-ule the ex-e-cu-tion of a Batch Pre-dic-tio n job, a def-i-ni-tion must first be cre-ated, us- Underfull \hbox (badness 10000) in paragraph at lines 8147--8150 \T1/qtm/m/n/10 minute val- Underfull \hbox (badness 7981) in paragraph at lines 8147--8150 \T1/qtm/m/n/10 hour of the Underfull \hbox (badness 10000) in paragraph at lines 8160--8163 []|\T1/qtm/m/n/10 The hour(s) Underfull \hbox (badness 10000) in paragraph at lines 8160--8163 \T1/qtm/m/n/10 of the day Underfull \hbox (badness 5741) in paragraph at lines 8160--8163 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 []|\T1/qtm/m/n/10 Strings, ei- Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 ther 3-letter Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 ab-bre-vi-a-tions Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 or the full Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 month, can Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 change-ably Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 []\T1/qtm/m/n/10 Months that Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/qtm/m/n/10 pat-i-ble with Overfull \hbox (8.34909pt too wide) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/qtm/m/n/10 are ig-nored, Overfull \hbox (13.59908pt too wide) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 "day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 ": [31], Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 "month":[ Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ab-bre-vi-a- Underfull \hbox (badness 5741) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 tions or the Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 full name Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 of the day, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 in-ter-change- Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ably (e.g., Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^Psun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^PSun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^Psun^^Q, or Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^PSun^^Q, all Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 di-tive with Overfull \hbox (10.84909pt too wide) in paragraph at lines 8192--8195 \T1/txtt/m/n/10 day_of_month\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 run both Underfull \hbox (badness 7981) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 on the date Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (8.34909pt too wide) in paragraph at lines 8192--8195 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 []|\T1/qtm/m/n/10 The date(s) Underfull \hbox (badness 5741) in paragraph at lines 8205--8207 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 \T1/txtt/m/n/10 ... 31] \T1/qtm/m/n/10 or Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 \T1/qtm/m/n/10 days of the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 di-tive with Overfull \hbox (5.5991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 the date(s) Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 this field Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 dates 1st, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 2nd, 3rd, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 plus ev-ery Overfull \hbox (8.34909pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 is set to Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 ["*"] \T1/qtm/m/n/10 and Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 is de-fined, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 will trig-ger Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 Tues-day the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 2nd, 9th, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 16th, 23rd, Underfull \hbox (badness 10000) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 such as Underfull \hbox (badness 10000) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 Febru-ary Underfull \hbox (badness 6032) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 31st are ig- [125] Overfull \vbox (691.36992pt too high) has occurred while \output is active [126] Underfull \hbox (badness 5832) in paragraph at lines 8224--8230 []\T1/qtm/m/n/10 Job def-i-ni-tions are only be ex-e-cuted by the sched-uler if \T1/txtt/m/n/10 enabled \T1/qtm/m/n/10 is set to \T1/txtt/m/n/10 True\T1/qtm/m /n/10 . If you have a Underfull \hbox (badness 8056) in paragraph at lines 8224--8230 \T1/qtm/m/n/10 job def-i-ni-tion that was pre-vi-ously run-ning as a sched-uled job, but should now be stopped, sim-ply Underfull \hbox (badness 10000) in paragraph at lines 8267--8270 []\T1/qtm/m/n/10 When cre-at-ing a new de-ploy-ment, a DataRobot \T1/txtt/m/n/1 0 registered_model_version_id\TS1/txtt/m/n/10 ``\T1/txtt/m/n/10 (also known as [127] [128] [129] [130] [131] Overfull \vbox (1.97241pt too high) detected at line 8640 [132] [133] [134] [135] [136] [137] [138] [139] Underfull \hbox (badness 10000) in paragraph at lines 9128--9132 \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobot.models.deployment.DeploymentGr antSharedRoleWithId[][] \T1/qtm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.model s. [140] [141] [142] Underfull \hbox (badness 10000) in paragraph at lines 9291--9294 []\T1/qtm/m/n/10 Re-fer to [][]\T1/txtt/m/sl/10 ExecutionEnvironment[][] \T1/qt m/m/n/10 for prop-er-ties of the ex-e-cu-tion en-vi-ron-ment ob-ject and [143] [144] [145] Overfull \vbox (2.67389pt too high) detected at line 9507 [146] Overfull \vbox (1.97238pt too high) detected at line 9571 [147] [148] [149] [150] Underfull \hbox (badness 10000) in paragraph at lines 9793--9797 []\T1/qtm/m/n/10 cus-tom_model.update(is_training_data_for_versions_permanently _enabled=True) cus- [151] [152] [153] [154] [155] [156] [157] [158] [159] [160] Underfull \hbox (badness 10000) in paragraph at lines 10416--10419 []\T1/qtm/m/n/10 You can also fil-ter the reg-is-tered model ver-sions that are re-turned by pass-ing an in-stance of the [161] [162] [163] [164] [165] [166] [167] [168] [169] [170] Underfull \hbox (badness 10000) in paragraph at lines 11085--11088 []\T1/qtm/m/n/10 Use Cases sup-port \T1/txtt/m/n/10 SHARING_ROLE.OWNER\T1/qtm/m /n/10 , \T1/txtt/m/n/10 SHARING_ROLE.EDITOR\T1/qtm/m/n/10 , \T1/txtt/m/n/10 SHA RING_ROLE.CONSUMER \T1/qtm/m/n/10 and [171] [172] [173] [174] Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 []\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for cal- Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 \T1/qtm/m/n/10 cu-lat-ing fair-ness. Can be one of \T1/txtt/m/n/10 proportional Parity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 equalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 \T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable AndUnfavorableRateParity \T1/qtm/m/n/10 or [175] [176] [177] Underfull \hbox (badness 10000) in paragraph at lines 11691--11695 []\T1/qtm/m/n/10 Fil-ter by \T1/qtm/m/it/10 sta-tus \T1/qtm/m/n/10 == Anoma-lyA ssess-mentSta- [178] [179] [180] Overfull \hbox (14.55872pt too wide) in paragraph at lines 12098--12098 \T1/qtm/m/it/10 **record_kwargs\T1/txtt/m/n/10 )| [181] Underfull \hbox (badness 10000) in paragraph at lines 12254--12258 []\T1/qtm/m/n/10 greater or [182] [183] Underfull \hbox (badness 10000) in paragraph at lines 12420--12425 []\T1/qtm/m/n/10 Op-tional. Fil-ter [184] [185] [186] [187] [188] [189] [190] Underfull \hbox (badness 10000) in paragraph at lines 13287--13291 []\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 13292--13296 []\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.: [191] Underfull \hbox (badness 10000) in paragraph at lines 13336--13340 []\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 13341--13345 []\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.: [192] Underfull \hbox (badness 10000) in paragraph at lines 13501--13504 []\T1/qtm/m/n/10 par-ti-tion : sub-set of train-ing data to score, one of \T1/t xtt/m/n/10 datarobot.enums. [193] [194] [195] [196] [197] [198] [199] [200] [201] [202] [203] [204] [205] [206] [207] [208] [209] [210] [211] [212] [213] [214] [215] [216] [217] [218] [219] [220] [221] Underfull \hbox (badness 10000) in paragraph at lines 16431--16435 []\T1/qtm/m/n/10 [str or None] Type of au-to-mated doc-u-ment. You can spec-ify : [222] [223] [224] Overfull \hbox (8.64493pt too wide) in paragraph at lines 16769--16770 [] Underfull \hbox (badness 10000) in paragraph at lines 16769--16770 [225] [226] [227] [228] [229] [230] [231] [232] [233] [234] [235] Overfull \hbox (13.15462pt too wide) in paragraph at lines 17980--17981 [] Underfull \hbox (badness 10000) in paragraph at lines 17980--17981 [236] [237] [238] [239] [240] [241] [242] [243] Underfull \hbox (badness 10000) in paragraph at lines 18777--18783 \T1/qtm/m/n/10 ues: [\T1/qtm/m/it/10 datarobot.TARGET_TYPE.BINARY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 datarobot.TARGET_TYPE.REGRESSION\T1/qtm/m/n/10 , Underfull \hbox (badness 5924) in paragraph at lines 18777--18783 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.MULTICLASS\T1/qtm/m/n/10 , \T1/qtm/m/it/1 0 datarobot.TARGET_TYPE.UNSTRUCTURED\T1/qtm/m/n/10 , Underfull \hbox (badness 7203) in paragraph at lines 18784--18789 []\T1/qtm/m/n/10 Tar-get fea-ture name. It is op-tional(ignored if pro-vided) [244] Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 [] Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [245] Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 []\T1/qtm/m/n/10 Tar-get type of the cus- Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 \T1/qtm/m/n/10 tom in-fer-ence model. Val-ues: [\T1/qtm/m/it/10 datarobot.TARGE T_TYPE.BINARY\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.REGRESSION\T1/qtm/m/n/10 , \T1/qtm/m/it/1 0 datarobot.TARGET_TYPE.MULTICLASS\T1/qtm/m/n/10 , [246] Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 [] Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ] Note: Underfull \hbox (badness 5175) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported Underfull \hbox (badness 10000) in paragraph at lines 19089--19093 []\T1/qtm/m/n/10 Per-ma-nently en- [247] Underfull \hbox (badness 10000) in paragraph at lines 19218--19222 []\T1/qtm/m/n/10 Per-ma-nently en- [248] Overfull \hbox (70.84099pt too wide) in paragraph at lines 19378--19384 []\T1/qtm/m/n/10 the type of the im-age, ei-ther CUS-TOM_MODEL_IMAGE_TYPE.CUSTO M_MODEL_IMAGE Underfull \hbox (badness 10000) in paragraph at lines 19378--19384 \T1/qtm/m/n/10 if the test-ing at-tempt is us-ing a Cus-tom-Mod-e-lIm-age as it s model or CUS- Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 [] Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [249] Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 [] Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [250] [251] Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 [] Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [252] Underfull \hbox (badness 10000) in paragraph at lines 19859--19870 \T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2. txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 19859--19870 \T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil e1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 [] Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported Underfull \hbox (badness 10000) in paragraph at lines 19888--19892 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [253] [254] Underfull \hbox (badness 10000) in paragraph at lines 20044--20055 \T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2. txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 20044--20055 \T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil e1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 [] Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [255] Underfull \hbox (badness 10000) in paragraph at lines 20078--20082 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [256] [257] [258] [259] [260] [261] [262] [263] [264] [265] Underfull \hbox (badness 10000) in paragraph at lines 21406--21410 \T1/qtm/m/n/10 See datarobot.enums.EXECUTION_ENVIRONMENT_VERSION_BUILD_STATUS [266] [267] Underfull \hbox (badness 10000) in paragraph at lines 21727--21732 []\T1/qtm/m/n/10 whether anomaly pre-dic-tions should be cal-i-brated to [268] [269] Underfull \hbox (badness 10000) in paragraph at lines 21926--21930 []\T1/qtm/m/n/10 the tar-get typed Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 []\T1/qtm/m/n/10 whether anomaly pre-dic-tions should be Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 \T1/qtm/m/n/10 cal-i-brated to be be-tween 0 and 1 by DR. if None, uses de-faul t value Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 \T1/qtm/m/n/10 from DR app (True). only ap-plies to cus-tom es-ti-ma-tors with tar-get type [270] [271] [272] Underfull \hbox (badness 10000) in paragraph at lines 22399--22403 []\T1/qtm/m/n/10 Ad-di-tional pa- Underfull \hbox (badness 10000) in paragraph at lines 22404--22409 []\T1/qtm/m/n/10 You must [273] Underfull \hbox (badness 10000) in paragraph at lines 22474--22478 []\T1/qtm/m/n/10 Ad-di-tional pa- Underfull \hbox (badness 10000) in paragraph at lines 22479--22484 []\T1/qtm/m/n/10 You must [274] Underfull \hbox (badness 10000) in paragraph at lines 22638--22642 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [275] [276] [277] [278] [279] [280] [281] Underfull \hbox (badness 10000) in paragraph at lines 23417--23420 []\T1/qtm/m/n/10 [str] Op-tional. The full JDBC URL (for ex-am-ple: Underfull \hbox (badness 10000) in paragraph at lines 23473--23476 []\T1/qtm/m/n/10 [str] Op-tional. The full JDBC URL (for ex-am-ple: [282] [283] [284] Overfull \vbox (1.47964pt too high) detected at line 23808 [285] [286] [287] [288] [289] [290] [291] [292] [293] [294] [295] Underfull \hbox (badness 10000) in paragraph at lines 24960--24964 []\T1/qtm/m/n/10 Fil-ter avail-able [296] Underfull \hbox (badness 10000) in paragraph at lines 25022--25026 []\T1/qtm/m/n/10 Fil-ter avail-able [297] [298] [299] [300] [301] [302] [303] [304] Underfull \hbox (badness 10000) in paragraph at lines 25975--25983 \T1/qtm/m/n/10 - for \T1/qtm/m/it/10 query \T1/qtm/m/n/10 based data-sources - `[][]$https : / / s3 . amazonaws . com / datarobot _ test / [305] [306] [307] [308] [309] Underfull \hbox (badness 10000) in paragraph at lines 26408--26411 []\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 da tarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 26415--26418 []\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/1 0 datarobot.enums. Overfull \hbox (10.06342pt too wide) in paragraph at lines 26474--26478 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [310] [311] [312] Overfull \hbox (10.06342pt too wide) in paragraph at lines 26789--26793 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [313] [314] Underfull \hbox (badness 10000) in paragraph at lines 27041--27044 []\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 da tarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 27048--27051 []\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/1 0 datarobot.enums. Overfull \hbox (10.06342pt too wide) in paragraph at lines 27103--27107 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [315] [316] [317] [318] [319] [320] [321] [322] Underfull \hbox (badness 10000) in paragraph at lines 28008--28011 [] [323] Underfull \hbox (badness 10000) in paragraph at lines 28079--28082 [] [324] [325] Underfull \hbox (badness 10000) in paragraph at lines 28275--28278 [] Overfull \hbox (4.89491pt too wide) in paragraph at lines 28279--28282 [] [326] [327] [328] Underfull \hbox (badness 10000) in paragraph at lines 28504--28509 []\T1/qtm/m/n/10 [bool] Is `'True'' if chal-lenger mod-els is en-abled for this de- Underfull \hbox (badness 10000) in paragraph at lines 28504--28509 \T1/qtm/m/n/10 ploy-ment. To up-date ex-ist-ing `'chal-lenger_models'' set-ting s, see Underfull \hbox (badness 10000) in paragraph at lines 28583--28587 []\T1/qtm/m/n/10 [list] To cre-ate or up-date ex-ist-ing seg-ment anal-y-sis at -tributes, see [329] [330] [331] Underfull \hbox (badness 10000) in paragraph at lines 28949--28954 []\T1/qtm/m/n/10 [bool] If pre-dic-tions data col-lec-tion is en-abled for this de-ploy- Underfull \hbox (badness 10000) in paragraph at lines 28949--28954 \T1/qtm/m/n/10 ment. To up-date ex-ist-ing `'pre-dic-tions_data_collection'' se t-tings, see [332] Underfull \hbox (badness 10000) in paragraph at lines 29017--29022 []\T1/qtm/m/n/10 [bool] If tar-get pre-dic-tion_warning is en-abled for this de -ploy- Underfull \hbox (badness 10000) in paragraph at lines 29017--29022 \T1/qtm/m/n/10 ment. To cre-ate or up-date ex-ist-ing `'pre-dic-tion_warning'' set-tings, see [333] [334] [335] [336] [337] [338] [339] [340] [341] Overfull \hbox (53.69485pt too wide) in paragraph at lines 30075--30078 [] [342] [343] [344] [345] [346] [347] [348] [349] Overfull \hbox (10.41382pt too wide) in paragraph at lines 31092--31092 \T1/qtm/m/it/10 tected_feature=None\T1/qtm/m/n/10 , Overfull \hbox (13.70381pt too wide) in paragraph at lines 31092--31092 \T1/qtm/m/it/10 ness_threshold=None\T1/qtm/m/n/10 , Overfull \hbox (28.9938pt too wide) in paragraph at lines 31092--31092 \T1/qtm/m/it/10 model_package_id=None\T1/qtm/m/n/10 , Overfull \hbox (41.04382pt too wide) in paragraph at lines 31092--31092 \T1/qtm/m/it/10 able_target_outcome=None\T1/txtt/m/n/10 )| [350] [351] [352] [353] [354] Overfull \hbox (77.69371pt too wide) in paragraph at lines 31320--31320 []\T1/qtm/m/it/10 baseline_validation_job_id\T1/qtm/m/n/10 , Overfull \hbox (9.35371pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 project_id\T1/qtm/m/n/10 , Overfull \hbox (28.0437pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 log_version_id\T1/qtm/m/n/10 , Overfull \hbox (60.2637pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 time_partition_column\T1/qtm/m/n/10 , Overfull \hbox (109.75372pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 is_external_baseline_dataset_valid\T1/qtm/m/n/10 , Overfull \hbox (70.54372pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 series_id_columns=None\T1/qtm/m/n/10 , Overfull \hbox (54.2937pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 out_start_date=None\T1/qtm/m/n/10 , Overfull \hbox (50.39372pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 out_end_date=None\T1/qtm/m/n/10 , Overfull \hbox (13.63371pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 tests=None\T1/qtm/m/n/10 , Overfull \hbox (71.42369pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 cast_window_start=None\T1/qtm/m/n/10 , Overfull \hbox (67.52371pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 cast_window_end=None\T1/qtm/m/n/10 , Overfull \hbox (16.73369pt too wide) in paragraph at lines 31320--31320 \T1/qtm/m/it/10 sage=None\T1/txtt/m/n/10 )| [355] Underfull \hbox (badness 10000) in paragraph at lines 31466--31469 []\T1/qtm/m/n/10 Scores on the [356] [357] [358] [359] Underfull \hbox (badness 10000) in paragraph at lines 31963--31968 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [360] [361] [362] [363] Underfull \hbox (badness 10000) in paragraph at lines 32429--32434 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [364] [365] [366] Underfull \hbox (badness 8075) in paragraph at lines 32874--32878 []\T1/qtm/m/n/10 His-togram in-for-ma-tion as a mul-ti-cat-e-gor-i-cal_histogra m. The [367] [368] Underfull \hbox (badness 10000) in paragraph at lines 33024--33027 []\T1/qtm/m/n/10 [list(dict)] List of joint prob-a-bil-ity val-ues with a schem a de-scribed as Underfull \hbox (badness 10000) in paragraph at lines 33032--33035 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via: Underfull \hbox (badness 10000) in paragraph at lines 33032--33035 \T1/txtt/m/n/10 pairwise_joint_probabilities.statistic_dataframes[(0,1)].loc[\T S1/txtt/m/n/10 '\T1/txtt/m/n/10 A\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 33091--33094 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via: [369] Underfull \hbox (badness 5787) in paragraph at lines 33150--33153 []\T1/qtm/m/n/10 [list(dict)] List of con-di-tional prob-a-bil-ity val-ues with a schema de-scribed as Underfull \hbox (badness 10000) in paragraph at lines 33160--33163 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0|B=1) can be re-trieved via: Underfull \hbox (badness 10000) in paragraph at lines 33160--33163 \T1/txtt/m/n/10 pairwise_conditional_probabilities.statistic_dataframes[(0,1)]. [370] Underfull \hbox (badness 10000) in paragraph at lines 33228--33232 []\T1/qtm/m/n/10 The con-di-tional prob-a-bil-i-ties for the re-quested Underfull \hbox (badness 10000) in paragraph at lines 33303--33307 []\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_METRIC] The name of a met- Underfull \hbox (badness 5563) in paragraph at lines 33303--33307 \T1/qtm/m/n/10 ric to get pair-wise data for. Since `v2.19' this is op-tional a nd de-faults to Underfull \hbox (badness 10000) in paragraph at lines 33308--33312 []\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_TYPE] The type of de- Underfull \hbox (badness 10000) in paragraph at lines 33308--33312 \T1/qtm/m/n/10 pen-dence for the data. Since `v2.19' this is op-tional and de-f aults to [371] [372] [373] [374] Underfull \hbox (badness 10000) in paragraph at lines 33730--33735 []\T1/qtm/m/n/10 List of fea-ture deriva-tion win- Underfull \hbox (badness 10000) in paragraph at lines 33730--33735 \T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only al-lowed Underfull \hbox (badness 10000) in paragraph at lines 33730--33735 \T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo w_end and fea- Underfull \hbox (badness 10000) in paragraph at lines 33736--33741 []\T1/qtm/m/n/10 Clos-est value of pre-dic- [375] Underfull \hbox (badness 10000) in paragraph at lines 33794--33797 []\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers. Underfull \hbox (badness 10000) in paragraph at lines 33798--33803 []\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each Underfull \hbox (badness 10000) in paragraph at lines 33798--33803 \T1/qtm/m/n/10 el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot.helpe rs.feature_discovery. [376] Underfull \hbox (badness 10000) in paragraph at lines 33856--33859 []\T1/qtm/m/n/10 The re-quested re-la-tion-ships Underfull \hbox (badness 10000) in paragraph at lines 33894--33897 []\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers. Underfull \hbox (badness 10000) in paragraph at lines 33898--33903 []\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each Underfull \hbox (badness 10000) in paragraph at lines 33898--33903 \T1/qtm/m/n/10 el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot.helpe rs.feature_discovery. [377] [378] Underfull \hbox (badness 10000) in paragraph at lines 34067--34070 []\T1/qtm/m/n/10 Col-umn(s) from the sec-ond [379] Underfull \hbox (badness 10000) in paragraph at lines 34092--34097 []\T1/qtm/m/n/10 List of fea-ture deriva-tion win- Underfull \hbox (badness 10000) in paragraph at lines 34092--34097 \T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only al-lowed Underfull \hbox (badness 10000) in paragraph at lines 34092--34097 \T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo w_end and fea- Underfull \hbox (badness 10000) in paragraph at lines 34098--34103 []\T1/qtm/m/n/10 Clos-est value of pre-dic- [380] [381] Underfull \hbox (badness 10000) in paragraph at lines 34343--34347 []\T1/qtm/m/n/10 cre-den-tials used by the sec-ondary Underfull \hbox (badness 10000) in paragraph at lines 34374--34378 []\T1/qtm/m/n/10 list of sec- [382] [383] Underfull \hbox (badness 10000) in paragraph at lines 34554--34557 []\T1/qtm/m/n/10 [list of Sec-ondary-Dataset-Con-fig-u-ra-tions] The re- [384] [385] [386] [387] Overfull \hbox (14.04398pt too wide) in paragraph at lines 34880--34880 []\T1/qtm/m/it/10 ff_metadata_datetime_per_backtest\T1/txtt/m/n/10 )| [388] [389] [390] [391] [392] [393] [394] [395] [396] [397] [398] [399] [400] [401] [402] [403] [404] Overfull \hbox (11.75487pt too wide) in paragraph at lines 36955--36958 [] [405] Underfull \hbox (badness 10000) in paragraph at lines 37124--37134 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 37124--37134 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). [406] Underfull \hbox (badness 10000) in paragraph at lines 37191--37196 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 37191--37196 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [407] [408] Underfull \hbox (badness 10000) in paragraph at lines 37462--37466 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 37467--37474 [] [409] Underfull \hbox (badness 10000) in paragraph at lines 37558--37562 [] Underfull \hbox (badness 5359) in paragraph at lines 37558--37562 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 37566--37569 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 37573--37576 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 37580--37584 [] [410] [411] Underfull \hbox (badness 10000) in paragraph at lines 37742--37745 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [412] [413] [414] [415] [416] Underfull \hbox (badness 10000) in paragraph at lines 38333--38338 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 38333--38338 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [417] [418] [419] Underfull \hbox (badness 10000) in paragraph at lines 38758--38762 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [420] [421] [422] [423] Underfull \hbox (badness 10000) in paragraph at lines 39227--39230 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 39234--39238 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 39246--39250 [] [424] [425] [426] [427] [428] [429] [430] [431] [432] [433] [434] [435] Underfull \hbox (badness 10000) in paragraph at lines 40576--40580 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [436] [437] [438] [439] Underfull \hbox (badness 10000) in paragraph at lines 41016--41020 [] Underfull \hbox (badness 5359) in paragraph at lines 41016--41020 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 41024--41027 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 41031--41034 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 41038--41042 [] [440] [441] [442] [443] [444] [445] Overfull \hbox (11.75487pt too wide) in paragraph at lines 41811--41814 [] [446] Underfull \hbox (badness 10000) in paragraph at lines 41984--41987 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [447] [448] [449] Underfull \hbox (badness 10000) in paragraph at lines 42270--42274 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 42275--42282 [] [450] Underfull \hbox (badness 10000) in paragraph at lines 42394--42397 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 42401--42405 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 42413--42417 [] [451] [452] [453] [454] [455] [456] [457] [458] Underfull \hbox (badness 10000) in paragraph at lines 43367--43371 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [459] [460] [461] [462] Underfull \hbox (badness 10000) in paragraph at lines 43807--43811 [] Underfull \hbox (badness 5359) in paragraph at lines 43807--43811 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 43815--43818 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 43822--43825 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 43829--43833 [] [463] [464] [465] [466] [467] [468] Overfull \hbox (11.75487pt too wide) in paragraph at lines 44602--44605 [] [469] Underfull \hbox (badness 10000) in paragraph at lines 44798--44801 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [470] [471] Underfull \hbox (badness 10000) in paragraph at lines 45001--45006 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 45001--45006 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [472] [473] Underfull \hbox (badness 10000) in paragraph at lines 45222--45226 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 45227--45234 [] [474] Underfull \hbox (badness 10000) in paragraph at lines 45346--45349 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 45353--45357 [] [475] Overfull \hbox (9.0348pt too wide) in paragraph at lines 45365--45369 [] [476] [477] Underfull \hbox (badness 10000) in paragraph at lines 45606--45616 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 45606--45616 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). Underfull \hbox (badness 10000) in paragraph at lines 45673--45678 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 45673--45678 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [478] [479] [480] Underfull \hbox (badness 6173) in paragraph at lines 45941--45946 []\T1/qtm/m/n/10 [str] which of train-ing_row_count, train-ing_duration, or tra in- [481] [482] Overfull \hbox (11.83478pt too wide) in paragraph at lines 46173--46177 [] [483] [484] Underfull \hbox (badness 10000) in paragraph at lines 46384--46389 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 46384--46389 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [485] Underfull \hbox (badness 10000) in paragraph at lines 46527--46530 []\T1/qtm/m/n/10 The back-test [486] Underfull \hbox (badness 10000) in paragraph at lines 46586--46589 []\T1/qtm/m/n/10 The back-test Underfull \hbox (badness 10000) in paragraph at lines 46632--46635 []\T1/qtm/m/n/10 The back-test [487] [488] [489] [490] [491] [492] Underfull \hbox (badness 10000) in paragraph at lines 47270--47274 []\T1/qtm/m/n/10 [ForecastVsActualPlotPreview] a [][]\T1/txtt/m/sl/10 ForecastV sActualPlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing [493] [494] Underfull \hbox (badness 7047) in paragraph at lines 47432--47436 []\T1/qtm/m/n/10 [AnomalyOverTimePlotPreview] a [][]\T1/txtt/m/sl/10 AnomalyOve rTimePlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing [495] [496] Underfull \hbox (badness 10000) in paragraph at lines 47608--47612 [] Underfull \hbox (badness 5359) in paragraph at lines 47608--47612 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 47616--47619 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 47623--47626 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 47630--47634 [] [497] Underfull \hbox (badness 10000) in paragraph at lines 47767--47772 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Lift chart data source. Check [498] Underfull \hbox (badness 10000) in paragraph at lines 47811--47818 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Lift chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 47869--47874 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Roc Curve data source. C heck Underfull \hbox (badness 10000) in paragraph at lines 47913--47920 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) ROC curve data source. C heck [499] [500] [501] [502] [503] Underfull \hbox (badness 10000) in paragraph at lines 48456--48460 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [504] [505] [506] [507] [508] [509] Overfull \hbox (11.75487pt too wide) in paragraph at lines 49167--49170 [] [510] Underfull \hbox (badness 10000) in paragraph at lines 49363--49366 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [511] Underfull \hbox (badness 10000) in paragraph at lines 49437--49442 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 49437--49442 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [512] [513] Underfull \hbox (badness 10000) in paragraph at lines 49575--49579 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 49580--49587 [] [514] Underfull \hbox (badness 10000) in paragraph at lines 49778--49783 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 49778--49783 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [515] [516] [517] [518] [519] [520] [521] [522] [523] [524] [525] [526] Underfull \hbox (badness 10000) in paragraph at lines 51053--51057 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [527] [528] [529] [530] Underfull \hbox (badness 10000) in paragraph at lines 51493--51497 [] Underfull \hbox (badness 5359) in paragraph at lines 51493--51497 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 51501--51504 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 51508--51511 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 51515--51519 [] [531] [532] [533] [534] [535] [536] Overfull \hbox (11.75487pt too wide) in paragraph at lines 52288--52291 [] [537] Underfull \hbox (badness 10000) in paragraph at lines 52484--52487 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [538] [539] Underfull \hbox (badness 10000) in paragraph at lines 52687--52692 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 52687--52692 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [540] [541] Underfull \hbox (badness 10000) in paragraph at lines 52908--52912 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 52913--52920 [] [542] Underfull \hbox (badness 10000) in paragraph at lines 53032--53035 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 53039--53043 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 53051--53055 [] [543] [544] [545] Underfull \hbox (badness 10000) in paragraph at lines 53292--53302 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 53292--53302 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). Underfull \hbox (badness 10000) in paragraph at lines 53359--53364 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 53359--53364 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [546] [547] [548] Underfull \hbox (badness 10000) in paragraph at lines 53670--53673 []\T1/qtm/m/n/10 [dict] ^^PPa-ram-e-ters^^Q dic-tio-nary, same as spec-i-fied o n Overfull \hbox (26.8249pt too wide) in paragraph at lines 53674--53675 [] Underfull \hbox (badness 10000) in paragraph at lines 53674--53675 [549] [550] [551] [552] [553] [554] Overfull \hbox (3.26418pt too wide) in paragraph at lines 54488--54488 \T1/qtm/m/it/10 low_partial_history_time_series_predictions=False\T1/qtm/m/n/10 , [555] Underfull \hbox (badness 10000) in paragraph at lines 54497--54500 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to [][]\T1 /txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 54507--54510 []\T1/qtm/m/n/10 Note that ei-ther (\T1/txtt/m/n/10 holdout_start_date\T1/qtm/m /n/10 , \T1/txtt/m/n/10 holdout_duration\T1/qtm/m/n/10 ) or (\T1/txtt/m/n/10 ho ldout_start_date\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 54517--54521 []\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 54517--54521 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the Underfull \hbox (badness 10000) in paragraph at lines 54533--54538 []\T1/qtm/m/n/10 [str or None] The du-ra-tion of the hold-out scor-ing data. If [556] [557] Underfull \hbox (badness 10000) in paragraph at lines 54678--54682 []\T1/qtm/m/n/10 (New in ver-sion v2.24) [558] Underfull \hbox (badness 10000) in paragraph at lines 54786--54791 []\T1/qtm/m/n/10 Op-tion 2 (New in ver-sion v2.20): Use \T1/txtt/m/n/10 index\T 1/qtm/m/n/10 , \T1/txtt/m/n/10 primary_training_start_date\T1/qtm/m/n/10 , [559] Underfull \hbox (badness 10000) in paragraph at lines 54886--54887 []\T1/qtm/m/n/10 [bool][Switch to us-ing the older a_priori key name in-stead o f [560] [561] Underfull \hbox (badness 10000) in paragraph at lines 54991--54995 []\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 54991--54995 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [562] [563] Underfull \hbox (badness 10000) in paragraph at lines 55216--55220 []\T1/qtm/m/n/10 (New in ver-sion v2.24) [564] [565] [566] Underfull \hbox (badness 10000) in paragraph at lines 55589--55598 []\T1/qtm/m/n/10 [bool, op-tional] De-faults to \T1/txtt/m/n/10 False\T1/qtm/m/ n/10 . If \T1/txtt/m/n/10 False\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 55589--55598 \T1/qtm/m/n/10 will use a duration-based ap-proach for spec-i-fy-ing back-tests (\T1/txtt/m/n/10 gap_duration\T1/qtm/m/n/10 , [567] Underfull \hbox (badness 10000) in paragraph at lines 55765--55768 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to [][]\T1 /txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 55765--55768 \T1/txtt/m/n/10 partitioning_method \T1/qtm/m/n/10 pa-ram-e-ter. To see the ful l par-ti-tion-ing use [][]\T1/txtt/m/sl/10 DatetimePartitioning. [568] [569] [570] Underfull \hbox (badness 10000) in paragraph at lines 55992--55995 []\T1/qtm/m/n/10 [pandas.Dataframe] the back-test at-tributes, for-mat-ted into a [571] [572] [573] [574] [575] [576] [577] [578] [579] [580] Underfull \hbox (badness 10000) in paragraph at lines 57219--57222 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57224--57227 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [581] Underfull \hbox (badness 6708) in paragraph at lines 57291--57296 []\T1/qtm/m/n/10 Cre-ate pre-dic-tion ex-pla-na-tions for the the dataset used to train the model. This can be Underfull \hbox (badness 6927) in paragraph at lines 57291--57296 \T1/qtm/m/n/10 re-trieved by call-ing \T1/txtt/m/n/10 dr.Model.get().featurelis t_id\T1/qtm/m/n/10 . For OTV and time-series projects, Underfull \hbox (badness 10000) in paragraph at lines 57306--57309 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57311--57314 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [582] [583] [584] Overfull \hbox (15.28386pt too wide) in paragraph at lines 57686--57686 \T1/qtm/m/it/10 tion_explanations=None\T1/qtm/m/n/10 , Overfull \hbox (13.06384pt too wide) in paragraph at lines 57686--57686 \T1/qtm/m/it/10 justed_prediction=None\T1/qtm/m/n/10 , Overfull \hbox (46.11383pt too wide) in paragraph at lines 57686--57686 \T1/qtm/m/it/10 justed_prediction_values=None\T1/txtt/m/n/10 )| [585] Underfull \hbox (badness 10000) in paragraph at lines 57758--57761 []\T1/qtm/m/n/10 [list] an ar-ray of dic-tio-nar-ies with a schema de-scribed a s Overfull \hbox (89.36382pt too wide) in paragraph at lines 57771--57771 \T1/qtm/m/it/10 tion_explanations_record_location=None\T1/qtm/m/n/10 , Overfull \hbox (5.23384pt too wide) in paragraph at lines 57771--57771 \T1/qtm/m/it/10 ment_method=None\T1/txtt/m/n/10 )| [586] [587] [588] [589] [590] [591] [592] [593] [594] Underfull \hbox (badness 10000) in paragraph at lines 58691--58696 []\T1/qtm/m/n/10 Raised if an ob-ject passed to the \T1/txtt/m/n/10 options \T1 /qtm/m/n/10 pa-ram-e-ter is not an [595] [596] [597] [598] [599] Underfull \hbox (badness 6412) in paragraph at lines 59254--59261 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59254--59261 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59254--59261 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [600] Overfull \hbox (1.56093pt too wide) in paragraph at lines 59338--59346 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [601] [602] Underfull \hbox (badness 6412) in paragraph at lines 59609--59616 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59609--59616 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59609--59616 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [603] [604] Underfull \hbox (badness 6412) in paragraph at lines 59801--59808 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59801--59808 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59801--59808 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [605] [606] [607] [608] [609] Underfull \hbox (badness 10000) in paragraph at lines 60331--60335 []\T1/qtm/m/n/10 Raised if \T1/txtt/m/n/10 forecast_point \T1/qtm/m/n/10 or \T1 /txtt/m/n/10 predictions_start_date \T1/qtm/m/n/10 and [610] [611] [612] [613] [614] [615] [616] [617] [618] [619] [620] Underfull \hbox (badness 10000) in paragraph at lines 61542--61552 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 61542--61552 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). [621] Underfull \hbox (badness 10000) in paragraph at lines 61633--61638 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 61633--61638 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [622] Underfull \hbox (badness 10000) in paragraph at lines 61727--61731 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. Underfull \hbox (badness 10000) in paragraph at lines 61777--61781 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. [623] Underfull \hbox (badness 10000) in paragraph at lines 61843--61847 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with [624] Underfull \hbox (badness 10000) in paragraph at lines 62018--62022 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with Underfull \hbox (badness 10000) in paragraph at lines 62062--62066 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with [625] Underfull \hbox (badness 10000) in paragraph at lines 62119--62125 []\T1/qtm/m/n/10 This should be VER-BOSITY_LEVEL.SILENT or VER- [626] [627] Underfull \hbox (badness 10000) in paragraph at lines 62382--62388 []\T1/qtm/m/n/10 (New in ver-sion v2.23) one of Underfull \hbox (badness 10000) in paragraph at lines 62382--62388 \T1/txtt/m/n/10 datarobot.enums.DATETIME_AUTOPILOT_DATA_SAMPLING_METHOD\T1/qtm/ m/n/10 . Ap-pli-ca-ble [628] Underfull \hbox (badness 10000) in paragraph at lines 62417--62422 []\T1/qtm/m/n/10 Time Se-ries only. Underfull \hbox (badness 10000) in paragraph at lines 62440--62447 []\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for Underfull \hbox (badness 10000) in paragraph at lines 62440--62447 \T1/qtm/m/n/10 cal-cu-lat-ing fair-ness. Can be one of \T1/txtt/m/n/10 proporti onalParity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 equalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 62440--62447 \T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable AndUnfavorableRateParity \T1/qtm/m/n/10 or Overfull \hbox (1.56093pt too wide) in paragraph at lines 62459--62467 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [629] [630] Underfull \hbox (badness 10000) in paragraph at lines 62610--62614 []\T1/qtm/m/n/10 [PartitioningMethod, op-tional] An in-stance of \T1/txtt/m/n/1 0 datarobot. [631] [632] Underfull \hbox (badness 10000) in paragraph at lines 62926--62929 []\T1/qtm/m/n/10 If value of \T1/txtt/m/n/10 variable_type \T1/qtm/m/n/10 is no t from \T1/txtt/m/n/10 datarobot.enums. [633] [634] [635] [636] Overfull \hbox (1.56093pt too wide) in paragraph at lines 63417--63425 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [637] [638] Underfull \hbox (badness 10000) in paragraph at lines 63618--63624 []\T1/qtm/m/n/10 This is an al-ter-na-tive to pass-ing a spec-i-fi-ca-tion to [ ][]\T1/txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the [639] [640] [641] [642] [643] [644] [645] [646] Overfull \hbox (47.95493pt too wide) in paragraph at lines 64561--64564 [] Overfull \hbox (1.75493pt too wide) in paragraph at lines 64600--64603 [] [647] [648] [649] Overfull \hbox (0.7738pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 rently_deployed\T1/qtm/m/n/10 , Overfull \hbox (20.52379pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 tered_model_version\T1/qtm/m/n/10 , Overfull \hbox (33.44382pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 first_deployed_at=None\T1/qtm/m/n/10 , Overfull \hbox (35.10382pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 first_deployed_by=None\T1/qtm/m/n/10 , Overfull \hbox (37.6538pt too wide) in paragraph at lines 64890--64890 \T1/qtm/m/it/10 tion_environment=None\T1/txtt/m/n/10 )| Overfull \hbox (74.31384pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 ble_with_leaderboard_model_id=None\T1/qtm/m/n/10 , Overfull \hbox (57.84383pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 ble_with_model_package_id=None\T1/qtm/m/n/10 , Overfull \hbox (1.99382pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 for_challenger=None\T1/qtm/m/n/10 , Overfull \hbox (1.54384pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 tion_threshold=None\T1/qtm/m/n/10 , Overfull \hbox (26.68387pt too wide) in paragraph at lines 64944--64944 \T1/qtm/m/it/10 tion_environment_id=None\T1/qtm/m/n/10 , [650] Overfull \hbox (32.31396pt too wide) in paragraph at lines 65002--65002 \T1/qtm/m/it/10 ble_with_leaderboard_model_id=None\T1/qtm/m/n/10 , Overfull \hbox (15.84395pt too wide) in paragraph at lines 65002--65002 \T1/qtm/m/it/10 ble_with_model_package_id=None\T1/qtm/m/n/10 , [651] [652] [653] [654] [655] [656] [657] [658] [659] [660] [661] [662] Underfull \hbox (badness 10000) in paragraph at lines 66426--66431 []\T1/qtm/m/n/10 [float] The to-tal of SHAP val-ues for fea-tures be-yond the [663] [664] [665] [666] [667] [668] [669] [670] Overfull \vbox (1.47964pt too high) detected at line 67370 [671] [672] [673] Overfull \hbox (5.70496pt too wide) in paragraph at lines 67623--67626 [] [674] [675] [676] [677] [678] Underfull \hbox (badness 10000) in paragraph at lines 68213--68216 []\T1/qtm/m/n/10 A [679] Overfull \hbox (53.69485pt too wide) in paragraph at lines 68366--68369 [] Overfull \hbox (0.71489pt too wide) in paragraph at lines 68419--68422 [] [680] Overfull \hbox (40.76382pt too wide) in paragraph at lines 68507--68507 \T1/qtm/m/it/10 not_added_to_menu=None\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 68517--68521 []\T1/qtm/m/n/10 The list of [681] Overfull \hbox (4.4887pt too wide) in paragraph at lines 68641--68641 \T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )| Underfull \hbox (badness 10000) in paragraph at lines 68670--68673 []\T1/qtm/m/n/10 A [682] Overfull \hbox (2.52364pt too wide) in paragraph at lines 68711--68711 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (16.40364pt too wide) in paragraph at lines 68711--68711 \T1/qtm/m/it/10 name\T1/qtm/m/n/10 , Overfull \hbox (10.60364pt too wide) in paragraph at lines 68711--68711 \T1/qtm/m/it/10 role\T1/qtm/m/n/10 , Overfull \hbox (78.57361pt too wide) in paragraph at lines 68711--68711 \T1/qtm/m/it/10 share_recipient_type\T1/qtm/m/n/10 , Overfull \hbox (35.9886pt too wide) in paragraph at lines 68711--68711 \T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )| Underfull \hbox (badness 10000) in paragraph at lines 68720--68724 []\T1/qtm/m/n/10 The role of the Overfull \hbox (10.33382pt too wide) in paragraph at lines 68762--68762 \T1/qtm/m/it/10 info_creator_full_name\T1/qtm/m/n/10 , Overfull \hbox (41.32385pt too wide) in paragraph at lines 68762--68762 \T1/qtm/m/it/10 last_modifier_full_name=None\T1/qtm/m/n/10 , [683] Overfull \hbox (0.71489pt too wide) in paragraph at lines 68817--68820 [] [684] [685] [686] [687] [688] [689] [690] [691] [692] [693] [694] [695] [696] [697] [698] [699] [700] [701] Overfull \hbox (18.28377pt too wide) in paragraph at lines 70844--70844 []\T1/qtm/m/it/10 document_index\T1/qtm/m/n/10 , Overfull \hbox (50.41376pt too wide) in paragraph at lines 70844--70844 \T1/qtm/m/it/10 tual_target_value=None\T1/qtm/m/n/10 , [702] Overfull \hbox (2.3038pt too wide) in paragraph at lines 70933--70933 \T1/qtm/m/it/10 ment_page_width\T1/qtm/m/n/10 , Overfull \hbox (5.17381pt too wide) in paragraph at lines 70933--70933 \T1/qtm/m/it/10 ment_page_height\T1/qtm/m/n/10 , Overfull \hbox (29.41382pt too wide) in paragraph at lines 70933--70933 \T1/qtm/m/it/10 tual_target_value=None\T1/qtm/m/n/10 , [703] [704] [705] Overfull \hbox (11.64404pt too wide) in paragraph at lines 71208--71208 \T1/qtm/m/it/10 tive_feature_derivation_window_start=None\T1/qtm/m/n/10 , Overfull \hbox (7.74406pt too wide) in paragraph at lines 71208--71208 \T1/qtm/m/it/10 tive_feature_derivation_window_end=None\T1/qtm/m/n/10 , Overfull \hbox (15.70413pt too wide) in paragraph at lines 71208--71208 \T1/qtm/m/it/10 is_n_clusters_dynamically_determined=None\T1/qtm/m/n/10 , [706] Underfull \hbox (badness 10000) in paragraph at lines 71240--71243 []\T1/qtm/m/n/10 The back-test [707] [708] [709] [710] [711] [712] [713] [714] [715] [716] [717] [718] Overfull \hbox (28.40382pt too wide) in paragraph at lines 72640--72640 \T1/qtm/m/it/10 chunk_overlap_percentage\T1/qtm/m/n/10 , [719] [720] [721] Overfull \hbox (24.70378pt too wide) in paragraph at lines 73070--73070 []\T1/qtm/m/it/10 embedding_models\T1/qtm/m/n/10 , Overfull \hbox (46.93874pt too wide) in paragraph at lines 73070--73070 \T1/qtm/m/it/10 fault_embedding_model\T1/txtt/m/n/10 )| Overfull \hbox (55.02869pt too wide) in paragraph at lines 73094--73094 []\T1/qtm/m/it/10 text_chunking_configs\T1/txtt/m/n/10 )| [722] Overfull \hbox (39.31352pt too wide) in paragraph at lines 73113--73113 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (121.12354pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (43.53351pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 tar- Overfull \hbox (104.25352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (41.80353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 de- Overfull \hbox (49.43353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ploy- Overfull \hbox (63.75352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (68.75352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (44.33353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 val- Overfull \hbox (35.14352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 i- Overfull \hbox (42.36353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 da- Overfull \hbox (75.33351pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (41.80353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 de- Overfull \hbox (49.43353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ploy- Overfull \hbox (104.85353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (44.43353pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ten- Overfull \hbox (57.09352pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (40.19351pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 er- Overfull \hbox (85.2435pt too wide) in paragraph at lines 73113--73113 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [723] [724] [725] Overfull \hbox (15.94391pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_settings=None\T1/qtm/m/n/10 , Overfull \hbox (7.19391pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_name=None\T1/qtm/m/n/10 , Overfull \hbox (8.7739pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_status=None\T1/qtm/m/n/10 , Overfull \hbox (44.8239pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_error_message=None\T1/qtm/m/n/10 , Overfull \hbox (51.65388pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tor_database_error_resolution=None\T1/qtm/m/n/10 , Overfull \hbox (63.5239pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tom_model_llm_validation_status=None\T1/qtm/m/n/10 , Overfull \hbox (54.2639pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tom_model_llm_error_message=None\T1/qtm/m/n/10 , Overfull \hbox (63.84387pt too wide) in paragraph at lines 73464--73464 \T1/qtm/m/it/10 tom_model_llm_error_resolution=None\T1/txtt/m/n/10 )| [726] [727] Underfull \hbox (badness 10000) in paragraph at lines 73612--73615 []\T1/qtm/m/n/10 Set-tings for the [728] Underfull \hbox (badness 10000) in paragraph at lines 73800--73803 []\T1/qtm/m/n/10 The new vec-tor Underfull \hbox (badness 10000) in paragraph at lines 73812--73815 []\T1/qtm/m/n/10 Whether to re-move the vec-tor [729] [730] Underfull \hbox (badness 10000) in paragraph at lines 74012--74017 []\T1/qtm/m/n/10 Set-tings for the [731] Overfull \hbox (7.81361pt too wide) in paragraph at lines 74163--74163 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (89.62363pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (12.0336pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 tar- Overfull \hbox (72.75362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (10.30362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 de- Overfull \hbox (17.93362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 ploy- Overfull \hbox (32.25362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (37.25362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (12.83362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 val- Overfull \hbox (3.64362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 i- Overfull \hbox (10.86362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 da- Overfull \hbox (43.8336pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (10.30362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 de- Overfull \hbox (17.93362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 ploy- Overfull \hbox (73.35362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (12.93362pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 ten- Overfull \hbox (25.59361pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (8.6936pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 er- Overfull \hbox (53.74359pt too wide) in paragraph at lines 74163--74163 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [732] [733] Overfull \hbox (44.5635pt too wide) in paragraph at lines 74365--74365 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (126.37352pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (48.7835pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 tar- Overfull \hbox (109.50351pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (47.05351pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 de- Overfull \hbox (54.68352pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ploy- Overfull \hbox (69.00351pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (74.00351pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (49.58351pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 val- Overfull \hbox (40.39351pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 i- Overfull \hbox (47.61351pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 da- Overfull \hbox (80.5835pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (47.05351pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 de- Overfull \hbox (54.68352pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ploy- Overfull \hbox (110.10352pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (49.68352pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ten- Overfull \hbox (62.3435pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (45.4435pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 er- Overfull \hbox (90.49348pt too wide) in paragraph at lines 74365--74365 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [734] Overfull \hbox (1.10875pt too wide) in paragraph at lines 74434--74434 \T1/qtm/m/it/10 ation_user_id\T1/txtt/m/n/10 )| [735] [736] Overfull \hbox (25.10367pt too wide) in paragraph at lines 74660--74660 []\T1/qtm/m/it/10 project_id\T1/qtm/m/n/10 , Overfull \hbox (21.46367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (14.24367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 user_id\T1/qtm/m/n/10 , Overfull \hbox (24.96364pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 turelist_id\T1/qtm/m/n/10 , Overfull \hbox (5.20367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 items\T1/qtm/m/n/10 , Overfull \hbox (76.37366pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 early_stopping_rounds\T1/qtm/m/n/10 , Overfull \hbox (1.18367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 sam- Overfull \hbox (41.29367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 ple_pct=None\T1/qtm/m/n/10 , Overfull \hbox (4.27367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 train- Overfull \hbox (72.01367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 ing_row_count=None\T1/qtm/m/n/10 , Overfull \hbox (33.21365pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 score=None\T1/qtm/m/n/10 , Overfull \hbox (22.96367pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 ric=None\T1/qtm/m/n/10 , Overfull \hbox (103.21365pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 tal_number_of_chunks=None\T1/qtm/m/n/10 , Overfull \hbox (74.59366pt too wide) in paragraph at lines 74660--74660 \T1/qtm/m/it/10 model_number=None\T1/txtt/m/n/10 )| [737] [738] [739] Overfull \hbox (33.53941pt too wide) in paragraph at lines 74988--74989 [] Underfull \hbox (badness 10000) in paragraph at lines 74988--74989 Overfull \hbox (132.76941pt too wide) in paragraph at lines 75016--75017 [] Underfull \hbox (badness 10000) in paragraph at lines 75016--75017 Underfull \hbox (badness 10000) in paragraph at lines 75026--75028 []\T1/qtm/m/n/10 Added sup-port for Na-tive Con-nec-tors to \T1/qtm/m/it/10 Con -nec-tor \T1/qtm/m/n/10 for ev-ery-thing [740] Underfull \hbox (badness 10000) in paragraph at lines 75060--75062 []\T1/qtm/m/n/10 Added sup-port to get the count of users' LLM API re-quests. [ ][]\T1/txtt/m/sl/10 UserLimits. Underfull \hbox (badness 10000) in paragraph at lines 75064--75066 []\T1/qtm/m/n/10 Added sup-port to get the count of users' vec-tor databases. [ ][]\T1/txtt/m/sl/10 UserLimits. Underfull \hbox (badness 10000) in paragraph at lines 75072--75074 []\T1/qtm/m/n/10 Added new meth-ods to the class [][]\T1/txtt/m/sl/10 Notebook[ ][] \T1/qtm/m/n/10 which in-cludes [][]\T1/txtt/m/sl/10 Notebook.run[][] \T1/qt m/m/n/10 and [][]\T1/txtt/m/sl/10 Notebook. [741] Underfull \hbox (badness 10000) in paragraph at lines 75151--75157 \T1/txtt/m/sl/10 create_for_external[][] \T1/qtm/m/n/10 to cre-ate a new reg-is -tered model ver-sion from an ex-ter-nal model. Underfull \hbox (badness 10000) in paragraph at lines 75151--75157 [][]\T1/txtt/m/sl/10 RegisteredModelVersion.list_associated_deployments[][] \T1 /qtm/m/n/10 to list de-ploy-ments as-so-ci-ated with Underfull \hbox (badness 7362) in paragraph at lines 75151--75157 \T1/qtm/m/n/10 a reg-is-tered model ver-sion. [][]\T1/txtt/m/sl/10 RegisteredMo delVersion.create_for_leaderboard_item[][] \T1/qtm/m/n/10 to cre- Underfull \hbox (badness 10000) in paragraph at lines 75151--75157 \T1/qtm/m/n/10 ate a new reg-is-tered model ver-sion from a Leader-board model. [][]\T1/txtt/m/sl/10 RegisteredModelVersion. Overfull \hbox (132.07492pt too wide) in paragraph at lines 75194--75196 []\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_v s_actuals_over_time [742] Overfull \hbox (28.7594pt too wide) in paragraph at lines 75228--75231 [] Underfull \hbox (badness 10000) in paragraph at lines 75228--75231 \T1/qtm/m/n/10 All in-ter-ac-tions with \T1/txtt/m/n/10 Project.advanced_option s \T1/qtm/m/n/10 should be ex-pected to be through the [743] Underfull \hbox (badness 10000) in paragraph at lines 75334--75340 \T1/txtt/m/sl/10 run[][] [][]BatchMonitoringJob.get_status[][] [][]BatchMonitor ingJob.cancel[][] [][]BatchMonitoringJob. Underfull \hbox (badness 7888) in paragraph at lines 75366--75368 []\T1/qtm/m/n/10 Added [][]\T1/txtt/m/sl/10 DatetimePartitioningId[][]\T1/qtm/m /n/10 , which can be passed as a \T1/qtm/m/it/10 par-ti-tion-ing_method \T1/qtm /m/n/10 to [][]\T1/txtt/m/sl/10 Project. Underfull \hbox (badness 10000) in paragraph at lines 75400--75409 \T1/qtm/m/n/10 and run_once [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.l ist[][] [][]BatchMonitoringJobDefinition. Underfull \hbox (badness 10000) in paragraph at lines 75400--75409 \T1/txtt/m/sl/10 get[][] [][]BatchMonitoringJobDefinition.create[][] [][]BatchM onitoringJobDefinition.update[][] Underfull \hbox (badness 10000) in paragraph at lines 75400--75409 [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.delete[][] [][]BatchMonitorin gJobDefinition.run_on_schedule[][] Underfull \hbox (badness 10000) in paragraph at lines 75422--75435 \T1/txtt/m/sl/10 create_from_url[][] [][]Dataset.create_from_data_source[][] [] []Dataset.create_from_query_generator[][] Underfull \hbox (badness 10000) in paragraph at lines 75422--75435 [][]\T1/txtt/m/sl/10 Dataset.create_project[][] [][]Project.create[][] [][]Proj ect.create_from_data_source[][] [][]Project. Underfull \hbox (badness 10000) in paragraph at lines 75422--75435 \T1/txtt/m/sl/10 create_from_dataset[][] [][]Project.create_segmented_project_f rom_clustering_model[][] [][]Project. [744] Underfull \hbox (badness 10000) in paragraph at lines 75471--75473 []\T1/qtm/m/n/10 If the user con-fig-ures the client via env vars, then set the env var Overfull \hbox (38.23495pt too wide) in paragraph at lines 75480--75482 []\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_o ver_time Underfull \hbox (badness 10000) in paragraph at lines 75522--75537 \T1/txtt/m/sl/10 request_feature_effect[][] [][]Model.get_or_request_feature_ef fect[][] [][]Model.get_lift_chart[][] Underfull \hbox (badness 10000) in paragraph at lines 75522--75537 [][]\T1/txtt/m/sl/10 Model.get_all_lift_charts[][] [][]Model.get_residuals_char t[][] [][]Model.get_all_residuals_charts[][] Underfull \hbox (badness 10000) in paragraph at lines 75522--75537 [][]\T1/txtt/m/sl/10 Model.request_lift_chart[][] [][]Model.request_residuals_c hart[][] [][]Model.get_roc_curve[][] [][]Model. [745] Underfull \hbox (badness 10000) in paragraph at lines 75567--75569 []\T1/qtm/m/n/10 Added new method for re-triev-ing all avail-able fea-ture im-p acts for the model [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 75591--75593 \T1/txtt/m/sl/10 PredictionExplanations.get_all_as_dataframe()[][] \T1/qtm/m/n/ 10 and [][]\T1/txtt/m/sl/10 datarobot.PredictionExplanations. [746] Underfull \hbox (badness 10000) in paragraph at lines 75705--75707 []\T1/qtm/m/n/10 The sliced in-sight API end-point \T1/qtm/m/it/10 GET: api/v2/ insights// \T1/qtm/m/n/10 re-turns a pag-i-nated re- Underfull \hbox (badness 10000) in paragraph at lines 75719--75722 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit_metadata \T1/qtm/m/n/10 has bee n re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75729--75732 []\T1/txtt/m/n/10 DatetimeModel.request_feature_fit \T1/qtm/m/n/10 has been re- moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75744--75747 []\T1/txtt/m/n/10 Model.get_or_request_feature_fit \T1/qtm/m/n/10 has been re-m oved. Use [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 75749--75752 []\T1/txtt/m/n/10 DatetimeModel.get_or_request_feature_fit \T1/qtm/m/n/10 has b een re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75759--75762 []\T1/qtm/m/n/10 Dep-re-cated the fol-low-ing meth-ods for re-triev-ing [][]\T1 /txtt/m/sl/10 SharingAccess[][] \T1/qtm/m/n/10 in-for-ma-tion. - [][]\T1/txtt/m /sl/10 DataStore. [747] Overfull \hbox (248.73975pt too wide) in paragraph at lines 75823--75824 [] Underfull \hbox (badness 10000) in paragraph at lines 75823--75824 Overfull \hbox (1039.5398pt too wide) in paragraph at lines 75845--75846 [] Underfull \hbox (badness 10000) in paragraph at lines 75845--75846 [748] Underfull \hbox (badness 10000) in paragraph at lines 75904--75908 []\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 BatchPredictionJob.app ly_time_series_data_prep_and_score[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7221) in paragraph at lines 75904--75908 [][]\T1/txtt/m/sl/10 BatchPredictionJob.apply_time_series_data_prep_and_score_t o_file[][] \T1/qtm/m/n/10 that ap-ply time se-ries Underfull \hbox (badness 10000) in paragraph at lines 75910--75915 []\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 DataEngineQueryGenerat or.prepare_prediction_dataset[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7308) in paragraph at lines 75910--75915 [][]\T1/txtt/m/sl/10 DataEngineQueryGenerator.prepare_prediction_dataset_from_c atalog[][] \T1/qtm/m/n/10 that ap-ply time se-ries Underfull \hbox (badness 10000) in paragraph at lines 75941--75945 []\T1/qtm/m/n/10 Added two new meth-ods to the Im-ageAug-men-ta-tion-List class : [][]\T1/txtt/m/sl/10 ImageAugmentationList.list[][]\T1/qtm/m/n/10 , [749] Underfull \hbox (badness 10000) in paragraph at lines 76046--76050 []\T1/qtm/m/n/10 Re-stored [][]\T1/txtt/m/sl/10 Model.get_leaderboard_ui_permal ink[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Model.open_model_browser[][]\T1/qt m/m/n/10 , [][]\T1/txtt/m/sl/10 Project. [750] [751] [752] Underfull \hbox (badness 10000) in paragraph at lines 76296--76299 []\T1/qtm/m/n/10 Added sup-port for cre-at-ing mono-tonic fea-ture lists for ti me se-ries projects. Set Underfull \hbox (badness 10000) in paragraph at lines 76301--76303 []\T1/qtm/m/n/10 Added in-for-ma-tion about ver-tex to ad-vanced tun-ing pa-ram -e-ters [][]\T1/txtt/m/sl/10 datarobot.models.Model. Underfull \hbox (badness 10000) in paragraph at lines 76384--76386 [][][]\T1/txtt/m/sl/10 CustomModelVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use Underfull \hbox (badness 10000) in paragraph at lines 76388--76390 [][][]\T1/txtt/m/sl/10 CustomTaskVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 r equired_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use [753] Underfull \hbox (badness 6364) in paragraph at lines 76420--76422 []\T1/qtm/m/n/10 The [][]\T1/txtt/m/sl/10 Deployment[][] \T1/qtm/m/n/10 method \T1/txtt/m/n/10 create_from_custom_model_image \T1/qtm/m/n/10 was re-moved. Use [][]\T1/txtt/m/sl/10 Deployment. Underfull \hbox (badness 10000) in paragraph at lines 76472--76477 []\T1/qtm/m/n/10 Added ex-per-i-men-tal sup-port to re-trieve doc-u-ment text e x-trac-tion sam-ples us- Underfull \hbox (badness 10000) in paragraph at lines 76472--76477 \T1/qtm/m/n/10 ing: - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSample[][] \T1 /qtm/m/n/10 - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSamplePage[][] \T1/qtm /m/n/10 - [754] Underfull \hbox (badness 10000) in paragraph at lines 76514--76521 []\T1/qtm/m/n/10 Added sup-port to pass cal-cu-la-tion mode to pre-dic-tion ex- pla-na-tions (\T1/qtm/m/it/10 mode \T1/qtm/m/n/10 pa-ram-e-ter in Underfull \hbox (badness 10000) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.apply_bias_mitigation[][] \T1/qtm /m/n/10 - [][]\T1/txtt/m/sl/10 Project.request_bias_mitigation_feature_info[][] Underfull \hbox (badness 10000) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.get_bias_mitigation_feature_info[ ][] \T1/qtm/m/n/10 and by adding new bias mit- Underfull \hbox (badness 10000) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 i-ga-tion params - bias_mitigation_feature_name - bias_mitigatio n_technique - in- Underfull \hbox (badness 10000) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 clude_bias_mitigation_feature_as_predictor_variable to the ex-is t-ing method - [][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7256) in paragraph at lines 76565--76578 \T1/qtm/m/n/10 by adding this enum to sup-ply params to some of the above func- tion-al-ity \T1/txtt/m/n/10 datarobot.enums. [755] Underfull \hbox (badness 10000) in paragraph at lines 76691--76693 []\T1/qtm/m/n/10 Up-date the doc-u-men-ta-tion to sug-gest that \T1/qtm/m/it/10 fea-ture_derivation_window_end \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobo t. Underfull \hbox (badness 10000) in paragraph at lines 76709--76712 []\T1/qtm/m/n/10 Added the abil-ity to turn off su-per-vised fea-ture re-duc-ti on for Time Se-ries projects. Op-tion [756] [757] Overfull \hbox (52.89496pt too wide) in paragraph at lines 76921--76922 [] Underfull \hbox (badness 10000) in paragraph at lines 76921--76922 Underfull \hbox (badness 10000) in paragraph at lines 76935--76937 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit Output written on datarobot-public-api-client.pdf (839 pages, 4017276 bytes). Transcript written on datarobot-public-api-client.log. Latexmk: Index file 'datarobot-public-api-client.idx' was written Latexmk: Log file says output to 'datarobot-public-api-client.pdf' Latexmk: Examining 'datarobot-public-api-client.log' === TeX engine is 'pdfTeX' Latexmk: Errors, in force_mode: so I tried finishing targets Collected error summary (may duplicate other messages): pdflatex: Command for 'pdflatex' gave return code 1 Refer to 'datarobot-public-api-client.log' for details