Read the Docs build information Build id: 3814063 Project: datarobot-public-api-client Version: early-access Commit: ba9e178f513c19cd94c303700ed3dd9190194fd5 Date: 2026-03-09T17:43:37.650308Z State: finished Success: True [rtd-command-info] start-time: 2026-03-09T17:46:41.136297Z, end-time: 2026-03-09T17:46:44.436006Z, duration: 3, 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: 2026-03-09T17:46:44.775512Z, end-time: 2026-03-09T17:46:47.588085Z, duration: 2, 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. Warning: Permanently added 'github.com' (ED25519) to the list of known hosts. From github.com:datarobot/public_api_client * [new tag] v3.13.0rc0 -> v3.13.0rc0 [rtd-command-info] start-time: 2026-03-09T17:46:48.631147Z, end-time: 2026-03-09T17:46:49.224561Z, duration: 0, exit-code: 0 git checkout --force ba9e178f513c19cd94c303700ed3dd9190194fd5 Note: switching to 'ba9e178f513c19cd94c303700ed3dd9190194fd5'. 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 ba9e178 [PRED-12412] Fix columnNamesRemapping (#3988) [rtd-command-info] start-time: 2026-03-09T17:46:49.307006Z, end-time: 2026-03-09T17:46:49.343379Z, 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: "3.11" [rtd-command-info] start-time: 2026-03-09T17:46:55.006904Z, end-time: 2026-03-09T17:46:55.060572Z, duration: 0, exit-code: 0 asdf global python 3.11.12 [rtd-command-info] start-time: 2026-03-09T17:46:55.417235Z, end-time: 2026-03-09T17:46:56.000976Z, duration: 0, exit-code: 0 python -mvirtualenv $READTHEDOCS_VIRTUALENV_PATH created virtual environment CPython3.11.12.final.0-64 in 361ms 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: 2026-03-09T17:46:56.083514Z, end-time: 2026-03-09T17:47:00.494807Z, duration: 4, 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/python3.11/site-packages (23.1) Collecting pip Downloading pip-26.0.1-py3-none-any.whl (1.8 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.8/1.8 MB 13.1 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/python3.11/site-packages (67.6.1) Collecting setuptools Downloading setuptools-82.0.1-py3-none-any.whl (1.0 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.0/1.0 MB 24.4 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 Attempting uninstall: pip Found existing installation: pip 23.1 Uninstalling pip-23.1: Successfully uninstalled pip-23.1 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idna-3.11-py3-none-any.whl (71 kB) Downloading urllib3-2.6.3-py3-none-any.whl (131 kB) Downloading certifi-2026.2.25-py3-none-any.whl (153 kB) Downloading roman_numerals-4.1.0-py3-none-any.whl (7.7 kB) Downloading snowballstemmer-3.0.1-py3-none-any.whl (103 kB) Downloading sphinxcontrib_applehelp-2.0.0-py3-none-any.whl (119 kB) Downloading sphinxcontrib_devhelp-2.0.0-py3-none-any.whl (82 kB) Downloading sphinxcontrib_htmlhelp-2.1.0-py3-none-any.whl (98 kB) Downloading sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl (5.1 kB) Downloading sphinxcontrib_qthelp-2.0.0-py3-none-any.whl (88 kB) Downloading sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl (92 kB) Installing collected packages: urllib3, sphinxcontrib-serializinghtml, sphinxcontrib-qthelp, sphinxcontrib-jsmath, sphinxcontrib-htmlhelp, sphinxcontrib-devhelp, sphinxcontrib-applehelp, snowballstemmer, roman-numerals, Pygments, packaging, MarkupSafe, imagesize, idna, docutils, charset_normalizer, certifi, babel, alabaster, requests, Jinja2, sphinx Successfully installed Jinja2-3.1.6 MarkupSafe-3.0.3 Pygments-2.19.2 alabaster-1.0.0 babel-2.18.0 certifi-2026.2.25 charset_normalizer-3.4.5 docutils-0.22.4 idna-3.11 imagesize-2.0.0 packaging-26.0 requests-2.32.5 roman-numerals-4.1.0 snowballstemmer-3.0.1 sphinx-9.0.4 sphinxcontrib-applehelp-2.0.0 sphinxcontrib-devhelp-2.0.0 sphinxcontrib-htmlhelp-2.1.0 sphinxcontrib-jsmath-1.0.1 sphinxcontrib-qthelp-2.0.0 sphinxcontrib-serializinghtml-2.0.0 urllib3-2.6.3 [rtd-command-info] start-time: 2026-03-09T17:47:05.057755Z, end-time: 2026-03-09T17:47:45.289489Z, duration: 40, exit-code: 0 python -m pip install --upgrade --upgrade-strategy only-if-needed --no-cache-dir .[dev] Processing ./. 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' Preparing metadata (pyproject.toml): started Preparing metadata (pyproject.toml): finished with status 'done' Collecting pandas>=0.15 (from datarobot==3.13.0rc0) Downloading pandas-3.0.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.metadata (79 kB) Collecting numpy (from datarobot==3.13.0rc0) Downloading numpy-2.4.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (6.6 kB) Collecting pyyaml>=3.11 (from datarobot==3.13.0rc0) Downloading pyyaml-6.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.metadata (2.4 kB) Requirement already satisfied: requests>=2.28.1 in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.11/site-packages (from datarobot==3.13.0rc0) 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Collecting protobuf!=5.26.*,!=5.27.*,!=5.28.*,!=5.29.0,!=5.29.1,!=5.29.2,!=5.29.3,!=5.29.4,!=6.30.0,!=6.30.1,!=6.31.0,<7.0,>=4.25.8 (from databricks-sdk>=0.29.0->databricks-connect>=13.0->datarobot==3.13.0rc0) Downloading protobuf-6.33.5-cp39-abi3-manylinux2014_x86_64.whl.metadata (593 bytes) Collecting pyasn1-modules>=0.2.1 (from google-auth~=2.0->databricks-sdk>=0.29.0->databricks-connect>=13.0->datarobot==3.13.0rc0) Downloading pyasn1_modules-0.4.2-py3-none-any.whl.metadata (3.5 kB) Collecting rsa<5,>=3.1.4 (from google-auth~=2.0->databricks-sdk>=0.29.0->databricks-connect>=13.0->datarobot==3.13.0rc0) Downloading rsa-4.9.1-py3-none-any.whl.metadata (5.6 kB) Collecting pyasn1>=0.1.3 (from rsa<5,>=3.1.4->google-auth~=2.0->databricks-sdk>=0.29.0->databricks-connect>=13.0->datarobot==3.13.0rc0) Downloading pyasn1-0.6.2-py3-none-any.whl.metadata (8.4 kB) Collecting cffi>=2.0.0 (from cryptography->authlib>=1.6.0->datarobot==3.13.0rc0) Downloading 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fastjsonschema-2.21.2-py3-none-any.whl.metadata (2.3 kB) Collecting jsonschema>=2.6 (from nbformat->nbsphinx>=0.9.5->datarobot==3.13.0rc0) Downloading jsonschema-4.26.0-py3-none-any.whl.metadata (7.6 kB) Collecting attrs>=22.2.0 (from jsonschema>=2.6->nbformat->nbsphinx>=0.9.5->datarobot==3.13.0rc0) Downloading attrs-25.4.0-py3-none-any.whl.metadata (10 kB) Collecting jsonschema-specifications>=2023.03.6 (from jsonschema>=2.6->nbformat->nbsphinx>=0.9.5->datarobot==3.13.0rc0) Downloading jsonschema_specifications-2025.9.1-py3-none-any.whl.metadata (2.9 kB) Collecting referencing>=0.28.4 (from jsonschema>=2.6->nbformat->nbsphinx>=0.9.5->datarobot==3.13.0rc0) Downloading referencing-0.37.0-py3-none-any.whl.metadata (2.8 kB) Collecting rpds-py>=0.25.0 (from jsonschema>=2.6->nbformat->nbsphinx>=0.9.5->datarobot==3.13.0rc0) Downloading rpds_py-0.30.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.1 kB) Collecting annotated-types>=0.6.0 (from 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tabulate-0.10.0-py3-none-any.whl (39 kB) Downloading tzdata-2025.3-py2.py3-none-any.whl (348 kB) Downloading uri_template-1.3.0-py3-none-any.whl (11 kB) Downloading wcwidth-0.6.0-py3-none-any.whl (94 kB) Building wheels for collected packages: datarobot, jupyter_contrib_nbextensions, jupyter_contrib_core Building wheel for datarobot (pyproject.toml): started Building wheel for datarobot (pyproject.toml): finished with status 'done' Created wheel for datarobot: filename=datarobot-3.13.0rc0-py3-none-any.whl size=1376603 sha256=f62a7b0edc1629193658efb7be006899be2691f29a75d98ef5976166086f70c0 Stored in directory: /tmp/pip-ephem-wheel-cache-t3y7docy/wheels/12/51/52/5f992eb255f4bd779289aa206fd750c83ef8c86789e797f5af Building wheel for jupyter_contrib_nbextensions (pyproject.toml): started Building wheel for jupyter_contrib_nbextensions (pyproject.toml): finished with status 'done' Created wheel for jupyter_contrib_nbextensions: filename=jupyter_contrib_nbextensions-0.7.0-py2.py3-none-any.whl size=23428842 sha256=842d24bca1229f79be20bf053238c06c6eaf447a6060374c240109603e9c7da7 Stored in directory: /tmp/pip-ephem-wheel-cache-t3y7docy/wheels/cd/25/fe/cb6f3e82f5b1921b0157ac9e32adb2e54806ec1befc446be21 Building wheel for jupyter_contrib_core (pyproject.toml): started Building wheel for jupyter_contrib_core (pyproject.toml): finished with status 'done' Created wheel for jupyter_contrib_core: filename=jupyter_contrib_core-0.4.2-py2.py3-none-any.whl size=17569 sha256=082798ce0ae47a297e91d8b90d0fff4977ef5644fc36e779e0e3475bb8b78052 Stored in directory: /tmp/pip-ephem-wheel-cache-t3y7docy/wheels/37/c3/18/be7a983c1120f15dc0c2d1cb9c33749871a93b034185e00ced Successfully built datarobot jupyter_contrib_nbextensions jupyter_contrib_core Installing collected packages: webencodings, types-urllib3, types-PyYAML, types-pytz, types-python-dateutil, types-decorator, trafaret, strenum, pytz, py4j, pure-eval, ptyprocess, jupyter_highlight_selected_word, ipython_genutils, fastjsonschema, websocket-client, webcolors, wcwidth, uri-template, tzdata, typing-extensions, types-requests, traitlets, tornado, tinycss2, tabulate, soupsieve, six, send2trash, ruff, rpds-py, roman-numerals-py, rfc3986-validator, pyzmq, pyyaml, python-json-logger, python-dotenv, pyenchant, pycparser, pyasn1, pyarrow, psutil, protobuf, prometheus-client, pluggy, platformdirs, Pillow, pexpect, pathspec, parso, pandocfilters, overrides, numpy, nest-asyncio, mypy_extensions, mistune, mdurl, lxml, lark, jupyterlab-pygments, jsonpointer, json5, ipython-pygments-lexers, iniconfig, h11, fsspec, fqdn, executing, docutils, defusedxml, decorator, debugpy, coverage, comm, click, bleach, attrs, async-lru, asttokens, annotated-types, typing-inspection, terminado, stack_data, Sphinx, rsa, rfc3987-syntax, rfc3339-validator, responses, requests_toolbelt, referencing, python-dateutil, pytest, pydantic-core, pyasn1-modules, prompt_toolkit, mypy, matplotlib-inline, markdown-it-py, jupyter-core, jedi, httpcore, grpcio, googleapis-common-protos, cffi, beautifulsoup4, anyio, sphinxcontrib-spelling, sphinxcontrib-jquery, sphinx-multitoc-numbering, sphinx-markdown-builder, sphinx-copybutton, sphinx-autodoc-typehints, pytest-cov, pytest-asyncio, pydantic, pandas, mdit-py-plugins, jupyter-server-terminals, jupyter-client, jsonschema-specifications, ipython, httpx, grpcio-status, cryptography, arrow, argon2-cffi-bindings, sphinx_rtd_theme, sphinx-external-toc, respx, pydantic-settings, myst-parser, jsonschema, isoduration, ipykernel, google-auth, datarobot, authlib, argon2-cffi, nbformat, databricks-sdk, nbclient, jupyter-events, databricks-connect, nbconvert, nbsphinx, jupyter-server, notebook-shim, jupyterlab-server, jupyter-lsp, jupyterlab, notebook, jupyter_contrib_core, jupyter_nbextensions_configurator, jupyter_contrib_nbextensions Attempting uninstall: docutils Found existing installation: docutils 0.22.4 Uninstalling docutils-0.22.4: Successfully uninstalled docutils-0.22.4 Attempting uninstall: Sphinx Found existing installation: Sphinx 9.0.4 Uninstalling Sphinx-9.0.4: Successfully uninstalled Sphinx-9.0.4 Successfully installed Pillow-10.4.0 Sphinx-8.2.3 annotated-types-0.7.0 anyio-4.12.1 argon2-cffi-25.1.0 argon2-cffi-bindings-25.1.0 arrow-1.4.0 asttokens-3.0.1 async-lru-2.2.0 attrs-25.4.0 authlib-1.6.9 beautifulsoup4-4.14.3 bleach-6.3.0 cffi-2.0.0 click-8.3.1 comm-0.2.3 coverage-7.13.4 cryptography-46.0.5 databricks-connect-16.1.7 databricks-sdk-0.97.0 datarobot-3.13.0rc0 debugpy-1.8.20 decorator-5.2.1 defusedxml-0.7.1 docutils-0.21.2 executing-2.2.1 fastjsonschema-2.21.2 fqdn-1.5.1 fsspec-2026.2.0 google-auth-2.49.0 googleapis-common-protos-1.73.0 grpcio-1.78.0 grpcio-status-1.78.0 h11-0.16.0 httpcore-1.0.9 httpx-0.28.1 iniconfig-2.3.0 ipykernel-7.2.0 ipython-9.10.0 ipython-pygments-lexers-1.1.1 ipython_genutils-0.2.0 isoduration-20.11.0 jedi-0.19.2 json5-0.13.0 jsonpointer-3.0.0 jsonschema-4.26.0 jsonschema-specifications-2025.9.1 jupyter-client-8.8.0 jupyter-core-5.9.1 jupyter-events-0.12.0 jupyter-lsp-2.3.0 jupyter-server-2.17.0 jupyter-server-terminals-0.5.4 jupyter_contrib_core-0.4.2 jupyter_contrib_nbextensions-0.7.0 jupyter_highlight_selected_word-0.2.0 jupyter_nbextensions_configurator-0.6.4 jupyterlab-4.5.5 jupyterlab-pygments-0.3.0 jupyterlab-server-2.28.0 lark-1.3.1 lxml-6.0.2 markdown-it-py-3.0.0 matplotlib-inline-0.2.1 mdit-py-plugins-0.5.0 mdurl-0.1.2 mistune-3.2.0 mypy-1.16.0 mypy_extensions-1.1.0 myst-parser-4.0.0 nbclient-0.10.4 nbconvert-7.17.0 nbformat-5.10.4 nbsphinx-0.9.8 nest-asyncio-1.6.0 notebook-7.5.4 notebook-shim-0.2.4 numpy-1.26.4 overrides-7.7.0 pandas-3.0.1 pandocfilters-1.5.1 parso-0.8.6 pathspec-1.0.4 pexpect-4.9.0 platformdirs-4.9.4 pluggy-1.6.0 prometheus-client-0.24.1 prompt_toolkit-3.0.52 protobuf-6.33.5 psutil-7.2.2 ptyprocess-0.7.0 pure-eval-0.2.3 py4j-0.10.9.7 pyarrow-23.0.1 pyasn1-0.6.2 pyasn1-modules-0.4.2 pycparser-3.0 pydantic-2.12.5 pydantic-core-2.41.5 pydantic-settings-2.13.1 pyenchant-3.2.2 pytest-8.3.5 pytest-asyncio-0.21.1 pytest-cov-7.0.0 python-dateutil-2.9.0.post0 python-dotenv-1.2.2 python-json-logger-4.0.0 pytz-2026.1.post1 pyyaml-6.0.3 pyzmq-27.1.0 referencing-0.37.0 requests_toolbelt-1.0.0 responses-0.21.0 respx-0.22.0 rfc3339-validator-0.1.4 rfc3986-validator-0.1.1 rfc3987-syntax-1.1.0 roman-numerals-py-4.1.0 rpds-py-0.30.0 rsa-4.9.1 ruff-0.15.5 send2trash-2.1.0 six-1.17.0 soupsieve-2.8.3 sphinx-autodoc-typehints-3.5.2 sphinx-copybutton-0.5.2 sphinx-external-toc-1.1.0 sphinx-markdown-builder-0.6.9 sphinx-multitoc-numbering-0.1.3 sphinx_rtd_theme-3.1.0 sphinxcontrib-jquery-4.1 sphinxcontrib-spelling-8.0.0 stack_data-0.6.3 strenum-0.4.15 tabulate-0.10.0 terminado-0.18.1 tinycss2-1.4.0 tornado-6.5.4 trafaret-2.1.1 traitlets-5.14.3 types-PyYAML-6.0.12 types-decorator-5.1.8 types-python-dateutil-2.8.19 types-pytz-2022.2.1.0 types-requests-2.28.11 types-urllib3-1.26.25 typing-extensions-4.15.0 typing-inspection-0.4.2 tzdata-2025.3 uri-template-1.3.0 wcwidth-0.6.0 webcolors-25.10.0 webencodings-0.5.1 websocket-client-1.9.0 [rtd-command-info] start-time: 2026-03-09T17:47:45.458398Z, end-time: 2026-03-09T17:47:45.494880Z, duration: 0, exit-code: 0 cat sdk_docs/conf.py # # Copyright 2021-2025 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. from __future__ import annotations import os import shutil import sys from sphinx.application import Sphinx from sphinx_markdown_builder.translator import MarkdownTranslator sys.path.insert(0, os.path.abspath(".")) from utils import ( # noqa better_versionmodified, depart_admonition, depart_desc_signature, visit_admonition, ) 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 tags is not None and "b" not in version: # mainline quarterly releases never have the beta "b" in the version, only internal & weekly do tags.add("exclude_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.md") dest_path = os.path.join(root_dir, "sdk_docs", "CHANGES.md") assert os.path.isfile(changelog_path) shutil.copyfile(changelog_path, dest_path) # -- General configuration ----------------------------------------------------- # If your documentation needs a minimal Sphinx version, state it here. needs_sphinx = "8.1.3" # Add any Sphinx extension module names here, as strings. They can be extensions # coming with Sphinx (named 'sphinx.ext.*') or your custom ones. extensions = [ "sphinxcontrib.spelling", "sphinx.ext.autodoc", "sphinx.ext.napoleon", "sphinx.ext.autosummary", "sphinx.ext.doctest", "nbsphinx", "sphinx_markdown_builder", "sphinx.ext.intersphinx", "sphinx_autodoc_typehints", "myst_parser", "sphinx_copybutton", "sphinx_external_toc", ] myst_enable_extensions = [ "amsmath", "attrs_inline", "colon_fence", "deflist", "dollarmath", "fieldlist", "html_admonition", "html_image", # "linkify", "replacements", "smartquotes", "strikethrough", "substitution", "tasklist", ] # AUTODOC SETUP # MyST options autosummary_generate = False autodoc_class_signature = "separated" autodoc_default_options = { "exclude-members": "__init__, schema, __new__, __init_subclass__", } autodoc_member_order = "bysource" # NAPOLEON SETUP napoleon_numpy_docstring = True napoleon_use_param = True napoleon_use_keyword = True napoleon_use_rtype = True napoleon_use_ivar = True napoleon_preprocess_types = True napoleon_attr_annotations = False napoleon_use_admonition_for_examples = True napoleon_use_admonition_for_notes = True napoleon_use_admonition_for_references = True 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": "restructuredtext", ".md": "markdown", } # TODO: Cleanup all errors and warnings ATM supress some of them # # Suppress specific warnings suppress_warnings = [ "ref.python", "ref.class", "ref.exc", "ref.meth", "autodoc", ] # Suppress warnings about missing references # Showing automatically documented members in same order as they are in source # 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 Sphinx External TOC ------------------------------------------- external_toc_path = "_toc.yml" # optional, default: _toc.yml external_toc_exclude_missing = False # optional, default: False # -- 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" # 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 Markdown output ----------------------------------------------- # Adapted from https://github.com/liran-funaro/sphinx-markdown-builder?tab=readme-ov-file#configurations # If set to True, then anchors will be added before each section/function/class signature. # This allows references to a specific anchor in the document. # markdown_anchor_sections: True # markdown_anchor_signatures: True # If set to True, adds metadata to the top of each document containing author, copyright, # and version. markdown_docinfo: True # If set, all references will link to this prefix address. # markdown_http_base: "https://your-domain.com/docs" # If set, all references will link to documents with this suffix. # markdown_uri_doc_suffix: ".html" # -- 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:data", "typing.Literal"), ("py:data", "Ellipsis"), ("py:obj", "True"), ("py:class", "typing.Self"), ("py:class", "pandas.core.frame.DataFrame"), ("py:class", "requests.models.Response"), ("py:class", "datetime.datetime"), ("py:class", "PIL.Image.Image"), ("py:class", "collections.OrderedDict"), ] # options for spelling spelling_ignore_contributor_names = False spelling_add_pypi_package_names = True spelling_ignore_importable_modules = True spelling_ignore_python_builtins = True spelling_ignore_wiki_words = True spelling_filters = [ "sdk_docs.spelling_filters.filters.DocstringFilePathFilter", "sdk_docs.spelling_filters.filters.TypeAnnotationFilter", "sdk_docs.spelling_filters.filters.CamelCaseFilter", "sdk_docs.spelling_filters.filters.SortOrderFilter", "sdk_docs.spelling_filters.filters.OrdinalFilter", "sdk_docs.spelling_filters.filters.ObjectIdFilter", "sdk_docs.spelling_filters.filters.DayMonthFilter", "sdk_docs.spelling_filters.filters.DataRobotParameterFilter", ] # by default, we render the experimental docs. in the case of stable # releases, a la v3.6.4, we should exclude them at build time and from # the toctree. if "exclude_experimental_docs" in tags: # suppressing etoc.ref warnings like: # WARNING: toctree contains reference to nonexisting document 'experimental/index' [etoc.ref] [docutils] # WARNING: toctree contains reference to nonexisting document 'experimental/enums' [etoc.ref] [docutils] # I wish we could take a more precise approach to this. suppress_warnings.append("etoc.ref") # excluding the experimental folder ensures these files aren't built, period exclude_patterns.append("experimental") def setup(app: Sphinx) -> None: MarkdownTranslator.visit_versionmodified = better_versionmodified # overwrite level of rubric to match markdown MarkdownTranslator.visit_admonition = visit_admonition MarkdownTranslator.depart_admonition = depart_admonition MarkdownTranslator.depart_desc_signature = depart_desc_signature app.add_css_file("css/tight_table.css") [rtd-command-info] start-time: 2026-03-09T17:47:45.577724Z, end-time: 2026-03-09T17:48:29.980694Z, duration: 44, exit-code: 0 python -m sphinx -T -b html -d _build/doctrees -D language=en . $READTHEDOCS_OUTPUT/html Running Sphinx v8.2.3 loading translations [en]... done Initializing Spelling Checker 8.0.0 making output directory... done Writing evaluated template result to /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/early-access/_readthedocs/html/_static/nbsphinx-code-cells.css myst v4.0.0: MdParserConfig(commonmark_only=False, gfm_only=False, enable_extensions={'amsmath', 'deflist', 'fieldlist', 'smartquotes', 'replacements', 'colon_fence', 'attrs_inline', 'dollarmath', 'html_image', 'substitution', 'strikethrough', 'tasklist', 'html_admonition'}, disable_syntax=[], all_links_external=False, links_external_new_tab=False, url_schemes=('http', 'https', 'mailto', 'ftp'), ref_domains=None, fence_as_directive=set(), number_code_blocks=[], title_to_header=False, heading_anchors=0, heading_slug_func=None, html_meta={}, footnote_sort=True, footnote_transition=True, words_per_minute=200, substitutions={}, linkify_fuzzy_links=True, dmath_allow_labels=True, dmath_allow_space=True, dmath_allow_digits=True, dmath_double_inline=False, update_mathjax=True, mathjax_classes='tex2jax_process|mathjax_process|math|output_area', enable_checkboxes=False, suppress_warnings=[], highlight_code_blocks=True) sphinx-multitoc-numbering v0.1.3: Loaded building [mo]: targets for 0 po files that are out of date writing output... building [html]: targets for 83 source files that are out of date updating environment: [new config] 83 added, 0 changed, 0 removed reading sources... 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[rtd-command-info] start-time: 2026-03-09T17:48:30.063910Z, end-time: 2026-03-09T17:48:55.901029Z, duration: 25, exit-code: 0 python -m sphinx -T -b latex -d _build/doctrees -D language=en . $READTHEDOCS_OUTPUT/pdf Running Sphinx v8.2.3 loading translations [en]... done Initializing Spelling Checker 8.0.0 making output directory... done loading pickled environment... 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Writing evaluated template result to /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/early-access/_readthedocs/pdf/make.bat Writing evaluated template result to /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/early-access/_readthedocs/pdf/Makefile Writing evaluated template result to /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/early-access/_readthedocs/pdf/latexmkjarc Writing evaluated template result to /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/early-access/_readthedocs/pdf/latexmkrc done copying assets: done processing DataRobotPython_3.13.0rc0_Docs.tex... index 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/insights/index reference/modeling/insights/automated_documentation reference/modeling/insights/external_testset reference/modeling/insights/model_performance_insights reference/modeling/insights/prediction_explanations reference/modeling/insights/rating_table reference/modeling/insights/shap_insights reference/modeling/spec/index reference/modeling/spec/binary_data reference/modeling/spec/custom_task reference/modeling/spec/datetime_partition reference/modeling/spec/monotonic_constraints reference/modeling/spec/segmented_modeling reference/modeling/spec/time_series reference/modeling/spec/unsupervised_anomaly reference/modeling/spec/unsupervised_clustering reference/modeling/spec/visualai 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/data_exports reference/mlops/custom_metrics reference/mlops/custom_model reference/mlops/jobs reference/mlops/model_registry reference/mlops/key_values reference/admin/index reference/admin/credentials reference/admin/sharing reference/use_cases/index reference/use_cases/use_cases client-setup api-object application-templates applications batch-monitoring batch-predictions binary_data_helpers blueprints challenger-models compliance-documentation credentials custom-metrics custom-models custom-applications custom-application-sources data-connectivity data-exploration data-registry data-wrangling datarobot-models deployment-management errors features gen-llm-generation gen-prompting gen-vector-databases gen-testing gen-moderation insights jobs key_values mlops_event notebooks projects training_predictions use-cases CHANGES resolving references... processing DataRobotPython_3.13.0rc0_Docs.tex: 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 Writing evaluated template result to /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/early-access/_readthedocs/pdf/sphinxmessages.sty 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). [rtd-command-info] start-time: 2026-03-09T17:48:56.414056Z, end-time: 2026-03-09T17:48:56.449678Z, duration: 0, exit-code: 0 cat latexmkrc $latex = 'latex ' . $ENV{'LATEXOPTS'} . ' %O %S'; $pdflatex = 'pdflatex ' . $ENV{'LATEXOPTS'} . 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[23] LaTeX Warning: Hyper reference `projects:partitions-api' on page 24 undefined o n input line 1425. LaTeX Warning: Hyper reference `reference/modeling/spec/datetime_partition:set- up-datetime' on page 24 undefined on input line 1425. [24] LaTeX Warning: Hyper reference `projects:advanced-options-api' on page 25 undef ined on input line 1496. [25] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.analyze_and_m odel' on page 26 undefined on input line 1513. [26] [27] [28] [29] (/usr/share/texlive/texmf-dist/tex/latex/fontawesome5/ufontawesomefree1.fd) LaTeX Warning: Hyper reference `reference/admin/credentials:id1' on page 30 und efined on input line 1837. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.train' on pag e 30 undefined on input line 1852. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.train_datetim e' on page 30 undefined on input line 1864. [30] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.get_models' o n page 31 undefined on input line 1877. [31] LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.Model.get' on page 32 undefined on input line 1963. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.recommended_m odel' on page 32 undefined on input line 1980. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.Model.train' on page 32 undefined on input line 1997. LaTeX Warning: Hyper reference `reference/modeling/job::doc' on page 32 undefin ed on input line 1999. LaTeX Warning: Hyper reference `reference/modeling/job:wait-for-async-model-cre ation-label' on page 32 undefined on input line 2000. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.Model.cross_v alidate' on page 32 undefined on input line 2022. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.DatetimeModel .score_backtests' on page 32 undefined on input line 2033. [32] [33] [34] Underfull \hbox (badness 10000) in paragraph at lines 2190--2192 []\T1/qtm/m/n/10 For mul-ti-class mod-els, you can get a list of per-class lift charts us-ing the \T1/txtt/m/n/10 Model \T1/qtm/m/n/10 method Underfull \hbox (badness 10000) in paragraph at lines 2204--2209 \T1/qtm/m/n/10 Just as with the lift and ROC charts, you can use \T1/txtt/m/n/1 0 Model \T1/qtm/m/n/10 meth-ods \T1/txtt/m/n/10 get_residuals_chart \T1/qtm/m/n /10 and [35] LaTeX Warning: Hyper reference `datarobot-models:missing-values-report-api' on page 36 undefined on input line 2264. [36] LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.Model.request _training_predictions' on page 37 undefined on input line 2365. LaTeX Warning: Hyper reference `reference/predictions/predict_job:training-pred ictions' on page 37 undefined on input line 2368. 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[78] LaTeX Warning: Hyper reference `batch-predictions:batch-prediction-api' on page 79 undefined on input line 5238. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.DatetimeModel ' on page 79 undefined on input line 5257. Underfull \hbox (badness 6141) in paragraph at lines 5251--5258 []\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- [79] LaTeX Warning: Hyper reference `projects:datarobot.CalendarFile' on page 80 und efined on input line 5302. LaTeX Warning: Hyper reference `projects:datarobot.DatetimePartitioningSpecific ation' on page 80 undefined on input line 5381. [80] LaTeX Warning: Hyper reference `projects:datarobot.CalendarFile.create_calendar _from_country_code' on page 81 undefined on input line 5413. LaTeX Warning: Hyper reference `projects:datarobot.CalendarFile.get_allowed_cou ntry_codes' on page 81 undefined on input line 5416. 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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 [88] Underfull \hbox (badness 10000) in paragraph at lines 5918--5921 []\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 [89] [90] [91] LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.Model' on pag e 92 undefined on input line 6202. [92] LaTeX Warning: Hyper reference `reference/modeling/spec/unsupervised_clustering :datarobot.models.model.ClusterInsight' on page 93 undefined on input line 6236 . LaTeX Warning: Hyper reference `errors:datarobot.errors.ClientError' on page 93 undefined on input line 6241. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncFailureError' on p age 93 undefined on input line 6246. 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[124] Underfull \hbox (badness 10000) in paragraph at lines 8617--8620 []|\T1/qtm/m/n/10 The hour(s) Underfull \hbox (badness 10000) in paragraph at lines 8617--8620 \T1/qtm/m/n/10 of the day Underfull \hbox (badness 6592) in paragraph at lines 8617--8620 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 []|\T1/qtm/m/n/10 Strings, ei- Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 ther 3-letter Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 ab-bre-vi-a-tions Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 or the full Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 month, can Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 change-ably Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 []\T1/qtm/m/n/10 Months that Underfull \hbox (badness 10000) in paragraph at lines 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10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 in-ter-change- Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ably (e.g., Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^Psun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^PSun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^Psun^^Q, or Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^PSun^^Q, all Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 di-tive with Overfull \hbox (10.39195pt too wide) in paragraph at lines 8649--8652 \T1/txtt/m/n/10 day_of_month\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 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in paragraph at lines 8665--8669 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 di-tive with Overfull \hbox (5.14197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 the date(s) Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 this field Underfull \hbox (badness 5147) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 and the day Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (2.64197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 dates 1st, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 2nd, 3rd, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 plus ev-ery Overfull \hbox (7.89195pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 is set to Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 ["*"] \T1/qtm/m/n/10 and Overfull \hbox (2.64197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 is de-fined, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 will trig-ger Underfull \hbox (badness 6348) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 that matches Overfull \hbox (2.64197pt too wide) in 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[180] [181] Overfull \vbox (2.67389pt too high) detected at line 12356 [182] [183] [184] Underfull \hbox (badness 10000) in paragraph at lines 12478--12481 \T1/qtm/m/n/10 To cre-ate a hosted cus-tom met-ric job from a gallery tem-plate , use \T1/txtt/m/n/10 dr.registry.Job. [185] [186] [187] LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.model_registr y.RegisteredModelListFilters' on page 188 undefined on input line 12735. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.model_registr y.RegisteredModelVersionsListFilters' on page 188 undefined on input line 12739 . Underfull \hbox (badness 10000) in paragraph at lines 12737--12740 []\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 [188] [189] [190] [191] [192] Chapter 6. LaTeX Warning: Hyper reference `credentials:credential-api' on page 193 undefin ed on input line 12995. 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[199] [200] [201] [202] Chapter 7. [203] LaTeX Warning: Hyper reference `use-cases:datarobot.models.use_cases.use_case.U seCaseReferenceEntity' on page 204 undefined on input line 13710. LaTeX Warning: Hyper reference `use-cases:datarobot.UseCase.add' on page 204 un defined on input line 13710. [204] [205] [206] LaTeX Warning: Hyper reference `data-registry:datarobot.models.sharing.SharingR ole' on page 207 undefined on input line 13874. LaTeX Warning: Hyper reference `use-cases:datarobot.UseCase.share' on page 207 undefined on input line 13877. LaTeX Warning: Hyper reference `data-registry:datarobot.models.sharing.SharingR ole' on page 207 undefined on input line 13877. LaTeX Warning: Hyper reference `data-registry:datarobot.models.sharing.SharingR ole' on page 207 undefined on input line 13878. LaTeX Warning: Hyper reference `use-cases:datarobot.UseCase' on page 207 undefi ned on input line 13878. 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[286] LaTeX Warning: Hyper reference `blueprints:datarobot.models.visualai.augmentati on.ImageAugmentationList' on page 287 undefined on input line 22805. [287] [288] Chapter 16. LaTeX Warning: Hyper reference `challenger-models:datarobot.models.deployment.c hallenger.Challenger' on page 289 undefined on input line 23009. [289] LaTeX Warning: Hyper reference `challenger-models:datarobot.models.deployment.c hallenger.Challenger' on page 290 undefined on input line 23058. LaTeX Warning: Hyper reference `challenger-models:datarobot.models.deployment.c hallenger.Challenger.list' on page 290 undefined on input line 23103. [290] [291] [292] Chapter 17. LaTeX Warning: Hyper reference `compliance-documentation:datarobot.models.compl iance_doc_template.ComplianceDocTemplate' on page 293 undefined on input line 2 3334. 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[333] [334] Chapter 20. Underfull \hbox (badness 5924) in paragraph at lines 27522--27527 \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 , LaTeX Warning: Hyper reference `custom-models:datarobot.CustomModelVersion' on page 335 undefined on input line 27536. [335] Underfull \hbox (badness 10000) in paragraph at lines 27591--27594 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 7099) in paragraph at lines 27591--27594 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 27591--27594 \T1/qtm/m/n/10 pub-lic net-work. 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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 27779--27784 \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 , Overfull \hbox (33.36987pt too wide) in paragraph at lines 27779--27784 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.UNSTRUCTURED\T1/qtm/m/n/10 , \T1/qtm/m/it /10 datarobot.TARGET_TYPE.TEXT_GENERATION\T1/qtm/m/n/10 ] [337] Underfull \hbox (badness 10000) in paragraph at lines 27821--27824 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 27821--27824 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 27821--27824 \T1/qtm/m/n/10 pub-lic net-work. 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[340] Underfull \hbox (badness 10000) in paragraph at lines 28216--28221 []\T1/txtt/bx/n/10 image_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U the type of the im-age, ei-ther CUS- Underfull \hbox (badness 10000) in paragraph at lines 28216--28221 \T1/qtm/m/n/10 TOM_MODEL_IMAGE_TYPE.CUSTOM_MODEL_IMAGE if the test- Underfull \hbox (badness 10000) in paragraph at lines 28216--28221 \T1/qtm/m/n/10 ing at-tempt is us-ing a Cus-tom-Mod-e-lIm-age as its model or C US- Underfull \hbox (badness 10000) in paragraph at lines 28260--28263 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 7099) in paragraph at lines 28260--28263 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28260--28263 \T1/qtm/m/n/10 pub-lic net-work. 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[343] Underfull \hbox (badness 10000) in paragraph at lines 28628--28631 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 7099) in paragraph at lines 28628--28631 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28628--28631 \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 , LaTeX Warning: Hyper reference `custom-models:datarobot.CustomModelVersion' on page 344 undefined on input line 28686. [344] Underfull \hbox (badness 10000) in paragraph at lines 28735--28742 []\T1/txtt/bx/n/10 base_environment_version_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The base en-vi-ron-ment ver-sion ID Underfull \hbox (badness 5077) in paragraph at lines 28735--28742 \T1/qtm/m/n/10 to use with this model ver-sion. At least one of ^^Pbase_environ ment_id^^Q and Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 []\T1/txtt/bx/n/10 files \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List]\T1/qtm/ m/n/10 ) ^^U The list of tu-ples, where val-ues in each Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \T1/qtm/m/n/10 tu-ple are the lo-cal filesys-tem path and the path the file sho uld be Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \T1/qtm/m/n/10 placed in the model. If the list is of strings, then base-names will be Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \T1/qtm/m/n/10 used for tu-ples. Ex-am-ple: [(^^P/home/user/Documents/myModel/f ile1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \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 28754--28764 \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 28766--28769 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 28766--28769 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28766--28769 \T1/qtm/m/n/10 pub-lic net-work. 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Underfull \vbox (badness 2970) detected at line 28890 [346] Underfull \hbox (badness 10000) in paragraph at lines 28937--28944 []\T1/txtt/bx/n/10 base_environment_version_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The base en-vi-ron-ment ver-sion ID Underfull \hbox (badness 5077) in paragraph at lines 28937--28944 \T1/qtm/m/n/10 to use with this model ver-sion. At least one of ^^Pbase_environ ment_id^^Q and [347] Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 []\T1/txtt/bx/n/10 files \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List]\T1/qtm/ m/n/10 ) ^^U The list of tu-ples, where val-ues in each Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \T1/qtm/m/n/10 tu-ple are the lo-cal filesys-tem path and the path the file sho uld be Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \T1/qtm/m/n/10 placed in the model. If list is of strings, then base-names will be Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \T1/qtm/m/n/10 used for tu-ples Ex-am-ple: [(^^P/home/user/Documents/myModel/fi le1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \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 28956--28966 \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 28973--28976 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 28973--28976 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28973--28976 \T1/qtm/m/n/10 pub-lic net-work. 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LaTeX Warning: Hyper reference `gen-moderation:datarobot.models.moderation.inte rvention.GuardInterventionForTemplate' on page 810 undefined on input line 8339 9. LaTeX Warning: Hyper reference `errors:datarobot.errors.ClientError' on page 81 0 undefined on input line 83406. LaTeX Warning: Hyper reference `errors:datarobot.errors.ServerError' on page 81 0 undefined on input line 83410. [810] LaTeX Warning: Hyper reference `errors:datarobot.errors.ClientError' on page 81 1 undefined on input line 83441. LaTeX Warning: Hyper reference `errors:datarobot.errors.ServerError' on page 81 1 undefined on input line 83445. LaTeX Warning: Hyper reference `errors:datarobot.errors.ClientError' on page 81 1 undefined on input line 83476. LaTeX Warning: Hyper reference `errors:datarobot.errors.ServerError' on page 81 1 undefined on input line 83480. [811] [812] Chapter 38. Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 []\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R ocCurve >>> RocCurve.compute( Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485 a58b Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 ") >>> RocCurve.get("67643b2d87bb4954d7917323", da ta_slice_id= Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 "6764389b4bdd48581485a58b") >>> RocCurve.list("67643b2d87bb4954d7917323") [ , ...] >>> RocCurve. Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 list("67643b2d87bb4954d7917323")[0].roc_points [{\TS1/txtt/m/n/ 10 '\T1/txtt/m/n/10 accuracy\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 0.539375, Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 f1_score\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 0 .0, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 false_negative_score\TS1/txtt/m/n/10 '\T1 /txtt/m/n/10 : 737, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 true_negative_score\TS1/t xtt/m/n/10 '\T1/txtt/m/n/10 : 863, [813] [814] Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 []\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import L iftChart >>> LiftChart.compute( Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485 a58b") Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 >>> LiftChart.list("67643b2d87bb4954d7917323") [, ... ] >>> LiftC hart.get( Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485 a58b").bins Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 [{\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 actual\TS1/txtt/m/n/10 '\T1 /txtt/m/n/10 : 0.4, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 predicted\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 0.22727272727272724, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 bin_ weight\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 5.0}, ... ] [815] [816] [817] Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 []\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R esiduals >>> Residuals.list( Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 "672e32de69b0b676ced54d9c") [] >>> Residuals.compute("672e32de69b0b 676ced54d9c Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") >>> R esiduals. Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 list("672e32de69b0b676ced54d9c") [, ] >>> Residuals.get("672e32de69b0b676c ed54d9c Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") >>> Residuals.get ( Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 "672e32de69b0b676ced54d9c", data_slice_id="677ae1249695103ba9fe ff97"). Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 histogram [{\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 interval_start\TS 1/txtt/m/n/10 '\T1/txtt/m/n/10 : []33.37288135593221, \TS1/txtt/m/n/10 '\T1/txt t/m/n/10 interval_end\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : []32. [818] [819] [820] [821] [822] [823] [824] [825] [826] [827] [828] [829] [830] [831] Underfull \hbox (badness 10000) in paragraph at lines 86371--86373 []\T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U The sta-tus of the in-sight. One of \T1/txtt/m/n/10 datarobot.enums. [832] LaTeX Warning: Hyper reference `insights:datarobot.models.anomaly_assessment.An omalyAssessmentRecord' on page 833 undefined on input line 86465. LaTeX Warning: Hyper reference `insights:datarobot.models.anomaly_assessment.An omalyAssessmentRecord' on page 833 undefined on input line 86513. LaTeX Warning: Hyper reference `insights:datarobot.models.anomaly_assessment.An omalyAssessmentPredictionsPreview' on page 833 undefined on input line 86555. LaTeX Warning: Hyper reference `insights:datarobot.models.anomaly_assessment.An omalyAssessmentExplanations' on page 833 undefined on input line 86576. [833] LaTeX Warning: Hyper reference `insights:datarobot.models.anomaly_assessment.An omalyAssessmentExplanations' on page 834 undefined on input line 86616. LaTeX Warning: Hyper reference `insights:datarobot.models.anomaly_assessment.An omalyAssessmentRecord.list' on page 834 undefined on input line 86639. [834] LaTeX Warning: Hyper reference `insights:datarobot.models.anomaly_assessment.An omalyAssessmentExplanations' on page 835 undefined on input line 86809. [835] LaTeX Warning: Hyper reference `insights:datarobot.models.anomaly_assessment.An omalyAssessmentPredictionsPreview' on page 836 undefined on input line 86931. Underfull \hbox (badness 10000) in paragraph at lines 87051--87053 []\T1/txtt/m/n/10 [ [ True Negative, False Positive ], [ False Negative, True P ositive [836] LaTeX Warning: Hyper reference `insights:datarobot.insights.LiftChart' on page 837 undefined on input line 87099. [837] [838] LaTeX Warning: Hyper reference `insights:datarobot.models.data_slice.DataSlice' on page 839 undefined on input line 87356. [839] [840] LaTeX Warning: Hyper reference `insights:datarobot.models.data_slice.DataSliceS izeInfo' on page 841 undefined on input line 87511. Overfull \vbox (2.69994pt too high) detected at line 87579 [841] LaTeX Warning: Hyper reference `insights:datarobot.models.data_slice.DataSlice' on page 842 undefined on input line 87606. [842] Underfull \hbox (badness 10000) in paragraph at lines 87701--87704 []\T1/txtt/bx/n/10 resolutions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n /10 of \T1/txtt/m/n/10 string\T1/qtm/m/n/10 ) ^^U A list of \T1/txtt/m/n/10 dat arobot.enums. Underfull \hbox (badness 6592) in paragraph at lines 87701--87704 \T1/txtt/m/n/10 DATETIME_TREND_PLOTS_RESOLUTION\T1/qtm/m/n/10 , which rep-re-se nts avail-able time res-o-lu-tions Underfull \hbox (badness 10000) in paragraph at lines 87735--87737 \T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 data robot.enums. Underfull \hbox (badness 10000) in paragraph at lines 87742--87744 \T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/10 datarobot.enums. [843] [844] [845] Underfull \hbox (badness 10000) in paragraph at lines 88032--88035 []\T1/txtt/bx/n/10 resolutions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n /10 of \T1/txtt/m/n/10 string\T1/qtm/m/n/10 ) ^^U A list of \T1/txtt/m/n/10 dat arobot.enums. 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[848] [849] LaTeX Warning: Hyper reference `insights:datarobot.ExternalScores.list' on page 850 undefined on input line 88676. [850] LaTeX Warning: Hyper reference `insights:datarobot.ExternalScores' on page 851 undefined on input line 88775. LaTeX Warning: Hyper reference `insights:datarobot.ExternalScores' on page 851 undefined on input line 88779. LaTeX Warning: Hyper reference `insights:datarobot.ExternalScores' on page 851 undefined on input line 88815. LaTeX Warning: Hyper reference `insights:datarobot.ExternalScores' on page 851 undefined on input line 88819. [851] LaTeX Warning: Hyper reference `insights:datarobot.ExternalLiftChart.list' on p age 852 undefined on input line 88867. LaTeX Warning: Hyper reference `insights:datarobot.ExternalLiftChart' on page 8 52 undefined on input line 88911. LaTeX Warning: Hyper reference `insights:datarobot.ExternalLiftChart' on page 8 52 undefined on input line 88915. 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[860] LaTeX Warning: Hyper reference `insights:datarobot.PredictionExplanationsInitia lization' on page 861 undefined on input line 90095. LaTeX Warning: Hyper reference `errors:datarobot.errors.ClientError' on page 86 1 undefined on input line 90099. [861] LaTeX Warning: Hyper reference `insights:datarobot.PredictionExplanations' on p age 862 undefined on input line 90260. [862] Underfull \hbox (badness 10000) in paragraph at lines 90288--90291 []\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 90293--90296 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. Underfull \hbox (badness 6708) in paragraph at lines 90366--90372 \T1/qtm/m/n/10 Cre-ate pre-dic-tion ex-pla-na-tions for the the dataset used to train the model. 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LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.execution_ environment.ExecutionEnvironmentAssignPayload' on page 897 undefined on input l ine 94664. LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.execution_ environment.ExecutionEnvironment' on page 897 undefined on input line 94674. [897] LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.revision.C reateRevisionPayload' on page 898 undefined on input line 94791. LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.revision.N otebookRevision' on page 898 undefined on input line 94801. [898] LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.scheduled_ job.NotebookScheduledJob' on page 899 undefined on input line 94897. Overfull \vbox (1.64996pt too high) detected at line 95006 [899] [900] LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.scheduled_ run.ScheduledJobPayload' on page 901 undefined on input line 95230. LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.scheduled_ run.ScheduledRunRevisionMetadata' on page 901 undefined on input line 95246. [901] [902] LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.session.No tebookSession' on page 903 undefined on input line 95460. LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.session.St artSessionPayload' on page 903 undefined on input line 95486. LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.session.No tebookSession' on page 903 undefined on input line 95496. LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.session.No tebookSession' on page 903 undefined on input line 95525. [903] LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.session.No tebookExecutionStatus' on page 904 undefined on input line 95626. LaTeX Warning: Hyper reference `notebooks:datarobot.models.notebooks.user.Noteb ookUser' on page 904 undefined on input line 95741. [904] Chapter 43. [905] Underfull \hbox (badness 10000) in paragraph at lines 95878--95880 []\T1/txtt/bx/n/10 catalog_version_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qt m/m/n/10 ) ^^U (New in ver-sion v3.0) The ob-ject ID of the [906] LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 907 undefined on input line 95967. LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 907 undefined on input line 96044. LaTeX Warning: Hyper reference `errors:datarobot.errors.InputNotUnderstoodError ' on page 907 undefined on input line 96049. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncFailureError' on p age 907 undefined on input line 96053. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncProcessUnsuccessfu lError' on page 907 undefined on input line 96059. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncTimeoutError' on p age 907 undefined on input line 96063. [907] LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 908 undefined on input line 96151. [908] LaTeX Warning: Hyper reference `errors:datarobot.errors.InvalidUsageError' on p age 909 undefined on input line 96229. LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 909 undefined on input line 96233. LaTeX Warning: Hyper reference `data-registry:datarobot.models.Dataset' on page 909 undefined on input line 96250. [909] LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 910 undefined on input line 96310. LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 910 undefined on input line 96335. LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 910 undefined on input line 96386. LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 910 undefined on input line 96426. [910] LaTeX Warning: Hyper reference `errors:datarobot.errors.ProjectAsyncFailureErro r' on page 911 undefined on input line 96431. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncProcessUnsuccessfu lError' on page 911 undefined on input line 96436. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncTimeoutError' on p age 911 undefined on input line 96440. [911] LaTeX Warning: Hyper reference `projects:partitions-api' on page 912 undefined on input line 96513. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.set_partition ing_method' on page 912 undefined on input line 96515. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.set_datetime_ partitioning' on page 912 undefined on input line 96516. Underfull \hbox (badness 10000) in paragraph at lines 96512--96518 \T1/qtm/m/n/10 the \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 96512--96518 \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. Underfull \hbox (badness 10000) in paragraph at lines 96596--96603 []\T1/txtt/bx/n/10 bias_mitigation_technique \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[str]\T1/qtm/m/n/10 ) ^^U One of Underfull \hbox (badness 10000) in paragraph at lines 96596--96603 \T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces s-in-gReweigh-ing' - Underfull \hbox (badness 7944) in paragraph at lines 96596--96603 \T1/qtm/m/n/10 `post-Pro-cess-in-gRe-jec-tionOp-tion-Based-Clas-si-fi-ca-tion' The tech-nique by which we'll [912] Underfull \hbox (badness 10000) in paragraph at lines 96605--96609 []\T1/txtt/bx/n/10 include_bias_mitigation_feature_as_predictor_variable LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 913 undefined on input line 96622. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncFailureError' on p age 913 undefined on input line 96627. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncProcessUnsuccessfu lError' on page 913 undefined on input line 96632. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncTimeoutError' on p age 913 undefined on input line 96636. [913] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 914 undefined on input line 96717. [914] Underfull \hbox (badness 7888) in paragraph at lines 96835--96842 \T1/qtm/m/n/10 and \T1/txtt/m/n/10 AUTOPILOT_MODE.COMPREHENSIVE\T1/qtm/m/n/10 . \T1/txtt/m/n/10 COMPREHENSIVE\TS1/txtt/m/n/10 ` \T1/txtt/m/n/10 runs all bluep rints Underfull \hbox (badness 10000) in paragraph at lines 96835--96842 \T1/txtt/m/n/10 in the repository (this may be extremely slow). If unspecified, LaTeX Warning: Hyper reference `projects:partitions-api' on page 915 undefined on input line 96859. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.set_partition ing_method' on page 915 undefined on input line 96861. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.set_datetime_ partitioning' on page 915 undefined on input line 96862. Underfull \hbox (badness 10000) in paragraph at lines 96858--96864 \T1/qtm/m/n/10 the \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 96858--96864 \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. [915] LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 916 undefined on input line 96936. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncFailureError' on p age 916 undefined on input line 96941. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncProcessUnsuccessfu lError' on page 916 undefined on input line 96946. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncTimeoutError' on p age 916 undefined on input line 96950. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.start' on pag e 916 undefined on input line 96966. [916] LaTeX Warning: Hyper reference `projects:partitions-api' on page 917 undefined on input line 97061. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.set_partition ing_method' on page 917 undefined on input line 97063. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.set_datetime_ partitioning' on page 917 undefined on input line 97064. Underfull \hbox (badness 10000) in paragraph at lines 97060--97066 \T1/qtm/m/n/10 the \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 97060--97066 \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. Underfull \hbox (badness 10000) in paragraph at lines 97106--97108 []\T1/txtt/bx/n/10 class_mapping_aggregation_settings \T1/qtm/m/n/10 (\T1/txtt/ m/n/10 ClassMappingAggregationSettings\T1/qtm/m/n/10 , [917] LaTeX Warning: Hyper reference `projects:datarobot.models.Project' on page 918 undefined on input line 97133. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncFailureError' on p age 918 undefined on input line 97138. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncProcessUnsuccessfu lError' on page 918 undefined on input line 97143. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncTimeoutError' on p age 918 undefined on input line 97147. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.start' on pag e 918 undefined on input line 97163. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.analyze_and_m odel' on page 918 undefined on input line 97167. [918] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 919 undefined on input line 97250. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 919 undefined on input line 97268. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.GenericModel' on page 919 undefined on input line 97268. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 919 undefined on input line 97290. Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 []\T1/txtt/bx/n/10 use_new_models_retrieval \T1/qtm/m/n/10 (\T1/txtt/m/n/10 boo l\T1/qtm/m/n/10 , \T1/qtm/m/it/10 de-fault \T1/txtt/m/n/10 False\T1/qtm/m/n/10 ) ^^U If \T1/txtt/m/n/10 true\T1/qtm/m/n/10 , new re- Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 trieval route is used, which sup-ports fil-ter-ing and re-turns fewer at-tributes Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 per in-di-vid-ual model. Fol-low-ing at-tributes are ab-sent and could be re- Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 trieved from the blueprint level: \T1/txtt/m/n/10 monotonic_incr easing_featurelist_id\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/txtt/m/n/10 monotonic_decreasing_featurelist_id\T1/qtm/m/n/10 , \T1/txtt/m/ n/10 supports_composable_ml \T1/qtm/m/n/10 and Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/txtt/m/n/10 supports_monotonic_constraints\T1/qtm/m/n/10 . Fol-low-ing at-t ributes are ab-sent and Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 could be re-trieved from the in-di-vid-ual model level: \T1/txtt /m/n/10 has_empty_clusters\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/txtt/m/n/10 is_n_clusters_dynamically_determined\T1/qtm/m/n/10 , \T1/txtt/m /n/10 prediction_threshold \T1/qtm/m/n/10 and [919] LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.Model' on pag e 920 undefined on input line 97340. [920] LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.Model' on pag e 921 undefined on input line 97405. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.Model' on pag e 921 undefined on input line 97437. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 921 undefined on input line 97482. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.DatetimeModel ' on page 921 undefined on input line 97482. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 921 undefined on input line 97508. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.PrimeModel' o n page 921 undefined on input line 97508. [921] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 922 undefined on input line 97544. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.PrimeFile' on page 922 undefined on input line 97544. LaTeX Warning: Hyper reference `data-registry:datarobot.models.Dataset' on page 922 undefined on input line 97569. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 922 undefined on input line 97604. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 922 undefined on input line 97645. [922] Underfull \hbox (badness 10000) in paragraph at lines 97681--97683 []\T1/txtt/bx/n/10 credentials \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List] a list \T1/qtm/m/n/10 of \T1/txtt/m/n/10 credentials for the datasets LaTeX Warning: Hyper reference `batch-predictions:datarobot.models.PredictionDa taset' on page 923 undefined on input line 97697. LaTeX Warning: Hyper reference `errors:datarobot.errors.InputNotUnderstoodError ' on page 923 undefined on input line 97702. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncFailureError' on p age 923 undefined on input line 97706. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncProcessUnsuccessfu lError' on page 923 undefined on input line 97711. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncTimeoutError' on p age 923 undefined on input line 97716. Underfull \hbox (badness 7649) in paragraph at lines 97720--97723 []\T1/txtt/bx/n/10 ValueError \T1/qtm/m/n/10 ^^U Raised if \T1/txtt/m/n/10 fore cast_point \T1/qtm/m/n/10 or \T1/txtt/m/n/10 predictions_start_date \T1/qtm/m/n /10 and [923] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 924 undefined on input line 97765. Underfull \hbox (badness 10000) in paragraph at lines 97775--97777 []\T1/txtt/bx/n/10 credentials \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List] a list \T1/qtm/m/n/10 of \T1/txtt/m/n/10 credentials for the datasets LaTeX Warning: Hyper reference `batch-predictions:datarobot.models.PredictionDa taset' on page 924 undefined on input line 97811. [924] Underfull \hbox (badness 10000) in paragraph at lines 97840--97846 []\T1/txtt/bx/n/10 credential_data \T1/qtm/m/n/10 (\T1/txtt/m/n/10 BasicCredent ialsDataDict | S3CredentialsDataDict | [925] [926] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 927 undefined on input line 98114. Overfull \hbox (0.89392pt too wide) in paragraph at lines 98124--98128 []\T1/txtt/bx/n/10 credentials \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list[BasicCreden tialsDict | CredentialIdCredentialsDict]\T1/qtm/m/n/10 , [927] LaTeX Warning: Hyper reference `batch-predictions:datarobot.models.PredictionDa taset' on page 928 undefined on input line 98198. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 928 undefined on input line 98223. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 928 undefined on input line 98248. LaTeX Warning: Hyper reference `features:datarobot.models.Feature' on page 928 undefined on input line 98248. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:input-vs-mo deling' on page 928 undefined on input line 98270. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 928 undefined on input line 98284. LaTeX Warning: Hyper reference `features:datarobot.models.ModelingFeature' on p age 928 undefined on input line 98284. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 928 undefined on input line 98309. LaTeX Warning: Hyper reference `features:datarobot.models.Featurelist' on page 928 undefined on input line 98309. [928] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 929 undefined on input line 98432. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:input-vs-mo deling' on page 929 undefined on input line 98473. [929] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 930 undefined on input line 98487. LaTeX Warning: Hyper reference `features:datarobot.models.ModelingFeaturelist' on page 930 undefined on input line 98487. [930] LaTeX Warning: Hyper reference `features:datarobot.models.Feature' on page 931 undefined on input line 98653. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncFailureError' on p age 931 undefined on input line 98658. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncProcessUnsuccessfu lError' on page 931 undefined on input line 98662. LaTeX Warning: Hyper reference `errors:datarobot.errors.AsyncTimeoutError' on p age 931 undefined on input line 98666. LaTeX Warning: Hyper reference `features:datarobot.models.Featurelist' on page 931 undefined on input line 98697. [931] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 932 undefined on input line 98734. LaTeX Warning: Hyper reference `features:datarobot.models.Featurelist' on page 932 undefined on input line 98739. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 932 undefined on input line 98754. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 932 undefined on input line 98761. LaTeX Warning: Hyper reference `features:datarobot.models.Featurelist' on page 932 undefined on input line 98774. LaTeX Warning: Hyper reference `errors:datarobot.errors.DuplicateFeaturesError' on page 932 undefined on input line 98779. LaTeX Warning: Hyper reference `errors:datarobot.errors.InvalidUsageError' on p age 932 undefined on input line 98783. [932] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:input-vs-mo deling' on page 933 undefined on input line 98841. LaTeX Warning: Hyper reference `features:datarobot.models.ModelingFeaturelist' on page 933 undefined on input line 98868. [933] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 934 undefined on input line 98916. [934] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 935 undefined on input line 99129. LaTeX Warning: Hyper reference `errors:datarobot.errors.AppPlatformError' on pa ge 935 undefined on input line 99137. [935] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.train_datetim e' on page 936 undefined on input line 99175. LaTeX Warning: Hyper reference `blueprints:datarobot.models.Blueprint' on page 936 undefined on input line 99181. Underfull \hbox (badness 10000) in paragraph at lines 99214--99223 []\T1/txtt/bx/n/10 scoring_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/n/10 or \T1/txt t/m/n/10 crossValidation [936] LaTeX Warning: Hyper reference `projects:datarobot.helpers.partitioning_methods .construct_duration_string' on page 937 undefined on input line 99315. LaTeX Warning: Hyper reference `reference/modeling/spec/datetime_partition:date -dur-spec' on page 937 undefined on input line 99316. Underfull \hbox (badness 10000) in paragraph at lines 99313--99318 []\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 99313--99318 \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 Underfull \hbox (badness 7133) in paragraph at lines 99330--99333 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [937] LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.ModelJob' on page 938 undefined on input line 99388. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.ModelJob' on page 938 undefined on input line 99427. [938] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.check_blendab le' on page 939 undefined on input line 99435. LaTeX Warning: Hyper reference `projects:datarobot.helpers.eligibility_result.E ligibilityResult' on page 939 undefined on input line 99474. Underfull \hbox (badness 10000) in paragraph at lines 99532--99537 \T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 QUEUE_STATUS enum\T1/qt m/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/10 ) ^^U If called with LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 939 undefined on input line 99557. [939] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 940 undefined on input line 99582. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.BlenderModel' on page 940 undefined on input line 99582. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 940 undefined on input line 99607. LaTeX Warning: Hyper reference `datarobot-models:datarobot.models.FrozenModel' on page 940 undefined on input line 99607. LaTeX Warning: Hyper reference `projects:datarobot.models.Project.list' on page 940 undefined on input line 99632. 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[958] [959] LaTeX Warning: Hyper reference `projects:datarobot.models.Project.analyze_and_m odel' on page 960 undefined on input line 102091. LaTeX Warning: Hyper reference `projects:datarobot.DatetimePartitioning.generat e' on page 960 undefined on input line 102092. Underfull \hbox (badness 10000) in paragraph at lines 102090--102093 []\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 LaTeX Warning: Hyper reference `projects:datarobot.helpers.partitioning_methods .construct_duration_string' on page 960 undefined on input line 102096. LaTeX Warning: Hyper reference `reference/modeling/spec/datetime_partition:date -dur-spec' on page 960 undefined on input line 102097. 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LaTeX Warning: Reference `errors:module-datarobot.errors' on page 1091 undefine d on input line 116516. LaTeX Warning: Reference `binary_data_helpers:module-datarobot.helpers.binary_d ata_utils' on page 1091 undefined on input line 116517. LaTeX Warning: Reference `notebooks:module-datarobot.models.notebooks.enums' on page 1091 undefined on input line 116518. LaTeX Warning: Reference `notebooks:module-datarobot.models.notebooks.exception s' on page 1091 undefined on input line 116519. LaTeX Warning: Reference `notebooks:module-datarobot.models.notebooks.execution _environment' on page 1091 undefined on input line 116520. LaTeX Warning: Reference `notebooks:module-datarobot.models.notebooks.kernel' o n page 1091 undefined on input line 116521. LaTeX Warning: Reference `notebooks:module-datarobot.models.notebooks.notebook' on page 1091 undefined on input line 116522. 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LaTeX Warning: Reference `blueprints:module-datarobot.models.visualai.augmentat ion' on page 1091 undefined on input line 116530. LaTeX Warning: Reference `blueprints:module-datarobot.models.visualai.images' o n page 1091 undefined on input line 116531. LaTeX Warning: Reference `blueprints:module-datarobot.models.visualai.insights' on page 1091 undefined on input line 116532. No file datarobot-public-api-client.ind. [1091] (./datarobot-public-api-client.aux) LaTeX Warning: There were undefined references. LaTeX Warning: Label(s) may have changed. Rerun to get cross-references right. Package rerunfilecheck Warning: File `datarobot-public-api-client.out' has chan ged. (rerunfilecheck) Rerun to get outlines right (rerunfilecheck) or use package `bookmark'. ) (see the transcript file for additional information){/usr/share/texlive/texmf-d ist/fonts/enc/dvips/fontawesome5/fa5free2.enc}{/usr/share/texmf/fonts/enc/dvips /tex-gyre/q-ec-sc.enc}{/usr/share/texmf/fonts/enc/dvips/tex-gyre/q-ec.enc}{/usr /share/texmf/fonts/enc/dvips/tex-gyre/q-ts1.enc}{/usr/share/texlive/texmf-dist/ fonts/enc/dvips/fontawesome5/fa5free1.enc}{/usr/share/texlive/texmf-dist/fonts/ enc/dvips/base/8r.enc} Output written on datarobot-public-api-client.pdf (1095 pages, 4495482 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 `binary_data_helpers:module-datarobot.helpers.binary_data_utils' on page 1091 undefined on input line 116517 Reference `blueprints:module-datarobot.models.visualai.augmentation' on page 1091 undefined on input line 116530 Reference `blueprints:module-datarobot.models.visualai.images' on page 1091 undefined on input line 116531 Reference `blueprints:module-datarobot.models.visualai.insights' on page 1091 undefined on input line 116532 Reference `client-setup:module-datarobot.client' on page 1091 undefined on input line 116515 Reference `errors:module-datarobot.errors' on page 1091 undefined on input line 116516 Reference `notebooks:module-datarobot.models.notebooks.enums' on page 1091 undefined on input line 116518 Reference `notebooks:module-datarobot.models.notebooks.exceptions' on page 1091 undefined on input line 116519 Reference `notebooks:module-datarobot.models.notebooks.execution_environment' on page 1091 undefined on input line 116520 Reference `notebooks:module-datarobot.models.notebooks.kernel' on page 1091 undefined on input line 116521 Reference `notebooks:module-datarobot.models.notebooks.notebook' on page 1091 undefined on input line 116522 Reference `notebooks:module-datarobot.models.notebooks.revision' on page 1091 undefined on input line 116523 Reference `notebooks:module-datarobot.models.notebooks.scheduled_job' on page 1091 undefined on input line 116524 Reference `notebooks:module-datarobot.models.notebooks.scheduled_run' on page 1091 undefined on input line 116525 Reference `notebooks:module-datarobot.models.notebooks.session' on page 1091 undefined on input line 116526 Reference `notebooks:module-datarobot.models.notebooks.settings' on page 1091 undefined on input line 116527 Reference `notebooks:module-datarobot.models.notebooks.user' on page 1091 undefined on input line 116528 Reference `training_predictions:module-datarobot.models.training_predictions' on page 1091 undefined on input line 116529 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 (2077 entries accepted, 0 rejected). Sorting entries......................done (27179 comparisons). Generating output file datarobot-public-api-client.ind......done (3533 lines written, 0 warnings). Output written in datarobot-public-api-client.ind. Transcript written in datarobot-public-api-client.ilg. Rule 'pdflatex': File changes, etc: Changed files, or newly in use since previous run(s): 'datarobot-public-api-client.aux' 'datarobot-public-api-client.ind' 'datarobot-public-api-client.out' ------------ Run number 2 of rule 'pdflatex' ------------ ------------ Running 'pdflatex -interaction=nonstopmode -recorder --jobname="datarobot-public-api-client" "DataRobotPython_3.13.0rc0_Docs.tex"' ------------ Latexmk: applying rule 'pdflatex'... 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See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3789 ├  ├──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.3789 ├  ├──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.3789 ├  ├──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.3790 ├  ├──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.3790 ├  ├──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.3790 ├  ├──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.3790 ├  ├──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.3791 ├  ├──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.3791 ├  ├──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.3791 ├  ├──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.3791 ├  ├──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.3792 ├── 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.3792 ├── 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.3792 ├── data.csv [58] [59] [60] [61] [62] [63] [64] [65] [66] Underfull \hbox (badness 10000) in paragraph at lines 4410--4413 []\T1/qtm/m/n/10 gap_duration (str): A du-ra-tion string such as those re-turne d by the [][]\T1/txtt/m/sl/10 partitioning_methods. [67] Underfull \hbox (badness 10000) in paragraph at lines 4483--4488 \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 [68] Underfull \hbox (badness 10000) in paragraph at lines 4515--4520 \T1/qtm/m/n/10 For date-time par-ti-tioned model you can re-trieve the Ac-cu-ra cy over Time plot. To do so use Underfull \hbox (badness 7558) in paragraph at lines 4515--4520 [][]\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 [69] [70] [71] ! 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.4790 ...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.4790 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} [72] [73] [74] [75] [76] [77] Underfull \hbox (badness 10000) in paragraph at lines 5155--5158 [][][]\T1/txtt/m/sl/10 datarobot.FeatureSettings[][] \T1/qtm/m/n/10 con-struc-t or re-ceives \T1/txtt/m/n/10 feature_name \T1/qtm/m/n/10 and set-tings. For now set-tings [78] Underfull \hbox (badness 6141) in paragraph at lines 5251--5258 []\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- [79] [80] [81] Underfull \hbox (badness 10000) in paragraph at lines 5539--5544 []\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. [82] [83] [84] Underfull \vbox (badness 10000) detected at line 5733 Underfull \vbox (badness 10000) detected at line 5733 [85] [86] [87] Underfull \hbox (badness 7012) in paragraph at lines 5868--5871 []\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 [88] Underfull \hbox (badness 10000) in paragraph at lines 5918--5921 []\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 [89] [90] [91] [92] [93] [94] [95] ! 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.6665 ├── 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.6665 ├── 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.6665 ├── abyssinian ! 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.6666 │   ├── abyssinian01.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.6666 │   ├── abyssinian01.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.6666 │   ├── abyssinian01.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.6666 │   ├── abyssinian01.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.6667 │   ├── abyssinian02.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.6667 │   ├── abyssinian02.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.6667 │   ├── abyssinian02.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.6667 │   ├── abyssinian02.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.6668 │   ├── … ! 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.6668 │   ├── … ! 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.6668 │   ├── … ! 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.6668 │   ├── … ! 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.6669 ├── 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.6669 ├── 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.6669 ├── 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.6670 ...├── 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.6670 ...├── 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.6670 ...├── 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.6670 ...├── 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.6671 ...├── 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.6671 ...├── 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.6671 ...├── 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.6671 ...├── 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.6672 │ ├── … ! 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.6672 │ ├── … ! 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.6672 │ ├── … ! 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.6672 │ ├── … [96] [97 <./sample1.png>] [98 <./sample2.png>] [99 <./activation_map1.png> <./a ctivation_map2.png>] [100] [101 <./embeddings.png>] [102] [103] [104] Overfull \vbox (1.18929pt too high) detected at line 7227 [105] [106] [107] [108] Chapter 4. [109] Overfull \vbox (1.18929pt too high) detected at line 7571 [110] [111] [112] [113] [114] [115] [116] [117] [118] Overfull \vbox (1.27087pt too high) detected at line 8239 [119] [120] [121] [122] Overfull \vbox (0.53955pt too high) detected at line 8501 [123] Underfull \hbox (badness 6477) in paragraph at lines 8527--8532 []\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 8533--8535 []\T1/qtm/m/n/10 Al-ter-na-tively, use a short-hand ver-sion with [][]\T1/txtt/ m/sl/10 datarobot.models.BatchPredictionJobDefinition. [124] Underfull \hbox (badness 10000) in paragraph at lines 8617--8620 []|\T1/qtm/m/n/10 The hour(s) Underfull \hbox (badness 10000) in paragraph at lines 8617--8620 \T1/qtm/m/n/10 of the day Underfull \hbox (badness 6592) in paragraph at lines 8617--8620 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 []|\T1/qtm/m/n/10 Strings, ei- Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 ther 3-letter Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 ab-bre-vi-a-tions Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 or the full Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 month, can Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 change-ably Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 []\T1/qtm/m/n/10 Months that Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 \T1/qtm/m/n/10 pat-i-ble with Overfull \hbox (7.89195pt too wide) in paragraph at lines 8633--8636 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 \T1/qtm/m/n/10 are ig-nored, Overfull \hbox (13.14194pt too wide) in paragraph at lines 8633--8636 \T1/txtt/m/n/10 "day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 \T1/txtt/m/n/10 ": [31], Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 \T1/txtt/m/n/10 "month":[ Underfull \hbox (badness 5563) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 the job will Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ab-bre-vi-a- Underfull \hbox (badness 6592) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 tions or the Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 full name Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 of the day, Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 in-ter-change- Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ably (e.g., Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^Psun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^PSun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^Psun^^Q, or Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^PSun^^Q, all Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 di-tive with Overfull \hbox (10.39195pt too wide) in paragraph at lines 8649--8652 \T1/txtt/m/n/10 day_of_month\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 run both Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 on the date Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (7.89195pt too wide) in paragraph at lines 8649--8652 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 5147) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 and the day Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8662--8664 []|\T1/qtm/m/n/10 The date(s) Underfull \hbox (badness 6592) in paragraph at lines 8662--8664 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8662--8664 \T1/txtt/m/n/10 ... 31] \T1/qtm/m/n/10 or Underfull \hbox (badness 10000) in paragraph at lines 8662--8664 \T1/qtm/m/n/10 days of the Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 di-tive with Overfull \hbox (5.14197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 the date(s) Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 this field Underfull \hbox (badness 5147) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 and the day Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (2.64197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 dates 1st, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 2nd, 3rd, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 plus ev-ery Overfull \hbox (7.89195pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 is set to Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 ["*"] \T1/qtm/m/n/10 and Overfull \hbox (2.64197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 is de-fined, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 will trig-ger Underfull \hbox (badness 6348) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 that matches Overfull \hbox (2.64197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 Tues-day the Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 2nd, 9th, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 16th, 23rd, Underfull \hbox (badness 10000) in paragraph at lines 8670--8673 \T1/qtm/m/n/10 such as [125] Overfull \vbox (676.10883pt too high) has occurred while \output is active [126] Underfull \hbox (badness 5832) in paragraph at lines 8681--8687 \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 8681--8687 \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 [127] [128] Chapter 5. [129] [130] [131] [132] [133] [134] [135] [136] [137] [138] [139] [140] [141] [142] [143] Underfull \hbox (badness 10000) in paragraph at lines 9806--9810 \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. [144] [145] [146] [147] [148] [149] [150] [151] Overfull \vbox (1.93637pt too high) detected at line 10336 [152] [153] [154] Underfull \hbox (badness 7415) in paragraph at lines 10500--10502 []\T1/qtm/m/n/10 For deployment-specific met-rics, do not pro-vide model in-for -ma-tion. For model spe-cific met-rics set [155] [156] Underfull \hbox (badness 10000) in paragraph at lines 10588--10590 \T1/qtm/m/n/10 To re-port ag-gre-gated cus-tom met-rics val-ues from a dataset in the Data Reg-istry, use the [157] [158] [159] [160] [161] [162] [163] [164] Overfull \vbox (0.52194pt too high) detected at line 11267 [165] Underfull \hbox (badness 10000) in paragraph at lines 11313--11316 []\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 [166] [167] [168] Overfull \vbox (1.27087pt too high) detected at line 11514 [169] [170] [171] [172] [173] [174] [175] [176] [177] [178] [179] [180] [181] Overfull \vbox (2.67389pt too high) detected at line 12356 [182] [183] [184] Underfull \hbox (badness 10000) in paragraph at lines 12478--12481 \T1/qtm/m/n/10 To cre-ate a hosted cus-tom met-ric job from a gallery tem-plate , use \T1/txtt/m/n/10 dr.registry.Job. [185] [186] [187] Underfull \hbox (badness 10000) in paragraph at lines 12737--12740 []\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 [188] [189] [190] [191] [192] Chapter 6. [193] [194] [195] [196] [197] [198] [199] [200] [201] [202] Chapter 7. [203] [204] [205] [206] Underfull \hbox (badness 10000) in paragraph at lines 13880--13883 []\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 [207] [208] Chapter 8. [209] [210] [211] [212] Chapter 9. [213] [214] Chapter 10. [215] [216] [217] [218] Chapter 11. [219] [220] Chapter 12. [221] [222] [223] [224] [225] [226] [227] Overfull \vbox (1.75995pt too high) detected at line 15779 [228] [229] [230] Chapter 13. [231] [232] [233] [234] [235] [236] [237] Underfull \hbox (badness 10000) in paragraph at lines 16814--16817 []\T1/txtt/bx/n/10 source_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 16819--16822 []\T1/txtt/bx/n/10 destination_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m /n/10 ) ^^U The URL for the scored dataset (e.g.: [238] Underfull \hbox (badness 10000) in paragraph at lines 16870--16873 []\T1/txtt/bx/n/10 source_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 16875--16878 []\T1/txtt/bx/n/10 destination_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m /n/10 ) ^^U The URL for the scored dataset (e.g.: [239] Underfull \hbox (badness 10000) in paragraph at lines 17049--17051 []\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. [240] [241] [242] [243] [244] [245] [246] [247] [248] [249] Underfull \hbox (badness 6364) in paragraph at lines 18083--18085 \T1/txtt/bx/n/10 ValueError: \T1/qtm/m/n/10 ^^U If the generic Job was not a pr e-dict job, e.g. job_type != [250] [251] [252] [253] [254] Chapter 14. Overfull \hbox (5.07387pt too wide) in paragraph at lines 18620--18620 \T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , Overfull \hbox (10.32385pt too wide) in paragraph at lines 18680--18680 \T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , [255] Overfull \hbox (5.07387pt too wide) in paragraph at lines 18739--18739 \T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , [256] [257] [258] Chapter 15. [259] [260] [261] Underfull \hbox (badness 10000) in paragraph at lines 19395--19397 []\T1/txtt/bx/n/10 hex_column_name_lookup \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list[ UserBlueprintsHexColumnNameLookupEntry]\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19427--19429 []\T1/txtt/bx/n/10 supported_target_types \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list[ enum(\TS1/txtt/m/n/10 ``\T1/qtm/m/n/10 'binary'\T1/txtt/m/n/10 , \TS1/txtt/m/n/ 10 ``'\T1/txtt/m/n/10 multiclass\TS1/txtt/m/n/10 '\T1/qtm/m/n/10 , [262] [263] [264] [265] Overfull \hbox (33.22383pt too wide) in paragraph at lines 20005--20007 []\T1/txtt/bx/n/10 task_parameters \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(UserBlu eprintTaskParameterValidationRequestParamItem)\T1/qtm/m/n/10 ) [266] Underfull \hbox (badness 10000) in paragraph at lines 20066--20068 []\T1/txtt/bx/n/10 share_recipient_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 enum(\T S1/txtt/m/n/10 ``\T1/qtm/m/n/10 'user'\T1/txtt/m/n/10 , \TS1/txtt/m/n/10 ``'\T1 /txtt/m/n/10 group\TS1/txtt/m/n/10 '\T1/qtm/m/n/10 , \TS1/txtt/m/n/10 '\T1/txtt /m/n/10 organization\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 )\T1/qtm/m/n/10 , [267] Underfull \hbox (badness 10000) in paragraph at lines 20158--20160 []\T1/txtt/bx/n/10 roles \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(or(GrantAccessCon trolWithUsernameValidator\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20211--20213 []\T1/txtt/bx/n/10 limit \T1/qtm/m/n/10 (\T1/txtt/m/n/10 int\T1/qtm/m/n/10 , \T 1/txtt/m/n/10 Optional. (default\T1/qtm/m/n/10 : \T1/txtt/m/n/10 0)\T1/qtm/m/n/ 10 , \T1/txtt/m/n/10 at most this many results are [268] Underfull \hbox (badness 10000) in paragraph at lines 20310--20313 []\T1/txtt/bx/n/10 added_to_menu \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(UserBluep rintAddedToMenuItem)\T1/qtm/m/n/10 ) ^^U The list of [269] Overfull \hbox (33.22383pt too wide) in paragraph at lines 20485--20487 []\T1/txtt/bx/n/10 task_parameters \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(UserBlu eprintTaskParameterValidationRequestParamItem)\T1/qtm/m/n/10 ) [270] Underfull \hbox (badness 5711) in paragraph at lines 20611--20613 []\T1/txtt/bx/n/10 description \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str] (D efault=None)\T1/qtm/m/n/10 ) ^^U The de-scrip-tion of the user Underfull \hbox (badness 10000) in paragraph at lines 20650--20652 []\T1/txtt/bx/n/10 limit \T1/qtm/m/n/10 (\T1/txtt/m/n/10 int\T1/qtm/m/n/10 , \T 1/txtt/m/n/10 Optional. (default\T1/qtm/m/n/10 : \T1/txtt/m/n/10 0)\T1/qtm/m/n/ 10 , \T1/txtt/m/n/10 at most this many results are [271] [272] [273] Underfull \hbox (badness 10000) in paragraph at lines 21015--21020 []\T1/txtt/bx/n/10 calibrate_predictions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Option al[bool]\T1/qtm/m/n/10 ) ^^U whether anomaly pre-dic-tions Underfull \hbox (badness 6658) in paragraph at lines 21015--21020 \T1/qtm/m/n/10 should be cal-i-brated to be be-tween 0 and 1 by DR. if None, us es de-fault [274] [275] [276] [277] [278] [279] [280] [281] [282] [283] [284] [285] [286] [287] [288] Chapter 16. [289] [290] [291] [292] Chapter 17. [293] Overfull \vbox (0.94989pt too high) detected at line 23504 [294] Underfull \vbox (badness 7522) detected at line 23624 Overfull \vbox (4.48987pt too high) detected at line 23624 [295] [296] Underfull \hbox (badness 10000) in paragraph at lines 23714--23716 []\T1/txtt/m/n/10 List \T1/qtm/m/n/10 of \T1/txtt/m/n/10 AutomatedDocument obje cts\T1/qtm/m/n/10 , \T1/txtt/m/n/10 where each object contains Overfull \vbox (42.9599pt too high) detected at line 23788 [297] [298] [299] [300] [301] [302] Chapter 18. [303] [304] [305] [306] [307] [308] [309] [310] Underfull \hbox (badness 5475) in paragraph at lines 25138--25140 []\T1/txtt/bx/n/10 kwargs \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Keyword arguments spe cific \T1/qtm/m/n/10 to \T1/txtt/m/n/10 the given credential_type that [311] [312] Chapter 19. [313] [314] [315] Underfull \hbox (badness 5274) in paragraph at lines 25517--25519 []\T1/txtt/bx/n/10 time_step \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[CustomMet ricBucketTimeStep]\T1/qtm/m/n/10 ) ^^U Cus-tom met-ric time [316] [317] [318] [319] Overfull \vbox (2.75995pt too high) detected at line 25853 [320] [321] [322] [323] [324] [325] [326] [327] Overfull \hbox (12.22389pt too wide) in paragraph at lines 26760--26762 []\T1/txtt/bx/n/10 metric_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[HostedC ustomMetricsTemplateMetricTypeQueryParams]\T1/qtm/m/n/10 ) [328] Underfull \hbox (badness 10000) in paragraph at lines 26865--26871 \T1/qtm/m/n/10 Cre-ate a hosted cus-tom met-ric from a tem-plate. A short-cut f or 2 calls: [329] [330] [331] [332] [333] [334] Chapter 20. Underfull \hbox (badness 5924) in paragraph at lines 27522--27527 \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 , [335] Underfull \hbox (badness 10000) in paragraph at lines 27591--27594 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 7099) in paragraph at lines 27591--27594 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 27591--27594 \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 27605--27607 []\T1/txtt/bx/n/10 is_training_data_for_versions_permanently_enabled \T1/qtm/m/ n/10 (\T1/txtt/m/n/10 Optional[bool]\T1/qtm/m/n/10 ) ^^U [336] Underfull \hbox (badness 10000) in paragraph at lines 27779--27784 []\T1/txtt/bx/n/10 target_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 datarobot.TARGET _TYPE\T1/qtm/m/n/10 ) ^^U Tar-get type of the cus- Underfull \hbox (badness 10000) in paragraph at lines 27779--27784 \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 27779--27784 \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 , Overfull \hbox (33.36987pt too wide) in paragraph at lines 27779--27784 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.UNSTRUCTURED\T1/qtm/m/n/10 , \T1/qtm/m/it /10 datarobot.TARGET_TYPE.TEXT_GENERATION\T1/qtm/m/n/10 ] [337] Underfull \hbox (badness 10000) in paragraph at lines 27821--27824 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 27821--27824 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 27821--27824 \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 27835--27838 []\T1/txtt/bx/n/10 is_training_data_for_versions_permanently_enabled \T1/qtm/m/ n/10 (\T1/txtt/m/n/10 Optional[bool]\T1/qtm/m/n/10 ) ^^U [338] Underfull \hbox (badness 10000) in paragraph at lines 27963--27966 []\T1/txtt/bx/n/10 is_training_data_for_versions_permanently_enabled \T1/qtm/m/ n/10 (\T1/txtt/m/n/10 Optional[bool]\T1/qtm/m/n/10 ) ^^U [339] [340] Underfull \hbox (badness 10000) in paragraph at lines 28216--28221 []\T1/txtt/bx/n/10 image_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U the type of the im-age, ei-ther CUS- Underfull \hbox (badness 10000) in paragraph at lines 28216--28221 \T1/qtm/m/n/10 TOM_MODEL_IMAGE_TYPE.CUSTOM_MODEL_IMAGE if the test- Underfull \hbox (badness 10000) in paragraph at lines 28216--28221 \T1/qtm/m/n/10 ing at-tempt is us-ing a Cus-tom-Mod-e-lIm-age as its model or C US- Underfull \hbox (badness 10000) in paragraph at lines 28260--28263 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 7099) in paragraph at lines 28260--28263 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28260--28263 \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 , [341] Underfull \hbox (badness 10000) in paragraph at lines 28312--28315 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 28312--28315 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28312--28315 \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 , [342] [343] Underfull \hbox (badness 10000) in paragraph at lines 28628--28631 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 7099) in paragraph at lines 28628--28631 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28628--28631 \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 , [344] Underfull \hbox (badness 10000) in paragraph at lines 28735--28742 []\T1/txtt/bx/n/10 base_environment_version_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The base en-vi-ron-ment ver-sion ID Underfull \hbox (badness 5077) in paragraph at lines 28735--28742 \T1/qtm/m/n/10 to use with this model ver-sion. At least one of ^^Pbase_environ ment_id^^Q and Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 []\T1/txtt/bx/n/10 files \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List]\T1/qtm/ m/n/10 ) ^^U The list of tu-ples, where val-ues in each Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \T1/qtm/m/n/10 tu-ple are the lo-cal filesys-tem path and the path the file sho uld be Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \T1/qtm/m/n/10 placed in the model. If the list is of strings, then base-names will be Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \T1/qtm/m/n/10 used for tu-ples. Ex-am-ple: [(^^P/home/user/Documents/myModel/f ile1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \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 28754--28764 \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 28766--28769 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 28766--28769 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28766--28769 \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 , [345] Underfull \vbox (badness 2970) detected at line 28890 [346] Underfull \hbox (badness 10000) in paragraph at lines 28937--28944 []\T1/txtt/bx/n/10 base_environment_version_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The base en-vi-ron-ment ver-sion ID Underfull \hbox (badness 5077) in paragraph at lines 28937--28944 \T1/qtm/m/n/10 to use with this model ver-sion. At least one of ^^Pbase_environ ment_id^^Q and [347] Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 []\T1/txtt/bx/n/10 files \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List]\T1/qtm/ m/n/10 ) ^^U The list of tu-ples, where val-ues in each Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \T1/qtm/m/n/10 tu-ple are the lo-cal filesys-tem path and the path the file sho uld be Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \T1/qtm/m/n/10 placed in the model. If list is of strings, then base-names will be Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \T1/qtm/m/n/10 used for tu-ples Ex-am-ple: [(^^P/home/user/Documents/myModel/fi le1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \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 28956--28966 \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 28973--28976 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 28973--28976 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28973--28976 \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 , [348] [349] [350] [351] [352] [353] [354] [355] [356] [357] Underfull \hbox (badness 10000) in paragraph at lines 30403--30405 []\T1/qtm/m/n/10 Trans-fer ac-cess to the ex-e-cu-tion en-vi-ron-ment from [][] old_user@datarobot.com[][] to [358] [359] Underfull \hbox (badness 10000) in paragraph at lines 30576--30579 []\T1/txtt/bx/n/10 build_status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U build sta-tus of Underfull \hbox (badness 10000) in paragraph at lines 30576--30579 \T1/qtm/m/n/10 the ex-e-cu-tion en-vi-ron-ment ver-sion to fil-ter by. See Underfull \hbox (badness 10000) in paragraph at lines 30576--30579 \T1/qtm/m/n/10 datarobot.enums.EXECUTION_ENVIRONMENT_VERSION_BUILD_STATUS [360] [361] [362] Chapter 21. [363] [364] [365] [366] Chapter 22. [367] [368] [369] [370] [371] [372] Chapter 23. [373] Underfull \hbox (badness 10000) in paragraph at lines 32110--32113 []\T1/txtt/bx/n/10 database_driver \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m /n/10 ) ^^U Op-tional. Spec-ify when typ is \T1/qtm/m/it/10 DataDriver- [374] [375] [376] [377] Underfull \hbox (badness 10000) in paragraph at lines 32637--32639 []\T1/txtt/bx/n/10 jdbc_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U Op-tional. The full JDBC URL (for ex-am-ple: [378] Underfull \hbox (badness 10000) in paragraph at lines 32705--32707 []\T1/txtt/bx/n/10 jdbc_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U Op-tional. The full JDBC URL (for ex-am-ple: [379] [380] [381] Overfull \vbox (27.92998pt too high) detected at line 33072 [382] [383] [384] [385] [386] [387] [388] Chapter 24. [389] [390] Chapter 25. [391] [392] [393] [394] [395] [396] Underfull \hbox (badness 10000) in paragraph at lines 34309--34312 [] \T1/txtt/m/n/10 code[]block:\T1/qtm/m/n/10 : \T1/txtt/m/n/10 python \T1/qtm/ m/n/10 ^^U from datarobot.models.deployment Underfull \hbox (badness 10000) in paragraph at lines 34309--34312 \T1/qtm/m/n/10 im-port Train-ing-Data-Ex-port dataset_id = Train-ing-Data-Ex- [397] [398] Chapter 26. [399] [400] [401] [402] [403] [404] [405] [406] [407] [408] [409] [410] [411] [412] [413] Underfull \hbox (badness 10000) in paragraph at lines 36385--36392 \T1/qtm/m/n/10 GIVEN _ NAME / SCHEMA . TABLE _ NAME$[][]' - `[][]$jdbc : DATA _ SOURCE _ GIVEN _ [414] [415] [416] [417] Overfull \vbox (1.75995pt too high) detected at line 36867 [418] [419] [420] [421] [422] [423] [424] Chapter 27. [425] Overfull \vbox (18.5899pt too high) detected at line 37492 [426] [427] [428] [429] Underfull \hbox (badness 10000) in paragraph at lines 37752--37755 []\T1/txtt/bx/n/10 materialization_destination \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/n/10 [\T1/txtt/m/n/10 MaterializationDestination\T1/qtm/m/n/1 0 ]) ^^U [430] (/usr/share/texlive/texmf-dist/tex/latex/fontawesome5/ufontawesomefree2.fd) [431] [432] [433] [434] [435] [436] [437] [438] [439] [440] [441] [442] [443] [444] [445] [446] Underfull \hbox (badness 10000) in paragraph at lines 39527--39530 []\T1/txtt/bx/n/10 methods \T1/qtm/m/n/10 (\T1/txtt/m/n/10 List\T1/qtm/m/n/10 [ [][]\T1/txtt/m/sl/10 CategoricalStatsMethods[][]\T1/qtm/m/n/10 ]) ^^U List of m eth- Underfull \hbox (badness 10000) in paragraph at lines 39527--39530 \T1/qtm/m/n/10 ods to ap-ply for rolling statis-tics. Cur-rently only sup-ports [447] [448] [449] [450] Underfull \vbox (badness 10000) detected at line 39883 Overfull \vbox (27.2299pt too high) detected at line 39883 [451] [452] [453] Underfull \vbox (badness 10000) detected at line 40141 Overfull \vbox (33.2399pt too high) detected at line 40141 [454] [455] [456] [457] [458] Chapter 28. [459] [460] [461] [462] Underfull \vbox (badness 10000) detected at line 41243 Overfull \vbox (24.0pt too high) detected at line 41243 [463] Overfull \vbox (0.89993pt too high) detected at line 41324 [464] [465] [466] Underfull \hbox (badness 10000) in paragraph at lines 41558--41560 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [467] Underfull \hbox (badness 10000) in paragraph at lines 41710--41713 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of [468] [469] Underfull \hbox (badness 10000) in paragraph at lines 41961--41964 \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 [470] Underfull \hbox (badness 10000) in paragraph at lines 42087--42089 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [471] [472] [473] [474] Underfull \hbox (badness 10000) in paragraph at lines 42702--42705 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [475] Underfull \hbox (badness 10000) in paragraph at lines 42761--42765 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [476] [477] [478] Underfull \hbox (badness 10000) in paragraph at lines 43236--43239 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of [479] [480] Underfull \hbox (badness 10000) in paragraph at lines 43427--43432 []\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 43427--43432 [][]\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 [481] [482] [483] Underfull \hbox (badness 10000) in paragraph at lines 43683--43686 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 43688--43694 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the Underfull \hbox (badness 10000) in paragraph at lines 43732--43734 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 43768--43770 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Roc Curve data source. Check [484] [485] [486] Underfull \hbox (badness 10000) in paragraph at lines 44094--44103 []\T1/txtt/bx/n/10 scoring_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/n/10 or \T1/txt t/m/n/10 crossValidation [487] Underfull \hbox (badness 10000) in paragraph at lines 44163--44168 []\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 44163--44168 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 44176--44179 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [488] [489] [490] [491] [492] [493] [494] [495] [496] Underfull \hbox (badness 10000) in paragraph at lines 45252--45254 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [497] Underfull \hbox (badness 10000) in paragraph at lines 45404--45407 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of [498] [499] Underfull \hbox (badness 10000) in paragraph at lines 45655--45658 \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 [500] Underfull \hbox (badness 10000) in paragraph at lines 45781--45783 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [501] [502] [503] [504] [505] Underfull \hbox (badness 10000) in paragraph at lines 46396--46399 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 46455--46459 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [506] [507] [508] [509] Underfull \hbox (badness 10000) in paragraph at lines 46900--46903 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of [510] [511] Underfull \hbox (badness 10000) in paragraph at lines 47206--47209 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 47211--47217 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the [512] Underfull \hbox (badness 10000) in paragraph at lines 47255--47257 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 47291--47293 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Roc Curve data source. Check [513] [514] [515] [516] [517] [518] [519] [520] [521] [522] [523] Underfull \hbox (badness 10000) in paragraph at lines 48640--48642 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [524] [525] Underfull \hbox (badness 10000) in paragraph at lines 48792--48795 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of [526] [527] Underfull \hbox (badness 10000) in paragraph at lines 49043--49046 \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 Underfull \hbox (badness 10000) in paragraph at lines 49169--49171 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [528] [529] [530] [531] [532] Underfull \hbox (badness 10000) in paragraph at lines 49784--49787 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 49843--49847 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [533] [534] [535] [536] Underfull \hbox (badness 10000) in paragraph at lines 50318--50321 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of [537] Underfull \hbox (badness 10000) in paragraph at lines 50509--50514 []\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 50509--50514 [][]\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 [538] [539] [540] Underfull \hbox (badness 10000) in paragraph at lines 50765--50768 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 50770--50776 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the Underfull \hbox (badness 10000) in paragraph at lines 50814--50816 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [541] Underfull \hbox (badness 10000) in paragraph at lines 50850--50852 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Roc Curve data source. Check [542] [543] Underfull \hbox (badness 10000) in paragraph at lines 51176--51185 []\T1/txtt/bx/n/10 scoring_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/n/10 or \T1/txt t/m/n/10 crossValidation [544] Underfull \hbox (badness 10000) in paragraph at lines 51245--51250 []\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 51245--51250 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 51258--51261 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [545] [546] Underfull \hbox (badness 5217) in paragraph at lines 51488--51491 []\T1/txtt/bx/n/10 sampling_method \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str \T1/qtm/ m/n/10 or \T1/txtt/m/n/10 None\T1/qtm/m/n/10 ) ^^U (New in v2.23) in-di-cates t he way train-ing [547] [548] [549] [550] [551] Underfull \hbox (badness 10000) in paragraph at lines 52021--52026 []\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 52021--52026 [][]\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 [552] [553] [554] [555] [556] [557] [558] [559] [560] [561] [562] [563] Underfull \hbox (badness 10000) in paragraph at lines 53400--53403 \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 [564] [565] [566] [567] [568] [569] [570] [571] [572] [573] Underfull \hbox (badness 10000) in paragraph at lines 54456--54458 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [574] Underfull \hbox (badness 10000) in paragraph at lines 54556--54559 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of Underfull \hbox (badness 10000) in paragraph at lines 54650--54652 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [575] [576] [577] Underfull \hbox (badness 10000) in paragraph at lines 55061--55064 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [578] [579] [580] [581] Underfull \hbox (badness 10000) in paragraph at lines 55531--55534 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of Underfull \hbox (badness 10000) in paragraph at lines 55578--55583 []\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 55578--55583 [][]\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 [582] [583] Underfull \hbox (badness 10000) in paragraph at lines 55748--55751 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 55753--55759 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the Underfull \hbox (badness 10000) in paragraph at lines 55797--55799 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [584] [585] Underfull \hbox (badness 10000) in paragraph at lines 55964--55969 []\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 55964--55969 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 55977--55980 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [586] [587] [588] [589] [590] [591] [592] [593] [594] [595] [596] Underfull \hbox (badness 10000) in paragraph at lines 57262--57264 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [597] Underfull \hbox (badness 10000) in paragraph at lines 57414--57417 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of [598] [599] Underfull \hbox (badness 10000) in paragraph at lines 57665--57668 \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 [600] Underfull \hbox (badness 10000) in paragraph at lines 57791--57793 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [601] [602] [603] [604] Underfull \hbox (badness 10000) in paragraph at lines 58406--58409 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [605] Underfull \hbox (badness 10000) in paragraph at lines 58465--58469 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [606] [607] [608] Underfull \hbox (badness 10000) in paragraph at lines 58940--58943 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of [609] [610] Underfull \hbox (badness 10000) in paragraph at lines 59131--59136 []\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 59131--59136 [][]\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 [611] [612] [613] Underfull \hbox (badness 10000) in paragraph at lines 59387--59390 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 59392--59398 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the Underfull \hbox (badness 10000) in paragraph at lines 59436--59438 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 59472--59474 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Roc Curve data source. Check [614] [615] [616] Underfull \hbox (badness 10000) in paragraph at lines 59798--59807 []\T1/txtt/bx/n/10 scoring_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/n/10 or \T1/txt t/m/n/10 crossValidation [617] Underfull \hbox (badness 10000) in paragraph at lines 59867--59872 []\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 59867--59872 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 59880--59883 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [618] [619] [620] [621] [622] [623] Underfull \hbox (badness 10000) in paragraph at lines 60794--60796 []\T1/qtm/b/n/10 pa-ram-e-ters \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dict\T1/qtm/m/n/ 10 ) ^^U ^^PPa-ram-e-ters^^Q dic-tio-nary, same as spec-i-fied on [624] Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 []\T1/txtt/bx/n/10 algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 GridSearchAlgorith m (optional)\T1/qtm/m/n/10 ) ^^U The al-go-rithm to ap- Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 ply when run-ning the grid search. This is only ap-pli-ca-ble if the search Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 type is spec-i-fied and the search de-ter-mines which al-go-rith m to use. Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 The fol-low-ing are the valid com-bi-na-tions of search type and al-go-rithm: Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 ^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V | G rid-Search-SearchType.SMART | Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 | Grid-SearchAl-go-rithm.EXHAUSTIVE_SEARCH (de-fault) | | Grid-S earch- [625] [626] [627] [628] [629] [630] [631] [632] [633] [634] [635] [636] [637] [638] [639] [640] [641] [642] [643] Underfull \hbox (badness 10000) in paragraph at lines 63424--63426 []\T1/txtt/bx/n/10 geospatial_monitoring \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Option al[ExternalGeospatialMonitoring]\T1/qtm/m/n/10 ) ^^U [644] [645] [646] [647] [648] Chapter 29. [649] [650] Chapter 30. Underfull \hbox (badness 10000) in paragraph at lines 63892--63896 []\T1/qtm/m/n/10 datarobot-key \T1/txtt/m/n/10 str \T1/qtm/m/n/10 Cor-re-sponds the to the \T1/txtt/m/n/10 PredictionServer \T1/qtm/m/n/10 ^^Psnake_cased^^Q [651] [652] [653] [654] [655] [656] [657] [658] Overfull \vbox (0.61996pt too high) detected at line 64845 [659] [660] [661] [662] [663] [664] [665] Underfull \hbox (badness 10000) in paragraph at lines 65586--65590 \T1/qtm/m/n/10 If pre-dic-tions data col-lec-tion is en-abled for this de-ploy- ment. Underfull \hbox (badness 10000) in paragraph at lines 65586--65590 \T1/qtm/m/n/10 To up-date ex-ist-ing `'pre-dic-tions_data_collection'' set-ting s, see [666] [667] [668] [669] [670] [671] [672] [673] [674] [675] Underfull \hbox (badness 10000) in paragraph at lines 66918--66920 []\T1/txtt/bx/n/10 share_recipient_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 enum(\T S1/txtt/m/n/10 ``\T1/qtm/m/n/10 'user'\T1/txtt/m/n/10 , \TS1/txtt/m/n/10 ``'\T1 /txtt/m/n/10 group\TS1/txtt/m/n/10 '\T1/qtm/m/n/10 , \TS1/txtt/m/n/10 '\T1/txtt /m/n/10 organization\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 )\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 66953--66955 \T1/txtt/bx/n/10 roles \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(or(GrantAccessContr olWithUsernameValidator\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 66953--66955 \T1/txtt/m/n/10 GrantAccessControlWithIdValidator\T1/qtm/m/n/10 , \T1/txtt/m/n/ 10 SharingRole))\T1/qtm/m/n/10 ) ^^U Ar-ray of GrantAc- [676] [677] [678] [679] [680] [681] [682] [683] [684] [685] [686] [687] [688] [689] [690] [691] [692] [693] [694] Underfull \hbox (badness 10000) in paragraph at lines 69352--69356 []\T1/txtt/bx/n/10 target_drift \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Settings\T1/qtm /m/n/10 ) ^^U If tar-get drift track-ing is en-abled for this Underfull \hbox (badness 10000) in paragraph at lines 69352--69356 \T1/qtm/m/n/10 de-ploy-ment. To cre-ate or up-date ex-ist-ing \T1/txtt/m/n/10 t arget_drift \T1/qtm/m/n/10 set-tings, see Underfull \hbox (badness 10000) in paragraph at lines 69358--69362 []\T1/txtt/bx/n/10 feature_drift \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Settings\T1/qt m/m/n/10 ) ^^U If fea-ture drift track-ing is en-abled for this Underfull \hbox (badness 10000) in paragraph at lines 69358--69362 \T1/qtm/m/n/10 de-ploy-ment. To cre-ate or up-date ex-ist-ing \T1/txtt/m/n/10 f eature_drift \T1/qtm/m/n/10 set-tings, see Underfull \hbox (badness 10000) in paragraph at lines 69382--69386 []\T1/txtt/bx/n/10 enabled \T1/qtm/m/n/10 (\T1/txtt/m/n/10 bool\T1/qtm/m/n/10 ) ^^U If tar-get pre-dic-tion_warning is en-abled for this de-ploy- Underfull \hbox (badness 10000) in paragraph at lines 69382--69386 \T1/qtm/m/n/10 ment. To cre-ate or up-date ex-ist-ing `'pre-dic-tion_warning'' set-tings, see [695] [696] [697] [698] Underfull \hbox (badness 10000) in paragraph at lines 69851--69853 []\T1/txtt/bx/n/10 supported_model_formats \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list [PredictionEnvironmentModelFormats]\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op- [699] [700] [701] [702] Chapter 31. [703] [704] [705] [706] Chapter 32. [707] Underfull \hbox (badness 10000) in paragraph at lines 70690--70695 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [708] [709] [710] [711] Underfull \hbox (badness 10000) in paragraph at lines 71232--71237 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [712] [713] [714] Underfull \hbox (badness 5331) in paragraph at lines 71685--71687 []\T1/txtt/bx/n/10 values \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(dict)\T1/qtm/m/n /10 ) ^^U List of His-togram val-ues with a schema de-scribed as [715] [716] Underfull \hbox (badness 10000) in paragraph at lines 71926--71929 []\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 71926--71929 \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 , [717] Underfull \hbox (badness 10000) in paragraph at lines 72074--72077 []\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 72074--72077 \T1/txtt/m/n/10 pairwise_conditional_probabilities.statistic_dataframes[(0,1)]. [718] [719] [720] [721] [722] [723] [724] [725] Underfull \hbox (badness 5771) in paragraph at lines 73124--73128 \T1/qtm/m/n/10 tion win-dows set-tings. If present, time-aware joins will be us ed. Only al- Underfull \hbox (badness 10000) in paragraph at lines 73130--73134 []\T1/txtt/bx/n/10 prediction_point_rounding \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[int]\T1/qtm/m/n/10 ) ^^U Clos-est value of pre-dic- Underfull \hbox (badness 10000) in paragraph at lines 73156--73159 \T1/qtm/m/n/10 Time unit of the fea-ture deriva-tion win-dow. One of \T1/txtt/m /n/10 datarobot.enums. [726] [727] [728] Underfull \hbox (badness 5771) in paragraph at lines 73405--73409 \T1/qtm/m/n/10 tion win-dows set-tings. If present, time-aware joins will be us ed. Only al- Underfull \hbox (badness 10000) in paragraph at lines 73411--73415 []\T1/txtt/bx/n/10 prediction_point_rounding \T1/qtm/m/n/10 (\T1/txtt/m/n/10 in t\T1/qtm/m/n/10 , or \T1/txtt/m/n/10 None\T1/qtm/m/n/10 ) ^^U Clos-est value of pre-dic- Underfull \hbox (badness 10000) in paragraph at lines 73437--73440 \T1/qtm/m/n/10 Time unit of the fea-ture deriva-tion win-dow. One of \T1/txtt/m /n/10 datarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 73457--73459 []\T1/txtt/bx/n/10 specifying \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 To see the list of possible settings, create a [729] Underfull \hbox (badness 10000) in paragraph at lines 73486--73488 []\T1/txtt/bx/n/10 dataset_definitions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1 /qtm/m/n/10 of \T1/txtt/m/n/10 DatasetDefinition\T1/qtm/m/n/10 ) ^^U Each el-e- ment is a Underfull \hbox (badness 6641) in paragraph at lines 73494--73498 \T1/qtm/m/n/10 Each el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot. helpers.feature_discovery. [730] Underfull \hbox (badness 10000) in paragraph at lines 73601--73603 []\T1/txtt/bx/n/10 dataset_definitions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 List[Dat asetDefinition]\T1/qtm/m/n/10 ) ^^U Each el-e-ment is a Underfull \hbox (badness 6641) in paragraph at lines 73609--73613 \T1/qtm/m/n/10 Each el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot. helpers.feature_discovery. [731] [732] [733] [734] [735] [736] Overfull \vbox (10.32994pt too high) detected at line 74507 [737] Overfull \vbox (2.88174pt too high) detected at line 74589 [738] [739] [740] [741] [742] Chapter 33. [743] [744] [745] [746] [747] [748] [749] [750] Underfull \hbox (badness 10000) in paragraph at lines 76020--76025 []\T1/txtt/bx/n/10 vector_database_network_egress_policy \T1/qtm/m/n/10 (\T1/tx tt/m/n/10 Optional[str]\T1/qtm/m/n/10 ) ^^U Only Underfull \hbox (badness 10000) in paragraph at lines 76020--76025 \T1/qtm/m/n/10 used if a new vec-tor database is de-ployed. De-ter-mines whethe r the Underfull \hbox (badness 10000) in paragraph at lines 76020--76025 \T1/qtm/m/n/10 new vec-tor database de-ploy-ment is iso-lated or can ac-cess th e pub- Underfull \hbox (badness 10000) in paragraph at lines 76020--76025 \T1/qtm/m/n/10 lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EGRESS _POLICY.NONE\T1/qtm/m/n/10 , [751] [752] Chapter 34. [753] [754] [755] [756] [757] [758] [759] [760] [761] [762] [763] [764] [765] [766] [767] [768] [769] [770] [771] [772] Chapter 35. [773] [774] Overfull \hbox (63.27374pt too wide) in paragraph at lines 78957--78960 []\T1/txtt/bx/n/10 metadata_combination_strategy \T1/qtm/m/n/10 (\T1/txtt/m/n/1 0 Optional[VectorDatabaseMetadataCombinationStrategy]\T1/qtm/m/n/10 ) [775] Overfull \hbox (69.97372pt too wide) in paragraph at lines 79107--79110 []\T1/txtt/bx/n/10 metadata_combination_strategy \T1/qtm/m/n/10 (\T1/txtt/m/n/1 0 Optional[VectorDatabaseMetadataCombinationStrategy]\T1/qtm/m/n/10 ) [776] [777] Overfull \hbox (69.97372pt too wide) in paragraph at lines 79331--79334 []\T1/txtt/bx/n/10 metadata_combination_strategy \T1/qtm/m/n/10 (\T1/txtt/m/n/1 0 Optional[VectorDatabaseMetadataCombinationStrategy]\T1/qtm/m/n/10 ) [778] Underfull \hbox (badness 10000) in paragraph at lines 79450--79453 []\T1/txtt/bx/n/10 resource_bundle_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U The ID of a Underfull \hbox (badness 10000) in paragraph at lines 79459--79463 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Option al[str]\T1/qtm/m/n/10 ) ^^U De-ter-mines whether Underfull \hbox (badness 10000) in paragraph at lines 79459--79463 \T1/qtm/m/n/10 the given cus-tom model is iso-lated, or can ac-cess the pub-lic net- Underfull \hbox (badness 10000) in paragraph at lines 79459--79463 \T1/qtm/m/n/10 work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY. NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 79509--79512 []\T1/txtt/bx/n/10 resource_bundle_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U The ID of a Underfull \hbox (badness 10000) in paragraph at lines 79518--79522 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Option al[str]\T1/qtm/m/n/10 ) ^^U De-ter-mines whether Underfull \hbox (badness 10000) in paragraph at lines 79518--79522 \T1/qtm/m/n/10 the given cus-tom model is iso-lated, or can ac-cess the pub-lic net- Underfull \hbox (badness 10000) in paragraph at lines 79518--79522 \T1/qtm/m/n/10 work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY. NONE\T1/qtm/m/n/10 , [779] [780] Underfull \hbox (badness 10000) in paragraph at lines 79738--79740 []\T1/txtt/bx/n/10 embedding_validation \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[CustomModelEmbeddingValidation\T1/qtm/m/n/10 , [781] [782] Chapter 36. [783] [784] [785] [786] [787] [788] [789] [790] [791] [792] [793] [794] [795] [796] [797] Underfull \hbox (badness 6592) in paragraph at lines 81777--81779 []\T1/txtt/bx/n/10 prompt_moderation_configuration \T1/qtm/m/n/10 (\T1/txtt/m/n /10 ModerationConfigurationWithoutID\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op- [798] Underfull \hbox (badness 10000) in paragraph at lines 81895--81897 []\T1/txtt/bx/n/10 response_moderation_configuration \T1/qtm/m/n/10 (\T1/txtt/m /n/10 ModerationConfigurationWithoutID\T1/qtm/m/n/10 , [799] [800] [801] [802] Chapter 37. [803] Underfull \hbox (badness 10000) in paragraph at lines 82446--82448 []\T1/txtt/bx/n/10 nemo_info \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/ n/10 [[][]\T1/txtt/m/sl/10 GuardNemoInfo[][]\T1/qtm/m/n/10 ]) ^^U ad-di-tional con-fig-u-ra-tion for NeMo [804] Underfull \hbox (badness 10000) in paragraph at lines 82531--82533 []\T1/txtt/bx/n/10 nemo_info \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/ n/10 [[][]\T1/txtt/m/sl/10 GuardNemoInfo[][]\T1/qtm/m/n/10 ]) ^^U ad-di-tional con-fig-u-ra-tion for NeMo [805] [806] [807] [808] [809] Underfull \hbox (badness 10000) in paragraph at lines 83312--83314 []\T1/txtt/bx/n/10 nemo_info \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/ n/10 [[][]\T1/txtt/m/sl/10 GuardNemoInfo[][]\T1/qtm/m/n/10 ]) ^^U ad-di-tional con-fig-u-ra-tion for NeMo Underfull \hbox (badness 10000) in paragraph at lines 83390--83392 []\T1/txtt/bx/n/10 nemo_info \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/ n/10 [[][]\T1/txtt/m/sl/10 GuardNemoInfo[][]\T1/qtm/m/n/10 ]) ^^U ad-di-tional con-fig-u-ra-tion for NeMo [810] [811] [812] Chapter 38. Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 []\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R ocCurve >>> RocCurve.compute( Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485 a58b Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 ") >>> RocCurve.get("67643b2d87bb4954d7917323", da ta_slice_id= Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 "6764389b4bdd48581485a58b") >>> RocCurve.list("67643b2d87bb4954d7917323") [ , ...] >>> RocCurve. Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 list("67643b2d87bb4954d7917323")[0].roc_points [{\TS1/txtt/m/n/ 10 '\T1/txtt/m/n/10 accuracy\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 0.539375, Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 f1_score\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 0 .0, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 false_negative_score\TS1/txtt/m/n/10 '\T1 /txtt/m/n/10 : 737, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 true_negative_score\TS1/t xtt/m/n/10 '\T1/txtt/m/n/10 : 863, [813] [814] Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 []\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import L iftChart >>> LiftChart.compute( Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485 a58b") Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 >>> LiftChart.list("67643b2d87bb4954d7917323") [, ... ] >>> LiftC hart.get( Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485 a58b").bins Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 [{\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 actual\TS1/txtt/m/n/10 '\T1 /txtt/m/n/10 : 0.4, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 predicted\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 0.22727272727272724, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 bin_ weight\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 5.0}, ... ] [815] [816] [817] Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 []\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R esiduals >>> Residuals.list( Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 "672e32de69b0b676ced54d9c") [] >>> Residuals.compute("672e32de69b0b 676ced54d9c Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") >>> R esiduals. Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 list("672e32de69b0b676ced54d9c") [, ] >>> Residuals.get("672e32de69b0b676c ed54d9c Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") >>> Residuals.get ( Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 "672e32de69b0b676ced54d9c", data_slice_id="677ae1249695103ba9fe ff97"). Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 histogram [{\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 interval_start\TS 1/txtt/m/n/10 '\T1/txtt/m/n/10 : []33.37288135593221, \TS1/txtt/m/n/10 '\T1/txt t/m/n/10 interval_end\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : []32. [818] [819] [820] [821] [822] [823] [824] [825] [826] [827] [828] [829] [830] [831] Underfull \hbox (badness 10000) in paragraph at lines 86371--86373 []\T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U The sta-tus of the in-sight. One of \T1/txtt/m/n/10 datarobot.enums. [832] [833] [834] [835] Underfull \hbox (badness 10000) in paragraph at lines 87051--87053 []\T1/txtt/m/n/10 [ [ True Negative, False Positive ], [ False Negative, True P ositive [836] [837] [838] [839] [840] Overfull \vbox (2.69994pt too high) detected at line 87579 [841] [842] Underfull \hbox (badness 10000) in paragraph at lines 87701--87704 []\T1/txtt/bx/n/10 resolutions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n /10 of \T1/txtt/m/n/10 string\T1/qtm/m/n/10 ) ^^U A list of \T1/txtt/m/n/10 dat arobot.enums. Underfull \hbox (badness 6592) in paragraph at lines 87701--87704 \T1/txtt/m/n/10 DATETIME_TREND_PLOTS_RESOLUTION\T1/qtm/m/n/10 , which rep-re-se nts avail-able time res-o-lu-tions Underfull \hbox (badness 10000) in paragraph at lines 87735--87737 \T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 data robot.enums. Underfull \hbox (badness 10000) in paragraph at lines 87742--87744 \T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/10 datarobot.enums. [843] [844] [845] Underfull \hbox (badness 10000) in paragraph at lines 88032--88035 []\T1/txtt/bx/n/10 resolutions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n /10 of \T1/txtt/m/n/10 string\T1/qtm/m/n/10 ) ^^U A list of \T1/txtt/m/n/10 dat arobot.enums. Underfull \hbox (badness 6592) in paragraph at lines 88032--88035 \T1/txtt/m/n/10 DATETIME_TREND_PLOTS_RESOLUTION\T1/qtm/m/n/10 , which rep-re-se nts avail-able time res-o-lu-tions [846] [847] Underfull \hbox (badness 10000) in paragraph at lines 88366--88369 []\T1/txtt/bx/n/10 resolutions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n /10 of \T1/txtt/m/n/10 string\T1/qtm/m/n/10 ) ^^U A list of \T1/txtt/m/n/10 dat arobot.enums. Underfull \hbox (badness 6592) in paragraph at lines 88366--88369 \T1/txtt/m/n/10 DATETIME_TREND_PLOTS_RESOLUTION\T1/qtm/m/n/10 , which rep-re-se nts avail-able time res-o-lu-tions Underfull \hbox (badness 10000) in paragraph at lines 88400--88402 \T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 data robot.enums. Underfull \hbox (badness 10000) in paragraph at lines 88407--88409 \T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/10 datarobot.enums. [848] [849] [850] [851] [852] [853] Underfull \hbox (badness 10000) in paragraph at lines 89166--89169 []\T1/txtt/bx/n/10 metric \T1/qtm/m/n/10 (\T1/txtt/m/n/10 enums.FEATURE_ASSOCIA TION_METRIC\T1/qtm/m/n/10 ) ^^U The name of a met- Underfull \hbox (badness 5563) in paragraph at lines 89166--89169 \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 89171--89174 []\T1/txtt/bx/n/10 association_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 enums.FEATU RE_ASSOCIATION_TYPE\T1/qtm/m/n/10 ) ^^U The type of Underfull \hbox (badness 10000) in paragraph at lines 89171--89174 \T1/qtm/m/n/10 de-pen-dence for the data. Since `v2.19' this is op-tional and d e-faults to [854] [855] [856] [857] [858] [859] [860] [861] [862] Underfull \hbox (badness 10000) in paragraph at lines 90288--90291 []\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 90293--90296 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. Underfull \hbox (badness 6708) in paragraph at lines 90366--90372 \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 90366--90372 \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, [863] Underfull \hbox (badness 10000) in paragraph at lines 90382--90385 []\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 90387--90390 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [864] [865] [866] [867] [868] [869] [870] [871] [872] [873] [874] Chapter 39. [875] [876] [877] [878] [879] [880] [881] [882] Chapter 40. [883] [884] [885] [886] Chapter 41. [887] [888] Chapter 42. [889] [890] [891] [892] [893] [894] [895] [896] [897] [898] Overfull \vbox (1.64996pt too high) detected at line 95006 [899] [900] [901] [902] [903] [904] Chapter 43. [905] Underfull \hbox (badness 10000) in paragraph at lines 95878--95880 []\T1/txtt/bx/n/10 catalog_version_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qt m/m/n/10 ) ^^U (New in ver-sion v3.0) The ob-ject ID of the [906] [907] [908] [909] [910] [911] Underfull \hbox (badness 10000) in paragraph at lines 96512--96518 \T1/qtm/m/n/10 the [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 d e-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 96512--96518 \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. Underfull \hbox (badness 10000) in paragraph at lines 96596--96603 []\T1/txtt/bx/n/10 bias_mitigation_technique \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[str]\T1/qtm/m/n/10 ) ^^U One of Underfull \hbox (badness 10000) in paragraph at lines 96596--96603 \T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces s-in-gReweigh-ing' - Underfull \hbox (badness 7944) in paragraph at lines 96596--96603 \T1/qtm/m/n/10 `post-Pro-cess-in-gRe-jec-tionOp-tion-Based-Clas-si-fi-ca-tion' The tech-nique by which we'll [912] Underfull \hbox (badness 10000) in paragraph at lines 96605--96609 []\T1/txtt/bx/n/10 include_bias_mitigation_feature_as_predictor_variable [913] [914] Underfull \hbox (badness 7888) in paragraph at lines 96835--96842 \T1/qtm/m/n/10 and \T1/txtt/m/n/10 AUTOPILOT_MODE.COMPREHENSIVE\T1/qtm/m/n/10 . \T1/txtt/m/n/10 COMPREHENSIVE\TS1/txtt/m/n/10 ` \T1/txtt/m/n/10 runs all bluep rints Underfull \hbox (badness 10000) in paragraph at lines 96835--96842 \T1/txtt/m/n/10 in the repository (this may be extremely slow). If unspecified, Underfull \hbox (badness 10000) in paragraph at lines 96858--96864 \T1/qtm/m/n/10 the [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 d e-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 96858--96864 \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. [915] [916] Underfull \hbox (badness 10000) in paragraph at lines 97060--97066 \T1/qtm/m/n/10 the [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 d e-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 97060--97066 \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. Underfull \hbox (badness 10000) in paragraph at lines 97106--97108 []\T1/txtt/bx/n/10 class_mapping_aggregation_settings \T1/qtm/m/n/10 (\T1/txtt/ m/n/10 ClassMappingAggregationSettings\T1/qtm/m/n/10 , [917] [918] Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 []\T1/txtt/bx/n/10 use_new_models_retrieval \T1/qtm/m/n/10 (\T1/txtt/m/n/10 boo l\T1/qtm/m/n/10 , \T1/qtm/m/it/10 de-fault \T1/txtt/m/n/10 False\T1/qtm/m/n/10 ) ^^U If \T1/txtt/m/n/10 true\T1/qtm/m/n/10 , new re- Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 trieval route is used, which sup-ports fil-ter-ing and re-turns fewer at-tributes Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 per in-di-vid-ual model. Fol-low-ing at-tributes are ab-sent and could be re- Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 trieved from the blueprint level: \T1/txtt/m/n/10 monotonic_incr easing_featurelist_id\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/txtt/m/n/10 monotonic_decreasing_featurelist_id\T1/qtm/m/n/10 , \T1/txtt/m/ n/10 supports_composable_ml \T1/qtm/m/n/10 and Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/txtt/m/n/10 supports_monotonic_constraints\T1/qtm/m/n/10 . Fol-low-ing at-t ributes are ab-sent and Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 could be re-trieved from the in-di-vid-ual model level: \T1/txtt /m/n/10 has_empty_clusters\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/txtt/m/n/10 is_n_clusters_dynamically_determined\T1/qtm/m/n/10 , \T1/txtt/m /n/10 prediction_threshold \T1/qtm/m/n/10 and [919] [920] [921] [922] Underfull \hbox (badness 10000) in paragraph at lines 97681--97683 []\T1/txtt/bx/n/10 credentials \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List] a list \T1/qtm/m/n/10 of \T1/txtt/m/n/10 credentials for the datasets Underfull \hbox (badness 7649) in paragraph at lines 97720--97723 []\T1/txtt/bx/n/10 ValueError \T1/qtm/m/n/10 ^^U Raised if \T1/txtt/m/n/10 fore cast_point \T1/qtm/m/n/10 or \T1/txtt/m/n/10 predictions_start_date \T1/qtm/m/n /10 and [923] Underfull \hbox (badness 10000) in paragraph at lines 97775--97777 []\T1/txtt/bx/n/10 credentials \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List] a list \T1/qtm/m/n/10 of \T1/txtt/m/n/10 credentials for the datasets [924] Underfull \hbox (badness 10000) in paragraph at lines 97840--97846 []\T1/txtt/bx/n/10 credential_data \T1/qtm/m/n/10 (\T1/txtt/m/n/10 BasicCredent ialsDataDict | S3CredentialsDataDict | [925] [926] Overfull \hbox (0.89392pt too wide) in paragraph at lines 98124--98128 []\T1/txtt/bx/n/10 credentials \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list[BasicCreden tialsDict | CredentialIdCredentialsDict]\T1/qtm/m/n/10 , [927] [928] [929] [930] [931] [932] [933] [934] [935] Underfull \hbox (badness 10000) in paragraph at lines 99214--99223 []\T1/txtt/bx/n/10 scoring_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/n/10 or \T1/txt t/m/n/10 crossValidation [936] Underfull \hbox (badness 10000) in paragraph at lines 99313--99318 []\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 99313--99318 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 99330--99333 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [937] [938] Underfull \hbox (badness 10000) in paragraph at lines 99532--99537 \T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 QUEUE_STATUS enum\T1/qt m/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/10 ) ^^U If called with [939] Underfull \hbox (badness 10000) in paragraph at lines 99710--99715 \T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 QUEUE_STATUS enum\T1/qt m/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/10 ) ^^U If called with Underfull \hbox (badness 5345) in paragraph at lines 99710--99715 \T1/qtm/m/n/10 QUEUE_STATUS.INPROGRESS, will re-turn the mod-el-ing jobs that a re cur-rently [940] Underfull \hbox (badness 10000) in paragraph at lines 99755--99760 \T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 QUEUE_STATUS enum\T1/qt m/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/10 ) ^^U If called with [941] [942] [943] Underfull \hbox (badness 10000) in paragraph at lines 100149--100155 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str].\T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.24) Met- Underfull \hbox (badness 10000) in paragraph at lines 100149--100155 \T1/qtm/m/n/10 ric to use for cal-cu-lat-ing fair-ness. Can be one of \T1/txtt/ m/n/10 proportionalParity\T1/qtm/m/n/10 , [944] Underfull \hbox (badness 10000) in paragraph at lines 100168--100175 []\T1/txtt/bx/n/10 bias_mitigation_technique \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[str]\T1/qtm/m/n/10 ) ^^U One of Underfull \hbox (badness 10000) in paragraph at lines 100168--100175 \T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces s-in-gReweigh-ing' - Underfull \hbox (badness 7944) in paragraph at lines 100168--100175 \T1/qtm/m/n/10 `post-Pro-cess-in-gRe-jec-tionOp-tion-Based-Clas-si-fi-ca-tion' The tech-nique by which we'll Underfull \hbox (badness 10000) in paragraph at lines 100177--100181 []\T1/txtt/bx/n/10 include_bias_mitigation_feature_as_predictor_variable Overfull \hbox (3.89389pt too wide) in paragraph at lines 100212--100216 []\T1/txtt/bx/n/10 number_of_incremental_learning_iterations_before_best_model_ selection [945] Underfull \hbox (badness 10000) in paragraph at lines 100334--100337 []\T1/txtt/bx/n/10 partitioning_method \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Partitio ningMethod\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/10 ) ^^U An in- stance of Underfull \hbox (badness 10000) in paragraph at lines 100334--100337 \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods.PartitioningMethod \T1/q tm/m/n/10 that will [946] [947] [948] Underfull \hbox (badness 10000) in paragraph at lines 100628--100630 []\T1/txtt/bx/n/10 ValueError \T1/qtm/m/n/10 ^^U If value of \T1/txtt/m/n/10 va riable_type \T1/qtm/m/n/10 is not from \T1/txtt/m/n/10 datarobot.enums. [949] [950] [951] Underfull \hbox (badness 10000) in paragraph at lines 101129--101136 []\T1/txtt/bx/n/10 bias_mitigation_technique \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[str]\T1/qtm/m/n/10 ) ^^U One of Underfull \hbox (badness 10000) in paragraph at lines 101129--101136 \T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces s-in-gReweigh-ing' - Underfull \hbox (badness 7944) in paragraph at lines 101129--101136 \T1/qtm/m/n/10 `post-Pro-cess-in-gRe-jec-tionOp-tion-Based-Clas-si-fi-ca-tion' The tech-nique by which we'll [952] [953] Underfull \hbox (badness 10000) in paragraph at lines 101337--101343 []\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 Underfull \hbox (badness 10000) in paragraph at lines 101348--101353 \T1/txtt/bx/n/10 datetime_partition_spec \T1/qtm/m/n/10 ([][]\T1/txtt/m/sl/10 D atetimePartitioningSpecification[][]\T1/qtm/m/n/10 ) ^^U [954] [955] Underfull \hbox (badness 6364) in paragraph at lines 101552--101555 []\T1/txtt/bx/n/10 consider_blenders_in_recommendation \T1/qtm/m/n/10 (\T1/txtt /m/n/10 Optional[bool]\T1/qtm/m/n/10 ) ^^U (New in ver-sion [956] Underfull \hbox (badness 10000) in paragraph at lines 101623--101629 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str].\T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.24) Met- Underfull \hbox (badness 10000) in paragraph at lines 101623--101629 \T1/qtm/m/n/10 ric to use for cal-cu-lat-ing fair-ness. Can be one of \T1/txtt/ m/n/10 proportionalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 101642--101649 []\T1/txtt/bx/n/10 bias_mitigation_technique \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[str]\T1/qtm/m/n/10 ) ^^U One of Underfull \hbox (badness 10000) in paragraph at lines 101642--101649 \T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces s-in-gReweigh-ing' - Underfull \hbox (badness 6741) in paragraph at lines 101657--101659 []\T1/txtt/bx/n/10 default_monotonic_increasing_featurelist_id \T1/qtm/m/n/10 ( \T1/txtt/m/n/10 Optional[str]\T1/qtm/m/n/10 ) ^^U Re-turned Underfull \hbox (badness 6741) in paragraph at lines 101661--101663 []\T1/txtt/bx/n/10 default_monotonic_decreasing_featurelist_id \T1/qtm/m/n/10 ( \T1/txtt/m/n/10 Optional[str]\T1/qtm/m/n/10 ) ^^U Re-turned [957] Underfull \hbox (badness 10000) in paragraph at lines 101706--101710 []\T1/txtt/bx/n/10 number_of_incremental_learning_iterations_before_best_model_ selection [958] [959] Underfull \hbox (badness 10000) in paragraph at lines 102090--102093 []\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 102100--102103 []\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 102111--102114 []\T1/txtt/bx/n/10 autopilot_data_selection_method \T1/qtm/m/n/10 (\T1/txtt/m/n /10 str\T1/qtm/m/n/10 ) ^^U one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 102111--102114 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [960] [961] Underfull \hbox (badness 6927) in paragraph at lines 102228--102231 []\T1/txtt/bx/n/10 periodicities \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m /n/10 of [][]\T1/txtt/m/sl/10 Periodicity[][]\T1/qtm/m/n/10 , \T1/qtm/m/it/10 o p-tional\T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.9) a [962] Underfull \hbox (badness 10000) in paragraph at lines 102402--102407 []\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 , [963] [964] Underfull \hbox (badness 10000) in paragraph at lines 102544--102546 []\T1/txtt/bx/n/10 time_unit \T1/qtm/m/n/10 (\T1/txtt/m/n/10 string\T1/qtm/m/n/ 10 ) ^^U Time step unit, valid op-tions are val-ues from Underfull \hbox (badness 10000) in paragraph at lines 102623--102626 []\T1/txtt/bx/n/10 autopilot_data_selection_method \T1/qtm/m/n/10 (\T1/txtt/m/n /10 str\T1/qtm/m/n/10 ) ^^U one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 102623--102626 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [965] [966] Underfull \hbox (badness 6927) in paragraph at lines 102796--102799 []\T1/txtt/bx/n/10 periodicities \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m /n/10 of [][]\T1/txtt/m/sl/10 Periodicity[][]\T1/qtm/m/n/10 , \T1/qtm/m/it/10 o p-tional\T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.9) a [967] [968] [969] [970] [971] Underfull \hbox (badness 10000) in paragraph at lines 103443--103446 []\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 103443--103446 \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. [972] [973] Underfull \hbox (badness 5741) in paragraph at lines 103662--103670 \T1/qtm/m/n/10 and \T1/txtt/m/n/10 validation_duration\T1/qtm/m/n/10 ). If \T1/ txtt/m/n/10 True\T1/qtm/m/n/10 , will use a start/end date ap-proach for [974] [975] [976] [977] [978] [979] [980] [981] [982] Underfull \hbox (badness 10000) in paragraph at lines 104911--104913 []\T1/txtt/bx/n/10 backtests \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n/1 0 of \T1/txtt/m/n/10 dicts containing validation_start_date \T1/qtm/m/n/10 and [983] [984] [985] [986] [987] [988] [989] [990] Chapter 44. [991] Underfull \vbox (badness 10000) detected at line 105831 [992] Underfull \hbox (badness 10000) in paragraph at lines 105912--105916 []\T1/txtt/bx/n/10 shap_warnings \T1/qtm/m/n/10 ([][]\T1/txtt/m/sl/10 list[][]\ T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.21) Will Underfull \hbox (badness 10000) in paragraph at lines 105912--105916 \T1/qtm/m/n/10 be present if \T1/txtt/m/n/10 explanation_algorithm \T1/qtm/m/n/ 10 was set to [993] [994] [995] [996] Chapter 45. [997] [998] Underfull \hbox (badness 7099) in paragraph at lines 106606--106609 []\T1/txtt/bx/n/10 entity \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Union[UseCaseReferenc eEntity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 Project\T1/qtm/m/n/10 , \T1/txtt/m/n/10 Dataset\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Application[][]\T1/qtm/m/n/10 , [999] Underfull \hbox (badness 7099) in paragraph at lines 106648--106651 []\T1/txtt/bx/n/10 entity \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Union[UseCaseReferenc eEntity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 Project\T1/qtm/m/n/10 , \T1/txtt/m/n/10 Dataset\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Application[][]\T1/qtm/m/n/10 , [1000] [1001] [1002] [1003] [1004] Chapter 46. [1005] Underfull \hbox (badness 10000) in paragraph at lines 107234--107237 []\T1/qtm/m/n/10 Added ini-tial sup-port for DataRobot file sys-tem and Files A PI with fsspec im-ple-men-ta-tion [1006] Underfull \hbox (badness 6978) in paragraph at lines 107302--107304 \T1/txtt/m/n/10 LLMBlueprint \T1/qtm/m/n/10 , then Underfull \hbox (badness 10000) in paragraph at lines 108024--108026 \T1/qtm/m/n/10 cre-ate a de-ploy-ment with \T1/txtt/m/n/10 Deployment.create_fr om_registered_model_version Underfull \hbox (badness 10000) in paragraph at lines 108974--108977 []\T1/txtt/m/n/10 datarobot._experimental.models.time_series_wrangling_template .user_flow_template [1022] Underfull \hbox (badness 10000) in paragraph at lines 109013--109017 []\T1/qtm/m/n/10 Added a new class [][]\T1/txtt/m/sl/10 HostedCustomMetricTempl ate[][] \T1/qtm/m/n/10 for hosted cus-tom met-rics tem- Underfull \hbox (badness 10000) in paragraph at lines 109013--109017 \T1/qtm/m/n/10 plates. [][]\T1/txtt/m/sl/10 HostedCustomMetricTemplate.get[][] \T1/qtm/m/n/10 to re-trieve a hosted cus-tom met-ric tem-plate. Underfull \hbox (badness 10000) in paragraph at lines 109035--109039 [][]\T1/txtt/m/sl/10 HostedCustomMetricBlueprint.get[][] \T1/qtm/m/n/10 to get a hosted cus-tom met-ric blueprint. Underfull \hbox (badness 10000) in paragraph at lines 109035--109039 [][]\T1/txtt/m/sl/10 HostedCustomMetricBlueprint.create[][] \T1/qtm/m/n/10 to c re-ate a hosted cus-tom met-ric blueprint. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 []\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 EvaluationDatasetConfigurati on \T1/qtm/m/n/10 for con-fig-u-ra- Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 models.genai.evaluation_dataset_configuration.EvaluationDataset Configuration. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 get> \T1/qtm/m/n/10 to get an eval-u-a-tion dataset con-fig-u-r a-tion. \T1/txtt/m/n/10 EvaluationDatasetConfiguration. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 list \T1/qtm/m/n/10 to list the eval-u-a-tion dataset con-fig-u-ra-tions for Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/qtm/m/n/10 a Use Case. \T1/txtt/m/n/10 EvaluationDatasetConfiguration.creat e \T1/qtm/m/n/10 to cre-ate an eval-u-a-tion dataset con- fig-u-ra-tion. \T1/txtt/m/n/10 EvaluationDatasetConfiguration. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 update \T1/qtm/m/n/10 to up-dat e an eval-u-a-tion dataset con-fig-u-ra-tion. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 EvaluationDatasetConfiguration.delete \T1/qtm/m/n/10 to delete an [1023] Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/txtt/m/n/10 genai.evaluation_dataset_metric_aggregation.EvaluationDatasetMe tricAggregation> Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/qtm/m/n/10 for met-ric ag-gre-ga-tion re-sults. \T1/txtt/m/n/10 EvaluationD atasetMetricAggregation.list Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/txtt/m/n/10 \T1/qtm/m/n/10 to get the met-ric ag-gre-ga-tion re-sults. Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/txtt/m/n/10 EvaluationDatasetMetricAggregation.create \T1/qtm/m/n/10 to cre-ate the met-ric ag-gre-ga-tion jo b. \T1/txtt/m/n/10 EvaluationDatasetMetricAggregation.delete Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/txtt/m/n/10 \T1/qt m/m/n/10 for side-car model met-ric val-i- Underfull \hbox (badness 10000) in paragraph at lines 109081--109089 \T1/qtm/m/n/10 da-tions. \T1/txtt/m/n/10 SidecarModelMetricValidation.create \T1/q tm/m/n/10 to cre-ate a side-car model Underfull \hbox (badness 10000) in paragraph at lines 109081--109089 \T1/qtm/m/n/10 met-ric val-i-da-tion. \T1/txtt/m/n/10 SidecarModelMetricValidat ion.list \T1/qtm /m/n/10 and Underfull \hbox (badness 10000) in paragraph at lines 109186--109188 []\T1/qtm/m/n/10 Added a new pa-ram-e-ter \T1/txtt/m/n/10 entity_type \T1/qtm/m /n/10 to the \T1/txtt/m/n/10 compute \T1/qtm/m/n/10 and \T1/txtt/m/n/10 create \T1/qtm/m/n/10 meth-ods of the classes [1025] Underfull \hbox (badness 10000) in paragraph at lines 109276--109280 []\T1/qtm/m/n/10 Ex-tended the ad-vanced op-tions avail-able when set-ting a ta r-get to in-clude new pa-ram-e-ter: [1026] Underfull \hbox (badness 10000) in paragraph at lines 109356--109358 [][][]\T1/txtt/m/sl/10 RuntimeParameterValue[][] \T1/qtm/m/n/10 to de-fine run- time pa-ram-e-ter over-ride value, to be as-signed to [1027] Underfull \hbox (badness 10000) in paragraph at lines 109433--109436 []\T1/qtm/m/n/10 Added new pa-ram-e-ter \T1/txtt/m/n/10 prediction_threshold \T 1/qtm/m/n/10 to [][]\T1/txtt/m/sl/10 BatchPredictionJob. Underfull \hbox (badness 7344) in paragraph at lines 109433--109436 \T1/txtt/m/sl/10 score_with_leaderboard_model[][] \T1/qtm/m/n/10 and [][]\T1/tx tt/m/sl/10 BatchPredictionJob.score[][] \T1/qtm/m/n/10 that au-to-mat-i-cally a s-signs the Underfull \hbox (badness 10000) in paragraph at lines 109494--109496 []\T1/qtm/m/n/10 Added new enum value to \T1/txtt/m/n/10 datarobot.enums.TARGET _TYPE \T1/qtm/m/n/10 and \T1/txtt/m/n/10 datarobot.enums. [1028] Underfull \hbox (badness 10000) in paragraph at lines 109571--109573 []\T1/qtm/m/n/10 Added a new pa-ram-e-ter \T1/txtt/m/n/10 base_environment_vers ion_id \T1/qtm/m/n/10 to [][]\T1/txtt/m/sl/10 CustomModelVersion. Underfull \hbox (badness 10000) in paragraph at lines 109575--109579 []\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 PromptTrace \T1/qtm/m/n/10 to list Underfull \hbox (badness 10000) in paragraph at lines 109575--109579 \T1/txtt/m/n/10 _experimental.models.genai.prompt_trace.PromptTrace.export_to_a i_catalog> \T1/qtm/m/n/10 to ex-port Underfull \hbox (badness 10000) in paragraph at lines 109581--109584 []\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 InsightsConfiguration \T1/qtm/m/n/1 0 to get the cur-rent in-sights con-fig- Underfull \hbox (badness 10000) in paragraph at lines 109586--109590 \T1/qtm/m/n/10 u-ra-tion for a play-ground. \T1/txtt/m/n/10 Insights.create \T1/qtm/m/n/10 to get the cost Underfull \hbox (badness 10000) in paragraph at lines 109592--109598 \T1/qtm/m/n/10 met-ric con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfigurati on.create \T1/ qtm/m/n/10 to up-date the cost met-ric Underfull \hbox (badness 10000) in paragraph at lines 109592--109598 \T1/qtm/m/n/10 con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfiguration.delet e \T1/qtm/m/n/10 , to up-date a Underfull \hbox (badness 10000) in paragraph at lines 109864--109866 []\T1/qtm/m/n/10 Added new meth-ods to the class \T1/txtt/m/n/10 Notebook \T1/q tm/m/n/10 which in-cludes \T1/txtt/m/n/10 Notebook.run \T1/qtm/m/n/10 and \T1/t xtt/m/n/10 Notebook. [1032] Underfull \hbox (badness 10000) in paragraph at lines 109951--109957 \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 109951--109957 [][]\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 109951--109957 \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 109951--109957 \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. Underfull \hbox (badness 10000) in paragraph at lines 109994--109996 []\T1/qtm/m/n/10 Added method meth:\T1/txtt/m/n/10 Deployment.get_predictions_v s_actuals_over_time \T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 113968--113971 []\T1/qtm/m/n/10 It's now pos-si-ble to get fea-ture as-so-ci-a-tion sta-tuses for fea-turelists us-ing [][]\T1/txtt/m/sl/10 Project. Underfull \hbox (badness 7925) in paragraph at lines 114005--114007 []\T1/qtm/m/n/10 Method [][]\T1/txtt/m/sl/10 Project.set_target[][] \T1/qtm/m/n /10 sup-port new op-tional pa-ram-e-ters \T1/txtt/m/n/10 featureEngineeringGrap hs \T1/qtm/m/n/10 and Underfull \hbox (badness 10000) in paragraph at lines 114013--114018 []\T1/qtm/m/n/10 Se-ries ac-cu-racy re-trieval meth-ods ([][]\T1/txtt/m/sl/10 D atetimeModel.get_series_accuracy_as_dataframe[][] \T1/qtm/m/n/10 and [1067] Underfull \hbox (badness 10000) in paragraph at lines 114104--114106 []\T1/qtm/m/n/10 Mono-tonic con-straints are now sup-ported for OTV projects. T o that end, the pa-ram-e-ters Underfull \hbox (badness 10000) in paragraph at lines 114104--114106 \T1/txtt/m/n/10 monotonic_increasing_featurelist_id \T1/qtm/m/n/10 and \T1/txtt /m/n/10 monotonic_decreasing_featurelist_id \T1/qtm/m/n/10 can be [1068] Underfull \hbox (badness 7451) in paragraph at lines 114193--114196 []\T1/qtm/m/n/10 When [][]\T1/txtt/m/sl/10 specifying datetime partitioning[][] \T1/qtm/m/n/10 set-tings , :ref:\T1/txtt/m/n/10 time series \T1/ qtm/m/n/10 projects Underfull \hbox (badness 10000) in paragraph at lines 114193--114196 \T1/txtt/m/sl/10 do_not_derive[][] \T1/qtm/m/n/10 at-tribute. Any fea-tures not spec-i-fied will be as-signed ac-cord-ing to the [1069] [1070] Underfull \hbox (badness 10000) in paragraph at lines 114403--114412 []\T1/qtm/m/n/10 Pre-vi-ously avail-able for only Eu-reqa mod-els, Ad-vanced Tu n-ing meth-ods and ob-jects, in-clud-ing Underfull \hbox (badness 10000) in paragraph at lines 114403--114412 [][]\T1/txtt/m/sl/10 Model.start_advanced_tuning_session[][]\T1/qtm/m/n/10 , [] []\T1/txtt/m/sl/10 Model.get_advanced_tuning_parameters[][]\T1/qtm/m/n/10 , [][ ]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 114442--114444 [][][]\T1/txtt/m/sl/10 Project.upload_dataset[][] \T1/qtm/m/n/10 and [][]\T1/tx tt/m/sl/10 Project.upload_dataset_from_data_source[][] \T1/qtm/m/n/10 will re-t urn a [1071] [1072] Underfull \hbox (badness 10000) in paragraph at lines 114564--114567 []\T1/qtm/m/n/10 New class for work-ing with model com-pli-ance doc-u-men-ta-ti on fea-ture of DataRobot: class Underfull \hbox (badness 10000) in paragraph at lines 114583--114588 []\T1/qtm/m/n/10 Cross se-ries fea-tures can now be cre-ated within time se-rie s mul-ti-series projects us-ing Underfull \hbox (badness 10000) in paragraph at lines 114583--114588 \T1/qtm/m/n/10 the \T1/txtt/m/n/10 use_cross_series_features \T1/qtm/m/n/10 and \T1/txtt/m/n/10 aggregation_type \T1/qtm/m/n/10 at-tributes of the [][]\T1/txt t/m/sl/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 114614--114618 []\T1/qtm/m/n/10 New \T1/txtt/m/n/10 number_of_known_in_advance_features \T1/qt m/m/n/10 at-tribute has been added to the [][]\T1/txtt/m/sl/10 datarobot. [1073] Underfull \hbox (badness 10000) in paragraph at lines 114707--114715 []\T1/qtm/m/n/10 New meth-ods and ob-jects, in-clud-ing [][]\T1/txtt/m/sl/10 Mo del.start_advanced_tuning_session[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Mode l. Underfull \hbox (badness 7504) in paragraph at lines 114707--114715 \T1/txtt/m/sl/10 get_advanced_tuning_parameters[][]\T1/qtm/m/n/10 , [][]\T1/txt t/m/sl/10 Model.advanced_tune[][]\T1/qtm/m/n/10 , and [][]\T1/txtt/m/sl/10 Adva ncedTuningSession[][]\T1/qtm/m/n/10 , were Underfull \hbox (badness 10000) in paragraph at lines 114730--114733 []\T1/qtm/m/n/10 A cus-tom pre-dic-tion thresh-old may now be con-fig-ured for each model via [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 114740--114742 []\T1/qtm/m/n/10 In-di-vid-ual cross val-i-da-tion scores can be re-trieved for new mod-els us-ing [][]\T1/txtt/m/sl/10 Model. [1074] Underfull \hbox (badness 10000) in paragraph at lines 114782--114786 [][][]\T1/txtt/m/sl/10 ModelRecommendation.get[][] \T1/qtm/m/n/10 now ac-cepts an op-tional pa-ram-e-ter of type \T1/txtt/m/n/10 datarobot.enums. [1075] Underfull \hbox (badness 10000) in paragraph at lines 114899--114903 []\T1/qtm/m/n/10 Added a new fea-ture to re-trieve fea-ture logs for time se-ri es projects. Check [][]\T1/txtt/m/sl/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 114899--114903 \T1/txtt/m/sl/10 DatetimePartitioning.feature_log_list()[][] \T1/qtm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.DatetimePartitioning. Underfull \hbox (badness 10000) in paragraph at lines 114919--114923 []\T1/qtm/m/n/10 New pa-ram-e-ters \T1/txtt/m/n/10 predictions_start_date \T1/q tm/m/n/10 and \T1/txtt/m/n/10 predictions_end_date \T1/qtm/m/n/10 added to [][] \T1/txtt/m/sl/10 Project. Underfull \hbox (badness 5302) in paragraph at lines 114945--114949 \T1/qtm/m/n/10 re-cated and will be re-moved in 2.14. Use [][]\T1/txtt/m/sl/10 datarobot.DatetimePartitioningSpecification. [1076] [1077] [1078] Underfull \hbox (badness 10000) in paragraph at lines 115219--115222 []\T1/qtm/m/n/10 Lift chart data for mod-els can be re-trieved us-ing the \T1/t xtt/m/n/10 Model.get_lift_chart \T1/qtm/m/n/10 and \T1/txtt/m/n/10 Model. [1079] [1080] Underfull \hbox (badness 10000) in paragraph at lines 115412--115414 []\T1/qtm/m/n/10 When call-ing \T1/txtt/m/n/10 get_result \T1/qtm/m/n/10 for a Job, Mod-elJob, or Pre-dic-tJob that has er-rored, [1081] Underfull \hbox (badness 10000) in paragraph at lines 115516--115520 []\T1/qtm/m/n/10 (Only rel-e-vant for on-premise users with a Stan-dalone Scor- ing clus-ter.) Meth-ods [1082] Underfull \hbox (badness 6268) in paragraph at lines 115631--115635 []\T1/qtm/m/n/10 A new im-proved work-flow for pre-dic-tions now sup-ports firs t up-load-ing a dataset via \T1/txtt/m/n/10 Project. [1083] Underfull \hbox (badness 10000) in paragraph at lines 115767--115769 []\T1/txtt/m/n/10 PredictJob.create \T1/qtm/m/n/10 has been dep-re-cated in fa- vor of the al-ter-nate work-flow us-ing \T1/txtt/m/n/10 Model. [1084] [1085] [1086] Underfull \hbox (badness 6016) in paragraph at lines 116113--116117 []\T1/qtm/m/n/10 In sev-eral places where \T1/txtt/m/n/10 AppPlatformError \T1/ qtm/m/n/10 was be-ing raised, now \T1/txtt/m/n/10 TypeError\T1/qtm/m/n/10 , \T1 /txtt/m/n/10 ValueError \T1/qtm/m/n/10 or Underfull \hbox (badness 10000) in paragraph at lines 116133--116138 []\T1/qtm/m/n/10 If a \T1/txtt/m/n/10 ClientError \T1/qtm/m/n/10 or \T1/txtt/m/ n/10 ServerError \T1/qtm/m/n/10 oc-curs dur-ing a call to \T1/txtt/m/n/10 Proje ct.from_async\T1/qtm/m/n/10 , then a [1087] Underfull \hbox (badness 10000) in paragraph at lines 116204--116207 []\T1/txtt/m/n/10 recommendation_settings \T1/qtm/m/n/10 pa-ram-e-ter of \T1/tx tt/m/n/10 Project.start \T1/qtm/m/n/10 is dep-re-cated in fa-vor of [1088] [1089] [1090] (./datarobot-public-api-client.ind [1091] [1092] [1093] Underfull \hbox (badness 10000) in paragraph at lines 77--79 []\T1/txtt/m/n/10 assign_environment() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobo t.models.notebooks.execution_environment.ExecutionEnvironment class Underfull \hbox (badness 5548) in paragraph at lines 123--125 []\T1/txtt/m/n/10 bucket_sample_sizes \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot .models.deployment.custom_metrics.CustomMetricValuesOverBatch prop-erty\T1/qtm/ m/n/10 ), Underfull \hbox (badness 10000) in paragraph at lines 125--127 []\T1/txtt/m/n/10 bucket_sample_sizes \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot .models.deployment.custom_metrics.CustomMetricValuesOverTime prop-erty\T1/qtm/m /n/10 ), [1094] [1095] Underfull \hbox (badness 10000) in paragraph at lines 271--273 []\T1/txtt/m/n/10 continue_incremental_learning_from_incremental_model() \T1/qt m/m/n/10 (\T1/qtm/m/it/10 datarobot.models.BlenderModel method\T1/qtm/m/n/10 ), Underfull \hbox (badness 10000) in paragraph at lines 279--281 []\T1/txtt/m/n/10 continue_incremental_learning_from_incremental_model() \T1/qt m/m/n/10 (\T1/qtm/m/it/10 datarobot.models.RatingTableModel [1096] Underfull \hbox 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(rerunfilecheck) Rerun to get outlines right (rerunfilecheck) or use package `bookmark'. ) (see the transcript file for additional information){/usr/share/texlive/texmf-d ist/fonts/enc/dvips/fontawesome5/fa5free2.enc}{/usr/share/texmf/fonts/enc/dvips /tex-gyre/q-ec-sc.enc}{/usr/share/texmf/fonts/enc/dvips/tex-gyre/q-ec.enc}{/usr /share/texmf/fonts/enc/dvips/tex-gyre/q-ts1.enc}{/usr/share/texlive/texmf-dist/ fonts/enc/dvips/fontawesome5/fa5free1.enc}{/usr/share/texlive/texmf-dist/fonts/ enc/dvips/base/8r.enc} Output written on datarobot-public-api-client.pdf (1141 pages, 4868836 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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line 918 []\T1/qtm/m/n/10 1090 ) [6] [1] [2] Chapter 1. Underfull \hbox (badness 10000) in paragraph at lines 159--159 [][][]\T1/qtm/m/it/10 Ad-min-is-tra- [3] [4] Chapter 2. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/t1txtt.fd) (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ts1txtt.fd) [5] Underfull \hbox (badness 10000) in paragraph at lines 230--233 [][][]\T1/txtt/m/sl/10 Dataset.create_from_url[][] \T1/qtm/m/n/10 takes CSV dat a from a URL. If you have set Underfull \hbox (badness 10000) in paragraph at lines 239--243 [][][]\T1/txtt/m/sl/10 Dataset.create_from_data_source[][] \T1/qtm/m/n/10 takes data from a data source. If you have set [6] [7] [8] (/usr/share/texmf/tex/latex/tex-gyre/ts1qtm.fd) [9] [10] [11] [12] Overfull \vbox (1.18929pt too high) detected at line 779 [13] [14] Overfull \vbox (1.2373pt too high) detected at line 951 [15] [16] [17] [18] [19] [20] [21] [22] Chapter 3. [23] [24] [25] [26] [27] [28] [29] (/usr/share/texlive/texmf-dist/tex/latex/fontawesome5/ufontawesomefree1.fd) [30] [31] [32] [33] [34] Underfull \hbox (badness 10000) in paragraph at lines 2190--2192 []\T1/qtm/m/n/10 For mul-ti-class mod-els, you can get a list of per-class lift charts us-ing the \T1/txtt/m/n/10 Model \T1/qtm/m/n/10 method Underfull \hbox (badness 10000) in paragraph at lines 2204--2209 \T1/qtm/m/n/10 Just as with the lift and ROC charts, you can use \T1/txtt/m/n/1 0 Model \T1/qtm/m/n/10 meth-ods \T1/txtt/m/n/10 get_residuals_chart \T1/qtm/m/n /10 and [35] [36] [37] [38] [39] [40] [41] [42] [43] [44] [45] [46] Overfull \vbox (0.73009pt too high) detected at line 3056 [47] [48] [49] [50] Underfull \hbox (badness 10000) in paragraph at lines 3301--3307 []\T1/txtt/m/n/10 PredictionExplanations.get_all_as_dataframe() \T1/qtm/m/n/10 and \T1/txtt/m/n/10 PredictionExplanations. [51] [52] Overfull \vbox (0.52194pt too high) detected at line 3465 [53] [54] Overfull \vbox (0.93639pt too high) detected at line 3617 [55] [56] [57] ! 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.3788 ├── 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.3788 ├── 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.3788 ├── 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.3789 ├  ├──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.3789 ├  ├──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.3789 ├  ├──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.3789 ├  ├──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.3790 ├  ├──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.3790 ├  ├──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.3790 ├  ├──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.3790 ├  ├──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.3791 ├  ├──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.3791 ├  ├──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.3791 ├  ├──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.3791 ├  ├──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.3792 ├── 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.3792 ├── 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.3792 ├── data.csv [58] [59] [60] [61] [62] [63] [64] [65] [66] Underfull \hbox (badness 10000) in paragraph at lines 4410--4413 []\T1/qtm/m/n/10 gap_duration (str): A du-ra-tion string such as those re-turne d by the [][]\T1/txtt/m/sl/10 partitioning_methods. [67] Underfull \hbox (badness 10000) in paragraph at lines 4483--4488 \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 [68] Underfull \hbox (badness 10000) in paragraph at lines 4515--4520 \T1/qtm/m/n/10 For date-time par-ti-tioned model you can re-trieve the Ac-cu-ra cy over Time plot. To do so use Underfull \hbox (badness 7558) in paragraph at lines 4515--4520 [][]\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 [69] [70] [71] ! 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.4790 ...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.4790 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} [72] [73] [74] [75] [76] [77] Underfull \hbox (badness 10000) in paragraph at lines 5155--5158 [][][]\T1/txtt/m/sl/10 datarobot.FeatureSettings[][] \T1/qtm/m/n/10 con-struc-t or re-ceives \T1/txtt/m/n/10 feature_name \T1/qtm/m/n/10 and set-tings. For now set-tings [78] Underfull \hbox (badness 6141) in paragraph at lines 5251--5258 []\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- [79] [80] [81] Underfull \hbox (badness 10000) in paragraph at lines 5539--5544 []\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. [82] [83] [84] Underfull \vbox (badness 10000) detected at line 5733 Underfull \vbox (badness 10000) detected at line 5733 [85] [86] [87] Underfull \hbox (badness 7012) in paragraph at lines 5868--5871 []\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 [88] Underfull \hbox (badness 10000) in paragraph at lines 5918--5921 []\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 [89] [90] [91] [92] [93] [94] [95] ! 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.6665 ├── 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.6665 ├── 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.6665 ├── abyssinian ! 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.6666 │   ├── abyssinian01.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.6666 │   ├── abyssinian01.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.6666 │   ├── abyssinian01.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.6666 │   ├── abyssinian01.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.6667 │   ├── abyssinian02.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.6667 │   ├── abyssinian02.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.6667 │   ├── abyssinian02.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.6667 │   ├── abyssinian02.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.6668 │   ├── … ! 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.6668 │   ├── … ! 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.6668 │   ├── … ! 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.6668 │   ├── … ! 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.6669 ├── 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.6669 ├── 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.6669 ├── 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.6670 ...├── 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.6670 ...├── 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.6670 ...├── 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.6670 ...├── 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.6671 ...├── 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.6671 ...├── 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.6671 ...├── 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.6671 ...├── 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.6672 │ ├── … ! 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.6672 │ ├── … ! 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.6672 │ ├── … ! 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.6672 │ ├── … [96] [97 <./sample1.png>] [98 <./sample2.png>] [99 <./activation_map1.png> <./a ctivation_map2.png>] [100] [101 <./embeddings.png>] [102] [103] [104] Overfull \vbox (1.18929pt too high) detected at line 7227 [105] [106] [107] [108] Chapter 4. [109] Overfull \vbox (1.18929pt too high) detected at line 7571 [110] [111] [112] [113] [114] [115] [116] [117] [118] Overfull \vbox (1.27087pt too high) detected at line 8239 [119] [120] [121] [122] Overfull \vbox (0.53955pt too high) detected at line 8501 [123] Underfull \hbox (badness 6477) in paragraph at lines 8527--8532 []\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 8533--8535 []\T1/qtm/m/n/10 Al-ter-na-tively, use a short-hand ver-sion with [][]\T1/txtt/ m/sl/10 datarobot.models.BatchPredictionJobDefinition. [124] Underfull \hbox (badness 10000) in paragraph at lines 8617--8620 []|\T1/qtm/m/n/10 The hour(s) Underfull \hbox (badness 10000) in paragraph at lines 8617--8620 \T1/qtm/m/n/10 of the day Underfull \hbox (badness 6592) in paragraph at lines 8617--8620 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 []|\T1/qtm/m/n/10 Strings, ei- Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 ther 3-letter Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 ab-bre-vi-a-tions Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 or the full Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 month, can Underfull \hbox (badness 10000) in paragraph at lines 8630--8632 \T1/qtm/m/n/10 change-ably Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 []\T1/qtm/m/n/10 Months that Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 \T1/qtm/m/n/10 pat-i-ble with Overfull \hbox (7.89195pt too wide) in paragraph at lines 8633--8636 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 \T1/qtm/m/n/10 are ig-nored, Overfull \hbox (13.14194pt too wide) in paragraph at lines 8633--8636 \T1/txtt/m/n/10 "day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 \T1/txtt/m/n/10 ": [31], Underfull \hbox (badness 10000) in paragraph at lines 8633--8636 \T1/txtt/m/n/10 "month":[ Underfull \hbox (badness 5563) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 the job will Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ab-bre-vi-a- Underfull \hbox (badness 6592) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 tions or the Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 full name Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 of the day, Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 in-ter-change- Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ably (e.g., Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^Psun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^PSun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^Psun^^Q, or Underfull \hbox (badness 10000) in paragraph at lines 8646--8648 \T1/qtm/m/n/10 ^^PSun^^Q, all Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 di-tive with Overfull \hbox (10.39195pt too wide) in paragraph at lines 8649--8652 \T1/txtt/m/n/10 day_of_month\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 run both Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 on the date Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (7.89195pt too wide) in paragraph at lines 8649--8652 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 5147) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 and the day Underfull \hbox (badness 10000) in paragraph at lines 8649--8652 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8662--8664 []|\T1/qtm/m/n/10 The date(s) Underfull \hbox (badness 6592) in paragraph at lines 8662--8664 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8662--8664 \T1/txtt/m/n/10 ... 31] \T1/qtm/m/n/10 or Underfull \hbox (badness 10000) in paragraph at lines 8662--8664 \T1/qtm/m/n/10 days of the Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 di-tive with Overfull \hbox (5.14197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 the date(s) Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 this field Underfull \hbox (badness 5147) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 and the day Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (2.64197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 dates 1st, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 2nd, 3rd, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 plus ev-ery Overfull \hbox (7.89195pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 is set to Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 ["*"] \T1/qtm/m/n/10 and Overfull \hbox (2.64197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 is de-fined, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 will trig-ger Underfull \hbox (badness 6348) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 that matches Overfull \hbox (2.64197pt too wide) in paragraph at lines 8665--8669 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 Tues-day the Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 2nd, 9th, Underfull \hbox (badness 10000) in paragraph at lines 8665--8669 \T1/qtm/m/n/10 16th, 23rd, Underfull \hbox (badness 10000) in paragraph at lines 8670--8673 \T1/qtm/m/n/10 such as [125] Overfull \vbox (676.10883pt too high) has occurred while \output is active [126] Underfull \hbox (badness 5832) in paragraph at lines 8681--8687 \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 8681--8687 \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 [127] [128] Chapter 5. [129] [130] [131] [132] [133] [134] [135] [136] [137] [138] [139] [140] [141] [142] [143] Underfull \hbox (badness 10000) in paragraph at lines 9806--9810 \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. [144] [145] [146] [147] [148] [149] [150] [151] Overfull \vbox (1.93637pt too high) detected at line 10336 [152] [153] [154] Underfull \hbox (badness 7415) in paragraph at lines 10500--10502 []\T1/qtm/m/n/10 For deployment-specific met-rics, do not pro-vide model in-for -ma-tion. For model spe-cific met-rics set [155] [156] Underfull \hbox (badness 10000) in paragraph at lines 10588--10590 \T1/qtm/m/n/10 To re-port ag-gre-gated cus-tom met-rics val-ues from a dataset in the Data Reg-istry, use the [157] [158] [159] [160] [161] [162] [163] [164] Overfull \vbox (0.52194pt too high) detected at line 11267 [165] Underfull \hbox (badness 10000) in paragraph at lines 11313--11316 []\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 [166] [167] [168] Overfull \vbox (1.27087pt too high) detected at line 11514 [169] [170] [171] [172] [173] [174] [175] [176] [177] [178] [179] [180] [181] Overfull \vbox (2.67389pt too high) detected at line 12356 [182] [183] [184] Underfull \hbox (badness 10000) in paragraph at lines 12478--12481 \T1/qtm/m/n/10 To cre-ate a hosted cus-tom met-ric job from a gallery tem-plate , use \T1/txtt/m/n/10 dr.registry.Job. [185] [186] [187] Underfull \hbox (badness 10000) in paragraph at lines 12737--12740 []\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 [188] [189] [190] [191] [192] Chapter 6. [193] [194] [195] [196] [197] [198] [199] [200] [201] [202] Chapter 7. [203] [204] [205] [206] Underfull \hbox (badness 10000) in paragraph at lines 13880--13883 []\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 [207] [208] Chapter 8. [209] [210] [211] [212] Chapter 9. [213] [214] Chapter 10. [215] [216] [217] [218] Chapter 11. [219] [220] Chapter 12. [221] [222] [223] [224] [225] [226] [227] Overfull \vbox (1.75995pt too high) detected at line 15779 [228] [229] [230] Chapter 13. [231] [232] [233] [234] [235] [236] [237] Underfull \hbox (badness 10000) in paragraph at lines 16814--16817 []\T1/txtt/bx/n/10 source_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 16819--16822 []\T1/txtt/bx/n/10 destination_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m /n/10 ) ^^U The URL for the scored dataset (e.g.: [238] Underfull \hbox (badness 10000) in paragraph at lines 16870--16873 []\T1/txtt/bx/n/10 source_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 16875--16878 []\T1/txtt/bx/n/10 destination_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m /n/10 ) ^^U The URL for the scored dataset (e.g.: [239] Underfull \hbox (badness 10000) in paragraph at lines 17049--17051 []\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. [240] [241] [242] [243] [244] [245] [246] [247] [248] [249] Underfull \hbox (badness 6364) in paragraph at lines 18083--18085 \T1/txtt/bx/n/10 ValueError: \T1/qtm/m/n/10 ^^U If the generic Job was not a pr e-dict job, e.g. job_type != [250] [251] [252] [253] [254] Chapter 14. Overfull \hbox (5.07387pt too wide) in paragraph at lines 18620--18620 \T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , Overfull \hbox (10.32385pt too wide) in paragraph at lines 18680--18680 \T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , [255] Overfull \hbox (5.07387pt too wide) in paragraph at lines 18739--18739 \T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , [256] [257] [258] Chapter 15. [259] [260] [261] Underfull \hbox (badness 10000) in paragraph at lines 19395--19397 []\T1/txtt/bx/n/10 hex_column_name_lookup \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list[ UserBlueprintsHexColumnNameLookupEntry]\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19427--19429 []\T1/txtt/bx/n/10 supported_target_types \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list[ enum(\TS1/txtt/m/n/10 ``\T1/qtm/m/n/10 'binary'\T1/txtt/m/n/10 , \TS1/txtt/m/n/ 10 ``'\T1/txtt/m/n/10 multiclass\TS1/txtt/m/n/10 '\T1/qtm/m/n/10 , [262] [263] [264] [265] Overfull \hbox (33.22383pt too wide) in paragraph at lines 20005--20007 []\T1/txtt/bx/n/10 task_parameters \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(UserBlu eprintTaskParameterValidationRequestParamItem)\T1/qtm/m/n/10 ) [266] Underfull \hbox (badness 10000) in paragraph at lines 20066--20068 []\T1/txtt/bx/n/10 share_recipient_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 enum(\T S1/txtt/m/n/10 ``\T1/qtm/m/n/10 'user'\T1/txtt/m/n/10 , \TS1/txtt/m/n/10 ``'\T1 /txtt/m/n/10 group\TS1/txtt/m/n/10 '\T1/qtm/m/n/10 , \TS1/txtt/m/n/10 '\T1/txtt /m/n/10 organization\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 )\T1/qtm/m/n/10 , [267] Underfull \hbox (badness 10000) in paragraph at lines 20158--20160 []\T1/txtt/bx/n/10 roles \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(or(GrantAccessCon trolWithUsernameValidator\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20211--20213 []\T1/txtt/bx/n/10 limit \T1/qtm/m/n/10 (\T1/txtt/m/n/10 int\T1/qtm/m/n/10 , \T 1/txtt/m/n/10 Optional. (default\T1/qtm/m/n/10 : \T1/txtt/m/n/10 0)\T1/qtm/m/n/ 10 , \T1/txtt/m/n/10 at most this many results are [268] Underfull \hbox (badness 10000) in paragraph at lines 20310--20313 []\T1/txtt/bx/n/10 added_to_menu \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(UserBluep rintAddedToMenuItem)\T1/qtm/m/n/10 ) ^^U The list of [269] Overfull \hbox (33.22383pt too wide) in paragraph at lines 20485--20487 []\T1/txtt/bx/n/10 task_parameters \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(UserBlu eprintTaskParameterValidationRequestParamItem)\T1/qtm/m/n/10 ) [270] Underfull \hbox (badness 5711) in paragraph at lines 20611--20613 []\T1/txtt/bx/n/10 description \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str] (D efault=None)\T1/qtm/m/n/10 ) ^^U The de-scrip-tion of the user Underfull \hbox (badness 10000) in paragraph at lines 20650--20652 []\T1/txtt/bx/n/10 limit \T1/qtm/m/n/10 (\T1/txtt/m/n/10 int\T1/qtm/m/n/10 , \T 1/txtt/m/n/10 Optional. (default\T1/qtm/m/n/10 : \T1/txtt/m/n/10 0)\T1/qtm/m/n/ 10 , \T1/txtt/m/n/10 at most this many results are [271] [272] [273] Underfull \hbox (badness 10000) in paragraph at lines 21015--21020 []\T1/txtt/bx/n/10 calibrate_predictions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Option al[bool]\T1/qtm/m/n/10 ) ^^U whether anomaly pre-dic-tions Underfull \hbox (badness 6658) in paragraph at lines 21015--21020 \T1/qtm/m/n/10 should be cal-i-brated to be be-tween 0 and 1 by DR. if None, us es de-fault [274] [275] [276] [277] [278] [279] [280] [281] [282] [283] [284] [285] [286] [287] [288] Chapter 16. [289] [290] [291] [292] Chapter 17. [293] Overfull \vbox (0.94989pt too high) detected at line 23504 [294] Underfull \vbox (badness 7522) detected at line 23624 Overfull \vbox (4.48987pt too high) detected at line 23624 [295] [296] Underfull \hbox (badness 10000) in paragraph at lines 23714--23716 []\T1/txtt/m/n/10 List \T1/qtm/m/n/10 of \T1/txtt/m/n/10 AutomatedDocument obje cts\T1/qtm/m/n/10 , \T1/txtt/m/n/10 where each object contains Overfull \vbox (42.9599pt too high) detected at line 23788 [297] [298] [299] [300] [301] [302] Chapter 18. [303] [304] [305] [306] [307] [308] [309] [310] Underfull \hbox (badness 5475) in paragraph at lines 25138--25140 []\T1/txtt/bx/n/10 kwargs \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Keyword arguments spe cific \T1/qtm/m/n/10 to \T1/txtt/m/n/10 the given credential_type that [311] [312] Chapter 19. [313] [314] [315] Underfull \hbox (badness 5274) in paragraph at lines 25517--25519 []\T1/txtt/bx/n/10 time_step \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[CustomMet ricBucketTimeStep]\T1/qtm/m/n/10 ) ^^U Cus-tom met-ric time [316] [317] [318] [319] Overfull \vbox (2.75995pt too high) detected at line 25853 [320] [321] [322] [323] [324] [325] [326] [327] Overfull \hbox (12.22389pt too wide) in paragraph at lines 26760--26762 []\T1/txtt/bx/n/10 metric_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[HostedC ustomMetricsTemplateMetricTypeQueryParams]\T1/qtm/m/n/10 ) [328] Underfull \hbox (badness 10000) in paragraph at lines 26865--26871 \T1/qtm/m/n/10 Cre-ate a hosted cus-tom met-ric from a tem-plate. A short-cut f or 2 calls: [329] [330] [331] [332] [333] [334] Chapter 20. Underfull \hbox (badness 5924) in paragraph at lines 27522--27527 \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 , [335] Underfull \hbox (badness 10000) in paragraph at lines 27591--27594 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 7099) in paragraph at lines 27591--27594 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 27591--27594 \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 27605--27607 []\T1/txtt/bx/n/10 is_training_data_for_versions_permanently_enabled \T1/qtm/m/ n/10 (\T1/txtt/m/n/10 Optional[bool]\T1/qtm/m/n/10 ) ^^U [336] Underfull \hbox (badness 10000) in paragraph at lines 27779--27784 []\T1/txtt/bx/n/10 target_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 datarobot.TARGET _TYPE\T1/qtm/m/n/10 ) ^^U Tar-get type of the cus- Underfull \hbox (badness 10000) in paragraph at lines 27779--27784 \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 27779--27784 \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 , Overfull \hbox (33.36987pt too wide) in paragraph at lines 27779--27784 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.UNSTRUCTURED\T1/qtm/m/n/10 , \T1/qtm/m/it /10 datarobot.TARGET_TYPE.TEXT_GENERATION\T1/qtm/m/n/10 ] [337] Underfull \hbox (badness 10000) in paragraph at lines 27821--27824 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 27821--27824 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 27821--27824 \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 27835--27838 []\T1/txtt/bx/n/10 is_training_data_for_versions_permanently_enabled \T1/qtm/m/ n/10 (\T1/txtt/m/n/10 Optional[bool]\T1/qtm/m/n/10 ) ^^U [338] Underfull \hbox (badness 10000) in paragraph at lines 27963--27966 []\T1/txtt/bx/n/10 is_training_data_for_versions_permanently_enabled \T1/qtm/m/ n/10 (\T1/txtt/m/n/10 Optional[bool]\T1/qtm/m/n/10 ) ^^U [339] [340] Underfull \hbox (badness 10000) in paragraph at lines 28216--28221 []\T1/txtt/bx/n/10 image_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U the type of the im-age, ei-ther CUS- Underfull \hbox (badness 10000) in paragraph at lines 28216--28221 \T1/qtm/m/n/10 TOM_MODEL_IMAGE_TYPE.CUSTOM_MODEL_IMAGE if the test- Underfull \hbox (badness 10000) in paragraph at lines 28216--28221 \T1/qtm/m/n/10 ing at-tempt is us-ing a Cus-tom-Mod-e-lIm-age as its model or C US- Underfull \hbox (badness 10000) in paragraph at lines 28260--28263 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 7099) in paragraph at lines 28260--28263 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28260--28263 \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 , [341] Underfull \hbox (badness 10000) in paragraph at lines 28312--28315 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 28312--28315 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28312--28315 \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 , [342] [343] Underfull \hbox (badness 10000) in paragraph at lines 28628--28631 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 7099) in paragraph at lines 28628--28631 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28628--28631 \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 , [344] Underfull \hbox (badness 10000) in paragraph at lines 28735--28742 []\T1/txtt/bx/n/10 base_environment_version_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The base en-vi-ron-ment ver-sion ID Underfull \hbox (badness 5077) in paragraph at lines 28735--28742 \T1/qtm/m/n/10 to use with this model ver-sion. At least one of ^^Pbase_environ ment_id^^Q and Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 []\T1/txtt/bx/n/10 files \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List]\T1/qtm/ m/n/10 ) ^^U The list of tu-ples, where val-ues in each Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \T1/qtm/m/n/10 tu-ple are the lo-cal filesys-tem path and the path the file sho uld be Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \T1/qtm/m/n/10 placed in the model. If the list is of strings, then base-names will be Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \T1/qtm/m/n/10 used for tu-ples. Ex-am-ple: [(^^P/home/user/Documents/myModel/f ile1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 28754--28764 \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 28754--28764 \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 28766--28769 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 28766--28769 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28766--28769 \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 , [345] Underfull \vbox (badness 2970) detected at line 28890 [346] Underfull \hbox (badness 10000) in paragraph at lines 28937--28944 []\T1/txtt/bx/n/10 base_environment_version_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U The base en-vi-ron-ment ver-sion ID Underfull \hbox (badness 5077) in paragraph at lines 28937--28944 \T1/qtm/m/n/10 to use with this model ver-sion. At least one of ^^Pbase_environ ment_id^^Q and [347] Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 []\T1/txtt/bx/n/10 files \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List]\T1/qtm/ m/n/10 ) ^^U The list of tu-ples, where val-ues in each Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \T1/qtm/m/n/10 tu-ple are the lo-cal filesys-tem path and the path the file sho uld be Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \T1/qtm/m/n/10 placed in the model. If list is of strings, then base-names will be Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \T1/qtm/m/n/10 used for tu-ples Ex-am-ple: [(^^P/home/user/Documents/myModel/fi le1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 28956--28966 \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 28956--28966 \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 28973--28976 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dataro bot.NETWORK_EGRESS_POLICY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/ 10 ) Underfull \hbox (badness 5091) in paragraph at lines 28973--28976 \T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o r can ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 28973--28976 \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 , [348] [349] [350] [351] [352] [353] [354] [355] [356] [357] Underfull \hbox (badness 10000) in paragraph at lines 30403--30405 []\T1/qtm/m/n/10 Trans-fer ac-cess to the ex-e-cu-tion en-vi-ron-ment from [][] old_user@datarobot.com[][] to [358] [359] Underfull \hbox (badness 10000) in paragraph at lines 30576--30579 []\T1/txtt/bx/n/10 build_status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U build sta-tus of Underfull \hbox (badness 10000) in paragraph at lines 30576--30579 \T1/qtm/m/n/10 the ex-e-cu-tion en-vi-ron-ment ver-sion to fil-ter by. See Underfull \hbox (badness 10000) in paragraph at lines 30576--30579 \T1/qtm/m/n/10 datarobot.enums.EXECUTION_ENVIRONMENT_VERSION_BUILD_STATUS [360] [361] [362] Chapter 21. [363] [364] [365] [366] Chapter 22. [367] [368] [369] [370] [371] [372] Chapter 23. [373] Underfull \hbox (badness 10000) in paragraph at lines 32110--32113 []\T1/txtt/bx/n/10 database_driver \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m /n/10 ) ^^U Op-tional. Spec-ify when typ is \T1/qtm/m/it/10 DataDriver- [374] [375] [376] [377] Underfull \hbox (badness 10000) in paragraph at lines 32637--32639 []\T1/txtt/bx/n/10 jdbc_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U Op-tional. The full JDBC URL (for ex-am-ple: [378] Underfull \hbox (badness 10000) in paragraph at lines 32705--32707 []\T1/txtt/bx/n/10 jdbc_url \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^^U Op-tional. The full JDBC URL (for ex-am-ple: [379] [380] [381] Overfull \vbox (27.92998pt too high) detected at line 33072 [382] [383] [384] [385] [386] [387] [388] Chapter 24. [389] [390] Chapter 25. [391] [392] [393] [394] [395] [396] Underfull \hbox (badness 10000) in paragraph at lines 34309--34312 [] \T1/txtt/m/n/10 code[]block:\T1/qtm/m/n/10 : \T1/txtt/m/n/10 python \T1/qtm/ m/n/10 ^^U from datarobot.models.deployment Underfull \hbox (badness 10000) in paragraph at lines 34309--34312 \T1/qtm/m/n/10 im-port Train-ing-Data-Ex-port dataset_id = Train-ing-Data-Ex- [397] [398] Chapter 26. [399] [400] [401] [402] [403] [404] [405] [406] [407] [408] [409] [410] [411] [412] [413] Underfull \hbox (badness 10000) in paragraph at lines 36385--36392 \T1/qtm/m/n/10 GIVEN _ NAME / SCHEMA . TABLE _ NAME$[][]' - `[][]$jdbc : DATA _ SOURCE _ GIVEN _ [414] [415] [416] [417] Overfull \vbox (1.75995pt too high) detected at line 36867 [418] [419] [420] [421] [422] [423] [424] Chapter 27. [425] Overfull \vbox (18.5899pt too high) detected at line 37492 [426] [427] [428] [429] Underfull \hbox (badness 10000) in paragraph at lines 37752--37755 []\T1/txtt/bx/n/10 materialization_destination \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/n/10 [\T1/txtt/m/n/10 MaterializationDestination\T1/qtm/m/n/1 0 ]) ^^U [430] (/usr/share/texlive/texmf-dist/tex/latex/fontawesome5/ufontawesomefree2.fd) [431] [432] [433] [434] [435] [436] [437] [438] [439] [440] [441] [442] [443] [444] [445] [446] Underfull \hbox (badness 10000) in paragraph at lines 39527--39530 []\T1/txtt/bx/n/10 methods \T1/qtm/m/n/10 (\T1/txtt/m/n/10 List\T1/qtm/m/n/10 [ [][]\T1/txtt/m/sl/10 CategoricalStatsMethods[][]\T1/qtm/m/n/10 ]) ^^U List of m eth- Underfull \hbox (badness 10000) in paragraph at lines 39527--39530 \T1/qtm/m/n/10 ods to ap-ply for rolling statis-tics. Cur-rently only sup-ports [447] [448] [449] [450] Underfull \vbox (badness 10000) detected at line 39883 Overfull \vbox (27.2299pt too high) detected at line 39883 [451] [452] [453] Underfull \vbox (badness 10000) detected at line 40141 Overfull \vbox (33.2399pt too high) detected at line 40141 [454] [455] [456] [457] [458] Chapter 28. [459] [460] [461] [462] Underfull \vbox (badness 10000) detected at line 41243 Overfull \vbox (24.0pt too high) detected at line 41243 [463] Overfull \vbox (0.89993pt too high) detected at line 41324 [464] [465] [466] Underfull \hbox (badness 10000) in paragraph at lines 41558--41560 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [467] Underfull \hbox (badness 10000) in paragraph at lines 41710--41713 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of [468] [469] Underfull \hbox (badness 10000) in paragraph at lines 41961--41964 \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 [470] Underfull \hbox (badness 10000) in paragraph at lines 42087--42089 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [471] [472] [473] [474] Underfull \hbox (badness 10000) in paragraph at lines 42702--42705 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [475] Underfull \hbox (badness 10000) in paragraph at lines 42761--42765 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [476] [477] [478] Underfull \hbox (badness 10000) in paragraph at lines 43236--43239 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of [479] [480] Underfull \hbox (badness 10000) in paragraph at lines 43427--43432 []\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 43427--43432 [][]\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 [481] [482] [483] Underfull \hbox (badness 10000) in paragraph at lines 43683--43686 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 43688--43694 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the Underfull \hbox (badness 10000) in paragraph at lines 43732--43734 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 43768--43770 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Roc Curve data source. Check [484] [485] [486] Underfull \hbox (badness 10000) in paragraph at lines 44094--44103 []\T1/txtt/bx/n/10 scoring_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/n/10 or \T1/txt t/m/n/10 crossValidation [487] Underfull \hbox (badness 10000) in paragraph at lines 44163--44168 []\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 44163--44168 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 44176--44179 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [488] [489] [490] [491] [492] [493] [494] [495] [496] Underfull \hbox (badness 10000) in paragraph at lines 45252--45254 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [497] Underfull \hbox (badness 10000) in paragraph at lines 45404--45407 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of [498] [499] Underfull \hbox (badness 10000) in paragraph at lines 45655--45658 \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 [500] Underfull \hbox (badness 10000) in paragraph at lines 45781--45783 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [501] [502] [503] [504] [505] Underfull \hbox (badness 10000) in paragraph at lines 46396--46399 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 46455--46459 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [506] [507] [508] [509] Underfull \hbox (badness 10000) in paragraph at lines 46900--46903 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of [510] [511] Underfull \hbox (badness 10000) in paragraph at lines 47206--47209 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 47211--47217 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the [512] Underfull \hbox (badness 10000) in paragraph at lines 47255--47257 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 47291--47293 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Roc Curve data source. Check [513] [514] [515] [516] [517] [518] [519] [520] [521] [522] [523] Underfull \hbox (badness 10000) in paragraph at lines 48640--48642 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [524] [525] Underfull \hbox (badness 10000) in paragraph at lines 48792--48795 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of [526] [527] Underfull \hbox (badness 10000) in paragraph at lines 49043--49046 \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 Underfull \hbox (badness 10000) in paragraph at lines 49169--49171 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [528] [529] [530] [531] [532] Underfull \hbox (badness 10000) in paragraph at lines 49784--49787 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 49843--49847 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [533] [534] [535] [536] Underfull \hbox (badness 10000) in paragraph at lines 50318--50321 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of [537] Underfull \hbox (badness 10000) in paragraph at lines 50509--50514 []\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 50509--50514 [][]\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 [538] [539] [540] Underfull \hbox (badness 10000) in paragraph at lines 50765--50768 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 50770--50776 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the Underfull \hbox (badness 10000) in paragraph at lines 50814--50816 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [541] Underfull \hbox (badness 10000) in paragraph at lines 50850--50852 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Roc Curve data source. Check [542] [543] Underfull \hbox (badness 10000) in paragraph at lines 51176--51185 []\T1/txtt/bx/n/10 scoring_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/n/10 or \T1/txt t/m/n/10 crossValidation [544] Underfull \hbox (badness 10000) in paragraph at lines 51245--51250 []\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 51245--51250 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 51258--51261 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [545] [546] Underfull \hbox (badness 5217) in paragraph at lines 51488--51491 []\T1/txtt/bx/n/10 sampling_method \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str \T1/qtm/ m/n/10 or \T1/txtt/m/n/10 None\T1/qtm/m/n/10 ) ^^U (New in v2.23) in-di-cates t he way train-ing [547] [548] [549] [550] [551] Underfull \hbox (badness 10000) in paragraph at lines 52021--52026 []\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 52021--52026 [][]\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 [552] [553] [554] [555] [556] [557] [558] [559] [560] [561] [562] [563] Underfull \hbox (badness 10000) in paragraph at lines 53400--53403 \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 [564] [565] [566] [567] [568] [569] [570] [571] [572] [573] Underfull \hbox (badness 10000) in paragraph at lines 54456--54458 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [574] Underfull \hbox (badness 10000) in paragraph at lines 54556--54559 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of Underfull \hbox (badness 10000) in paragraph at lines 54650--54652 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [575] [576] [577] Underfull \hbox (badness 10000) in paragraph at lines 55061--55064 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [578] [579] [580] [581] Underfull \hbox (badness 10000) in paragraph at lines 55531--55534 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of Underfull \hbox (badness 10000) in paragraph at lines 55578--55583 []\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 55578--55583 [][]\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 [582] [583] Underfull \hbox (badness 10000) in paragraph at lines 55748--55751 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 55753--55759 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the Underfull \hbox (badness 10000) in paragraph at lines 55797--55799 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [584] [585] Underfull \hbox (badness 10000) in paragraph at lines 55964--55969 []\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 55964--55969 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 55977--55980 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [586] [587] [588] [589] [590] [591] [592] [593] [594] [595] [596] Underfull \hbox (badness 10000) in paragraph at lines 57262--57264 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Con-fu-sion chart source. Check [597] Underfull \hbox (badness 10000) in paragraph at lines 57414--57417 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str]\T1/qtm/m/n/10 ) ^^U Can be one of [598] [599] Underfull \hbox (badness 10000) in paragraph at lines 57665--57668 \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 [600] Underfull \hbox (badness 10000) in paragraph at lines 57791--57793 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [601] [602] [603] [604] Underfull \hbox (badness 10000) in paragraph at lines 58406--58409 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check [605] Underfull \hbox (badness 10000) in paragraph at lines 58465--58469 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U ROC curve data source. Check [606] [607] [608] Underfull \hbox (badness 10000) in paragraph at lines 58940--58943 \T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U Can be one of [609] [610] Underfull \hbox (badness 10000) in paragraph at lines 59131--59136 []\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 59131--59136 [][]\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 [611] [612] [613] Underfull \hbox (badness 10000) in paragraph at lines 59387--59390 []\T1/txtt/bx/n/10 explanation_algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New i n version v2.21) optional; If set \T1/qtm/m/n/10 to Underfull \hbox (badness 10000) in paragraph at lines 59392--59398 []\T1/txtt/bx/n/10 max_explanations \T1/qtm/m/n/10 (\T1/txtt/m/n/10 (New in ver sion v2.21) int optional; specifies the Underfull \hbox (badness 10000) in paragraph at lines 59436--59438 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Resid-u-als chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 59472--59474 []\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U Roc Curve data source. Check [614] [615] [616] Underfull \hbox (badness 10000) in paragraph at lines 59798--59807 []\T1/txtt/bx/n/10 scoring_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/n/10 or \T1/txt t/m/n/10 crossValidation [617] Underfull \hbox (badness 10000) in paragraph at lines 59867--59872 []\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 59867--59872 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 59880--59883 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [618] [619] [620] [621] [622] [623] Underfull \hbox (badness 10000) in paragraph at lines 60794--60796 []\T1/qtm/b/n/10 pa-ram-e-ters \T1/qtm/m/n/10 (\T1/txtt/m/n/10 dict\T1/qtm/m/n/ 10 ) ^^U ^^PPa-ram-e-ters^^Q dic-tio-nary, same as spec-i-fied on [624] Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 []\T1/txtt/bx/n/10 algorithm \T1/qtm/m/n/10 (\T1/txtt/m/n/10 GridSearchAlgorith m (optional)\T1/qtm/m/n/10 ) ^^U The al-go-rithm to ap- Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 ply when run-ning the grid search. This is only ap-pli-ca-ble if the search Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 type is spec-i-fied and the search de-ter-mines which al-go-rith m to use. Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 The fol-low-ing are the valid com-bi-na-tions of search type and al-go-rithm: Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 ^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V^^V | G rid-Search-SearchType.SMART | Underfull \hbox (badness 10000) in paragraph at lines 60857--60869 \T1/qtm/m/n/10 | Grid-SearchAl-go-rithm.EXHAUSTIVE_SEARCH (de-fault) | | Grid-S earch- [625] [626] [627] [628] [629] [630] [631] [632] [633] [634] [635] [636] [637] [638] [639] [640] [641] [642] [643] Underfull \hbox (badness 10000) in paragraph at lines 63424--63426 []\T1/txtt/bx/n/10 geospatial_monitoring \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Option al[ExternalGeospatialMonitoring]\T1/qtm/m/n/10 ) ^^U [644] [645] [646] [647] [648] Chapter 29. [649] [650] Chapter 30. Underfull \hbox (badness 10000) in paragraph at lines 63892--63896 []\T1/qtm/m/n/10 datarobot-key \T1/txtt/m/n/10 str \T1/qtm/m/n/10 Cor-re-sponds the to the \T1/txtt/m/n/10 PredictionServer \T1/qtm/m/n/10 ^^Psnake_cased^^Q [651] [652] [653] [654] [655] [656] [657] [658] Overfull \vbox (0.61996pt too high) detected at line 64845 [659] [660] [661] [662] [663] [664] [665] Underfull \hbox (badness 10000) in paragraph at lines 65586--65590 \T1/qtm/m/n/10 If pre-dic-tions data col-lec-tion is en-abled for this de-ploy- ment. Underfull \hbox (badness 10000) in paragraph at lines 65586--65590 \T1/qtm/m/n/10 To up-date ex-ist-ing `'pre-dic-tions_data_collection'' set-ting s, see [666] [667] [668] [669] [670] [671] [672] [673] [674] [675] Underfull \hbox (badness 10000) in paragraph at lines 66918--66920 []\T1/txtt/bx/n/10 share_recipient_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 enum(\T S1/txtt/m/n/10 ``\T1/qtm/m/n/10 'user'\T1/txtt/m/n/10 , \TS1/txtt/m/n/10 ``'\T1 /txtt/m/n/10 group\TS1/txtt/m/n/10 '\T1/qtm/m/n/10 , \TS1/txtt/m/n/10 '\T1/txtt /m/n/10 organization\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 )\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 66953--66955 \T1/txtt/bx/n/10 roles \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(or(GrantAccessContr olWithUsernameValidator\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 66953--66955 \T1/txtt/m/n/10 GrantAccessControlWithIdValidator\T1/qtm/m/n/10 , \T1/txtt/m/n/ 10 SharingRole))\T1/qtm/m/n/10 ) ^^U Ar-ray of GrantAc- [676] [677] [678] [679] [680] [681] [682] [683] [684] [685] [686] [687] [688] [689] [690] [691] [692] [693] [694] Underfull \hbox (badness 10000) in paragraph at lines 69352--69356 []\T1/txtt/bx/n/10 target_drift \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Settings\T1/qtm /m/n/10 ) ^^U If tar-get drift track-ing is en-abled for this Underfull \hbox (badness 10000) in paragraph at lines 69352--69356 \T1/qtm/m/n/10 de-ploy-ment. To cre-ate or up-date ex-ist-ing \T1/txtt/m/n/10 t arget_drift \T1/qtm/m/n/10 set-tings, see Underfull \hbox (badness 10000) in paragraph at lines 69358--69362 []\T1/txtt/bx/n/10 feature_drift \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Settings\T1/qt m/m/n/10 ) ^^U If fea-ture drift track-ing is en-abled for this Underfull \hbox (badness 10000) in paragraph at lines 69358--69362 \T1/qtm/m/n/10 de-ploy-ment. To cre-ate or up-date ex-ist-ing \T1/txtt/m/n/10 f eature_drift \T1/qtm/m/n/10 set-tings, see Underfull \hbox (badness 10000) in paragraph at lines 69382--69386 []\T1/txtt/bx/n/10 enabled \T1/qtm/m/n/10 (\T1/txtt/m/n/10 bool\T1/qtm/m/n/10 ) ^^U If tar-get pre-dic-tion_warning is en-abled for this de-ploy- Underfull \hbox (badness 10000) in paragraph at lines 69382--69386 \T1/qtm/m/n/10 ment. To cre-ate or up-date ex-ist-ing `'pre-dic-tion_warning'' set-tings, see [695] [696] [697] [698] Underfull \hbox (badness 10000) in paragraph at lines 69851--69853 []\T1/txtt/bx/n/10 supported_model_formats \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list [PredictionEnvironmentModelFormats]\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op- [699] [700] [701] [702] Chapter 31. [703] [704] [705] [706] Chapter 32. [707] Underfull \hbox (badness 10000) in paragraph at lines 70690--70695 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [708] [709] [710] [711] Underfull \hbox (badness 10000) in paragraph at lines 71232--71237 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [712] [713] [714] Underfull \hbox (badness 5331) in paragraph at lines 71685--71687 []\T1/txtt/bx/n/10 values \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list(dict)\T1/qtm/m/n /10 ) ^^U List of His-togram val-ues with a schema de-scribed as [715] [716] Underfull \hbox (badness 10000) in paragraph at lines 71926--71929 []\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 71926--71929 \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 , [717] Underfull \hbox (badness 10000) in paragraph at lines 72074--72077 []\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 72074--72077 \T1/txtt/m/n/10 pairwise_conditional_probabilities.statistic_dataframes[(0,1)]. [718] [719] [720] [721] [722] [723] [724] [725] Underfull \hbox (badness 5771) in paragraph at lines 73124--73128 \T1/qtm/m/n/10 tion win-dows set-tings. If present, time-aware joins will be us ed. Only al- Underfull \hbox (badness 10000) in paragraph at lines 73130--73134 []\T1/txtt/bx/n/10 prediction_point_rounding \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[int]\T1/qtm/m/n/10 ) ^^U Clos-est value of pre-dic- Underfull \hbox (badness 10000) in paragraph at lines 73156--73159 \T1/qtm/m/n/10 Time unit of the fea-ture deriva-tion win-dow. One of \T1/txtt/m /n/10 datarobot.enums. [726] [727] [728] Underfull \hbox (badness 5771) in paragraph at lines 73405--73409 \T1/qtm/m/n/10 tion win-dows set-tings. If present, time-aware joins will be us ed. Only al- Underfull \hbox (badness 10000) in paragraph at lines 73411--73415 []\T1/txtt/bx/n/10 prediction_point_rounding \T1/qtm/m/n/10 (\T1/txtt/m/n/10 in t\T1/qtm/m/n/10 , or \T1/txtt/m/n/10 None\T1/qtm/m/n/10 ) ^^U Clos-est value of pre-dic- Underfull \hbox (badness 10000) in paragraph at lines 73437--73440 \T1/qtm/m/n/10 Time unit of the fea-ture deriva-tion win-dow. One of \T1/txtt/m /n/10 datarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 73457--73459 []\T1/txtt/bx/n/10 specifying \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 To see the list of possible settings, create a [729] Underfull \hbox (badness 10000) in paragraph at lines 73486--73488 []\T1/txtt/bx/n/10 dataset_definitions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1 /qtm/m/n/10 of \T1/txtt/m/n/10 DatasetDefinition\T1/qtm/m/n/10 ) ^^U Each el-e- ment is a Underfull \hbox (badness 6641) in paragraph at lines 73494--73498 \T1/qtm/m/n/10 Each el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot. helpers.feature_discovery. [730] Underfull \hbox (badness 10000) in paragraph at lines 73601--73603 []\T1/txtt/bx/n/10 dataset_definitions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 List[Dat asetDefinition]\T1/qtm/m/n/10 ) ^^U Each el-e-ment is a Underfull \hbox (badness 6641) in paragraph at lines 73609--73613 \T1/qtm/m/n/10 Each el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot. helpers.feature_discovery. [731] [732] [733] [734] [735] [736] Overfull \vbox (10.32994pt too high) detected at line 74507 [737] Overfull \vbox (2.88174pt too high) detected at line 74589 [738] [739] [740] [741] [742] Chapter 33. [743] [744] [745] [746] [747] [748] [749] [750] Underfull \hbox (badness 10000) in paragraph at lines 76020--76025 []\T1/txtt/bx/n/10 vector_database_network_egress_policy \T1/qtm/m/n/10 (\T1/tx tt/m/n/10 Optional[str]\T1/qtm/m/n/10 ) ^^U Only Underfull \hbox (badness 10000) in paragraph at lines 76020--76025 \T1/qtm/m/n/10 used if a new vec-tor database is de-ployed. De-ter-mines whethe r the Underfull \hbox (badness 10000) in paragraph at lines 76020--76025 \T1/qtm/m/n/10 new vec-tor database de-ploy-ment is iso-lated or can ac-cess th e pub- Underfull \hbox (badness 10000) in paragraph at lines 76020--76025 \T1/qtm/m/n/10 lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EGRESS _POLICY.NONE\T1/qtm/m/n/10 , [751] [752] Chapter 34. [753] [754] [755] [756] [757] [758] [759] [760] [761] [762] [763] [764] [765] [766] [767] [768] [769] [770] [771] [772] Chapter 35. [773] [774] Overfull \hbox (63.27374pt too wide) in paragraph at lines 78957--78960 []\T1/txtt/bx/n/10 metadata_combination_strategy \T1/qtm/m/n/10 (\T1/txtt/m/n/1 0 Optional[VectorDatabaseMetadataCombinationStrategy]\T1/qtm/m/n/10 ) [775] Overfull \hbox (69.97372pt too wide) in paragraph at lines 79107--79110 []\T1/txtt/bx/n/10 metadata_combination_strategy \T1/qtm/m/n/10 (\T1/txtt/m/n/1 0 Optional[VectorDatabaseMetadataCombinationStrategy]\T1/qtm/m/n/10 ) [776] [777] Overfull \hbox (69.97372pt too wide) in paragraph at lines 79331--79334 []\T1/txtt/bx/n/10 metadata_combination_strategy \T1/qtm/m/n/10 (\T1/txtt/m/n/1 0 Optional[VectorDatabaseMetadataCombinationStrategy]\T1/qtm/m/n/10 ) [778] Underfull \hbox (badness 10000) in paragraph at lines 79450--79453 []\T1/txtt/bx/n/10 resource_bundle_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U The ID of a Underfull \hbox (badness 10000) in paragraph at lines 79459--79463 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Option al[str]\T1/qtm/m/n/10 ) ^^U De-ter-mines whether Underfull \hbox (badness 10000) in paragraph at lines 79459--79463 \T1/qtm/m/n/10 the given cus-tom model is iso-lated, or can ac-cess the pub-lic net- Underfull \hbox (badness 10000) in paragraph at lines 79459--79463 \T1/qtm/m/n/10 work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY. NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 79509--79512 []\T1/txtt/bx/n/10 resource_bundle_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[ str]\T1/qtm/m/n/10 ) ^^U The ID of a Underfull \hbox (badness 10000) in paragraph at lines 79518--79522 []\T1/txtt/bx/n/10 network_egress_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Option al[str]\T1/qtm/m/n/10 ) ^^U De-ter-mines whether Underfull \hbox (badness 10000) in paragraph at lines 79518--79522 \T1/qtm/m/n/10 the given cus-tom model is iso-lated, or can ac-cess the pub-lic net- Underfull \hbox (badness 10000) in paragraph at lines 79518--79522 \T1/qtm/m/n/10 work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY. NONE\T1/qtm/m/n/10 , [779] [780] Underfull \hbox (badness 10000) in paragraph at lines 79738--79740 []\T1/txtt/bx/n/10 embedding_validation \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[CustomModelEmbeddingValidation\T1/qtm/m/n/10 , [781] [782] Chapter 36. [783] [784] [785] [786] [787] [788] [789] [790] [791] [792] [793] [794] [795] [796] [797] Underfull \hbox (badness 6592) in paragraph at lines 81777--81779 []\T1/txtt/bx/n/10 prompt_moderation_configuration \T1/qtm/m/n/10 (\T1/txtt/m/n /10 ModerationConfigurationWithoutID\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op- [798] Underfull \hbox (badness 10000) in paragraph at lines 81895--81897 []\T1/txtt/bx/n/10 response_moderation_configuration \T1/qtm/m/n/10 (\T1/txtt/m /n/10 ModerationConfigurationWithoutID\T1/qtm/m/n/10 , [799] [800] [801] [802] Chapter 37. [803] Underfull \hbox (badness 10000) in paragraph at lines 82446--82448 []\T1/txtt/bx/n/10 nemo_info \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/ n/10 [[][]\T1/txtt/m/sl/10 GuardNemoInfo[][]\T1/qtm/m/n/10 ]) ^^U ad-di-tional con-fig-u-ra-tion for NeMo [804] Underfull \hbox (badness 10000) in paragraph at lines 82531--82533 []\T1/txtt/bx/n/10 nemo_info \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/ n/10 [[][]\T1/txtt/m/sl/10 GuardNemoInfo[][]\T1/qtm/m/n/10 ]) ^^U ad-di-tional con-fig-u-ra-tion for NeMo [805] [806] [807] [808] [809] Underfull \hbox (badness 10000) in paragraph at lines 83312--83314 []\T1/txtt/bx/n/10 nemo_info \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/ n/10 [[][]\T1/txtt/m/sl/10 GuardNemoInfo[][]\T1/qtm/m/n/10 ]) ^^U ad-di-tional con-fig-u-ra-tion for NeMo Underfull \hbox (badness 10000) in paragraph at lines 83390--83392 []\T1/txtt/bx/n/10 nemo_info \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/ n/10 [[][]\T1/txtt/m/sl/10 GuardNemoInfo[][]\T1/qtm/m/n/10 ]) ^^U ad-di-tional con-fig-u-ra-tion for NeMo [810] [811] [812] Chapter 38. Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 []\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R ocCurve >>> RocCurve.compute( Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485 a58b Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 ") >>> RocCurve.get("67643b2d87bb4954d7917323", da ta_slice_id= Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 "6764389b4bdd48581485a58b") >>> RocCurve.list("67643b2d87bb4954d7917323") [ , ...] >>> RocCurve. Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \T1/txtt/m/n/10 list("67643b2d87bb4954d7917323")[0].roc_points [{\TS1/txtt/m/n/ 10 '\T1/txtt/m/n/10 accuracy\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 0.539375, Underfull \hbox (badness 10000) in paragraph at lines 83532--83544 \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 f1_score\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 0 .0, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 false_negative_score\TS1/txtt/m/n/10 '\T1 /txtt/m/n/10 : 737, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 true_negative_score\TS1/t xtt/m/n/10 '\T1/txtt/m/n/10 : 863, [813] [814] Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 []\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import L iftChart >>> LiftChart.compute( Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485 a58b") Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 >>> LiftChart.list("67643b2d87bb4954d7917323") [, ... ] >>> LiftC hart.get( Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485 a58b").bins Underfull \hbox (badness 10000) in paragraph at lines 83931--83941 \T1/txtt/m/n/10 [{\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 actual\TS1/txtt/m/n/10 '\T1 /txtt/m/n/10 : 0.4, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 predicted\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 0.22727272727272724, \TS1/txtt/m/n/10 '\T1/txtt/m/n/10 bin_ weight\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : 5.0}, ... ] [815] [816] [817] Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 []\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R esiduals >>> Residuals.list( Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 "672e32de69b0b676ced54d9c") [] >>> Residuals.compute("672e32de69b0b 676ced54d9c Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") >>> R esiduals. Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 list("672e32de69b0b676ced54d9c") [, ] >>> Residuals.get("672e32de69b0b676c ed54d9c Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") >>> Residuals.get ( Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 "672e32de69b0b676ced54d9c", data_slice_id="677ae1249695103ba9fe ff97"). Underfull \hbox (badness 10000) in paragraph at lines 84276--84291 \T1/txtt/m/n/10 histogram [{\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 interval_start\TS 1/txtt/m/n/10 '\T1/txtt/m/n/10 : []33.37288135593221, \TS1/txtt/m/n/10 '\T1/txt t/m/n/10 interval_end\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 : []32. [818] [819] [820] [821] [822] [823] [824] [825] [826] [827] [828] [829] [830] [831] Underfull \hbox (badness 10000) in paragraph at lines 86371--86373 []\T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^ ^U The sta-tus of the in-sight. One of \T1/txtt/m/n/10 datarobot.enums. [832] [833] [834] [835] Underfull \hbox (badness 10000) in paragraph at lines 87051--87053 []\T1/txtt/m/n/10 [ [ True Negative, False Positive ], [ False Negative, True P ositive [836] [837] [838] [839] [840] Overfull \vbox (2.69994pt too high) detected at line 87579 [841] [842] Underfull \hbox (badness 10000) in paragraph at lines 87701--87704 []\T1/txtt/bx/n/10 resolutions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n /10 of \T1/txtt/m/n/10 string\T1/qtm/m/n/10 ) ^^U A list of \T1/txtt/m/n/10 dat arobot.enums. Underfull \hbox (badness 6592) in paragraph at lines 87701--87704 \T1/txtt/m/n/10 DATETIME_TREND_PLOTS_RESOLUTION\T1/qtm/m/n/10 , which rep-re-se nts avail-able time res-o-lu-tions Underfull \hbox (badness 10000) in paragraph at lines 87735--87737 \T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 data robot.enums. Underfull \hbox (badness 10000) in paragraph at lines 87742--87744 \T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/10 datarobot.enums. [843] [844] [845] Underfull \hbox (badness 10000) in paragraph at lines 88032--88035 []\T1/txtt/bx/n/10 resolutions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n /10 of \T1/txtt/m/n/10 string\T1/qtm/m/n/10 ) ^^U A list of \T1/txtt/m/n/10 dat arobot.enums. Underfull \hbox (badness 6592) in paragraph at lines 88032--88035 \T1/txtt/m/n/10 DATETIME_TREND_PLOTS_RESOLUTION\T1/qtm/m/n/10 , which rep-re-se nts avail-able time res-o-lu-tions [846] [847] Underfull \hbox (badness 10000) in paragraph at lines 88366--88369 []\T1/txtt/bx/n/10 resolutions \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n /10 of \T1/txtt/m/n/10 string\T1/qtm/m/n/10 ) ^^U A list of \T1/txtt/m/n/10 dat arobot.enums. Underfull \hbox (badness 6592) in paragraph at lines 88366--88369 \T1/txtt/m/n/10 DATETIME_TREND_PLOTS_RESOLUTION\T1/qtm/m/n/10 , which rep-re-se nts avail-able time res-o-lu-tions Underfull \hbox (badness 10000) in paragraph at lines 88400--88402 \T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 data robot.enums. Underfull \hbox (badness 10000) in paragraph at lines 88407--88409 \T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/10 datarobot.enums. [848] [849] [850] [851] [852] [853] Underfull \hbox (badness 10000) in paragraph at lines 89166--89169 []\T1/txtt/bx/n/10 metric \T1/qtm/m/n/10 (\T1/txtt/m/n/10 enums.FEATURE_ASSOCIA TION_METRIC\T1/qtm/m/n/10 ) ^^U The name of a met- Underfull \hbox (badness 5563) in paragraph at lines 89166--89169 \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 89171--89174 []\T1/txtt/bx/n/10 association_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 enums.FEATU RE_ASSOCIATION_TYPE\T1/qtm/m/n/10 ) ^^U The type of Underfull \hbox (badness 10000) in paragraph at lines 89171--89174 \T1/qtm/m/n/10 de-pen-dence for the data. Since `v2.19' this is op-tional and d e-faults to [854] [855] [856] [857] [858] [859] [860] [861] [862] Underfull \hbox (badness 10000) in paragraph at lines 90288--90291 []\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 90293--90296 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. Underfull \hbox (badness 6708) in paragraph at lines 90366--90372 \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 90366--90372 \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, [863] Underfull \hbox (badness 10000) in paragraph at lines 90382--90385 []\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 90387--90390 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [864] [865] [866] [867] [868] [869] [870] [871] [872] [873] [874] Chapter 39. [875] [876] [877] [878] [879] [880] [881] [882] Chapter 40. [883] [884] [885] [886] Chapter 41. [887] [888] Chapter 42. [889] [890] [891] [892] [893] [894] [895] [896] [897] [898] Overfull \vbox (1.64996pt too high) detected at line 95006 [899] [900] [901] [902] [903] [904] Chapter 43. [905] Underfull \hbox (badness 10000) in paragraph at lines 95878--95880 []\T1/txtt/bx/n/10 catalog_version_id \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qt m/m/n/10 ) ^^U (New in ver-sion v3.0) The ob-ject ID of the [906] [907] [908] [909] [910] [911] Underfull \hbox (badness 10000) in paragraph at lines 96512--96518 \T1/qtm/m/n/10 the [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 d e-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 96512--96518 \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. Underfull \hbox (badness 10000) in paragraph at lines 96596--96603 []\T1/txtt/bx/n/10 bias_mitigation_technique \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[str]\T1/qtm/m/n/10 ) ^^U One of Underfull \hbox (badness 10000) in paragraph at lines 96596--96603 \T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces s-in-gReweigh-ing' - Underfull \hbox (badness 7944) in paragraph at lines 96596--96603 \T1/qtm/m/n/10 `post-Pro-cess-in-gRe-jec-tionOp-tion-Based-Clas-si-fi-ca-tion' The tech-nique by which we'll [912] Underfull \hbox (badness 10000) in paragraph at lines 96605--96609 []\T1/txtt/bx/n/10 include_bias_mitigation_feature_as_predictor_variable [913] [914] Underfull \hbox (badness 7888) in paragraph at lines 96835--96842 \T1/qtm/m/n/10 and \T1/txtt/m/n/10 AUTOPILOT_MODE.COMPREHENSIVE\T1/qtm/m/n/10 . \T1/txtt/m/n/10 COMPREHENSIVE\TS1/txtt/m/n/10 ` \T1/txtt/m/n/10 runs all bluep rints Underfull \hbox (badness 10000) in paragraph at lines 96835--96842 \T1/txtt/m/n/10 in the repository (this may be extremely slow). If unspecified, Underfull \hbox (badness 10000) in paragraph at lines 96858--96864 \T1/qtm/m/n/10 the [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 d e-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 96858--96864 \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. [915] [916] Underfull \hbox (badness 10000) in paragraph at lines 97060--97066 \T1/qtm/m/n/10 the [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 d e-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 97060--97066 \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. Underfull \hbox (badness 10000) in paragraph at lines 97106--97108 []\T1/txtt/bx/n/10 class_mapping_aggregation_settings \T1/qtm/m/n/10 (\T1/txtt/ m/n/10 ClassMappingAggregationSettings\T1/qtm/m/n/10 , [917] [918] Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 []\T1/txtt/bx/n/10 use_new_models_retrieval \T1/qtm/m/n/10 (\T1/txtt/m/n/10 boo l\T1/qtm/m/n/10 , \T1/qtm/m/it/10 de-fault \T1/txtt/m/n/10 False\T1/qtm/m/n/10 ) ^^U If \T1/txtt/m/n/10 true\T1/qtm/m/n/10 , new re- Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 trieval route is used, which sup-ports fil-ter-ing and re-turns fewer at-tributes Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 per in-di-vid-ual model. Fol-low-ing at-tributes are ab-sent and could be re- Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 trieved from the blueprint level: \T1/txtt/m/n/10 monotonic_incr easing_featurelist_id\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/txtt/m/n/10 monotonic_decreasing_featurelist_id\T1/qtm/m/n/10 , \T1/txtt/m/ n/10 supports_composable_ml \T1/qtm/m/n/10 and Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/txtt/m/n/10 supports_monotonic_constraints\T1/qtm/m/n/10 . Fol-low-ing at-t ributes are ab-sent and Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/qtm/m/n/10 could be re-trieved from the in-di-vid-ual model level: \T1/txtt /m/n/10 has_empty_clusters\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 97323--97331 \T1/txtt/m/n/10 is_n_clusters_dynamically_determined\T1/qtm/m/n/10 , \T1/txtt/m /n/10 prediction_threshold \T1/qtm/m/n/10 and [919] [920] [921] [922] Underfull \hbox (badness 10000) in paragraph at lines 97681--97683 []\T1/txtt/bx/n/10 credentials \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List] a list \T1/qtm/m/n/10 of \T1/txtt/m/n/10 credentials for the datasets Underfull \hbox (badness 7649) in paragraph at lines 97720--97723 []\T1/txtt/bx/n/10 ValueError \T1/qtm/m/n/10 ^^U Raised if \T1/txtt/m/n/10 fore cast_point \T1/qtm/m/n/10 or \T1/txtt/m/n/10 predictions_start_date \T1/qtm/m/n /10 and [923] Underfull \hbox (badness 10000) in paragraph at lines 97775--97777 []\T1/txtt/bx/n/10 credentials \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[List] a list \T1/qtm/m/n/10 of \T1/txtt/m/n/10 credentials for the datasets [924] Underfull \hbox (badness 10000) in paragraph at lines 97840--97846 []\T1/txtt/bx/n/10 credential_data \T1/qtm/m/n/10 (\T1/txtt/m/n/10 BasicCredent ialsDataDict | S3CredentialsDataDict | [925] [926] Overfull \hbox (0.89392pt too wide) in paragraph at lines 98124--98128 []\T1/txtt/bx/n/10 credentials \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list[BasicCreden tialsDict | CredentialIdCredentialsDict]\T1/qtm/m/n/10 , [927] [928] [929] [930] [931] [932] [933] [934] [935] Underfull \hbox (badness 10000) in paragraph at lines 99214--99223 []\T1/txtt/bx/n/10 scoring_type \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[str]\T 1/qtm/m/n/10 ) ^^U Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/n/10 or \T1/txt t/m/n/10 crossValidation [936] Underfull \hbox (badness 10000) in paragraph at lines 99313--99318 []\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 99313--99318 [][]\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 Underfull \hbox (badness 7133) in paragraph at lines 99330--99333 \T1/qtm/m/n/10 be used to train the model. If spec-i-fied, nei-ther \T1/txtt/m/ n/10 training_duration \T1/qtm/m/n/10 nor [937] [938] Underfull \hbox (badness 10000) in paragraph at lines 99532--99537 \T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 QUEUE_STATUS enum\T1/qt m/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/10 ) ^^U If called with [939] Underfull \hbox (badness 10000) in paragraph at lines 99710--99715 \T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 QUEUE_STATUS enum\T1/qt m/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/10 ) ^^U If called with Underfull \hbox (badness 5345) in paragraph at lines 99710--99715 \T1/qtm/m/n/10 QUEUE_STATUS.INPROGRESS, will re-turn the mod-el-ing jobs that a re cur-rently [940] Underfull \hbox (badness 10000) in paragraph at lines 99755--99760 \T1/txtt/bx/n/10 status \T1/qtm/m/n/10 (\T1/txtt/m/n/10 QUEUE_STATUS enum\T1/qt m/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/10 ) ^^U If called with [941] [942] [943] Underfull \hbox (badness 10000) in paragraph at lines 100149--100155 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str].\T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.24) Met- Underfull \hbox (badness 10000) in paragraph at lines 100149--100155 \T1/qtm/m/n/10 ric to use for cal-cu-lat-ing fair-ness. Can be one of \T1/txtt/ m/n/10 proportionalParity\T1/qtm/m/n/10 , [944] Underfull \hbox (badness 10000) in paragraph at lines 100168--100175 []\T1/txtt/bx/n/10 bias_mitigation_technique \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[str]\T1/qtm/m/n/10 ) ^^U One of Underfull \hbox (badness 10000) in paragraph at lines 100168--100175 \T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces s-in-gReweigh-ing' - Underfull \hbox (badness 7944) in paragraph at lines 100168--100175 \T1/qtm/m/n/10 `post-Pro-cess-in-gRe-jec-tionOp-tion-Based-Clas-si-fi-ca-tion' The tech-nique by which we'll Underfull \hbox (badness 10000) in paragraph at lines 100177--100181 []\T1/txtt/bx/n/10 include_bias_mitigation_feature_as_predictor_variable Overfull \hbox (3.89389pt too wide) in paragraph at lines 100212--100216 []\T1/txtt/bx/n/10 number_of_incremental_learning_iterations_before_best_model_ selection [945] Underfull \hbox (badness 10000) in paragraph at lines 100334--100337 []\T1/txtt/bx/n/10 partitioning_method \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Partitio ningMethod\T1/qtm/m/n/10 , \T1/qtm/m/it/10 op-tional\T1/qtm/m/n/10 ) ^^U An in- stance of Underfull \hbox (badness 10000) in paragraph at lines 100334--100337 \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods.PartitioningMethod \T1/q tm/m/n/10 that will [946] [947] [948] Underfull \hbox (badness 10000) in paragraph at lines 100628--100630 []\T1/txtt/bx/n/10 ValueError \T1/qtm/m/n/10 ^^U If value of \T1/txtt/m/n/10 va riable_type \T1/qtm/m/n/10 is not from \T1/txtt/m/n/10 datarobot.enums. [949] [950] [951] Underfull \hbox (badness 10000) in paragraph at lines 101129--101136 []\T1/txtt/bx/n/10 bias_mitigation_technique \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[str]\T1/qtm/m/n/10 ) ^^U One of Underfull \hbox (badness 10000) in paragraph at lines 101129--101136 \T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces s-in-gReweigh-ing' - Underfull \hbox (badness 7944) in paragraph at lines 101129--101136 \T1/qtm/m/n/10 `post-Pro-cess-in-gRe-jec-tionOp-tion-Based-Clas-si-fi-ca-tion' The tech-nique by which we'll [952] [953] Underfull \hbox (badness 10000) in paragraph at lines 101337--101343 []\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 Underfull \hbox (badness 10000) in paragraph at lines 101348--101353 \T1/txtt/bx/n/10 datetime_partition_spec \T1/qtm/m/n/10 ([][]\T1/txtt/m/sl/10 D atetimePartitioningSpecification[][]\T1/qtm/m/n/10 ) ^^U [954] [955] Underfull \hbox (badness 6364) in paragraph at lines 101552--101555 []\T1/txtt/bx/n/10 consider_blenders_in_recommendation \T1/qtm/m/n/10 (\T1/txtt /m/n/10 Optional[bool]\T1/qtm/m/n/10 ) ^^U (New in ver-sion [956] Underfull \hbox (badness 10000) in paragraph at lines 101623--101629 []\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optiona l[str].\T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.24) Met- Underfull \hbox (badness 10000) in paragraph at lines 101623--101629 \T1/qtm/m/n/10 ric to use for cal-cu-lat-ing fair-ness. Can be one of \T1/txtt/ m/n/10 proportionalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 101642--101649 []\T1/txtt/bx/n/10 bias_mitigation_technique \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Op tional[str]\T1/qtm/m/n/10 ) ^^U One of Underfull \hbox (badness 10000) in paragraph at lines 101642--101649 \T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces s-in-gReweigh-ing' - Underfull \hbox (badness 6741) in paragraph at lines 101657--101659 []\T1/txtt/bx/n/10 default_monotonic_increasing_featurelist_id \T1/qtm/m/n/10 ( \T1/txtt/m/n/10 Optional[str]\T1/qtm/m/n/10 ) ^^U Re-turned Underfull \hbox (badness 6741) in paragraph at lines 101661--101663 []\T1/txtt/bx/n/10 default_monotonic_decreasing_featurelist_id \T1/qtm/m/n/10 ( \T1/txtt/m/n/10 Optional[str]\T1/qtm/m/n/10 ) ^^U Re-turned [957] Underfull \hbox (badness 10000) in paragraph at lines 101706--101710 []\T1/txtt/bx/n/10 number_of_incremental_learning_iterations_before_best_model_ selection [958] [959] Underfull \hbox (badness 10000) in paragraph at lines 102090--102093 []\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 102100--102103 []\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 102111--102114 []\T1/txtt/bx/n/10 autopilot_data_selection_method \T1/qtm/m/n/10 (\T1/txtt/m/n /10 str\T1/qtm/m/n/10 ) ^^U one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 102111--102114 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [960] [961] Underfull \hbox (badness 6927) in paragraph at lines 102228--102231 []\T1/txtt/bx/n/10 periodicities \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m /n/10 of [][]\T1/txtt/m/sl/10 Periodicity[][]\T1/qtm/m/n/10 , \T1/qtm/m/it/10 o p-tional\T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.9) a [962] Underfull \hbox (badness 10000) in paragraph at lines 102402--102407 []\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 , [963] [964] Underfull \hbox (badness 10000) in paragraph at lines 102544--102546 []\T1/txtt/bx/n/10 time_unit \T1/qtm/m/n/10 (\T1/txtt/m/n/10 string\T1/qtm/m/n/ 10 ) ^^U Time step unit, valid op-tions are val-ues from Underfull \hbox (badness 10000) in paragraph at lines 102623--102626 []\T1/txtt/bx/n/10 autopilot_data_selection_method \T1/qtm/m/n/10 (\T1/txtt/m/n /10 str\T1/qtm/m/n/10 ) ^^U one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 102623--102626 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [965] [966] Underfull \hbox (badness 6927) in paragraph at lines 102796--102799 []\T1/txtt/bx/n/10 periodicities \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m /n/10 of [][]\T1/txtt/m/sl/10 Periodicity[][]\T1/qtm/m/n/10 , \T1/qtm/m/it/10 o p-tional\T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.9) a [967] [968] [969] [970] [971] Underfull \hbox (badness 10000) in paragraph at lines 103443--103446 []\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 103443--103446 \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. [972] [973] Underfull \hbox (badness 5741) in paragraph at lines 103662--103670 \T1/qtm/m/n/10 and \T1/txtt/m/n/10 validation_duration\T1/qtm/m/n/10 ). If \T1/ txtt/m/n/10 True\T1/qtm/m/n/10 , will use a start/end date ap-proach for [974] [975] [976] [977] [978] [979] [980] [981] [982] Underfull \hbox (badness 10000) in paragraph at lines 104911--104913 []\T1/txtt/bx/n/10 backtests \T1/qtm/m/n/10 (\T1/txtt/m/n/10 list \T1/qtm/m/n/1 0 of \T1/txtt/m/n/10 dicts containing validation_start_date \T1/qtm/m/n/10 and [983] [984] [985] [986] [987] [988] [989] [990] Chapter 44. [991] Underfull \vbox (badness 10000) detected at line 105831 [992] Underfull \hbox (badness 10000) in paragraph at lines 105912--105916 []\T1/txtt/bx/n/10 shap_warnings \T1/qtm/m/n/10 ([][]\T1/txtt/m/sl/10 list[][]\ T1/qtm/m/n/10 ) ^^U (New in ver-sion v2.21) Will Underfull \hbox (badness 10000) in paragraph at lines 105912--105916 \T1/qtm/m/n/10 be present if \T1/txtt/m/n/10 explanation_algorithm \T1/qtm/m/n/ 10 was set to [993] [994] [995] [996] Chapter 45. [997] [998] Underfull \hbox (badness 7099) in paragraph at lines 106606--106609 []\T1/txtt/bx/n/10 entity \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Union[UseCaseReferenc eEntity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 Project\T1/qtm/m/n/10 , \T1/txtt/m/n/10 Dataset\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Application[][]\T1/qtm/m/n/10 , [999] Underfull \hbox (badness 7099) in paragraph at lines 106648--106651 []\T1/txtt/bx/n/10 entity \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Union[UseCaseReferenc eEntity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 Project\T1/qtm/m/n/10 , \T1/txtt/m/n/10 Dataset\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Application[][]\T1/qtm/m/n/10 , [1000] [1001] [1002] [1003] [1004] Chapter 46. [1005] Underfull \hbox (badness 10000) in paragraph at lines 107234--107237 []\T1/qtm/m/n/10 Added ini-tial sup-port for DataRobot file sys-tem and Files A PI with fsspec im-ple-men-ta-tion [1006] Underfull \hbox (badness 6978) in paragraph at lines 107302--107304 \T1/txtt/m/n/10 LLMBlueprint \T1/qtm/m/n/10 , then Underfull \hbox (badness 10000) in paragraph at lines 108024--108026 \T1/qtm/m/n/10 cre-ate a de-ploy-ment with \T1/txtt/m/n/10 Deployment.create_fr om_registered_model_version Underfull \hbox (badness 10000) in paragraph at lines 108974--108977 []\T1/txtt/m/n/10 datarobot._experimental.models.time_series_wrangling_template .user_flow_template [1022] Underfull \hbox (badness 10000) in paragraph at lines 109013--109017 []\T1/qtm/m/n/10 Added a new class [][]\T1/txtt/m/sl/10 HostedCustomMetricTempl ate[][] \T1/qtm/m/n/10 for hosted cus-tom met-rics tem- Underfull \hbox (badness 10000) in paragraph at lines 109013--109017 \T1/qtm/m/n/10 plates. [][]\T1/txtt/m/sl/10 HostedCustomMetricTemplate.get[][] \T1/qtm/m/n/10 to re-trieve a hosted cus-tom met-ric tem-plate. Underfull \hbox (badness 10000) in paragraph at lines 109035--109039 [][]\T1/txtt/m/sl/10 HostedCustomMetricBlueprint.get[][] \T1/qtm/m/n/10 to get a hosted cus-tom met-ric blueprint. Underfull \hbox (badness 10000) in paragraph at lines 109035--109039 [][]\T1/txtt/m/sl/10 HostedCustomMetricBlueprint.create[][] \T1/qtm/m/n/10 to c re-ate a hosted cus-tom met-ric blueprint. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 []\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 EvaluationDatasetConfigurati on \T1/qtm/m/n/10 for con-fig-u-ra- Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 models.genai.evaluation_dataset_configuration.EvaluationDataset Configuration. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 get> \T1/qtm/m/n/10 to get an eval-u-a-tion dataset con-fig-u-r a-tion. \T1/txtt/m/n/10 EvaluationDatasetConfiguration. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 list \T1/qtm/m/n/10 to list the eval-u-a-tion dataset con-fig-u-ra-tions for Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/qtm/m/n/10 a Use Case. \T1/txtt/m/n/10 EvaluationDatasetConfiguration.creat e \T1/qtm/m/n/10 to cre-ate an eval-u-a-tion dataset con- fig-u-ra-tion. \T1/txtt/m/n/10 EvaluationDatasetConfiguration. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 update \T1/qtm/m/n/10 to up-dat e an eval-u-a-tion dataset con-fig-u-ra-tion. Underfull \hbox (badness 10000) in paragraph at lines 109060--109067 \T1/txtt/m/n/10 EvaluationDatasetConfiguration.delete \T1/qtm/m/n/10 to delete an [1023] Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/txtt/m/n/10 genai.evaluation_dataset_metric_aggregation.EvaluationDatasetMe tricAggregation> Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/qtm/m/n/10 for met-ric ag-gre-ga-tion re-sults. \T1/txtt/m/n/10 EvaluationD atasetMetricAggregation.list Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/txtt/m/n/10 \T1/qtm/m/n/10 to get the met-ric ag-gre-ga-tion re-sults. Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/txtt/m/n/10 EvaluationDatasetMetricAggregation.create \T1/qtm/m/n/10 to cre-ate the met-ric ag-gre-ga-tion jo b. \T1/txtt/m/n/10 EvaluationDatasetMetricAggregation.delete Underfull \hbox (badness 10000) in paragraph at lines 109069--109074 \T1/txtt/m/n/10 \T1/qt m/m/n/10 for side-car model met-ric val-i- Underfull \hbox (badness 10000) in paragraph at lines 109081--109089 \T1/qtm/m/n/10 da-tions. \T1/txtt/m/n/10 SidecarModelMetricValidation.create \T1/q tm/m/n/10 to cre-ate a side-car model Underfull \hbox (badness 10000) in paragraph at lines 109081--109089 \T1/qtm/m/n/10 met-ric val-i-da-tion. \T1/txtt/m/n/10 SidecarModelMetricValidat ion.list \T1/qtm /m/n/10 and Underfull \hbox (badness 10000) in paragraph at lines 109186--109188 []\T1/qtm/m/n/10 Added a new pa-ram-e-ter \T1/txtt/m/n/10 entity_type \T1/qtm/m /n/10 to the \T1/txtt/m/n/10 compute \T1/qtm/m/n/10 and \T1/txtt/m/n/10 create \T1/qtm/m/n/10 meth-ods of the classes [1025] Underfull \hbox (badness 10000) in paragraph at lines 109276--109280 []\T1/qtm/m/n/10 Ex-tended the ad-vanced op-tions avail-able when set-ting a ta r-get to in-clude new pa-ram-e-ter: [1026] Underfull \hbox (badness 10000) in paragraph at lines 109356--109358 [][][]\T1/txtt/m/sl/10 RuntimeParameterValue[][] \T1/qtm/m/n/10 to de-fine run- time pa-ram-e-ter over-ride value, to be as-signed to [1027] Underfull \hbox (badness 10000) in paragraph at lines 109433--109436 []\T1/qtm/m/n/10 Added new pa-ram-e-ter \T1/txtt/m/n/10 prediction_threshold \T 1/qtm/m/n/10 to [][]\T1/txtt/m/sl/10 BatchPredictionJob. Underfull \hbox (badness 7344) in paragraph at lines 109433--109436 \T1/txtt/m/sl/10 score_with_leaderboard_model[][] \T1/qtm/m/n/10 and [][]\T1/tx tt/m/sl/10 BatchPredictionJob.score[][] \T1/qtm/m/n/10 that au-to-mat-i-cally a s-signs the Underfull \hbox (badness 10000) in paragraph at lines 109494--109496 []\T1/qtm/m/n/10 Added new enum value to \T1/txtt/m/n/10 datarobot.enums.TARGET _TYPE \T1/qtm/m/n/10 and \T1/txtt/m/n/10 datarobot.enums. [1028] Underfull \hbox (badness 10000) in paragraph at lines 109571--109573 []\T1/qtm/m/n/10 Added a new pa-ram-e-ter \T1/txtt/m/n/10 base_environment_vers ion_id \T1/qtm/m/n/10 to [][]\T1/txtt/m/sl/10 CustomModelVersion. Underfull \hbox (badness 10000) in paragraph at lines 109575--109579 []\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 PromptTrace \T1/qtm/m/n/10 to list Underfull \hbox (badness 10000) in paragraph at lines 109575--109579 \T1/txtt/m/n/10 _experimental.models.genai.prompt_trace.PromptTrace.export_to_a i_catalog> \T1/qtm/m/n/10 to ex-port Underfull \hbox (badness 10000) in paragraph at lines 109581--109584 []\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 InsightsConfiguration \T1/qtm/m/n/1 0 to get the cur-rent in-sights con-fig- Underfull \hbox (badness 10000) in paragraph at lines 109586--109590 \T1/qtm/m/n/10 u-ra-tion for a play-ground. \T1/txtt/m/n/10 Insights.create \T1/qtm/m/n/10 to get the cost Underfull \hbox (badness 10000) in paragraph at lines 109592--109598 \T1/qtm/m/n/10 met-ric con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfigurati on.create \T1/ qtm/m/n/10 to up-date the cost met-ric Underfull \hbox (badness 10000) in paragraph at lines 109592--109598 \T1/qtm/m/n/10 con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfiguration.delet e \T1/qtm/m/n/10 , to up-date a Underfull \hbox (badness 10000) in paragraph at lines 109864--109866 []\T1/qtm/m/n/10 Added new meth-ods to the class \T1/txtt/m/n/10 Notebook \T1/q tm/m/n/10 which in-cludes \T1/txtt/m/n/10 Notebook.run \T1/qtm/m/n/10 and \T1/t xtt/m/n/10 Notebook. [1032] Underfull \hbox (badness 10000) in paragraph at lines 109951--109957 \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 109951--109957 [][]\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 109951--109957 \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 109951--109957 \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. Underfull \hbox (badness 10000) in paragraph at lines 109994--109996 []\T1/qtm/m/n/10 Added method meth:\T1/txtt/m/n/10 Deployment.get_predictions_v s_actuals_over_time \T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 113968--113971 []\T1/qtm/m/n/10 It's now pos-si-ble to get fea-ture as-so-ci-a-tion sta-tuses for fea-turelists us-ing [][]\T1/txtt/m/sl/10 Project. Underfull \hbox (badness 7925) in paragraph at lines 114005--114007 []\T1/qtm/m/n/10 Method [][]\T1/txtt/m/sl/10 Project.set_target[][] \T1/qtm/m/n /10 sup-port new op-tional pa-ram-e-ters \T1/txtt/m/n/10 featureEngineeringGrap hs \T1/qtm/m/n/10 and Underfull \hbox (badness 10000) in paragraph at lines 114013--114018 []\T1/qtm/m/n/10 Se-ries ac-cu-racy re-trieval meth-ods ([][]\T1/txtt/m/sl/10 D atetimeModel.get_series_accuracy_as_dataframe[][] \T1/qtm/m/n/10 and [1067] Underfull \hbox (badness 10000) in paragraph at lines 114104--114106 []\T1/qtm/m/n/10 Mono-tonic con-straints are now sup-ported for OTV projects. T o that end, the pa-ram-e-ters Underfull \hbox (badness 10000) in paragraph at lines 114104--114106 \T1/txtt/m/n/10 monotonic_increasing_featurelist_id \T1/qtm/m/n/10 and \T1/txtt /m/n/10 monotonic_decreasing_featurelist_id \T1/qtm/m/n/10 can be [1068] Underfull \hbox (badness 7451) in paragraph at lines 114193--114196 []\T1/qtm/m/n/10 When [][]\T1/txtt/m/sl/10 specifying datetime partitioning[][] \T1/qtm/m/n/10 set-tings , :ref:\T1/txtt/m/n/10 time series \T1/ qtm/m/n/10 projects Underfull \hbox (badness 10000) in paragraph at lines 114193--114196 \T1/txtt/m/sl/10 do_not_derive[][] \T1/qtm/m/n/10 at-tribute. Any fea-tures not spec-i-fied will be as-signed ac-cord-ing to the [1069] [1070] Underfull \hbox (badness 10000) in paragraph at lines 114403--114412 []\T1/qtm/m/n/10 Pre-vi-ously avail-able for only Eu-reqa mod-els, Ad-vanced Tu n-ing meth-ods and ob-jects, in-clud-ing Underfull \hbox (badness 10000) in paragraph at lines 114403--114412 [][]\T1/txtt/m/sl/10 Model.start_advanced_tuning_session[][]\T1/qtm/m/n/10 , [] []\T1/txtt/m/sl/10 Model.get_advanced_tuning_parameters[][]\T1/qtm/m/n/10 , [][ ]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 114442--114444 [][][]\T1/txtt/m/sl/10 Project.upload_dataset[][] \T1/qtm/m/n/10 and [][]\T1/tx tt/m/sl/10 Project.upload_dataset_from_data_source[][] \T1/qtm/m/n/10 will re-t urn a [1071] [1072] Underfull \hbox (badness 10000) in paragraph at lines 114564--114567 []\T1/qtm/m/n/10 New class for work-ing with model com-pli-ance doc-u-men-ta-ti on fea-ture of DataRobot: class Underfull \hbox (badness 10000) in paragraph at lines 114583--114588 []\T1/qtm/m/n/10 Cross se-ries fea-tures can now be cre-ated within time se-rie s mul-ti-series projects us-ing Underfull \hbox (badness 10000) in paragraph at lines 114583--114588 \T1/qtm/m/n/10 the \T1/txtt/m/n/10 use_cross_series_features \T1/qtm/m/n/10 and \T1/txtt/m/n/10 aggregation_type \T1/qtm/m/n/10 at-tributes of the [][]\T1/txt t/m/sl/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 114614--114618 []\T1/qtm/m/n/10 New \T1/txtt/m/n/10 number_of_known_in_advance_features \T1/qt m/m/n/10 at-tribute has been added to the [][]\T1/txtt/m/sl/10 datarobot. [1073] Underfull \hbox (badness 10000) in paragraph at lines 114707--114715 []\T1/qtm/m/n/10 New meth-ods and ob-jects, in-clud-ing [][]\T1/txtt/m/sl/10 Mo del.start_advanced_tuning_session[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Mode l. Underfull \hbox (badness 7504) in paragraph at lines 114707--114715 \T1/txtt/m/sl/10 get_advanced_tuning_parameters[][]\T1/qtm/m/n/10 , [][]\T1/txt t/m/sl/10 Model.advanced_tune[][]\T1/qtm/m/n/10 , and [][]\T1/txtt/m/sl/10 Adva ncedTuningSession[][]\T1/qtm/m/n/10 , were Underfull \hbox (badness 10000) in paragraph at lines 114730--114733 []\T1/qtm/m/n/10 A cus-tom pre-dic-tion thresh-old may now be con-fig-ured for each model via [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 114740--114742 []\T1/qtm/m/n/10 In-di-vid-ual cross val-i-da-tion scores can be re-trieved for new mod-els us-ing [][]\T1/txtt/m/sl/10 Model. [1074] Underfull \hbox (badness 10000) in paragraph at lines 114782--114786 [][][]\T1/txtt/m/sl/10 ModelRecommendation.get[][] \T1/qtm/m/n/10 now ac-cepts an op-tional pa-ram-e-ter of type \T1/txtt/m/n/10 datarobot.enums. [1075] Underfull \hbox (badness 10000) in paragraph at lines 114899--114903 []\T1/qtm/m/n/10 Added a new fea-ture to re-trieve fea-ture logs for time se-ri es projects. Check [][]\T1/txtt/m/sl/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 114899--114903 \T1/txtt/m/sl/10 DatetimePartitioning.feature_log_list()[][] \T1/qtm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.DatetimePartitioning. Underfull \hbox (badness 10000) in paragraph at lines 114919--114923 []\T1/qtm/m/n/10 New pa-ram-e-ters \T1/txtt/m/n/10 predictions_start_date \T1/q tm/m/n/10 and \T1/txtt/m/n/10 predictions_end_date \T1/qtm/m/n/10 added to [][] \T1/txtt/m/sl/10 Project. Underfull \hbox (badness 5302) in paragraph at lines 114945--114949 \T1/qtm/m/n/10 re-cated and will be re-moved in 2.14. Use [][]\T1/txtt/m/sl/10 datarobot.DatetimePartitioningSpecification. [1076] [1077] [1078] Underfull \hbox (badness 10000) in paragraph at lines 115219--115222 []\T1/qtm/m/n/10 Lift chart data for mod-els can be re-trieved us-ing the \T1/t xtt/m/n/10 Model.get_lift_chart \T1/qtm/m/n/10 and \T1/txtt/m/n/10 Model. [1079] [1080] Underfull \hbox (badness 10000) in paragraph at lines 115412--115414 []\T1/qtm/m/n/10 When call-ing \T1/txtt/m/n/10 get_result \T1/qtm/m/n/10 for a Job, Mod-elJob, or Pre-dic-tJob that has er-rored, [1081] Underfull \hbox (badness 10000) in paragraph at lines 115516--115520 []\T1/qtm/m/n/10 (Only rel-e-vant for on-premise users with a Stan-dalone Scor- ing clus-ter.) Meth-ods [1082] Underfull \hbox (badness 6268) in paragraph at lines 115631--115635 []\T1/qtm/m/n/10 A new im-proved work-flow for pre-dic-tions now sup-ports firs t up-load-ing a dataset via \T1/txtt/m/n/10 Project. [1083] Underfull \hbox (badness 10000) in paragraph at lines 115767--115769 []\T1/txtt/m/n/10 PredictJob.create \T1/qtm/m/n/10 has been dep-re-cated in fa- vor of the al-ter-nate work-flow us-ing \T1/txtt/m/n/10 Model. [1084] [1085] [1086] Underfull \hbox (badness 6016) in paragraph at lines 116113--116117 []\T1/qtm/m/n/10 In sev-eral places where \T1/txtt/m/n/10 AppPlatformError \T1/ qtm/m/n/10 was be-ing raised, now \T1/txtt/m/n/10 TypeError\T1/qtm/m/n/10 , \T1 /txtt/m/n/10 ValueError \T1/qtm/m/n/10 or Underfull \hbox (badness 10000) in paragraph at lines 116133--116138 []\T1/qtm/m/n/10 If a \T1/txtt/m/n/10 ClientError \T1/qtm/m/n/10 or \T1/txtt/m/ n/10 ServerError \T1/qtm/m/n/10 oc-curs dur-ing a call to \T1/txtt/m/n/10 Proje ct.from_async\T1/qtm/m/n/10 , then a [1087] Underfull \hbox (badness 10000) in paragraph at lines 116204--116207 []\T1/txtt/m/n/10 recommendation_settings \T1/qtm/m/n/10 pa-ram-e-ter of \T1/tx tt/m/n/10 Project.start \T1/qtm/m/n/10 is dep-re-cated in fa-vor of [1088] [1089] [1090] (./datarobot-public-api-client.ind [1091] [1092] [1093] Underfull \hbox (badness 10000) in paragraph at lines 77--79 []\T1/txtt/m/n/10 assign_environment() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobo t.models.notebooks.execution_environment.ExecutionEnvironment class Underfull \hbox (badness 5548) in paragraph at lines 123--125 []\T1/txtt/m/n/10 bucket_sample_sizes \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot .models.deployment.custom_metrics.CustomMetricValuesOverBatch prop-erty\T1/qtm/ m/n/10 ), Underfull \hbox (badness 10000) in paragraph at lines 125--127 []\T1/txtt/m/n/10 bucket_sample_sizes \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot .models.deployment.custom_metrics.CustomMetricValuesOverTime prop-erty\T1/qtm/m /n/10 ), [1094] [1095] Underfull \hbox (badness 10000) in paragraph at lines 271--273 []\T1/txtt/m/n/10 continue_incremental_learning_from_incremental_model() \T1/qt m/m/n/10 (\T1/qtm/m/it/10 datarobot.models.BlenderModel method\T1/qtm/m/n/10 ), Underfull \hbox (badness 10000) in paragraph at lines 279--281 []\T1/txtt/m/n/10 continue_incremental_learning_from_incremental_model() \T1/qt m/m/n/10 (\T1/qtm/m/it/10 datarobot.models.RatingTableModel [1096] Underfull \hbox (badness 10000) in paragraph at lines 349--351 []\T1/txtt/m/n/10 create() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.gen ai.evaluation_dataset_configuration.EvaluationDatasetConfiguration class Underfull \hbox (badness 10000) in paragraph at lines 351--353 []\T1/txtt/m/n/10 create() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.gen ai.evaluation_dataset_metric_aggregation.EvaluationDatasetMetricAggregation Underfull \hbox (badness 10000) in paragraph at lines 369--371 []\T1/txtt/m/n/10 create() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.gen ai.synthetic_evaluation_dataset_generation.SyntheticEvaluationDataset class [1097] [1098] [1099] [1100] [1101] Underfull \hbox (badness 10000) in paragraph at lines 732--734 []\T1/txtt/m/n/10 delete() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.gen ai.evaluation_dataset_metric_aggregation.EvaluationDatasetMetricAggregation [1102] Overfull \hbox (6.44446pt too wide) in paragraph at lines 898--900 []\T1/txtt/m/n/10 EvaluationDatasetMetricAggregation \T1/qtm/m/n/10 (\T1/qtm/m/ it/10 class in datarobot.models.genai.evaluation_dataset_metric_aggregation\T1/ qtm/m/n/10 ), [1103] Underfull \hbox (badness 10000) in paragraph at lines 975--977 []\T1/txtt/m/n/10 find_anomalous_regions() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 data robot.models.anomaly_assessment.AnomalyAssessmentPredictionsPreview [1104] [1105] [1106] [1107] [1108] [1109] Underfull \hbox (badness 10000) in paragraph at lines 1483--1485 []\T1/txtt/m/n/10 get_buckets_as_dataframe() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 da tarobot.models.deployment.custom_metrics.CustomMetricValuesOverBatch Underfull \hbox (badness 10000) in paragraph at lines 1485--1487 []\T1/txtt/m/n/10 get_buckets_as_dataframe() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 da tarobot.models.deployment.custom_metrics.CustomMetricValuesOverTime [1110] Overfull \hbox (51.0944pt too wide) in paragraph at lines 1568--1570 []\T1/txtt/m/n/10 get_document_page_with_text_locations() \T1/qtm/m/n/10 (\T1/q tm/m/it/10 datarobot.models.documentai.document.DocumentTextExtractionSamplePag e Underfull \hbox (badness 10000) in paragraph at lines 1587--1589 []\T1/txtt/m/n/10 get_explanations_data_in_regions() \T1/qtm/m/n/10 (\T1/qtm/m/ it/10 datarobot.models.anomaly_assessment.AnomalyAssessmentRecord [1111] [1112] [1113] [1114] [1115] Underfull \hbox (badness 10000) in paragraph at lines 2042--2044 []\T1/txtt/m/n/10 get_supported_retrieval_settings() \T1/qtm/m/n/10 (\T1/qtm/m/ it/10 datarobot.models.genai.vector_database.VectorDatabase class [1116] Underfull \hbox (badness 10000) in paragraph at lines 2175--2177 []\T1/txtt/m/n/10 is_model_compliance_initialized \T1/qtm/m/n/10 (\T1/qtm/m/it/ 10 datarobot.models.automated_documentation.AutomatedDocument prop- [1117] [1118] [1119] Underfull \hbox (badness 10000) in paragraph at lines 2411--2413 []\T1/txtt/m/n/10 list_all_available_document_types() \T1/qtm/m/n/10 (\T1/qtm/m /it/10 datarobot.models.automated_documentation.AutomatedDocument Underfull \hbox (badness 10000) in paragraph at lines 2418--2420 []\T1/txtt/m/n/10 list_available_document_types() \T1/qtm/m/n/10 (\T1/qtm/m/it/ 10 datarobot.models.automated_documentation.AutomatedDocument class [1120] [1121] Overfull \hbox (33.2344pt too wide) in paragraph at lines 2546--2548 []\T1/txtt/m/n/10 new_custom_model_version_with_config() \T1/qtm/m/n/10 (\T1/qt m/m/it/10 datarobot.models.moderation.model_version_update.ModelVersionUpdate [1122] [1123] [1124] [1125] [1126] [1127] [1128] [1129] [1130] [1131] Underfull \hbox (badness 7722) in paragraph at lines 3482--3484 []\T1/txtt/m/n/10 validate_task_parameters() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 da tarobot.models.user_blueprints.models.UserBlueprintValidateTaskParameters [1132]) [1133] (./datarobot-public-api-client.aux) ) (see the transcript file for additional information){/usr/share/texlive/texmf-d ist/fonts/enc/dvips/fontawesome5/fa5free2.enc}{/usr/share/texmf/fonts/enc/dvips /tex-gyre/q-ec-sc.enc}{/usr/share/texmf/fonts/enc/dvips/tex-gyre/q-ec.enc}{/usr /share/texmf/fonts/enc/dvips/tex-gyre/q-ts1.enc}{/usr/share/texlive/texmf-dist/ fonts/enc/dvips/fontawesome5/fa5free1.enc}{/usr/share/texlive/texmf-dist/fonts/ enc/dvips/base/8r.enc} Output written on datarobot-public-api-client.pdf (1141 pages, 4868797 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' Collected error summary (may duplicate other messages): pdflatex: Command for 'pdflatex' gave return code 1 Refer to 'datarobot-public-api-client.log' for details Latexmk: Examining 'datarobot-public-api-client.log' === TeX engine is 'pdfTeX' Latexmk: Errors, in force_mode: so I tried finishing targets