Read the Docs build information
Build id: 3750978
Project: datarobot-public-api-client
Version: v3.12.0
Commit: ec3acd57ac57c1b913cdbe8e0a16dbca7114d538
Date: 2026-02-13T23:50:26.257310Z
State: finished
Success: True


[rtd-command-info] start-time: 2026-02-13T23:50:27.080996Z, end-time: 2026-02-13T23:50:30.556328Z, 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: 2026-02-13T23:50:30.633966Z, end-time: 2026-02-13T23:50:33.377588Z, duration: 2, exit-code: 0
git fetch origin --force --prune --prune-tags --depth 50 refs/tags/v3.12.0:refs/tags/v3.12.0
Warning: Permanently added 'github.com' (ED25519) to the list of known hosts.
From github.com:datarobot/public_api_client
 * [new tag]         v3.12.0    -> v3.12.0
Warning: Permanently added 'github.com' (ED25519) to the list of known hosts.
 * [new tag]         3.12.0rc0  -> 3.12.0rc0
 * [new tag]         3.12.0rc1  -> 3.12.0rc1
 * [new tag]         v3.10.0rc0 -> v3.10.0rc0
 * [new tag]         v3.11.0    -> v3.11.0
 * [new tag]         v3.12.0rc2 -> v3.12.0rc2

[rtd-command-info] start-time: 2026-02-13T23:50:34.328075Z, end-time: 2026-02-13T23:50:34.837518Z, duration: 0, exit-code: 0
git checkout --force ec3acd57ac57c1b913cdbe8e0a16dbca7114d538
Note: switching to 'ec3acd57ac57c1b913cdbe8e0a16dbca7114d538'.

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 <new-branch-name>

Or undo this operation with:

  git switch -

Turn off this advice by setting config variable advice.detachedHead to false

HEAD is now at ec3acd5 chore: release 3.12.0

[rtd-command-info] start-time: 2026-02-13T23:50:34.951426Z, end-time: 2026-02-13T23:50:34.995923Z, 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: 2026-02-13T23:50:41.511255Z, end-time: 2026-02-13T23:50:41.573117Z, duration: 0, exit-code: 0
asdf global python 3.11.12


[rtd-command-info] start-time: 2026-02-13T23:50:42.033949Z, end-time: 2026-02-13T23:50:43.098356Z, duration: 1, exit-code: 0
python -mvirtualenv $READTHEDOCS_VIRTUALENV_PATH
created virtual environment CPython3.11.12.final.0-64 in 747ms
  creator CPython3Posix(dest=/home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/v3.12.0, 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: 2026-02-13T23:50:43.186050Z, end-time: 2026-02-13T23:50:54.260315Z, duration: 11, 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/v3.12.0/lib/python3.11/site-packages (23.1)
Collecting pip
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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
Successfully installed pip-26.0.1 setuptools-82.0.0

[rtd-command-info] start-time: 2026-02-13T23:50:54.345179Z, end-time: 2026-02-13T23:51:03.352266Z, duration: 9, exit-code: 0
python -m pip install --upgrade --no-cache-dir sphinx
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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-2026.1.4 charset_normalizer-3.4.4 docutils-0.22.4 idna-3.11 imagesize-1.4.1 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: 2026-02-13T23:51:03.437241Z, end-time: 2026-02-13T23:51:48.542878Z, duration: 45, 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==3.12.0)
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Requirement already satisfied: requests>=2.28.1 in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/v3.12.0/lib/python3.11/site-packages (from datarobot==3.12.0) (2.32.5)
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Building wheels for collected packages: datarobot, jupyter_contrib_nbextensions, jupyter_contrib_core
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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
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      Successfully uninstalled docutils-0.22.4
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    Uninstalling Sphinx-9.0.4:
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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-2.1.0 attrs-25.4.0 authlib-1.6.7 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-0.88.0 datarobot-3.12.0 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-2.48.0 googleapis-common-protos-1.72.0 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-4.5.4 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-7.5.3 notebook-shim-0.2.4 numpy-1.26.4 overrides-7.7.0 pandas-3.0.0 pandocfilters-1.5.1 parso-0.8.6 pathspec-1.0.4 pexpect-4.9.0 platformdirs-4.7.1 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-23.0.0 pyasn1-0.6.2 pyasn1-modules-0.4.2 pycparser-3.0 pydantic-2.12.5 pydantic-core-2.41.5 pydantic-settings-2.12.0 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-1.2.1 python-json-logger-4.0.0 pytz-2025.2 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-0.15.1 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-0.9.0 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: 2026-02-13T23:51:48.773085Z, end-time: 2026-02-13T23:51:48.816149Z, 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
# "<project> v<release> 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 <link> 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: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: 2026-02-13T23:51:48.957105Z, end-time: 2026-02-13T23:52:35.919324Z, duration: 46, 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/v3.12.0/_readthedocs/html/_static/nbsphinx-code-cells.css
myst v4.0.0: MdParserConfig(commonmark_only=False, gfm_only=False, enable_extensions={'colon_fence', 'attrs_inline', 'strikethrough', 'smartquotes', 'deflist', 'tasklist', 'html_image', 'substitution', 'replacements', 'amsmath', 'html_admonition', 'fieldlist', 'dollarmath'}, 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)
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dumping search index in English (code: en)... done
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build succeeded.

The HTML pages are in ../_readthedocs/html.

[rtd-command-info] start-time: 2026-02-13T23:52:35.996167Z, end-time: 2026-02-13T23:53:02.138737Z, duration: 26, 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... The configuration has changed (5 options: 'html_permalinks_icon', 'html_static_path', 'jquery_use_sri', 'nbsphinx_requirejs_options', 'nbsphinx_requirejs_path')
done
myst v4.0.0: MdParserConfig(commonmark_only=False, gfm_only=False, enable_extensions={'deflist', 'strikethrough', 'amsmath', 'replacements', 'html_admonition', 'smartquotes', 'tasklist', 'colon_fence', 'fieldlist', 'html_image', 'substitution', 'dollarmath', 'attrs_inline'}, 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
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reading sources... [100%] index

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Writing evaluated template result to /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/v3.12.0/_readthedocs/pdf/Makefile
Writing evaluated template result to /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/v3.12.0/_readthedocs/pdf/make.bat
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done
copying assets: done
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index
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 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
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  use-cases
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Chapter 1.

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Chapter 2.

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Chapter 3.

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Chapter 7.
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/n/10 , \T1/txtt/m/n/10 SHARING_ROLE.EDITOR\T1/qtm/m/n/10 , \T1/txtt/m/n/10 SHA
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Chapter 9.
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Chapter 10.

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Chapter 12.

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Chapter 13.

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Chapter 15.

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Chapter 16.

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Chapter 17.

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[809] [810]
Chapter 38.

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[]\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R
ocCurve >>> RocCurve.compute(

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a58b

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\T1/txtt/m/n/10 0x7fc0b313cc40> >>> RocCurve.get("67643b2d87bb4954d7917323", da
ta_slice_id=

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rve object at

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\T1/txtt/m/n/10 0x7fc0a7549d20> >>> RocCurve.list("67643b2d87bb4954d7917323") [
<datarobot.

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\T1/txtt/m/n/10 insights.roc_curve.RocCurve object at 0x7fc0a7549f60>, ...] >>>
 RocCurve.

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\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,
[811] [812]
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iftChart >>> LiftChart.compute(

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\T1/txtt/m/n/10 >>> LiftChart.list("67643b2d87bb4954d7917323") [<datarobot.insi
ghts.

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\T1/txtt/m/n/10 lift_chart.LiftChart object at 0x7fe242eeaa10>, ... ] >>> LiftC
hart.get(

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/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}, ... ]
[813] [814] [815]
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[]\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R
esiduals >>> Residuals.list(

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duals

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\T1/txtt/m/n/10 object at 0x7fbce8305ae0>] >>> Residuals.compute("672e32de69b0b
676ced54d9c

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\T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") <datarobot.models.


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esiduals.

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.Residuals

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\T1/txtt/m/n/10 object at 0x7fbce8305690>] >>> Residuals.get("672e32de69b0b676c
ed54d9c

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^U The sta-tus of the in-sight. One of \T1/txtt/m/n/10 datarobot.enums.
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Chapter 39.

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l.3790     ├  ├──animal02.jpg
                                      

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l.3791     ├  ├──animal03.png
                                      

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l.3792     ├── data.csv
                             

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l.3792     ├── data.csv
                             

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l.3792     ├── data.csv
                             
[58] [59] [60] [61] [62] [63] [64] [65] [66]
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[]\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]
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\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]
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\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

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[][]\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]

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l.4790 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}}
                                                  

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l.4790 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}}
                                                  
[72] [73] [74] [75] [76] [77]
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[][][]\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]
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[]\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]
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[]\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]
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[]\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]
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[]\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]

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l.6665     ├── abyssinian
                               

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l.6666     │   ├── abyssinian01.jpg
                                             

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l.6667     │   ├── abyssinian02.jpg
                                             

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l.6669     ├── american\PYGZus{}bulldog
                                             

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l.6669     ├── american\PYGZus{}bulldog
                                             

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l.6670 ...├── american\PYGZus{}bulldog01.jpg
                                                  

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[96] [97 <./sample1.png>] [98 <./sample2.png>] [99 <./activation_map1.png> <./a
ctivation_map2.png>] [100] [101 <./embeddings.png>] [102] [103] [104]
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Chapter 4.
[109]
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[]\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-

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[]\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]
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[]|\T1/qtm/m/n/10 The hour(s)

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[125]
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\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

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 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]
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\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]
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[152] [153] [154]
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[]\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]
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[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]
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[169] [170] [171] [172] [173] [174] [175] [176] [177] [178] [179] [180]
[181]
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[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]
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[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.:

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[]\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.

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\T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , 
[255]
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\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 ,

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[]\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]
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[]\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]
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[]\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 ,

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[]\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]
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[]\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]
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[294]
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[295] [296]
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[]\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

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[297] [298] [299] [300] [301] [302]
Chapter 18.
[303] [304] [305] [306] [307] [308] [309]
Underfull \hbox (badness 5475) in paragraph at lines 25060--25062
[]\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
[310]
Chapter 19.
[311] [312] [313]
Underfull \hbox (badness 5274) in paragraph at lines 25439--25441
[]\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
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[318] [319] [320] [321] [322] [323] [324] [325]
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[]\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 )
[326]
Underfull \hbox (badness 10000) in paragraph at lines 26787--26793
\T1/qtm/m/n/10 Cre-ate a hosted cus-tom met-ric from a tem-plate. A short-cut f
or 2 calls:
[327] [328] [329] [330] [331] [332]
Chapter 20.

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\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 ,
[333]
Underfull \hbox (badness 10000) in paragraph at lines 27513--27516
[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 27527--27529
[]\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
[334]
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[]\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-

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\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 ,

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\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 ,

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\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 ] 
[335]
Underfull \hbox (badness 10000) in paragraph at lines 27743--27746
[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,

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[]\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]
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[]\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
[337] [338]
Underfull \hbox (badness 10000) in paragraph at lines 28138--28143
[]\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-

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\T1/qtm/m/n/10 TOM_MODEL_IMAGE_TYPE.CUSTOM_MODEL_IMAGE if the test-

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\T1/qtm/m/n/10 ing at-tempt is us-ing a Cus-tom-Mod-e-lIm-age as its model or C
US-

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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,
[339]
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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,
[340] [341]
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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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]
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[]\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

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\T1/qtm/m/n/10 to use with this model ver-sion. At least one of ^^Pbase_environ
ment_id^^Q and

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[]\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

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\T1/qtm/m/n/10 tu-ple are the lo-cal filesys-tem path and the path the file sho
uld be

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\T1/qtm/m/n/10 placed in the model. If the list is of strings, then base-names 
will be

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\T1/qtm/m/n/10 used for tu-ples. Ex-am-ple: [(^^P/home/user/Documents/myModel/f
ile1.txt^^Q,

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\T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2.
txt^^Q,

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\T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil
e1.txt^^Q,

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[]\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 )

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r can ac-cess the

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\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 ,
[343]
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[344]
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[]\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

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ment_id^^Q and
[345]
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[]\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

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uld be

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 be

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le1.txt^^Q,

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txt^^Q,

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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,
[346] [347] [348] [349] [350] [351] [352] [353] [354] [355]
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[]\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
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[]\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

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\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 30498--30501
\T1/qtm/m/n/10 datarobot.enums.EXECUTION_ENVIRONMENT_VERSION_BUILD_STATUS
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Chapter 21.
[361] [362] [363] [364]
Chapter 22.
[365] [366] [367] [368] [369] [370]
Chapter 23.
[371]
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[]\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-
[372] [373] [374] [375]
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[]\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:
[376]
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[]\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:
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[380] [381] [382] [383] [384] [385] [386]
Chapter 24.
[387] [388]
Chapter 25.
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[] \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 34231--34234
\T1/qtm/m/n/10 im-port Train-ing-Data-Ex-port dataset_id = Train-ing-Data-Ex-
[395] [396]
Chapter 26.
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[409] [410] [411]
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\T1/qtm/m/n/10 GIVEN _ NAME / SCHEMA . TABLE _ NAME$[][]' - `[][]$jdbc : DATA _
 SOURCE _ GIVEN _
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Chapter 27.

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\T1/qtm/m/n/10 ^^U The list of in-puts for the recipe. Each in-put can be ei-th
er a
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[]\T1/txtt/bx/n/10 inputs \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/n/1
0 [\T1/txtt/m/n/10 List\T1/qtm/m/n/10 [[][]\T1/txtt/m/sl/10 JDBCTableDataSource
Input[][] \T1/qtm/m/n/10 |
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[]\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 ])
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(/usr/share/texlive/texmf-dist/tex/latex/fontawesome5/ufontawesomefree2.fd)
[429] [430] [431] [432] [433] [434] [435] [436]
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[]\T1/txtt/bx/n/10 snapshot_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/
qtm/m/n/10 [[][]\T1/txtt/m/sl/10 DataWranglingSnapshotPolicy[][]\T1/qtm/m/n/10 
]) ^^U The
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[]\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-

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\T1/qtm/m/n/10 ods to ap-ply for rolling statis-tics. Cur-rently only sup-ports

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Chapter 28.
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[]\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
[465]
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[]\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
[466] [467]
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\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
[468]
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[]\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
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[]\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
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[]\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
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\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
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[]\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

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[][]\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
[479] [480] [481]
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[]\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

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[]\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

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[]\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

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[]\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
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[]\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
[485]
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[]\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

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[][]\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 44098--44101
\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
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[]\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
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[]\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
[496] [497]
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\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
[498]
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[]\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
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[]\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

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[]\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
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\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
[508] [509]
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[]\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

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[]\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
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[]\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

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[]\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
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[]\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
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[]\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
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\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

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[]\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
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[]\T1/txtt/bx/n/10 source \T1/qtm/m/n/10 (\T1/txtt/m/n/10 str\T1/qtm/m/n/10 ) ^
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[]\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
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\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
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[]\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string
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[][]\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
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[]\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

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[]\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

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[]\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
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[]\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
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[]\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
[542]
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[]\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string
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[][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm
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\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
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[]\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
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[]\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string
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[][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm
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\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
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[]\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
[572]
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[]\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

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[]\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
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[]\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
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\T1/txtt/bx/n/10 fairness_metrics_set \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional[
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[][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm
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[580] [581]
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[]\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

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^U Resid-u-als chart data source. Check
[582] [583]
Underfull \hbox (badness 10000) in paragraph at lines 55886--55891
[]\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 55886--55891
[][]\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 55899--55902
\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
[584] [585] [586] [587] [588] [589] [590] [591] [592] [593] [594]
Underfull \hbox (badness 10000) in paragraph at lines 57184--57186
[]\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
[595]
Underfull \hbox (badness 10000) in paragraph at lines 57336--57339
[]\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
[596] [597]
Underfull \hbox (badness 10000) in paragraph at lines 57587--57590
\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
[598]
Underfull \hbox (badness 10000) in paragraph at lines 57713--57715
[]\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
[599] [600] [601] [602]
Underfull \hbox (badness 10000) in paragraph at lines 58328--58331
[]\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
[603]
Underfull \hbox (badness 10000) in paragraph at lines 58387--58391
[]\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
[604] [605] [606]
Underfull \hbox (badness 10000) in paragraph at lines 58862--58865
\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
[607] [608]
Underfull \hbox (badness 10000) in paragraph at lines 59053--59058
[]\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 59053--59058
[][]\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
[609] [610] [611]
Underfull \hbox (badness 10000) in paragraph at lines 59309--59312
[]\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 59314--59320
[]\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 59358--59360
[]\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 59394--59396
[]\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
[612] [613] [614]
Underfull \hbox (badness 10000) in paragraph at lines 59720--59729
[]\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
[615]
Underfull \hbox (badness 10000) in paragraph at lines 59789--59794
[]\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 59789--59794
[][]\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 59802--59805
\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
[616] [617] [618] [619] [620] [621]
Underfull \hbox (badness 10000) in paragraph at lines 60716--60718
[]\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
[622]
Underfull \hbox (badness 10000) in paragraph at lines 60779--60791
[]\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 60779--60791
\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 60779--60791
\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 60779--60791
\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 60779--60791
\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 60779--60791
\T1/qtm/m/n/10 | Grid-SearchAl-go-rithm.EXHAUSTIVE_SEARCH (de-fault) | | Grid-S
earch-
[623] [624] [625] [626] [627] [628] [629] [630] [631] [632] [633] [634]
[635] [636] [637] [638] [639] [640] [641]
Underfull \hbox (badness 10000) in paragraph at lines 63346--63348
[]\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
[642] [643] [644] [645] [646]
Chapter 29.
[647] [648]
Chapter 30.

Underfull \hbox (badness 10000) in paragraph at lines 63814--63818
[]\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
[649] [650] [651] [652] [653] [654] [655] [656]
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[657] [658] [659] [660] [661] [662] [663]
Underfull \hbox (badness 10000) in paragraph at lines 65508--65512
\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 65508--65512
\T1/qtm/m/n/10 To up-date ex-ist-ing `'pre-dic-tions_data_collection'' set-ting
s, see
[664] [665] [666] [667] [668] [669] [670] [671] [672] [673]
Underfull \hbox (badness 10000) in paragraph at lines 66840--66842
[]\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 66875--66877
\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 66875--66877
\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-
[674] [675] [676] [677] [678] [679] [680] [681] [682] [683] [684] [685]
[686] [687] [688] [689] [690] [691] [692]
Underfull \hbox (badness 10000) in paragraph at lines 69274--69278
[]\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 69274--69278
\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 69280--69284
[]\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 69280--69284
\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 69304--69308
[]\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 69304--69308
\T1/qtm/m/n/10 ment. To cre-ate or up-date ex-ist-ing `'pre-dic-tion_warning'' 
set-tings, see
[693] [694] [695] [696]
Underfull \hbox (badness 10000) in paragraph at lines 69773--69775
[]\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-
[697] [698] [699] [700]
Chapter 31.
[701] [702] [703] [704]
Chapter 32.
[705]
Underfull \hbox (badness 10000) in paragraph at lines 70612--70617
[]\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D
ev':6498.029,
[706] [707] [708] [709]
Underfull \hbox (badness 10000) in paragraph at lines 71154--71159
[]\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D
ev':6498.029,
[710] [711] [712]
Underfull \hbox (badness 5331) in paragraph at lines 71607--71609
[]\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
[713] [714]
Underfull \hbox (badness 10000) in paragraph at lines 71848--71851
[]\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 71848--71851
\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 ,
[715]
Underfull \hbox (badness 10000) in paragraph at lines 71996--71999
[]\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 71996--71999
\T1/txtt/m/n/10 pairwise_conditional_probabilities.statistic_dataframes[(0,1)].

[716] [717] [718] [719] [720] [721] [722] [723]
Underfull \hbox (badness 5771) in paragraph at lines 73046--73050
\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 73052--73056
[]\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 73078--73081
\T1/qtm/m/n/10 Time unit of the fea-ture deriva-tion win-dow. One of \T1/txtt/m
/n/10 datarobot.enums.
[724] [725] [726]
Underfull \hbox (badness 5771) in paragraph at lines 73327--73331
\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 73333--73337
[]\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 73359--73362
\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 73379--73381
[]\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
[727]
Underfull \hbox (badness 10000) in paragraph at lines 73408--73410
[]\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 73416--73420
\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.
[728]
Underfull \hbox (badness 10000) in paragraph at lines 73523--73525
[]\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 73531--73535
\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.
[729] [730] [731] [732] [733] [734]
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[735]
Overfull \vbox (2.88174pt too high) detected at line 74511
[736] [737] [738] [739] [740]
Chapter 33.
[741] [742] [743] [744] [745] [746] [747] [748]
Underfull \hbox (badness 10000) in paragraph at lines 75942--75947
[]\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 75942--75947
\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 75942--75947
\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 75942--75947
\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 ,
[749] [750]
Chapter 34.
[751] [752] [753] [754] [755] [756] [757] [758] [759] [760] [761] [762]
[763] [764] [765] [766] [767] [768] [769] [770]
Chapter 35.
[771] [772]
Overfull \hbox (63.27374pt too wide) in paragraph at lines 78879--78882
[]\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 )
[773]
Overfull \hbox (69.97372pt too wide) in paragraph at lines 79029--79032
[]\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 )
[774] [775]
Overfull \hbox (69.97372pt too wide) in paragraph at lines 79253--79256
[]\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]
Underfull \hbox (badness 10000) in paragraph at lines 79372--79375
[]\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 79381--79385
[]\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 79381--79385
\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 79381--79385
\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 79431--79434
[]\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 79440--79444
[]\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 79440--79444
\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 79440--79444
\T1/qtm/m/n/10 work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.
NONE\T1/qtm/m/n/10 ,
[777] [778]
Underfull \hbox (badness 10000) in paragraph at lines 79660--79662
[]\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 ,
[779] [780]
Chapter 36.
[781] [782] [783] [784] [785] [786] [787] [788] [789] [790] [791] [792]
[793] [794] [795]
Underfull \hbox (badness 6592) in paragraph at lines 81699--81701
[]\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-
[796]
Underfull \hbox (badness 10000) in paragraph at lines 81817--81819
[]\T1/txtt/bx/n/10 response_moderation_configuration \T1/qtm/m/n/10 (\T1/txtt/m
/n/10 ModerationConfigurationWithoutID\T1/qtm/m/n/10 ,
[797] [798] [799] [800]
Chapter 37.
[801]
Underfull \hbox (badness 10000) in paragraph at lines 82368--82370
[]\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
[802]
Underfull \hbox (badness 10000) in paragraph at lines 82453--82455
[]\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
[803] [804] [805] [806] [807]
Underfull \hbox (badness 10000) in paragraph at lines 83234--83236
[]\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 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
[808] [809] [810]
Chapter 38.

Underfull \hbox (badness 10000) in paragraph at lines 83454--83466
[]\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R
ocCurve >>> RocCurve.compute(

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\T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485
a58b

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\T1/txtt/m/n/10 ") <datarobot.models.status_check_job.StatusCheckJob object at

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\T1/txtt/m/n/10 0x7fc0b313cc40> >>> RocCurve.get("67643b2d87bb4954d7917323", da
ta_slice_id=

Underfull \hbox (badness 10000) in paragraph at lines 83454--83466
\T1/txtt/m/n/10 "6764389b4bdd48581485a58b") <datarobot.insights.roc_curve.RocCu
rve object at

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\T1/txtt/m/n/10 0x7fc0a7549d20> >>> RocCurve.list("67643b2d87bb4954d7917323") [
<datarobot.

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\T1/txtt/m/n/10 insights.roc_curve.RocCurve object at 0x7fc0a7549f60>, ...] >>>
 RocCurve.

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\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,

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\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,
[811] [812]
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[]\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import L
iftChart >>> LiftChart.compute(

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\T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485
a58b")

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\T1/txtt/m/n/10 <datarobot.models.status_check_job.StatusCheckJob object at 0x7
fa7f5ba20b0>

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\T1/txtt/m/n/10 >>> LiftChart.list("67643b2d87bb4954d7917323") [<datarobot.insi
ghts.

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\T1/txtt/m/n/10 lift_chart.LiftChart object at 0x7fe242eeaa10>, ... ] >>> LiftC
hart.get(

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\T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485
a58b").bins

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\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}, ... ]
[813] [814] [815]
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[]\TS1/txtt/m/n/10 `\T1/txtt/m/n/10 python >>> from datarobot.insights import R
esiduals >>> Residuals.list(

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\T1/txtt/m/n/10 "672e32de69b0b676ced54d9c") [<datarobot.insights.residuals.Resi
duals

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\T1/txtt/m/n/10 object at 0x7fbce8305ae0>] >>> Residuals.compute("672e32de69b0b
676ced54d9c

Underfull \hbox (badness 10000) in paragraph at lines 84198--84213
\T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") <datarobot.models.


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\T1/txtt/m/n/10 status_check_job.StatusCheckJob object at 0x7fbcf4054b80> >>> R
esiduals.

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\T1/txtt/m/n/10 list("672e32de69b0b676ced54d9c") [<datarobot.insights.residuals
.Residuals

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\T1/txtt/m/n/10 object at 0x7fbce8305870>, <datarobot.insights.residuals.Residu
als

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\T1/txtt/m/n/10 object at 0x7fbce8305690>] >>> Residuals.get("672e32de69b0b676c
ed54d9c

Underfull \hbox (badness 10000) in paragraph at lines 84198--84213
\T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") <datarobot.insight
s.

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\T1/txtt/m/n/10 residuals.Residuals object at 0x7fbce83057b0> >>> Residuals.get
(

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\T1/txtt/m/n/10 "672e32de69b0b676ced54d9c", data_slice_id="677ae1249695103ba9fe
ff97").

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\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.
[816] [817] [818] [819] [820] [821] [822] [823] [824] [825] [826] [827]
[828] [829]
Underfull \hbox (badness 10000) in paragraph at lines 86293--86295
[]\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.
[830] [831] [832] [833]
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[]\T1/txtt/m/n/10 [ [ True Negative, False Positive ], [ False Negative, True P
ositive
[834] [835] [836] [837] [838]
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[839] [840]
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[]\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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\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 87657--87659
\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 data
robot.enums.

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\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/10 
datarobot.enums.
[841] [842] [843]
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[]\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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\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
[844] [845]
Underfull \hbox (badness 10000) in paragraph at lines 88288--88291
[]\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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\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 88322--88324
\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 data
robot.enums.

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\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/10 
datarobot.enums.
[846] [847] [848] [849] [850] [851]
Underfull \hbox (badness 10000) in paragraph at lines 89088--89091
[]\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-

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\T1/qtm/m/n/10 ric to get pair-wise data for. Since `v2.19' this is op-tional a
nd de-faults to

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[]\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 89093--89096
\T1/qtm/m/n/10 de-pen-dence for the data. Since `v2.19' this is op-tional and d
e-faults to
[852] [853] [854] [855] [856] [857] [858] [859] [860]
Underfull \hbox (badness 10000) in paragraph at lines 90210--90213
[]\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 90215--90218
[]\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/
m/n/10 datarobot.Model.

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\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 90288--90294
\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,
[861]
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[]\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 90309--90312
[]\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/
m/n/10 datarobot.Model.
[862] [863] [864] [865] [866] [867] [868] [869] [870] [871] [872]
Chapter 39.
[873] [874] [875] [876] [877] [878] [879] [880]
Chapter 40.
[881] [882] [883] [884]
Chapter 41.
[885] [886]
Chapter 42.
[887] [888] [889] [890] [891] [892] [893] [894] [895] [896]
Overfull \vbox (1.64996pt too high) detected at line 94928
[897] [898] [899] [900] [901] [902]
Chapter 43.
[903]
Underfull \hbox (badness 10000) in paragraph at lines 95800--95802
[]\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
[904] [905] [906] [907] [908] [909]
Underfull \hbox (badness 10000) in paragraph at lines 96434--96440
\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 96434--96440
\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 96518--96525
[]\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 96518--96525
\T1/qtm/m/n/10 datarobot.enums.BiasMitigationTechnique Op-tions: - `pre-pro-ces
s-in-gReweigh-ing' -

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\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
[910]
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[]\T1/txtt/bx/n/10 include_bias_mitigation_feature_as_predictor_variable
[911] [912]
Underfull \hbox (badness 7888) in paragraph at lines 96757--96764
\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

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\T1/txtt/m/n/10 in the repository (this may be extremely slow). If unspecified,


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\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 96780--96786
\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.
[913] [914]
Underfull \hbox (badness 10000) in paragraph at lines 96982--96988
\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 96982--96988
\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 97028--97030
[]\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 ,
[915] [916]
Underfull \hbox (badness 10000) in paragraph at lines 97245--97253
[]\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 97245--97253
\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 97245--97253
\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 97245--97253
\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 97245--97253
\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 97245--97253
\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 97245--97253
\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 97245--97253
\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
[917] [918] [919] [920]
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[]\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

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[]\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
[921]
Underfull \hbox (badness 10000) in paragraph at lines 97697--97699
[]\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
[922]
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[]\T1/txtt/bx/n/10 credential_data \T1/qtm/m/n/10 (\T1/txtt/m/n/10 BasicCredent
ialsDataDict | S3CredentialsDataDict |
[923] [924]
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[]\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 ,
[925] [926] [927] [928] [929] [930] [931] [932] [933]
Underfull \hbox (badness 10000) in paragraph at lines 99136--99145
[]\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
[934]
Underfull \hbox (badness 10000) in paragraph at lines 99235--99240
[]\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 99235--99240
[][]\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

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\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
[935] [936]
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\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
[937]
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\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

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\T1/qtm/m/n/10 QUEUE_STATUS.INPROGRESS, will re-turn the mod-el-ing jobs that a
re cur-rently
[938]
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\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] [940] [941]
Underfull \hbox (badness 10000) in paragraph at lines 100071--100077
[]\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 100071--100077
\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 ,
[942]
Underfull \hbox (badness 10000) in paragraph at lines 100090--100097
[]\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 100090--100097
\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 100090--100097
\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 100099--100103
[]\T1/txtt/bx/n/10 include_bias_mitigation_feature_as_predictor_variable

Overfull \hbox (3.89389pt too wide) in paragraph at lines 100134--100138
[]\T1/txtt/bx/n/10 number_of_incremental_learning_iterations_before_best_model_
selection
[943]
Underfull \hbox (badness 10000) in paragraph at lines 100256--100259
[]\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 100256--100259
\T1/txtt/m/n/10 datarobot.helpers.partitioning_methods.PartitioningMethod \T1/q
tm/m/n/10 that will
[944] [945] [946]
Underfull \hbox (badness 10000) in paragraph at lines 100550--100552
[]\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.
[947] [948] [949]
Underfull \hbox (badness 10000) in paragraph at lines 101051--101058
[]\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 101051--101058
\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 101051--101058
\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
[950] [951]
Underfull \hbox (badness 10000) in paragraph at lines 101259--101265
[]\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 101270--101275
\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
[952] [953]
Underfull \hbox (badness 6364) in paragraph at lines 101474--101477
[]\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
[954]
Underfull \hbox (badness 10000) in paragraph at lines 101545--101551
[]\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 101545--101551
\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 101564--101571
[]\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 101564--101571
\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 101579--101581
[]\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 101583--101585
[]\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
[955]
Underfull \hbox (badness 10000) in paragraph at lines 101628--101632
[]\T1/txtt/bx/n/10 number_of_incremental_learning_iterations_before_best_model_
selection
[956] [957]
Underfull \hbox (badness 10000) in paragraph at lines 102012--102015
[]\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 102022--102025
[]\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 102033--102036
[]\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.

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\T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe
r mod-els cre-ated by the
[958] [959]
Underfull \hbox (badness 6927) in paragraph at lines 102150--102153
[]\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
[960]
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[]\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 ,
[961] [962]
Underfull \hbox (badness 10000) in paragraph at lines 102466--102468
[]\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 102545--102548
[]\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 102545--102548
\T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe
r mod-els cre-ated by the
[963] [964]
Underfull \hbox (badness 6927) in paragraph at lines 102718--102721
[]\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
[965] [966] [967] [968] [969]
Underfull \hbox (badness 10000) in paragraph at lines 103365--103368
[]\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 103365--103368
\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.
[970] [971]
Underfull \hbox (badness 5741) in paragraph at lines 103584--103592
\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
[972] [973] [974] [975] [976] [977] [978] [979] [980]
Underfull \hbox (badness 10000) in paragraph at lines 104833--104835
[]\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
[981] [982] [983] [984] [985] [986] [987] [988]
Chapter 44.
[989]
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[990]
Underfull \hbox (badness 10000) in paragraph at lines 105834--105838
[]\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 105834--105838
\T1/qtm/m/n/10 be present if \T1/txtt/m/n/10 explanation_algorithm \T1/qtm/m/n/
10 was set to
[991] [992] [993] [994]
Chapter 45.
[995] [996]
Underfull \hbox (badness 7099) in paragraph at lines 106528--106531
[]\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 ,
[997]
Underfull \hbox (badness 7099) in paragraph at lines 106570--106573
[]\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 ,
[998] [999] [1000] [1001] [1002]
Chapter 46.

Underfull \hbox (badness 6978) in paragraph at lines 107038--107040
\T1/txtt/m/n/10 LLMBlueprint <datarobot.models.genai.LLMBlueprint \T1/qtm/m/n/1
0 llm_setting pa-ram-e-ter now
[1003]
Underfull \hbox (badness 10000) in paragraph at lines 107052--107055
[]\T1/qtm/m/n/10 Added sup-port for ex-ter-nal OAuth provider cre-den-tials, in
-clud-ing the new \T1/txtt/m/n/10 CredentialTypes.

Underfull \hbox (badness 10000) in paragraph at lines 107052--107055
\T1/txtt/m/n/10 EXTERNAL_OAUTH_PROVIDER \T1/qtm/m/n/10 enum value and the cre-a
tion helper :meth:\T1/txtt/m/n/10 Credential.

Underfull \hbox (badness 10000) in paragraph at lines 107052--107055
\T1/txtt/m/n/10 create_external_oauth_provider<datarobot.models.credential.Cred
ential.
[1004]
Underfull \hbox (badness 10000) in paragraph at lines 107171--107173
[]\T1/qtm/m/n/10 Up-dated [][]\T1/txtt/m/sl/10 MetricInsights.list[][] \T1/qtm/
m/n/10 to add ad-di-tional pa-ram-e-ters \T1/txtt/m/n/10 with_aggregation_types
_only\T1/qtm/m/n/10 ,

Underfull \hbox (badness 7081) in paragraph at lines 107187--107189
[]\T1/qtm/m/n/10 Made \T1/txtt/m/n/10 variables \T1/qtm/m/n/10 pa-ram-e-ter op-
tional in [][]\T1/txtt/m/sl/10 PromptTemplateVersion.create[][] \T1/qtm/m/n/10 
and [][]\T1/txtt/m/sl/10 PromptTemplate.

Underfull \hbox (badness 10000) in paragraph at lines 107241--107243
[]\T1/qtm/m/n/10 Added op-tional \T1/txtt/m/n/10 trace_id \T1/qtm/m/n/10 and \T
1/txtt/m/n/10 span_id \T1/qtm/m/n/10 to \T1/txtt/m/n/10 OtelLogEntry <datarobot
.models.otel.logs.
[1005]
Underfull \hbox (badness 10000) in paragraph at lines 107275--107277
[]\T1/qtm/m/n/10 Im-proved doc-u-men-ta-tion for recipe cre-ation meth-ods [][]
\T1/txtt/m/sl/10 Recipe.from_dataset[][] \T1/qtm/m/n/10 and [][]\T1/txtt/m/sl/1
0 Recipe.

Underfull \hbox (badness 10000) in paragraph at lines 107279--107281
[]\T1/qtm/m/n/10 Im-proved doc-u-men-ta-tion for the recipe in-put wrap-per cla
sses [][]\T1/txtt/m/sl/10 RecipeDatasetInput[][] \T1/qtm/m/n/10 and
[1006]
Underfull \hbox (badness 8038) in paragraph at lines 107371--107373
[]\T1/qtm/m/n/10 Up-dated \T1/txtt/m/n/10 CustomTemplate.list \T1/qtm/m/n/10 to
 ac-cept ad-di-tional pa-ram-e-ters for \T1/txtt/m/n/10 publisher\T1/qtm/m/n/10
 , \T1/txtt/m/n/10 category\T1/qtm/m/n/10 , and

Underfull \hbox (badness 10000) in paragraph at lines 107407--107409
[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ters \T1/txtt/m/n/10 retrieval_mode \
T1/qtm/m/n/10 and \T1/txtt/m/n/10 maximal_marginal_relevance_lambda \T1/qtm/m/n
/10 to
[1007]
Underfull \hbox (badness 10000) in paragraph at lines 107506--107508
[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ters \T1/txtt/m/n/10 vector_database_
default_prediction_server_id\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 107506--107508
\T1/txtt/m/n/10 vector_database_prediction_environment_id\T1/qtm/m/n/10 , \T1/t
xtt/m/n/10 vector_database_maximum_memory\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 107506--107508
\T1/txtt/m/n/10 vector_database_resource_bundle_id\T1/qtm/m/n/10 , \T1/txtt/m/n
/10 vector_database_replicas\T1/qtm/m/n/10 , and

Underfull \hbox (badness 10000) in paragraph at lines 107506--107508
\T1/txtt/m/n/10 vector_database_network_egress_policy \T1/qtm/m/n/10 to [][]\T1
/txtt/m/sl/10 LLMBlueprint.register_custom_model[][] \T1/qtm/m/n/10 to al-low
[1008]
Overfull \hbox (1.74904pt too wide) in paragraph at lines 107653--107655
[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ter \T1/txtt/m/n/10 chunk_definition_
id \T1/qtm/m/n/10 in [][]\T1/txtt/m/sl/10 Model.start_incremental_learning_from
_sample[][]
[1009]
Underfull \hbox (badness 10000) in paragraph at lines 107702--107704
[]\T1/qtm/m/n/10 Ex-tended [][]\T1/txtt/m/sl/10 VectorDatabase.create[][] \T1/q
tm/m/n/10 to sup-port an ad-di-tional meta-data dataset via in-put params

Underfull \hbox (badness 10000) in paragraph at lines 107739--107741
[]\T1/qtm/m/n/10 Fixed [][]\T1/txtt/m/sl/10 PlaygroundOOTBMetricConfiguration.c
reate[][] \T1/qtm/m/n/10 by us-ing the right pay-load for

Underfull \hbox (badness 10000) in paragraph at lines 107760--107762
[]\T1/txtt/m/n/10 Deployment.create_from_learning_model <datarobot.models.deplo
yment.Deployment.

Underfull \hbox (badness 10000) in paragraph at lines 107760--107762
\T1/txtt/m/n/10 RegisteredModelVersion.create_for_leaderboard_item <datarobot.m
odels.model_registry.

Underfull \hbox (badness 10000) in paragraph at lines 107760--107762
\T1/txtt/m/n/10 registered_model_version.RegisteredModelVersion.create_for_lead
erboard_item>\T1/qtm/m/n/10 , then

Underfull \hbox (badness 10000) in paragraph at lines 107760--107762
\T1/qtm/m/n/10 cre-ate a de-ploy-ment with \T1/txtt/m/n/10 Deployment.create_fr
om_registered_model_version <datarobot.
[1010] [1011]
Underfull \hbox (badness 10000) in paragraph at lines 107914--107916
[]\T1/qtm/m/n/10 Added new at-tributes \T1/txtt/m/n/10 prediction_point\T1/qtm/
m/n/10 , \T1/txtt/m/n/10 relationships_configuration_id \T1/qtm/m/n/10 and

Underfull \hbox (badness 10000) in paragraph at lines 107962--107964
[]\T1/qtm/m/n/10 Ex-tended the ad-vanced op-tions avail-able when set-ting a ta
r-get to in-clude pa-ram-e-ter: `fea-

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[]\T1/qtm/m/n/10 Added \T1/txtt/m/n/10 NonChatAwareCustomModelValidation \T1/qt
m/m/n/10 as the base class for

Underfull \hbox (badness 8151) in paragraph at lines 107974--107977
[][]\T1/txtt/m/sl/10 CustomModelVectorDatabaseValidation[][] \T1/qtm/m/n/10 and
 \T1/txtt/m/n/10 CustomModelEmbeddingValidation\T1/qtm/m/n/10 . In con-trast,

Underfull \hbox (badness 10000) in paragraph at lines 107979--107981
[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ter \T1/txtt/m/n/10 chat_model_id \T1
/qtm/m/n/10 to [][]\T1/txtt/m/sl/10 CustomModelLLMValidation.create[][] \T1/qtm
/m/n/10 and
[1012]
Underfull \hbox (badness 10000) in paragraph at lines 108049--108051
[]\T1/qtm/m/n/10 Fixed a Use Case query pa-ram-e-ter name in \T1/txtt/m/n/10 Cu
stomModelLLMValidation.list\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 108062--108064
[]\T1/qtm/m/n/10 Method [][]\T1/txtt/m/sl/10 CustomModelLLMValidation.create[][
] \T1/qtm/m/n/10 no longer re-quires the \T1/txtt/m/n/10 prompt_column_name \T1
/qtm/m/n/10 and
[1013] [1014] [1015]
Underfull \hbox (badness 10000) in paragraph at lines 108428--108432
[]\T1/qtm/m/n/10 Add new at-tributes to [][]\T1/txtt/m/sl/10 VectorDatabase[][]
\T1/qtm/m/n/10 : \T1/txtt/m/n/10 parent_id\T1/qtm/m/n/10 , \T1/txtt/m/n/10 fami
ly_id\T1/qtm/m/n/10 , \T1/txtt/m/n/10 metadata_columns\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 108428--108432
\T1/txtt/m/n/10 added_dataset_ids\T1/qtm/m/n/10 , \T1/txtt/m/n/10 added_dataset
_names\T1/qtm/m/n/10 , and\TS1/qtm/m/n/10 `\T1/qtm/m/n/10 version\TS1/qtm/m/n/1
0 `\T1/qtm/m/n/10 . [][]\T1/txtt/m/sl/10 VectorDatabase.

Underfull \hbox (badness 5578) in paragraph at lines 108428--108432
\T1/txtt/m/sl/10 get_supported_retrieval_settings[][] \T1/qtm/m/n/10 to re-trie
ve sup-ported re-trieval set-tings. [][]\T1/txtt/m/sl/10 VectorDatabase.
[1016]
Underfull \hbox (badness 10000) in paragraph at lines 108477--108479
[]\T1/qtm/m/n/10 Up-dated the schema for [][]\T1/txtt/m/sl/10 EvaluationDataset
MetricAggregation[][] \T1/qtm/m/n/10 to in-clude the new at-tributes

Underfull \hbox (badness 10000) in paragraph at lines 108555--108557
[]\T1/qtm/m/n/10 Added the pa-ram-e-ter \T1/txtt/m/n/10 base_path \T1/qtm/m/n/1
0 to [][]\T1/txtt/m/sl/10 get_encoded_file_contents_from_paths[][] \T1/qtm/m/n/
10 and
[1017]
Underfull \hbox (badness 10000) in paragraph at lines 108564--108571
[]\T1/qtm/m/n/10 Fixed field in [][]\T1/txtt/m/sl/10 CustomTaskVersion[][] \T1/
qtm/m/n/10 for con-trol-ling net-work poli-cies. This is changed from

Underfull \hbox (badness 10000) in paragraph at lines 108591--108593
[]\T1/qtm/m/n/10 Dep-re-cated [][]\T1/txtt/m/sl/10 Model.request_fairness_insig
hts[][]\T1/qtm/m/n/10 . Please use [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 108611--108613
[]\T1/qtm/m/n/10 Re-named \T1/txtt/m/n/10 datarobot.enums.CustomTaskOutgoingNet
workPolicy \T1/qtm/m/n/10 to [][]\T1/txtt/m/sl/10 datarobot.enums.
[1018]
Overfull \hbox (27.38004pt too wide) in paragraph at lines 108673--108675
[]\T1/qtm/m/n/10 Up-dated the de-scrip-tion for the pa-ram-e-ter: `num-ber_of_i
ncremental_learning_iterations_before_best_model_selection'

Underfull \hbox (badness 10000) in paragraph at lines 108690--108700
\T1/qtm/m/n/10 -\T1/txtt/m/n/10 DatasetInfo \T1/qtm/m/n/10 -\T1/txtt/m/n/10 Dyn
amicDatasetProps \T1/qtm/m/n/10 -\T1/txtt/m/n/10 RowsChunkDefinition \T1/qtm/m/
n/10 -\T1/txtt/m/n/10 FeaturesChunkDefinition \T1/qtm/m/n/10 -

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[]\T1/qtm/m/n/10 Added new method \T1/txtt/m/n/10 update \T1/qtm/m/n/10 to {cla
ss}\TS1/qtm/m/n/10 `\T1/qtm/m/n/10 ChunkDefinition <datarobot._experimental.mod
els.chunking_service_v2.ChunkDefinition> 

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[]\T1/txtt/m/n/10 datarobot._experimental.models.time_series_wrangling_template
.user_flow_template

Underfull \hbox (badness 10000) in paragraph at lines 108749--108753
[]\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 108749--108753
\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 108771--108775
[][]\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 108771--108775
[][]\T1/txtt/m/sl/10 HostedCustomMetricBlueprint.create[][] \T1/qtm/m/n/10 to c
re-ate a hosted cus-tom met-ric blueprint.
[1019]
Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 EvaluationDatasetConfigurati
on <datarobot._experimental.models.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 genai.evaluation_dataset_configuration.EvaluationDatasetConfigu
ration> \T1/qtm/m/n/10 for con-fig-u-ra-

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 models.genai.evaluation_dataset_configuration.EvaluationDataset
Configuration.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\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 108796--108803
\T1/txtt/m/n/10 list <datarobot._experimental.models.genai.evaluation_dataset_c
onfiguration.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 EvaluationDatasetConfiguration.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 108796--108803
\T1/qtm/m/n/10 a Use Case. \T1/txtt/m/n/10 EvaluationDatasetConfiguration.creat
e <datarobot._experimental.

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\T1/txtt/m/n/10 models.genai.evaluation_dataset_configuration.EvaluationDataset
Configuration.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 create> \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 108796--108803
\T1/txtt/m/n/10 update <datarobot._experimental.models.genai.evaluation_dataset
_configuration.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 EvaluationDatasetConfiguration.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 108796--108803
\T1/txtt/m/n/10 EvaluationDatasetConfiguration.delete <datarobot._experimental.
models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 evaluation_dataset_configuration.EvaluationDatasetConfiguration
.delete> \T1/qtm/m/n/10 to delete an

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 genai.evaluation_dataset_metric_aggregation.EvaluationDatasetMe
tricAggregation>

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\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 108805--108810
\T1/txtt/m/n/10 <datarobot._experimental.models.genai.evaluation_dataset_metric
_aggregation.

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 EvaluationDatasetMetricAggregation.list> \T1/qtm/m/n/10 to get 
the met-ric ag-gre-ga-tion re-sults.

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 EvaluationDatasetMetricAggregation.create <datarobot._experimen
tal.models.

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 genai.evaluation_dataset_metric_aggregation.EvaluationDatasetMe
tricAggregation.

Underfull \hbox (badness 5345) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 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 108805--108810
\T1/txtt/m/n/10 <datarobot._experimental.models.genai.evaluation_dataset_metric
_aggregation.

Underfull \hbox (badness 10000) in paragraph at lines 108812--108815
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 SyntheticEvaluationDataset <
datarobot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 SidecarModelMetricValidation
 <datarobot._experimental.models.

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/txtt/m/n/10 genai.sidecar_model_metric.SidecarModelMetricValidation> \T1/qt
m/m/n/10 for side-car model met-ric val-i-

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/qtm/m/n/10 da-tions. \T1/txtt/m/n/10 SidecarModelMetricValidation.create <d
atarobot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/txtt/m/n/10 sidecar_model_metric.SidecarModelMetricValidation.create> \T1/q
tm/m/n/10 to cre-ate a side-car model

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/qtm/m/n/10 met-ric val-i-da-tion. \T1/txtt/m/n/10 SidecarModelMetricValidat
ion.list <datarobot._experimental.models.

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/qtm/m/n/10 val-i-da-tions. \T1/txtt/m/n/10 SidecarModelMetricValidation.get
 <datarobot._experimental.models.genai.

Underfull \hbox (badness 5050) in paragraph at lines 108817--108825
\T1/qtm/m/n/10 tion. \T1/txtt/m/n/10 SidecarModelMetricValidation.revalidate <d
atarobot._experimental.models.genai.
[1020]
Underfull \hbox (badness 10000) in paragraph at lines 108914--108916
[]\T1/qtm/m/n/10 Im-ple-mented sup-port for \T1/txtt/m/n/10 dr[]connector[]v1 \
T1/qtm/m/n/10 to \T1/txtt/m/n/10 DataStore <datarobot.models.DataStore> \T1/qtm
/m/n/10 and

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[]\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
[1021]
Underfull \hbox (badness 10000) in paragraph at lines 109012--109016
[]\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:
[1022]
Underfull \hbox (badness 10000) in paragraph at lines 109092--109094
[][][]\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
[1023]
Underfull \hbox (badness 10000) in paragraph at lines 109169--109172
[]\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 109169--109172
\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 109230--109232
[]\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.
[1024]
Underfull \hbox (badness 10000) in paragraph at lines 109307--109309
[]\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 109311--109315
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 PromptTrace <datarobot._expe
rimental.models.genai.prompt_trace.

Underfull \hbox (badness 10000) in paragraph at lines 109311--109315
\T1/txtt/m/n/10 list <datarobot._experimental.models.genai.prompt_trace.PromptT
race.list> \T1/qtm/m/n/10 to list

Underfull \hbox (badness 10000) in paragraph at lines 109311--109315
\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 109317--109320
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 InsightsConfiguration <datar
obot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 109322--109326
\T1/txtt/m/n/10 models.genai.insights_configuration.Insights.get> \T1/qtm/m/n/1
0 to get the cur-rent in-sights con-fig-

Underfull \hbox (badness 10000) in paragraph at lines 109322--109326
\T1/qtm/m/n/10 u-ra-tion for a play-ground. \T1/txtt/m/n/10 Insights.create <da
tarobot._experimental.models.genai.
[1025]
Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/txtt/m/n/10 models.genai.cost_metric_configurations.CostMetricConfiguration
.get> \T1/qtm/m/n/10 to get the cost

Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/qtm/m/n/10 met-ric con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfigurati
on.create <datarobot._experimental.models.

Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/qtm/m/n/10 con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfiguration.updat
e <datarobot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/txtt/m/n/10 cost_metric_configurations.CostMetricConfiguration.update> \T1/
qtm/m/n/10 to up-date the cost met-ric

Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/qtm/m/n/10 con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfiguration.delet
e <datarobot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 109336--109338
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 LLMCostConfiguration <dataro
bot._experimental.models.genai.
[1026]
Underfull \hbox (badness 10000) in paragraph at lines 109494--109496
[]\T1/qtm/m/n/10 Added \T1/txtt/m/n/10 custom_model_embedding_validations \T1/q
tm/m/n/10 to \T1/txtt/m/n/10 SupportedEmbeddings <datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 109498--109500
[]\T1/qtm/m/n/10 Added \T1/txtt/m/n/10 embedding_validation_id \T1/qtm/m/n/10 a
nd \T1/txtt/m/n/10 is_separator_regex \T1/qtm/m/n/10 to \T1/txtt/m/n/10 VectorD
atabase <datarobot.
[1027]
Underfull \hbox (badness 10000) in paragraph at lines 109532--109534
[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ter, \T1/txtt/m/n/10 feedback_result\
T1/qtm/m/n/10 , to \T1/txtt/m/n/10 ComparisonPrompt.update <datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 109532--109534
\T1/txtt/m/n/10 _experimental.models.genai.comparison_prompt.ComparisonPrompt.u
pdate>\T1/qtm/m/n/10 , to up-date a

Underfull \hbox (badness 10000) in paragraph at lines 109600--109602
[]\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.
[1028]
Underfull \hbox (badness 10000) in paragraph at lines 109687--109693
\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 109687--109693
[][]\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 109687--109693
\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 109687--109693
\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.
[1029]
Underfull \hbox (badness 10000) in paragraph at lines 109730--109732
[]\T1/qtm/m/n/10 Added method meth:\T1/txtt/m/n/10 Deployment.get_predictions_v
s_actuals_over_time <datarobot.models.

Underfull \hbox (badness 10000) in paragraph at lines 109765--109767
\T1/qtm/m/n/10 All in-ter-ac-tions with \T1/txtt/m/n/10 Project.advanced_option
s \T1/qtm/m/n/10 should be ex-pected to be through the
[1030]
Underfull \hbox (badness 10000) in paragraph at lines 109870--109876
\T1/txtt/m/sl/10 run[][] [][]BatchMonitoringJob.get_status[][] [][]BatchMonitor
ingJob.cancel[][] [][]BatchMonitoringJob.
[1031]
Underfull \hbox (badness 10000) in paragraph at lines 109936--109945
\T1/qtm/m/n/10 and run_once [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.l
ist[][] [][]BatchMonitoringJobDefinition.

Underfull \hbox (badness 10000) in paragraph at lines 109936--109945
\T1/txtt/m/sl/10 get[][] [][]BatchMonitoringJobDefinition.create[][] [][]BatchM
onitoringJobDefinition.update[][]

Underfull \hbox (badness 10000) in paragraph at lines 109936--109945
[][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.delete[][] [][]BatchMonitorin
gJobDefinition.run_on_schedule[][]

Underfull \hbox (badness 10000) in paragraph at lines 109958--109971
\T1/txtt/m/sl/10 create_from_url[][] [][]Dataset.create_from_data_source[][] []
[]Dataset.create_from_query_generator[][]

Underfull \hbox (badness 10000) in paragraph at lines 109958--109971
[][]\T1/txtt/m/sl/10 Dataset.create_project[][] [][]Project.create[][] [][]Proj
ect.create_from_data_source[][] [][]Project.

Underfull \hbox (badness 10000) in paragraph at lines 109958--109971
\T1/txtt/m/sl/10 create_from_dataset[][] [][]Project.create_segmented_project_f
rom_clustering_model[][] [][]Project.

Underfull \hbox (badness 10000) in paragraph at lines 109999--110001
[]\T1/qtm/m/n/10 If the user con-fig-ures the client via \T1/txtt/m/n/10 Client
(...)\T1/qtm/m/n/10 , then in-voke \T1/txtt/m/n/10 Client(...,

Underfull \hbox (badness 10000) in paragraph at lines 110003--110005
[]\T1/qtm/m/n/10 If the user con-fig-ures the client via dr.config.yaml, then a
dd the prop-erty

Underfull \hbox (badness 10000) in paragraph at lines 110007--110009
[]\T1/qtm/m/n/10 If the user con-fig-ures the client via env vars, then set the
 env var

Underfull \hbox (badness 10000) in paragraph at lines 110016--110018
[]\T1/qtm/m/n/10 Added method meth:\T1/txtt/m/n/10 Deployment.get_predictions_o
ver_time <datarobot.models.Deployment.
[1032]
Underfull \hbox (badness 10000) in paragraph at lines 110058--110073
\T1/txtt/m/sl/10 request_feature_effect[][] [][]Model.get_or_request_feature_ef
fect[][] [][]Model.get_lift_chart[][]

Underfull \hbox (badness 10000) in paragraph at lines 110058--110073
[][]\T1/txtt/m/sl/10 Model.get_all_lift_charts[][] [][]Model.get_residuals_char
t[][] [][]Model.get_all_residuals_charts[][]

Underfull \hbox (badness 10000) in paragraph at lines 110058--110073
[][]\T1/txtt/m/sl/10 Model.request_lift_chart[][] [][]Model.request_residuals_c
hart[][] [][]Model.get_roc_curve[][] [][]Model.

Underfull \hbox (badness 10000) in paragraph at lines 110103--110105
[]\T1/qtm/m/n/10 Added new method for re-triev-ing all avail-able fea-ture im-p
acts for the model [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 110127--110129
\T1/txtt/m/sl/10 PredictionExplanations.get_all_as_dataframe()[][] \T1/qtm/m/n/
10 and [][]\T1/txtt/m/sl/10 datarobot.PredictionExplanations.
[1033]
Underfull \hbox (badness 10000) in paragraph at lines 110255--110258
[]\T1/txtt/m/n/10 DatetimeModel.get_feature_fit_metadata \T1/qtm/m/n/10 has bee
n re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel.

Underfull \hbox (badness 10000) in paragraph at lines 110265--110268
[]\T1/txtt/m/n/10 DatetimeModel.request_feature_fit \T1/qtm/m/n/10 has been re-
moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel.
[1034]
Underfull \hbox (badness 10000) in paragraph at lines 110280--110283
[]\T1/txtt/m/n/10 Model.get_or_request_feature_fit \T1/qtm/m/n/10 has been re-m
oved. Use [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 110285--110288
[]\T1/txtt/m/n/10 DatetimeModel.get_or_request_feature_fit \T1/qtm/m/n/10 has b
een re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel.

Underfull \hbox (badness 10000) in paragraph at lines 110295--110298
[]\T1/qtm/m/n/10 Dep-re-cated the fol-low-ing meth-ods for re-triev-ing [][]\T1
/txtt/m/sl/10 SharingAccess[][] \T1/qtm/m/n/10 in-for-ma-tion. - \T1/txtt/m/n/1
0 DataStore.
[1035]
Underfull \hbox (badness 10000) in paragraph at lines 110437--110441
[]\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 BatchPredictionJob.app
ly_time_series_data_prep_and_score[][] \T1/qtm/m/n/10 and

Underfull \hbox (badness 7221) in paragraph at lines 110437--110441
[][]\T1/txtt/m/sl/10 BatchPredictionJob.apply_time_series_data_prep_and_score_t
o_file[][] \T1/qtm/m/n/10 that ap-ply time se-ries

Underfull \hbox (badness 10000) in paragraph at lines 110443--110448
[]\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 DataEngineQueryGenerat
or.prepare_prediction_dataset[][] \T1/qtm/m/n/10 and

Underfull \hbox (badness 7308) in paragraph at lines 110443--110448
[][]\T1/txtt/m/sl/10 DataEngineQueryGenerator.prepare_prediction_dataset_from_c
atalog[][] \T1/qtm/m/n/10 that ap-ply time se-ries

Underfull \hbox (badness 10000) in paragraph at lines 110474--110478
[]\T1/qtm/m/n/10 Added two new meth-ods to the Im-ageAug-men-ta-tion-List class
: \T1/txtt/m/n/10 ImageAugmentationList.list\T1/qtm/m/n/10 ,
[1036]
Underfull \hbox (badness 10000) in paragraph at lines 110545--110547
[]\T1/qtm/m/n/10 Up-date the doc-u-men-ta-tion to sug-gest that set-ting \T1/tx
tt/m/n/10 use_backtest_start_end_format \T1/qtm/m/n/10 of
[1037] [1038]
Underfull \hbox (badness 10000) in paragraph at lines 110814--110817
[]\T1/qtm/m/n/10 Added sup-port for cre-at-ing mono-tonic fea-ture lists for ti
me se-ries projects. Set

Underfull \hbox (badness 10000) in paragraph at lines 110819--110821
[]\T1/qtm/m/n/10 Added in-for-ma-tion about ver-tex to ad-vanced tun-ing pa-ram
-e-ters [][]\T1/txtt/m/sl/10 datarobot.models.Model.
[1039]
Underfull \hbox (badness 10000) in paragraph at lines 110902--110904
[][][]\T1/txtt/m/sl/10 CustomModelVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 
required_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use

Underfull \hbox (badness 10000) in paragraph at lines 110906--110908
[][][]\T1/txtt/m/sl/10 CustomTaskVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 r
equired_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use

Underfull \hbox (badness 6364) in paragraph at lines 110938--110940
[]\T1/qtm/m/n/10 The [][]\T1/txtt/m/sl/10 Deployment[][] \T1/qtm/m/n/10 method 
\T1/txtt/m/n/10 create_from_custom_model_image \T1/qtm/m/n/10 was re-moved. Use
 [][]\T1/txtt/m/sl/10 Deployment.
[1040]
Underfull \hbox (badness 10000) in paragraph at lines 110990--110995
[]\T1/qtm/m/n/10 Added ex-per-i-men-tal sup-port to re-trieve doc-u-ment text e
x-trac-tion sam-ples us-

Underfull \hbox (badness 10000) in paragraph at lines 110990--110995
\T1/qtm/m/n/10 ing: - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSample[][] \T1
/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSamplePage[][] \T1/qtm
/m/n/10 -

Underfull \hbox (badness 10000) in paragraph at lines 111032--111039
[]\T1/qtm/m/n/10 Added sup-port to pass cal-cu-la-tion mode to pre-dic-tion ex-
pla-na-tions (\T1/txtt/m/n/10 mode \T1/qtm/m/n/10 pa-ram-e-ter in

Underfull \hbox (badness 10000) in paragraph at lines 111032--111039
[][]\T1/txtt/m/sl/10 PredictionExplanations.create[][]\T1/qtm/m/n/10 ) as well 
as batch scor-ing (\T1/txtt/m/n/10 explanations_mode \T1/qtm/m/n/10 in
[1041]
Underfull \hbox (badness 10000) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.apply_bias_mitigation[][] \T1/qtm
/m/n/10 - [][]\T1/txtt/m/sl/10 Project.request_bias_mitigation_feature_info[][]


Underfull \hbox (badness 10000) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.get_bias_mitigation_feature_info[
][] \T1/qtm/m/n/10 and by adding new bias mit-

Underfull \hbox (badness 10000) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 i-ga-tion params - bias_mitigation_feature_name - bias_mitigatio
n_technique - in-

Underfull \hbox (badness 10000) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 clude_bias_mitigation_feature_as_predictor_variable to the ex-is
t-ing method - [][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 and

Underfull \hbox (badness 7256) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 by adding this enum to sup-ply params to some of the above func-
tion-al-ity \T1/txtt/m/n/10 datarobot.enums.
[1042]
Underfull \hbox (badness 10000) in paragraph at lines 111209--111211
[]\T1/qtm/m/n/10 Up-date the doc-u-men-ta-tion to sug-gest that \T1/txtt/m/n/10
 feature_derivation_window_end \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobot
.

Underfull \hbox (badness 10000) in paragraph at lines 111227--111230
[]\T1/qtm/m/n/10 Added the abil-ity to turn off su-per-vised fea-ture re-duc-ti
on for Time Se-ries projects. Op-tion
[1043] [1044]
Underfull \hbox (badness 10000) in paragraph at lines 111453--111455
[]\T1/txtt/m/n/10 DatetimeModel.get_feature_fit <datarobot.models.DatetimeModel
.

Underfull \hbox (badness 10000) in paragraph at lines 111479--111482
[]\T1/qtm/m/n/10 Dep-re-cat-ing sca-le-out pa-ram-e-ters for projects / mod-els
. In-cludes \T1/txtt/m/n/10 scaleout_modeling_mode\T1/qtm/m/n/10 ,
[1045]
Underfull \hbox (badness 6268) in paragraph at lines 111580--111583
[]\T1/qtm/m/n/10 Added the abil-ity to up-load a pre-dic-tion dataset into a pr
oject from the AI cat-a-log [][]\T1/txtt/m/sl/10 Project.

Underfull \hbox (badness 10000) in paragraph at lines 111615--111619
[]\T1/qtm/m/n/10 Added the abil-ity to con-trol class map-ping ag-gre-ga-tion i
n mul-ti-class projects via

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
[]\T1/qtm/m/n/10 Added the abil-ity to com-pute and re-trieve Fea-ture Ef-fects
 for a Mul-ti-class model us-

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
\T1/qtm/m/n/10 ing [][]\T1/txtt/m/sl/10 datarobot.models.Model.request_feature_
effects_multiclass()[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
\T1/txtt/m/sl/10 models.Model.get_feature_effects_multiclass()[][] \T1/qtm/m/n/
10 or [][]\T1/txtt/m/sl/10 datarobot.models.Model.

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
\T1/txtt/m/sl/10 get_or_request_feature_effects_multiclass()[][] \T1/qtm/m/n/10
 meth-ods. For date-time mod-els use fol-low-

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
\T1/qtm/m/n/10 ing meth-ods [][]\T1/txtt/m/sl/10 datarobot.models.DatetimeModel
.request_feature_effects_multiclass()[][]\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
[][]\T1/txtt/m/sl/10 datarobot.models.DatetimeModel.get_feature_effects_multicl
ass()[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 datarobot.models.
[1046]
Underfull \hbox (badness 10000) in paragraph at lines 111775--111778
[]\T1/qtm/m/n/10 fix [][]\T1/txtt/m/sl/10 datarobot.CustomTaskVersion[][] \T1/q
tm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.CustomModelVersion[][] \T1/qtm/m/n
/10 to cor-rectly for-mat
[1047]
Underfull \hbox (badness 10000) in paragraph at lines 111851--111854
[]\T1/qtm/m/n/10 Added the abil-ity to re-quest a spe-cific model be pre-pared 
for de-ploy-ment us-ing [][]\T1/txtt/m/sl/10 Project.
[1048] [1049]
Underfull \hbox (badness 10000) in paragraph at lines 112092--112095
[]\T1/qtm/m/n/10 The \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 prop-erty
 of [][]\T1/txtt/m/sl/10 datarobot.CustomModelVersion[][] \T1/qtm/m/n/10 has be
en dep-re-cated.

Underfull \hbox (badness 10000) in paragraph at lines 112097--112100
[]\T1/qtm/m/n/10 The \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 prop-erty
 of [][]\T1/txtt/m/sl/10 datarobot.CustomTaskVersion[][] \T1/qtm/m/n/10 has bee
n dep-re-cated.
[1050]
Underfull \hbox (badness 7907) in paragraph at lines 112268--112273
[]\T1/qtm/m/n/10 Sup-port for Batch Pre-dic-tion Job Def-i-ni-tions has now bee
n added through the fol-low-ing class:

Underfull \hbox (badness 10000) in paragraph at lines 112310--112313
[]\T1/qtm/m/n/10 Added method to down-load fea-ture dis-cov-ery recipe SQLs (li
m-ited beta fea-ture). [][]\T1/txtt/m/sl/10 Project.
[1051]
Underfull \hbox (badness 10000) in paragraph at lines 112386--112391
[]\T1/qtm/m/n/10 Par-tial his-tory pre-dic-tions can be made with time se-ries 
time se-ries mul-ti-series mod-els us-

Underfull \hbox (badness 10000) in paragraph at lines 112386--112391
\T1/qtm/m/n/10 ing the \T1/txtt/m/n/10 allow_partial_history_time_series_predic
tions \T1/qtm/m/n/10 at-tribute of the [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 112411--112419
[][]\T1/txtt/m/sl/10 PairwiseJointProbabilities[][] \T1/qtm/m/n/10 and [][]\T1/
txtt/m/sl/10 PairwiseConditionalProbabilities[][] \T1/qtm/m/n/10 or [][]\T1/txt
t/m/sl/10 Feature.

Underfull \hbox (badness 10000) in paragraph at lines 112411--112419
\T1/txtt/m/sl/10 get_pairwise_correlations[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/s
l/10 Feature.get_pairwise_joint_probabilities[][] \T1/qtm/m/n/10 and [][]\T1/tx
tt/m/sl/10 Feature.
[1052]
Underfull \hbox (badness 10000) in paragraph at lines 112487--112490
[]\T1/qtm/m/n/10 Sup-port for down-load-ing fea-ture dis-cov-ery train-ing or p
re-dic-tion dataset us-ing [][]\T1/txtt/m/sl/10 Project.

Underfull \hbox (badness 10000) in paragraph at lines 112492--112498
[]\T1/qtm/m/n/10 Added [][]\T1/txtt/m/sl/10 datarobot.models.FeatureAssociation
Matrix[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 datarobot.models.

Underfull \hbox (badness 10000) in paragraph at lines 112492--112498
\T1/txtt/m/sl/10 FeatureAssociationMatrixDetails[][] \T1/qtm/m/n/10 and [][]\T1
/txtt/m/sl/10 datarobot.models.FeatureAssociationFeaturelists[][]

Underfull \hbox (badness 10000) in paragraph at lines 112522--112529
[]\T1/qtm/m/n/10 Re-move \T1/txtt/m/n/10 desired_memory \T1/qtm/m/n/10 param fr
om the fol-low-ing meth-ods: [][]\T1/txtt/m/sl/10 CustomInferenceModel.

Underfull \hbox (badness 10000) in paragraph at lines 112522--112529
\T1/txtt/m/sl/10 create[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 CustomModelVer
sion.create_clean[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 CustomModelVersion.c
reate_from_previous[][]\T1/qtm/m/n/10 ,
[1053]
Underfull \hbox (badness 8170) in paragraph at lines 112658--112661
[]\T1/qtm/m/n/10 Fea-ture dis-cov-ery projects can now be cre-ated us-ing the [
][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 method by pro-vid-ing

Underfull \hbox (badness 10000) in paragraph at lines 112663--112666
\T1/txtt/m/sl/10 get[][] \T1/qtm/m/n/10 Cor-re-spond-ing fea-ture lin-eage id i
s avail-able as a new [][]\T1/txtt/m/sl/10 datarobot.models.Feature[][] \T1/qtm
/m/n/10 field
[1054]
Underfull \hbox (badness 10000) in paragraph at lines 112746--112751
[]\T1/qtm/m/n/10 New \T1/txtt/m/n/10 sampling_method \T1/qtm/m/n/10 param in []
[]\T1/txtt/m/sl/10 Model.train_datetime[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/1
0 Project.train_datetime[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 112771--112773
[]\T1/qtm/m/n/10 Class \T1/txtt/m/n/10 FeatureEngineeringGraph \T1/qtm/m/n/10 h
as been re-moved. Use [][]\T1/txtt/m/sl/10 datarobot.models.
[1055]
Underfull \hbox (badness 10000) in paragraph at lines 112850--112854
[]\T1/qtm/m/n/10 Added sup-port for Cus-tom Model De-pen-dency Man-age-ment. Pl
ease see :ref:\T1/txtt/m/n/10 custom model

Underfull \hbox (badness 10000) in paragraph at lines 112893--112896
[]\T1/qtm/m/n/10 Added a new method to trig-ger Fea-ture Im-pact cal-cu-la-tion
 for a Cus-tom In-fer-ence Im-age:
[1056]
Underfull \hbox (badness 10000) in paragraph at lines 113036--113045
[]\T1/qtm/m/n/10 Added new ar-gu-ments \T1/txtt/m/n/10 explanation_algorithm \T
1/qtm/m/n/10 and \T1/txtt/m/n/10 max_explanations \T1/qtm/m/n/10 to method [][]
\T1/txtt/m/sl/10 Model.
[1057]
Underfull \hbox (badness 10000) in paragraph at lines 113047--113054
[]\T1/qtm/m/n/10 Added new ar-gu-ments \T1/txtt/m/n/10 explanation_algorithm \T
1/qtm/m/n/10 and \T1/txtt/m/n/10 max_explanations \T1/qtm/m/n/10 to method [][]
\T1/txtt/m/sl/10 Model.
[1058]
Underfull \hbox (badness 10000) in paragraph at lines 113247--113251
[]\T1/qtm/m/n/10 Batch Pre-dic-tion jobs now sup-port scor-ing to Azure and Goo
gle Cloud Stor-age with meth-ods
[1059]
Underfull \hbox (badness 8132) in paragraph at lines 113285--113290
[]\T1/qtm/m/n/10 These meth-ods now pro-vide ad-di-tional meta-data fields in F
ea-ture Im-pact re-sults if called with

Underfull \hbox (badness 10000) in paragraph at lines 113305--113309
[]\T1/qtm/m/n/10 Sec-ondary dataset con-fig-u-ra-tion re-trieve and dele-tion i
s eas-ier now though new

Underfull \hbox (badness 10000) in paragraph at lines 113305--113309
[][]\T1/txtt/m/sl/10 SecondaryDatasetConfigurations.delete[][] \T1/qtm/m/n/10 s
oft deletes a Sec-ondary dataset con-fig-u-ra-tion.

Underfull \hbox (badness 10000) in paragraph at lines 113329--113331
[]\T1/qtm/m/n/10 Batch Pre-dic-tion jobs that used other out-put types than \T1
/txtt/m/n/10 local_file \T1/qtm/m/n/10 failed when us-ing \T1/txtt/m/n/10 .
[1060] [1061]
Underfull \hbox (badness 10000) in paragraph at lines 113575--113579
[]\T1/qtm/m/n/10 A new boolean at-tribute \T1/txtt/m/n/10 unsupervised_mode \T1
/qtm/m/n/10 was added to [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 113648--113652
[]\T1/qtm/m/n/10 Time se-ries model de-ploy-ments now sup-port pre-dic-tion in-
ter-vals. See

Underfull \hbox (badness 10000) in paragraph at lines 113648--113652
[][]\T1/txtt/m/sl/10 Deployment.get_prediction_intervals_settings[][] \T1/qtm/m
/n/10 and [][]\T1/txtt/m/sl/10 Deployment.
[1062]
Overfull \hbox (7.70421pt too wide) in paragraph at lines 113684--113686
[]\T1/qtm/m/n/10 Re-gres-sion de-ploy-ments now sup-port :ref:\T1/txtt/m/n/10 p
rediction warnings<deployment_prediction_warning>\T1/qtm/m/n/10 . 

Underfull \hbox (badness 10000) in paragraph at lines 113704--113707
[]\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 113741--113743
[]\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 113749--113754
[]\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
[1063]
Underfull \hbox (badness 10000) in paragraph at lines 113840--113842
[]\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 113840--113842
\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
[1064]
Underfull \hbox (badness 7451) in paragraph at lines 113929--113932
[]\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 <time_series> \T1/
qtm/m/n/10 projects

Underfull \hbox (badness 10000) in paragraph at lines 113929--113932
\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
[1065] [1066]
Underfull \hbox (badness 10000) in paragraph at lines 114139--114148
[]\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 114139--114148
[][]\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 114178--114180
[][][]\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
[1067] [1068]
Underfull \hbox (badness 10000) in paragraph at lines 114300--114303
[]\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 114319--114324
[]\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 114319--114324
\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 114350--114354
[]\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.
[1069]
Underfull \hbox (badness 10000) in paragraph at lines 114443--114451
[]\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 114443--114451
\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 114466--114469
[]\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 114476--114478
[]\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.
[1070]
Underfull \hbox (badness 10000) in paragraph at lines 114518--114522
[][][]\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.
[1071]
Underfull \hbox (badness 10000) in paragraph at lines 114635--114639
[]\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 114635--114639
\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 114655--114659
[]\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 114681--114685
\T1/qtm/m/n/10 re-cated and will be re-moved in 2.14. Use [][]\T1/txtt/m/sl/10 
datarobot.DatetimePartitioningSpecification.
[1072] [1073] [1074]
Underfull \hbox (badness 10000) in paragraph at lines 114955--114958
[]\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.
[1075] [1076]
Underfull \hbox (badness 10000) in paragraph at lines 115148--115150
[]\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,
[1077]
Underfull \hbox (badness 10000) in paragraph at lines 115252--115256
[]\T1/qtm/m/n/10 (Only rel-e-vant for on-premise users with a Stan-dalone Scor-
ing clus-ter.) Meth-ods
[1078]
Underfull \hbox (badness 6268) in paragraph at lines 115367--115371
[]\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.
[1079]
Underfull \hbox (badness 10000) in paragraph at lines 115503--115505
[]\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.
[1080] [1081] [1082]
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) [6] [1] [2]
Chapter 1.

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[][][]\T1/qtm/m/it/10 Ad-min-is-tra-
[3] [4]
Chapter 2.
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(/usr/share/texlive/texmf-dist/tex/latex/txfonts/ts1txtt.fd) [5]
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[][][]\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

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[][][]\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]
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[15] [16] [17] [18] [19] [20] [21] [22]
Chapter 3.
[23] [24] [25] [26] [27] [28] [29]
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[30] [31] [32] [33] [34]
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[]\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

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\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]
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[]\T1/txtt/m/n/10 PredictionExplanations.get_all_as_dataframe() \T1/qtm/m/n/10 
and \T1/txtt/m/n/10 PredictionExplanations.
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l.3792     ├── data.csv
                             

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[58] [59] [60] [61] [62] [63] [64] [65] [66]
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[]\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]
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\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]
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\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

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[][]\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]

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l.4790 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}}
                                                  

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[72] [73] [74] [75] [76] [77]
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[][][]\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]
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[]\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]
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[]\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]
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[]\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]
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[]\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]

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[96] [97 <./sample1.png>] [98 <./sample2.png>] [99 <./activation_map1.png> <./a
ctivation_map2.png>] [100] [101 <./embeddings.png>] [102] [103] [104]
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Chapter 4.
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[]\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-

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[]\T1/qtm/m/n/10 Al-ter-na-tively, use a short-hand ver-sion with [][]\T1/txtt/
m/sl/10 datarobot.models.BatchPredictionJobDefinition.
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[]|\T1/qtm/m/n/10 The hour(s)

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\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

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\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
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Chapter 5.
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[141] [142] [143]
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\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.
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[]\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
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\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
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[]\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
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\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]
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[]\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
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Chapter 6.
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Chapter 7.
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[]\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
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Chapter 8.
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Chapter 9.
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Chapter 10.
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Chapter 11.
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Chapter 12.
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Chapter 13.
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[]\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.:

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[]\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]
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[]\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.:

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[]\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.:
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[]\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.
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\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 !=
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Chapter 14.

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\T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , 
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\T1/qtm/m/it/10 tinue_on_error=False\T1/qtm/m/n/10 , 
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Chapter 15.
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[]\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 ,

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[]\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]
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[]\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]
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[]\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]
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[]\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 ,

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[]\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
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[]\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
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[]\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]
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[]\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

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[]\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
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[]\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

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\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
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Chapter 16.
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Chapter 17.
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[]\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

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Chapter 18.
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[]\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
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Chapter 19.
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[]\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
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[]\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 )
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\T1/qtm/m/n/10 Cre-ate a hosted cus-tom met-ric from a tem-plate. A short-cut f
or 2 calls:
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Chapter 20.

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\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 ,
[333]
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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,

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[]\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
[334]
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[]\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-

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\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 ,

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\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 ,

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\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 ] 
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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,

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[]\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]
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[]\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
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[]\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-

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\T1/qtm/m/n/10 TOM_MODEL_IMAGE_TYPE.CUSTOM_MODEL_IMAGE if the test-

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\T1/qtm/m/n/10 ing at-tempt is us-ing a Cus-tom-Mod-e-lIm-age as its model or C
US-

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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,
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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,
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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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]
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[]\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

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\T1/qtm/m/n/10 to use with this model ver-sion. At least one of ^^Pbase_environ
ment_id^^Q and

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[]\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

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\T1/qtm/m/n/10 tu-ple are the lo-cal filesys-tem path and the path the file sho
uld be

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\T1/qtm/m/n/10 placed in the model. If the list is of strings, then base-names 
will be

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\T1/qtm/m/n/10 used for tu-ples. Ex-am-ple: [(^^P/home/user/Documents/myModel/f
ile1.txt^^Q,

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txt^^Q,

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\T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil
e1.txt^^Q,

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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,
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[]\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

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\T1/qtm/m/n/10 to use with this model ver-sion. At least one of ^^Pbase_environ
ment_id^^Q and
[345]
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[]\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

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\T1/qtm/m/n/10 tu-ple are the lo-cal filesys-tem path and the path the file sho
uld be

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\T1/qtm/m/n/10 placed in the model. If list is of strings, then base-names will
 be

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\T1/qtm/m/n/10 used for tu-ples Ex-am-ple: [(^^P/home/user/Documents/myModel/fi
le1.txt^^Q,

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\T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2.
txt^^Q,

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\T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil
e1.txt^^Q,

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[]\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 )

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\T1/qtm/m/n/10 ^^U De-ter-mines whether the given cus-tom model is iso-lated, o
r can ac-cess the

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\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 ,
[346] [347] [348] [349] [350] [351] [352] [353] [354] [355]
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[]\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
[356] [357]
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[]\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

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\T1/qtm/m/n/10 the ex-e-cu-tion en-vi-ron-ment ver-sion to fil-ter by. See

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\T1/qtm/m/n/10 datarobot.enums.EXECUTION_ENVIRONMENT_VERSION_BUILD_STATUS
[358] [359] [360]
Chapter 21.
[361] [362] [363] [364]
Chapter 22.
[365] [366] [367] [368] [369] [370]
Chapter 23.
[371]
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[]\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-
[372] [373] [374] [375]
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[]\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:
[376]
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[]\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:
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[380] [381] [382] [383] [384] [385] [386]
Chapter 24.
[387] [388]
Chapter 25.
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[] \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

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\T1/qtm/m/n/10 im-port Train-ing-Data-Ex-port dataset_id = Train-ing-Data-Ex-
[395] [396]
Chapter 26.
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[409] [410] [411]
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\T1/qtm/m/n/10 GIVEN _ NAME / SCHEMA . TABLE _ NAME$[][]' - `[][]$jdbc : DATA _
 SOURCE _ GIVEN _
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[416] [417] [418] [419] [420] [421] [422]
Chapter 27.

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\T1/qtm/m/n/10 ^^U The list of in-puts for the recipe. Each in-put can be ei-th
er a
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[]\T1/txtt/bx/n/10 inputs \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/qtm/m/n/1
0 [\T1/txtt/m/n/10 List\T1/qtm/m/n/10 [[][]\T1/txtt/m/sl/10 JDBCTableDataSource
Input[][] \T1/qtm/m/n/10 |
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[]\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 ])
[428]
(/usr/share/texlive/texmf-dist/tex/latex/fontawesome5/ufontawesomefree2.fd)
[429] [430] [431] [432] [433] [434] [435] [436]
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[]\T1/txtt/bx/n/10 snapshot_policy \T1/qtm/m/n/10 (\T1/txtt/m/n/10 Optional\T1/
qtm/m/n/10 [[][]\T1/txtt/m/sl/10 DataWranglingSnapshotPolicy[][]\T1/qtm/m/n/10 
]) ^^U The
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[]\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-

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\T1/qtm/m/n/10 ods to ap-ply for rolling statis-tics. Cur-rently only sup-ports

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Chapter 28.
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[]\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
[465]
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[]\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
[466] [467]
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\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
[468]
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[]\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
[469] [470] [471] [472]
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[]\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
[473]
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[]\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
[474] [475] [476]
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\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
[477] [478]
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[]\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

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[][]\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
[479] [480] [481]
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[]\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

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[]\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

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[]\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

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[]\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
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[]\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
[485]
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[]\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

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[][]\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 44098--44101
\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
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[]\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
[495]
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[]\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
[496] [497]
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\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
[498]
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[]\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
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[]\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

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[]\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
[504] [505] [506] [507]
Underfull \hbox (badness 10000) in paragraph at lines 46822--46825
\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
[508] [509]
Underfull \hbox (badness 10000) in paragraph at lines 47128--47131
[]\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 47133--47139
[]\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
[510]
Underfull \hbox (badness 10000) in paragraph at lines 47177--47179
[]\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 47213--47215
[]\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
[511] [512] [513] [514] [515] [516] [517] [518] [519] [520] [521]
Underfull \hbox (badness 10000) in paragraph at lines 48562--48564
[]\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
[522] [523]
Underfull \hbox (badness 10000) in paragraph at lines 48714--48717
[]\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
[524] [525]
Underfull \hbox (badness 10000) in paragraph at lines 48965--48968
\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 49091--49093
[]\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
[526] [527] [528] [529] [530]
Underfull \hbox (badness 10000) in paragraph at lines 49706--49709
[]\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 49765--49769
[]\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
[531] [532] [533] [534]
Underfull \hbox (badness 10000) in paragraph at lines 50240--50243
\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
[535]
Underfull \hbox (badness 10000) in paragraph at lines 50431--50436
[]\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 50431--50436
[][]\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
[536] [537] [538]
Underfull \hbox (badness 10000) in paragraph at lines 50687--50690
[]\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 50692--50698
[]\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 50736--50738
[]\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
[539]
Underfull \hbox (badness 10000) in paragraph at lines 50772--50774
[]\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
[540] [541]
Underfull \hbox (badness 10000) in paragraph at lines 51098--51107
[]\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
[542]
Underfull \hbox (badness 10000) in paragraph at lines 51167--51172
[]\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 51167--51172
[][]\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 51180--51183
\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
[543] [544]
Underfull \hbox (badness 5217) in paragraph at lines 51410--51413
[]\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
[545] [546] [547] [548] [549]
Underfull \hbox (badness 10000) in paragraph at lines 51943--51948
[]\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 51943--51948
[][]\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
[550] [551] [552] [553] [554] [555] [556] [557] [558] [559] [560] [561]
Underfull \hbox (badness 10000) in paragraph at lines 53322--53325
\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
[562] [563] [564] [565] [566] [567] [568] [569] [570] [571]
Underfull \hbox (badness 10000) in paragraph at lines 54378--54380
[]\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
[572]
Underfull \hbox (badness 10000) in paragraph at lines 54478--54481
[]\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 54572--54574
[]\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
[573] [574] [575]
Underfull \hbox (badness 10000) in paragraph at lines 54983--54986
[]\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
[576] [577] [578] [579]
Underfull \hbox (badness 10000) in paragraph at lines 55453--55456
\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 55500--55505
[]\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 55500--55505
[][]\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
[580] [581]
Underfull \hbox (badness 10000) in paragraph at lines 55670--55673
[]\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 55675--55681
[]\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 55719--55721
[]\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
[582] [583]
Underfull \hbox (badness 10000) in paragraph at lines 55886--55891
[]\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 55886--55891
[][]\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 55899--55902
\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
[584] [585] [586] [587] [588] [589] [590] [591] [592] [593] [594]
Underfull \hbox (badness 10000) in paragraph at lines 57184--57186
[]\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
[595]
Underfull \hbox (badness 10000) in paragraph at lines 57336--57339
[]\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
[596] [597]
Underfull \hbox (badness 10000) in paragraph at lines 57587--57590
\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
[598]
Underfull \hbox (badness 10000) in paragraph at lines 57713--57715
[]\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
[599] [600] [601] [602]
Underfull \hbox (badness 10000) in paragraph at lines 58328--58331
[]\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
[603]
Underfull \hbox (badness 10000) in paragraph at lines 58387--58391
[]\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
[604] [605] [606]
Underfull \hbox (badness 10000) in paragraph at lines 58862--58865
\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
[607] [608]
Underfull \hbox (badness 10000) in paragraph at lines 59053--59058
[]\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 59053--59058
[][]\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
[609] [610] [611]
Underfull \hbox (badness 10000) in paragraph at lines 59309--59312
[]\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 59314--59320
[]\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 59358--59360
[]\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 59394--59396
[]\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
[612] [613] [614]
Underfull \hbox (badness 10000) in paragraph at lines 59720--59729
[]\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
[615]
Underfull \hbox (badness 10000) in paragraph at lines 59789--59794
[]\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 59789--59794
[][]\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 59802--59805
\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
[616] [617] [618] [619] [620] [621]
Underfull \hbox (badness 10000) in paragraph at lines 60716--60718
[]\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
[622]
Underfull \hbox (badness 10000) in paragraph at lines 60779--60791
[]\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 60779--60791
\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 60779--60791
\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 60779--60791
\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 60779--60791
\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 60779--60791
\T1/qtm/m/n/10 | Grid-SearchAl-go-rithm.EXHAUSTIVE_SEARCH (de-fault) | | Grid-S
earch-
[623] [624] [625] [626] [627] [628] [629] [630] [631] [632] [633] [634]
[635] [636] [637] [638] [639] [640] [641]
Underfull \hbox (badness 10000) in paragraph at lines 63346--63348
[]\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
[642] [643] [644] [645] [646]
Chapter 29.
[647] [648]
Chapter 30.

Underfull \hbox (badness 10000) in paragraph at lines 63814--63818
[]\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
[649] [650] [651] [652] [653] [654] [655] [656]
Overfull \vbox (0.61996pt too high) detected at line 64767
[657] [658] [659] [660] [661] [662] [663]
Underfull \hbox (badness 10000) in paragraph at lines 65508--65512
\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 65508--65512
\T1/qtm/m/n/10 To up-date ex-ist-ing `'pre-dic-tions_data_collection'' set-ting
s, see
[664] [665] [666] [667] [668] [669] [670] [671] [672] [673]
Underfull \hbox (badness 10000) in paragraph at lines 66840--66842
[]\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 66875--66877
\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 66875--66877
\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-
[674] [675] [676] [677] [678] [679] [680] [681] [682] [683] [684] [685]
[686] [687] [688] [689] [690] [691] [692]
Underfull \hbox (badness 10000) in paragraph at lines 69274--69278
[]\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 69274--69278
\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 69280--69284
[]\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 69280--69284
\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 69304--69308
[]\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 69304--69308
\T1/qtm/m/n/10 ment. To cre-ate or up-date ex-ist-ing `'pre-dic-tion_warning'' 
set-tings, see
[693] [694] [695] [696]
Underfull \hbox (badness 10000) in paragraph at lines 69773--69775
[]\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-
[697] [698] [699] [700]
Chapter 31.
[701] [702] [703] [704]
Chapter 32.
[705]
Underfull \hbox (badness 10000) in paragraph at lines 70612--70617
[]\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D
ev':6498.029,
[706] [707] [708] [709]
Underfull \hbox (badness 10000) in paragraph at lines 71154--71159
[]\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D
ev':6498.029,
[710] [711] [712]
Underfull \hbox (badness 5331) in paragraph at lines 71607--71609
[]\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
[713] [714]
Underfull \hbox (badness 10000) in paragraph at lines 71848--71851
[]\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 71848--71851
\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 ,
[715]
Underfull \hbox (badness 10000) in paragraph at lines 71996--71999
[]\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0|B=1) can be re-trieved via:

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\T1/txtt/m/n/10 pairwise_conditional_probabilities.statistic_dataframes[(0,1)].

[716] [717] [718] [719] [720] [721] [722] [723]
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\T1/qtm/m/n/10 tion win-dows set-tings. If present, time-aware joins will be us
ed. Only al-

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[]\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-

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\T1/qtm/m/n/10 Time unit of the fea-ture deriva-tion win-dow. One of \T1/txtt/m
/n/10 datarobot.enums.
[724] [725] [726]
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\T1/qtm/m/n/10 tion win-dows set-tings. If present, time-aware joins will be us
ed. Only al-

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[]\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 73359--73362
\T1/qtm/m/n/10 Time unit of the fea-ture deriva-tion win-dow. One of \T1/txtt/m
/n/10 datarobot.enums.

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[]\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
[727]
Underfull \hbox (badness 10000) in paragraph at lines 73408--73410
[]\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 73416--73420
\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.
[728]
Underfull \hbox (badness 10000) in paragraph at lines 73523--73525
[]\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 73531--73535
\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.
[729] [730] [731] [732] [733] [734]
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[735]
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[736] [737] [738] [739] [740]
Chapter 33.
[741] [742] [743] [744] [745] [746] [747] [748]
Underfull \hbox (badness 10000) in paragraph at lines 75942--75947
[]\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

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\T1/qtm/m/n/10 used if a new vec-tor database is de-ployed. De-ter-mines whethe
r the

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\T1/qtm/m/n/10 new vec-tor database de-ploy-ment is iso-lated or can ac-cess th
e pub-

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\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 ,
[749] [750]
Chapter 34.
[751] [752] [753] [754] [755] [756] [757] [758] [759] [760] [761] [762]
[763] [764] [765] [766] [767] [768] [769] [770]
Chapter 35.
[771] [772]
Overfull \hbox (63.27374pt too wide) in paragraph at lines 78879--78882
[]\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 )
[773]
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[]\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 )
[774] [775]
Overfull \hbox (69.97372pt too wide) in paragraph at lines 79253--79256
[]\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]
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[]\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 79381--79385
[]\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 79381--79385
\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 79381--79385
\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 79431--79434
[]\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 79440--79444
[]\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 79440--79444
\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 79440--79444
\T1/qtm/m/n/10 work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.
NONE\T1/qtm/m/n/10 ,
[777] [778]
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[]\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 ,
[779] [780]
Chapter 36.
[781] [782] [783] [784] [785] [786] [787] [788] [789] [790] [791] [792]
[793] [794] [795]
Underfull \hbox (badness 6592) in paragraph at lines 81699--81701
[]\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-
[796]
Underfull \hbox (badness 10000) in paragraph at lines 81817--81819
[]\T1/txtt/bx/n/10 response_moderation_configuration \T1/qtm/m/n/10 (\T1/txtt/m
/n/10 ModerationConfigurationWithoutID\T1/qtm/m/n/10 ,
[797] [798] [799] [800]
Chapter 37.
[801]
Underfull \hbox (badness 10000) in paragraph at lines 82368--82370
[]\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
[802]
Underfull \hbox (badness 10000) in paragraph at lines 82453--82455
[]\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
[803] [804] [805] [806] [807]
Underfull \hbox (badness 10000) in paragraph at lines 83234--83236
[]\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

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[]\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
[808] [809] [810]
Chapter 38.

Underfull \hbox (badness 10000) in paragraph at lines 83454--83466
[]\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 83454--83466
\T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485
a58b

Underfull \hbox (badness 10000) in paragraph at lines 83454--83466
\T1/txtt/m/n/10 ") <datarobot.models.status_check_job.StatusCheckJob object at

Underfull \hbox (badness 10000) in paragraph at lines 83454--83466
\T1/txtt/m/n/10 0x7fc0b313cc40> >>> RocCurve.get("67643b2d87bb4954d7917323", da
ta_slice_id=

Underfull \hbox (badness 10000) in paragraph at lines 83454--83466
\T1/txtt/m/n/10 "6764389b4bdd48581485a58b") <datarobot.insights.roc_curve.RocCu
rve object at

Underfull \hbox (badness 10000) in paragraph at lines 83454--83466
\T1/txtt/m/n/10 0x7fc0a7549d20> >>> RocCurve.list("67643b2d87bb4954d7917323") [
<datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 83454--83466
\T1/txtt/m/n/10 insights.roc_curve.RocCurve object at 0x7fc0a7549f60>, ...] >>>
 RocCurve.

Underfull \hbox (badness 10000) in paragraph at lines 83454--83466
\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,

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\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,
[811] [812]
Underfull \hbox (badness 10000) in paragraph at lines 83853--83863
[]\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 83853--83863
\T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485
a58b")

Underfull \hbox (badness 10000) in paragraph at lines 83853--83863
\T1/txtt/m/n/10 <datarobot.models.status_check_job.StatusCheckJob object at 0x7
fa7f5ba20b0>

Underfull \hbox (badness 10000) in paragraph at lines 83853--83863
\T1/txtt/m/n/10 >>> LiftChart.list("67643b2d87bb4954d7917323") [<datarobot.insi
ghts.

Underfull \hbox (badness 10000) in paragraph at lines 83853--83863
\T1/txtt/m/n/10 lift_chart.LiftChart object at 0x7fe242eeaa10>, ... ] >>> LiftC
hart.get(

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\T1/txtt/m/n/10 "67643b2d87bb4954d7917323", data_slice_id="6764389b4bdd48581485
a58b").bins

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\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}, ... ]
[813] [814] [815]
Underfull \hbox (badness 10000) in paragraph at lines 84198--84213
[]\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 84198--84213
\T1/txtt/m/n/10 "672e32de69b0b676ced54d9c") [<datarobot.insights.residuals.Resi
duals

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\T1/txtt/m/n/10 object at 0x7fbce8305ae0>] >>> Residuals.compute("672e32de69b0b
676ced54d9c

Underfull \hbox (badness 10000) in paragraph at lines 84198--84213
\T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") <datarobot.models.


Underfull \hbox (badness 10000) in paragraph at lines 84198--84213
\T1/txtt/m/n/10 status_check_job.StatusCheckJob object at 0x7fbcf4054b80> >>> R
esiduals.

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\T1/txtt/m/n/10 list("672e32de69b0b676ced54d9c") [<datarobot.insights.residuals
.Residuals

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\T1/txtt/m/n/10 object at 0x7fbce8305870>, <datarobot.insights.residuals.Residu
als

Underfull \hbox (badness 10000) in paragraph at lines 84198--84213
\T1/txtt/m/n/10 object at 0x7fbce8305690>] >>> Residuals.get("672e32de69b0b676c
ed54d9c

Underfull \hbox (badness 10000) in paragraph at lines 84198--84213
\T1/txtt/m/n/10 ", data_slice_id="677ae1249695103ba9feff97") <datarobot.insight
s.

Underfull \hbox (badness 10000) in paragraph at lines 84198--84213
\T1/txtt/m/n/10 residuals.Residuals object at 0x7fbce83057b0> >>> Residuals.get
(

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\T1/txtt/m/n/10 "672e32de69b0b676ced54d9c", data_slice_id="677ae1249695103ba9fe
ff97").

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\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.
[816] [817] [818] [819] [820] [821] [822] [823] [824] [825] [826] [827]
[828] [829]
Underfull \hbox (badness 10000) in paragraph at lines 86293--86295
[]\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.
[830] [831] [832] [833]
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[]\T1/txtt/m/n/10 [ [ True Negative, False Positive ], [ False Negative, True P
ositive
[834] [835] [836] [837] [838]
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[839] [840]
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[]\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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\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 87657--87659
\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 data
robot.enums.

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\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/10 
datarobot.enums.
[841] [842] [843]
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[]\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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\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
[844] [845]
Underfull \hbox (badness 10000) in paragraph at lines 88288--88291
[]\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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\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

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\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 data
robot.enums.

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\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/10 
datarobot.enums.
[846] [847] [848] [849] [850] [851]
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[]\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-

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\T1/qtm/m/n/10 ric to get pair-wise data for. Since `v2.19' this is op-tional a
nd de-faults to

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[]\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 89093--89096
\T1/qtm/m/n/10 de-pen-dence for the data. Since `v2.19' this is op-tional and d
e-faults to
[852] [853] [854] [855] [856] [857] [858] [859] [860]
Underfull \hbox (badness 10000) in paragraph at lines 90210--90213
[]\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 90215--90218
[]\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/
m/n/10 datarobot.Model.

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\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 90288--90294
\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,
[861]
Underfull \hbox (badness 10000) in paragraph at lines 90304--90307
[]\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 90309--90312
[]\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/
m/n/10 datarobot.Model.
[862] [863] [864] [865] [866] [867] [868] [869] [870] [871] [872]
Chapter 39.
[873] [874] [875] [876] [877] [878] [879] [880]
Chapter 40.
[881] [882] [883] [884]
Chapter 41.
[885] [886]
Chapter 42.
[887] [888] [889] [890] [891] [892] [893] [894] [895] [896]
Overfull \vbox (1.64996pt too high) detected at line 94928
[897] [898] [899] [900] [901] [902]
Chapter 43.
[903]
Underfull \hbox (badness 10000) in paragraph at lines 95800--95802
[]\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
[904] [905] [906] [907] [908] [909]
Underfull \hbox (badness 10000) in paragraph at lines 96434--96440
\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 96434--96440
\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 96518--96525
[]\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 96518--96525
\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 96518--96525
\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
[910]
Underfull \hbox (badness 10000) in paragraph at lines 96527--96531
[]\T1/txtt/bx/n/10 include_bias_mitigation_feature_as_predictor_variable
[911] [912]
Underfull \hbox (badness 7888) in paragraph at lines 96757--96764
\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 96757--96764
\T1/txtt/m/n/10 in the repository (this may be extremely slow). If unspecified,


Underfull \hbox (badness 10000) in paragraph at lines 96780--96786
\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 96780--96786
\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.
[913] [914]
Underfull \hbox (badness 10000) in paragraph at lines 96982--96988
\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 96982--96988
\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 97028--97030
[]\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 ,
[915] [916]
Underfull \hbox (badness 10000) in paragraph at lines 97245--97253
[]\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 97245--97253
\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 97245--97253
\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 97245--97253
\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 97245--97253
\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 97245--97253
\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 97245--97253
\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 97245--97253
\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
[917] [918] [919] [920]
Underfull \hbox (badness 10000) in paragraph at lines 97603--97605
[]\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 97642--97645
[]\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
[921]
Underfull \hbox (badness 10000) in paragraph at lines 97697--97699
[]\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
[922]
Underfull \hbox (badness 10000) in paragraph at lines 97762--97768
[]\T1/txtt/bx/n/10 credential_data \T1/qtm/m/n/10 (\T1/txtt/m/n/10 BasicCredent
ialsDataDict | S3CredentialsDataDict |
[923] [924]
Overfull \hbox (0.89392pt too wide) in paragraph at lines 98046--98050
[]\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 ,
[925] [926] [927] [928] [929] [930] [931] [932] [933]
Underfull \hbox (badness 10000) in paragraph at lines 99136--99145
[]\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
[934]
Underfull \hbox (badness 10000) in paragraph at lines 99235--99240
[]\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 99235--99240
[][]\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 99252--99255
\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
[935] [936]
Underfull \hbox (badness 10000) in paragraph at lines 99454--99459
\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
[937]
Underfull \hbox (badness 10000) in paragraph at lines 99632--99637
\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 99632--99637
\T1/qtm/m/n/10 QUEUE_STATUS.INPROGRESS, will re-turn the mod-el-ing jobs that a
re cur-rently
[938]
Underfull \hbox (badness 10000) in paragraph at lines 99677--99682
\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] [940] [941]
Underfull \hbox (badness 10000) in paragraph at lines 100071--100077
[]\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 100071--100077
\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 ,
[942]
Underfull \hbox (badness 10000) in paragraph at lines 100090--100097
[]\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 100090--100097
\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 100090--100097
\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 100099--100103
[]\T1/txtt/bx/n/10 include_bias_mitigation_feature_as_predictor_variable

Overfull \hbox (3.89389pt too wide) in paragraph at lines 100134--100138
[]\T1/txtt/bx/n/10 number_of_incremental_learning_iterations_before_best_model_
selection
[943]
Underfull \hbox (badness 10000) in paragraph at lines 100256--100259
[]\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 100256--100259
\T1/txtt/m/n/10 datarobot.helpers.partitioning_methods.PartitioningMethod \T1/q
tm/m/n/10 that will
[944] [945] [946]
Underfull \hbox (badness 10000) in paragraph at lines 100550--100552
[]\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.
[947] [948] [949]
Underfull \hbox (badness 10000) in paragraph at lines 101051--101058
[]\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 101051--101058
\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 101051--101058
\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
[950] [951]
Underfull \hbox (badness 10000) in paragraph at lines 101259--101265
[]\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 101270--101275
\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
[952] [953]
Underfull \hbox (badness 6364) in paragraph at lines 101474--101477
[]\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
[954]
Underfull \hbox (badness 10000) in paragraph at lines 101545--101551
[]\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 101545--101551
\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 101564--101571
[]\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 101564--101571
\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 101579--101581
[]\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 101583--101585
[]\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
[955]
Underfull \hbox (badness 10000) in paragraph at lines 101628--101632
[]\T1/txtt/bx/n/10 number_of_incremental_learning_iterations_before_best_model_
selection
[956] [957]
Underfull \hbox (badness 10000) in paragraph at lines 102012--102015
[]\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 102022--102025
[]\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 102033--102036
[]\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 102033--102036
\T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe
r mod-els cre-ated by the
[958] [959]
Underfull \hbox (badness 6927) in paragraph at lines 102150--102153
[]\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
[960]
Underfull \hbox (badness 10000) in paragraph at lines 102324--102329
[]\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 ,
[961] [962]
Underfull \hbox (badness 10000) in paragraph at lines 102466--102468
[]\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 102545--102548
[]\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 102545--102548
\T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe
r mod-els cre-ated by the
[963] [964]
Underfull \hbox (badness 6927) in paragraph at lines 102718--102721
[]\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
[965] [966] [967] [968] [969]
Underfull \hbox (badness 10000) in paragraph at lines 103365--103368
[]\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 103365--103368
\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.
[970] [971]
Underfull \hbox (badness 5741) in paragraph at lines 103584--103592
\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
[972] [973] [974] [975] [976] [977] [978] [979] [980]
Underfull \hbox (badness 10000) in paragraph at lines 104833--104835
[]\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
[981] [982] [983] [984] [985] [986] [987] [988]
Chapter 44.
[989]
Underfull \vbox (badness 10000) detected at line 105753
[990]
Underfull \hbox (badness 10000) in paragraph at lines 105834--105838
[]\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 105834--105838
\T1/qtm/m/n/10 be present if \T1/txtt/m/n/10 explanation_algorithm \T1/qtm/m/n/
10 was set to
[991] [992] [993] [994]
Chapter 45.
[995] [996]
Underfull \hbox (badness 7099) in paragraph at lines 106528--106531
[]\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 ,
[997]
Underfull \hbox (badness 7099) in paragraph at lines 106570--106573
[]\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 ,
[998] [999] [1000] [1001] [1002]
Chapter 46.

Underfull \hbox (badness 6978) in paragraph at lines 107038--107040
\T1/txtt/m/n/10 LLMBlueprint <datarobot.models.genai.LLMBlueprint \T1/qtm/m/n/1
0 llm_setting pa-ram-e-ter now
[1003]
Underfull \hbox (badness 10000) in paragraph at lines 107052--107055
[]\T1/qtm/m/n/10 Added sup-port for ex-ter-nal OAuth provider cre-den-tials, in
-clud-ing the new \T1/txtt/m/n/10 CredentialTypes.

Underfull \hbox (badness 10000) in paragraph at lines 107052--107055
\T1/txtt/m/n/10 EXTERNAL_OAUTH_PROVIDER \T1/qtm/m/n/10 enum value and the cre-a
tion helper :meth:\T1/txtt/m/n/10 Credential.

Underfull \hbox (badness 10000) in paragraph at lines 107052--107055
\T1/txtt/m/n/10 create_external_oauth_provider<datarobot.models.credential.Cred
ential.
[1004]
Underfull \hbox (badness 10000) in paragraph at lines 107171--107173
[]\T1/qtm/m/n/10 Up-dated [][]\T1/txtt/m/sl/10 MetricInsights.list[][] \T1/qtm/
m/n/10 to add ad-di-tional pa-ram-e-ters \T1/txtt/m/n/10 with_aggregation_types
_only\T1/qtm/m/n/10 ,

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[]\T1/qtm/m/n/10 Made \T1/txtt/m/n/10 variables \T1/qtm/m/n/10 pa-ram-e-ter op-
tional in [][]\T1/txtt/m/sl/10 PromptTemplateVersion.create[][] \T1/qtm/m/n/10 
and [][]\T1/txtt/m/sl/10 PromptTemplate.

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[]\T1/qtm/m/n/10 Added op-tional \T1/txtt/m/n/10 trace_id \T1/qtm/m/n/10 and \T
1/txtt/m/n/10 span_id \T1/qtm/m/n/10 to \T1/txtt/m/n/10 OtelLogEntry <datarobot
.models.otel.logs.
[1005]
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[]\T1/qtm/m/n/10 Im-proved doc-u-men-ta-tion for recipe cre-ation meth-ods [][]
\T1/txtt/m/sl/10 Recipe.from_dataset[][] \T1/qtm/m/n/10 and [][]\T1/txtt/m/sl/1
0 Recipe.

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[]\T1/qtm/m/n/10 Im-proved doc-u-men-ta-tion for the recipe in-put wrap-per cla
sses [][]\T1/txtt/m/sl/10 RecipeDatasetInput[][] \T1/qtm/m/n/10 and
[1006]
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[]\T1/qtm/m/n/10 Up-dated \T1/txtt/m/n/10 CustomTemplate.list \T1/qtm/m/n/10 to
 ac-cept ad-di-tional pa-ram-e-ters for \T1/txtt/m/n/10 publisher\T1/qtm/m/n/10
 , \T1/txtt/m/n/10 category\T1/qtm/m/n/10 , and

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[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ters \T1/txtt/m/n/10 retrieval_mode \
T1/qtm/m/n/10 and \T1/txtt/m/n/10 maximal_marginal_relevance_lambda \T1/qtm/m/n
/10 to
[1007]
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[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ters \T1/txtt/m/n/10 vector_database_
default_prediction_server_id\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 107506--107508
\T1/txtt/m/n/10 vector_database_prediction_environment_id\T1/qtm/m/n/10 , \T1/t
xtt/m/n/10 vector_database_maximum_memory\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 107506--107508
\T1/txtt/m/n/10 vector_database_resource_bundle_id\T1/qtm/m/n/10 , \T1/txtt/m/n
/10 vector_database_replicas\T1/qtm/m/n/10 , and

Underfull \hbox (badness 10000) in paragraph at lines 107506--107508
\T1/txtt/m/n/10 vector_database_network_egress_policy \T1/qtm/m/n/10 to [][]\T1
/txtt/m/sl/10 LLMBlueprint.register_custom_model[][] \T1/qtm/m/n/10 to al-low
[1008]
Overfull \hbox (1.74904pt too wide) in paragraph at lines 107653--107655
[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ter \T1/txtt/m/n/10 chunk_definition_
id \T1/qtm/m/n/10 in [][]\T1/txtt/m/sl/10 Model.start_incremental_learning_from
_sample[][]
[1009]
Underfull \hbox (badness 10000) in paragraph at lines 107702--107704
[]\T1/qtm/m/n/10 Ex-tended [][]\T1/txtt/m/sl/10 VectorDatabase.create[][] \T1/q
tm/m/n/10 to sup-port an ad-di-tional meta-data dataset via in-put params

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[]\T1/qtm/m/n/10 Fixed [][]\T1/txtt/m/sl/10 PlaygroundOOTBMetricConfiguration.c
reate[][] \T1/qtm/m/n/10 by us-ing the right pay-load for

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[]\T1/txtt/m/n/10 Deployment.create_from_learning_model <datarobot.models.deplo
yment.Deployment.

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\T1/txtt/m/n/10 RegisteredModelVersion.create_for_leaderboard_item <datarobot.m
odels.model_registry.

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\T1/txtt/m/n/10 registered_model_version.RegisteredModelVersion.create_for_lead
erboard_item>\T1/qtm/m/n/10 , then

Underfull \hbox (badness 10000) in paragraph at lines 107760--107762
\T1/qtm/m/n/10 cre-ate a de-ploy-ment with \T1/txtt/m/n/10 Deployment.create_fr
om_registered_model_version <datarobot.
[1010] [1011]
Underfull \hbox (badness 10000) in paragraph at lines 107914--107916
[]\T1/qtm/m/n/10 Added new at-tributes \T1/txtt/m/n/10 prediction_point\T1/qtm/
m/n/10 , \T1/txtt/m/n/10 relationships_configuration_id \T1/qtm/m/n/10 and

Underfull \hbox (badness 10000) in paragraph at lines 107962--107964
[]\T1/qtm/m/n/10 Ex-tended the ad-vanced op-tions avail-able when set-ting a ta
r-get to in-clude pa-ram-e-ter: `fea-

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[]\T1/qtm/m/n/10 Added \T1/txtt/m/n/10 NonChatAwareCustomModelValidation \T1/qt
m/m/n/10 as the base class for

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[][]\T1/txtt/m/sl/10 CustomModelVectorDatabaseValidation[][] \T1/qtm/m/n/10 and
 \T1/txtt/m/n/10 CustomModelEmbeddingValidation\T1/qtm/m/n/10 . In con-trast,

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[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ter \T1/txtt/m/n/10 chat_model_id \T1
/qtm/m/n/10 to [][]\T1/txtt/m/sl/10 CustomModelLLMValidation.create[][] \T1/qtm
/m/n/10 and
[1012]
Underfull \hbox (badness 10000) in paragraph at lines 108049--108051
[]\T1/qtm/m/n/10 Fixed a Use Case query pa-ram-e-ter name in \T1/txtt/m/n/10 Cu
stomModelLLMValidation.list\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 108062--108064
[]\T1/qtm/m/n/10 Method [][]\T1/txtt/m/sl/10 CustomModelLLMValidation.create[][
] \T1/qtm/m/n/10 no longer re-quires the \T1/txtt/m/n/10 prompt_column_name \T1
/qtm/m/n/10 and
[1013] [1014] [1015]
Underfull \hbox (badness 10000) in paragraph at lines 108428--108432
[]\T1/qtm/m/n/10 Add new at-tributes to [][]\T1/txtt/m/sl/10 VectorDatabase[][]
\T1/qtm/m/n/10 : \T1/txtt/m/n/10 parent_id\T1/qtm/m/n/10 , \T1/txtt/m/n/10 fami
ly_id\T1/qtm/m/n/10 , \T1/txtt/m/n/10 metadata_columns\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 108428--108432
\T1/txtt/m/n/10 added_dataset_ids\T1/qtm/m/n/10 , \T1/txtt/m/n/10 added_dataset
_names\T1/qtm/m/n/10 , and\TS1/qtm/m/n/10 `\T1/qtm/m/n/10 version\TS1/qtm/m/n/1
0 `\T1/qtm/m/n/10 . [][]\T1/txtt/m/sl/10 VectorDatabase.

Underfull \hbox (badness 5578) in paragraph at lines 108428--108432
\T1/txtt/m/sl/10 get_supported_retrieval_settings[][] \T1/qtm/m/n/10 to re-trie
ve sup-ported re-trieval set-tings. [][]\T1/txtt/m/sl/10 VectorDatabase.
[1016]
Underfull \hbox (badness 10000) in paragraph at lines 108477--108479
[]\T1/qtm/m/n/10 Up-dated the schema for [][]\T1/txtt/m/sl/10 EvaluationDataset
MetricAggregation[][] \T1/qtm/m/n/10 to in-clude the new at-tributes

Underfull \hbox (badness 10000) in paragraph at lines 108555--108557
[]\T1/qtm/m/n/10 Added the pa-ram-e-ter \T1/txtt/m/n/10 base_path \T1/qtm/m/n/1
0 to [][]\T1/txtt/m/sl/10 get_encoded_file_contents_from_paths[][] \T1/qtm/m/n/
10 and
[1017]
Underfull \hbox (badness 10000) in paragraph at lines 108564--108571
[]\T1/qtm/m/n/10 Fixed field in [][]\T1/txtt/m/sl/10 CustomTaskVersion[][] \T1/
qtm/m/n/10 for con-trol-ling net-work poli-cies. This is changed from

Underfull \hbox (badness 10000) in paragraph at lines 108591--108593
[]\T1/qtm/m/n/10 Dep-re-cated [][]\T1/txtt/m/sl/10 Model.request_fairness_insig
hts[][]\T1/qtm/m/n/10 . Please use [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 108611--108613
[]\T1/qtm/m/n/10 Re-named \T1/txtt/m/n/10 datarobot.enums.CustomTaskOutgoingNet
workPolicy \T1/qtm/m/n/10 to [][]\T1/txtt/m/sl/10 datarobot.enums.
[1018]
Overfull \hbox (27.38004pt too wide) in paragraph at lines 108673--108675
[]\T1/qtm/m/n/10 Up-dated the de-scrip-tion for the pa-ram-e-ter: `num-ber_of_i
ncremental_learning_iterations_before_best_model_selection'

Underfull \hbox (badness 10000) in paragraph at lines 108690--108700
\T1/qtm/m/n/10 -\T1/txtt/m/n/10 DatasetInfo \T1/qtm/m/n/10 -\T1/txtt/m/n/10 Dyn
amicDatasetProps \T1/qtm/m/n/10 -\T1/txtt/m/n/10 RowsChunkDefinition \T1/qtm/m/
n/10 -\T1/txtt/m/n/10 FeaturesChunkDefinition \T1/qtm/m/n/10 -

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[]\T1/qtm/m/n/10 Added new method \T1/txtt/m/n/10 update \T1/qtm/m/n/10 to {cla
ss}\TS1/qtm/m/n/10 `\T1/qtm/m/n/10 ChunkDefinition <datarobot._experimental.mod
els.chunking_service_v2.ChunkDefinition> 

Underfull \hbox (badness 10000) in paragraph at lines 108710--108713
[]\T1/txtt/m/n/10 datarobot._experimental.models.time_series_wrangling_template
.user_flow_template

Underfull \hbox (badness 10000) in paragraph at lines 108749--108753
[]\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 108749--108753
\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 108771--108775
[][]\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 108771--108775
[][]\T1/txtt/m/sl/10 HostedCustomMetricBlueprint.create[][] \T1/qtm/m/n/10 to c
re-ate a hosted cus-tom met-ric blueprint.
[1019]
Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 EvaluationDatasetConfigurati
on <datarobot._experimental.models.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 genai.evaluation_dataset_configuration.EvaluationDatasetConfigu
ration> \T1/qtm/m/n/10 for con-fig-u-ra-

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 models.genai.evaluation_dataset_configuration.EvaluationDataset
Configuration.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\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 108796--108803
\T1/txtt/m/n/10 list <datarobot._experimental.models.genai.evaluation_dataset_c
onfiguration.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 EvaluationDatasetConfiguration.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 108796--108803
\T1/qtm/m/n/10 a Use Case. \T1/txtt/m/n/10 EvaluationDatasetConfiguration.creat
e <datarobot._experimental.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 models.genai.evaluation_dataset_configuration.EvaluationDataset
Configuration.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 create> \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 108796--108803
\T1/txtt/m/n/10 update <datarobot._experimental.models.genai.evaluation_dataset
_configuration.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 EvaluationDatasetConfiguration.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 108796--108803
\T1/txtt/m/n/10 EvaluationDatasetConfiguration.delete <datarobot._experimental.
models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 108796--108803
\T1/txtt/m/n/10 evaluation_dataset_configuration.EvaluationDatasetConfiguration
.delete> \T1/qtm/m/n/10 to delete an

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 genai.evaluation_dataset_metric_aggregation.EvaluationDatasetMe
tricAggregation>

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\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 108805--108810
\T1/txtt/m/n/10 <datarobot._experimental.models.genai.evaluation_dataset_metric
_aggregation.

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 EvaluationDatasetMetricAggregation.list> \T1/qtm/m/n/10 to get 
the met-ric ag-gre-ga-tion re-sults.

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 EvaluationDatasetMetricAggregation.create <datarobot._experimen
tal.models.

Underfull \hbox (badness 10000) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 genai.evaluation_dataset_metric_aggregation.EvaluationDatasetMe
tricAggregation.

Underfull \hbox (badness 5345) in paragraph at lines 108805--108810
\T1/txtt/m/n/10 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 108805--108810
\T1/txtt/m/n/10 <datarobot._experimental.models.genai.evaluation_dataset_metric
_aggregation.

Underfull \hbox (badness 10000) in paragraph at lines 108812--108815
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 SyntheticEvaluationDataset <
datarobot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 SidecarModelMetricValidation
 <datarobot._experimental.models.

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/txtt/m/n/10 genai.sidecar_model_metric.SidecarModelMetricValidation> \T1/qt
m/m/n/10 for side-car model met-ric val-i-

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/qtm/m/n/10 da-tions. \T1/txtt/m/n/10 SidecarModelMetricValidation.create <d
atarobot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/txtt/m/n/10 sidecar_model_metric.SidecarModelMetricValidation.create> \T1/q
tm/m/n/10 to cre-ate a side-car model

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/qtm/m/n/10 met-ric val-i-da-tion. \T1/txtt/m/n/10 SidecarModelMetricValidat
ion.list <datarobot._experimental.models.

Underfull \hbox (badness 10000) in paragraph at lines 108817--108825
\T1/qtm/m/n/10 val-i-da-tions. \T1/txtt/m/n/10 SidecarModelMetricValidation.get
 <datarobot._experimental.models.genai.

Underfull \hbox (badness 5050) in paragraph at lines 108817--108825
\T1/qtm/m/n/10 tion. \T1/txtt/m/n/10 SidecarModelMetricValidation.revalidate <d
atarobot._experimental.models.genai.
[1020]
Underfull \hbox (badness 10000) in paragraph at lines 108914--108916
[]\T1/qtm/m/n/10 Im-ple-mented sup-port for \T1/txtt/m/n/10 dr[]connector[]v1 \
T1/qtm/m/n/10 to \T1/txtt/m/n/10 DataStore <datarobot.models.DataStore> \T1/qtm
/m/n/10 and

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[]\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
[1021]
Underfull \hbox (badness 10000) in paragraph at lines 109012--109016
[]\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:
[1022]
Underfull \hbox (badness 10000) in paragraph at lines 109092--109094
[][][]\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
[1023]
Underfull \hbox (badness 10000) in paragraph at lines 109169--109172
[]\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 109169--109172
\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 109230--109232
[]\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.
[1024]
Underfull \hbox (badness 10000) in paragraph at lines 109307--109309
[]\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 109311--109315
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 PromptTrace <datarobot._expe
rimental.models.genai.prompt_trace.

Underfull \hbox (badness 10000) in paragraph at lines 109311--109315
\T1/txtt/m/n/10 list <datarobot._experimental.models.genai.prompt_trace.PromptT
race.list> \T1/qtm/m/n/10 to list

Underfull \hbox (badness 10000) in paragraph at lines 109311--109315
\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 109317--109320
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 InsightsConfiguration <datar
obot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 109322--109326
\T1/txtt/m/n/10 models.genai.insights_configuration.Insights.get> \T1/qtm/m/n/1
0 to get the cur-rent in-sights con-fig-

Underfull \hbox (badness 10000) in paragraph at lines 109322--109326
\T1/qtm/m/n/10 u-ra-tion for a play-ground. \T1/txtt/m/n/10 Insights.create <da
tarobot._experimental.models.genai.
[1025]
Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/txtt/m/n/10 models.genai.cost_metric_configurations.CostMetricConfiguration
.get> \T1/qtm/m/n/10 to get the cost

Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/qtm/m/n/10 met-ric con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfigurati
on.create <datarobot._experimental.models.

Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/qtm/m/n/10 con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfiguration.updat
e <datarobot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/txtt/m/n/10 cost_metric_configurations.CostMetricConfiguration.update> \T1/
qtm/m/n/10 to up-date the cost met-ric

Underfull \hbox (badness 10000) in paragraph at lines 109328--109334
\T1/qtm/m/n/10 con-fig-u-ra-tion. \T1/txtt/m/n/10 CostMetricConfiguration.delet
e <datarobot._experimental.models.genai.

Underfull \hbox (badness 10000) in paragraph at lines 109336--109338
[]\T1/qtm/m/n/10 Added a new class \T1/txtt/m/n/10 LLMCostConfiguration <dataro
bot._experimental.models.genai.
[1026]
Underfull \hbox (badness 10000) in paragraph at lines 109494--109496
[]\T1/qtm/m/n/10 Added \T1/txtt/m/n/10 custom_model_embedding_validations \T1/q
tm/m/n/10 to \T1/txtt/m/n/10 SupportedEmbeddings <datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 109498--109500
[]\T1/qtm/m/n/10 Added \T1/txtt/m/n/10 embedding_validation_id \T1/qtm/m/n/10 a
nd \T1/txtt/m/n/10 is_separator_regex \T1/qtm/m/n/10 to \T1/txtt/m/n/10 VectorD
atabase <datarobot.
[1027]
Underfull \hbox (badness 10000) in paragraph at lines 109532--109534
[]\T1/qtm/m/n/10 Added op-tional pa-ram-e-ter, \T1/txtt/m/n/10 feedback_result\
T1/qtm/m/n/10 , to \T1/txtt/m/n/10 ComparisonPrompt.update <datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 109532--109534
\T1/txtt/m/n/10 _experimental.models.genai.comparison_prompt.ComparisonPrompt.u
pdate>\T1/qtm/m/n/10 , to up-date a

Underfull \hbox (badness 10000) in paragraph at lines 109600--109602
[]\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.
[1028]
Underfull \hbox (badness 10000) in paragraph at lines 109687--109693
\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 109687--109693
[][]\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 109687--109693
\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 109687--109693
\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.
[1029]
Underfull \hbox (badness 10000) in paragraph at lines 109730--109732
[]\T1/qtm/m/n/10 Added method meth:\T1/txtt/m/n/10 Deployment.get_predictions_v
s_actuals_over_time <datarobot.models.

Underfull \hbox (badness 10000) in paragraph at lines 109765--109767
\T1/qtm/m/n/10 All in-ter-ac-tions with \T1/txtt/m/n/10 Project.advanced_option
s \T1/qtm/m/n/10 should be ex-pected to be through the
[1030]
Underfull \hbox (badness 10000) in paragraph at lines 109870--109876
\T1/txtt/m/sl/10 run[][] [][]BatchMonitoringJob.get_status[][] [][]BatchMonitor
ingJob.cancel[][] [][]BatchMonitoringJob.
[1031]
Underfull \hbox (badness 10000) in paragraph at lines 109936--109945
\T1/qtm/m/n/10 and run_once [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.l
ist[][] [][]BatchMonitoringJobDefinition.

Underfull \hbox (badness 10000) in paragraph at lines 109936--109945
\T1/txtt/m/sl/10 get[][] [][]BatchMonitoringJobDefinition.create[][] [][]BatchM
onitoringJobDefinition.update[][]

Underfull \hbox (badness 10000) in paragraph at lines 109936--109945
[][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.delete[][] [][]BatchMonitorin
gJobDefinition.run_on_schedule[][]

Underfull \hbox (badness 10000) in paragraph at lines 109958--109971
\T1/txtt/m/sl/10 create_from_url[][] [][]Dataset.create_from_data_source[][] []
[]Dataset.create_from_query_generator[][]

Underfull \hbox (badness 10000) in paragraph at lines 109958--109971
[][]\T1/txtt/m/sl/10 Dataset.create_project[][] [][]Project.create[][] [][]Proj
ect.create_from_data_source[][] [][]Project.

Underfull \hbox (badness 10000) in paragraph at lines 109958--109971
\T1/txtt/m/sl/10 create_from_dataset[][] [][]Project.create_segmented_project_f
rom_clustering_model[][] [][]Project.

Underfull \hbox (badness 10000) in paragraph at lines 109999--110001
[]\T1/qtm/m/n/10 If the user con-fig-ures the client via \T1/txtt/m/n/10 Client
(...)\T1/qtm/m/n/10 , then in-voke \T1/txtt/m/n/10 Client(...,

Underfull \hbox (badness 10000) in paragraph at lines 110003--110005
[]\T1/qtm/m/n/10 If the user con-fig-ures the client via dr.config.yaml, then a
dd the prop-erty

Underfull \hbox (badness 10000) in paragraph at lines 110007--110009
[]\T1/qtm/m/n/10 If the user con-fig-ures the client via env vars, then set the
 env var

Underfull \hbox (badness 10000) in paragraph at lines 110016--110018
[]\T1/qtm/m/n/10 Added method meth:\T1/txtt/m/n/10 Deployment.get_predictions_o
ver_time <datarobot.models.Deployment.
[1032]
Underfull \hbox (badness 10000) in paragraph at lines 110058--110073
\T1/txtt/m/sl/10 request_feature_effect[][] [][]Model.get_or_request_feature_ef
fect[][] [][]Model.get_lift_chart[][]

Underfull \hbox (badness 10000) in paragraph at lines 110058--110073
[][]\T1/txtt/m/sl/10 Model.get_all_lift_charts[][] [][]Model.get_residuals_char
t[][] [][]Model.get_all_residuals_charts[][]

Underfull \hbox (badness 10000) in paragraph at lines 110058--110073
[][]\T1/txtt/m/sl/10 Model.request_lift_chart[][] [][]Model.request_residuals_c
hart[][] [][]Model.get_roc_curve[][] [][]Model.

Underfull \hbox (badness 10000) in paragraph at lines 110103--110105
[]\T1/qtm/m/n/10 Added new method for re-triev-ing all avail-able fea-ture im-p
acts for the model [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 110127--110129
\T1/txtt/m/sl/10 PredictionExplanations.get_all_as_dataframe()[][] \T1/qtm/m/n/
10 and [][]\T1/txtt/m/sl/10 datarobot.PredictionExplanations.
[1033]
Underfull \hbox (badness 10000) in paragraph at lines 110255--110258
[]\T1/txtt/m/n/10 DatetimeModel.get_feature_fit_metadata \T1/qtm/m/n/10 has bee
n re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel.

Underfull \hbox (badness 10000) in paragraph at lines 110265--110268
[]\T1/txtt/m/n/10 DatetimeModel.request_feature_fit \T1/qtm/m/n/10 has been re-
moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel.
[1034]
Underfull \hbox (badness 10000) in paragraph at lines 110280--110283
[]\T1/txtt/m/n/10 Model.get_or_request_feature_fit \T1/qtm/m/n/10 has been re-m
oved. Use [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 110285--110288
[]\T1/txtt/m/n/10 DatetimeModel.get_or_request_feature_fit \T1/qtm/m/n/10 has b
een re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel.

Underfull \hbox (badness 10000) in paragraph at lines 110295--110298
[]\T1/qtm/m/n/10 Dep-re-cated the fol-low-ing meth-ods for re-triev-ing [][]\T1
/txtt/m/sl/10 SharingAccess[][] \T1/qtm/m/n/10 in-for-ma-tion. - \T1/txtt/m/n/1
0 DataStore.
[1035]
Underfull \hbox (badness 10000) in paragraph at lines 110437--110441
[]\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 BatchPredictionJob.app
ly_time_series_data_prep_and_score[][] \T1/qtm/m/n/10 and

Underfull \hbox (badness 7221) in paragraph at lines 110437--110441
[][]\T1/txtt/m/sl/10 BatchPredictionJob.apply_time_series_data_prep_and_score_t
o_file[][] \T1/qtm/m/n/10 that ap-ply time se-ries

Underfull \hbox (badness 10000) in paragraph at lines 110443--110448
[]\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 DataEngineQueryGenerat
or.prepare_prediction_dataset[][] \T1/qtm/m/n/10 and

Underfull \hbox (badness 7308) in paragraph at lines 110443--110448
[][]\T1/txtt/m/sl/10 DataEngineQueryGenerator.prepare_prediction_dataset_from_c
atalog[][] \T1/qtm/m/n/10 that ap-ply time se-ries

Underfull \hbox (badness 10000) in paragraph at lines 110474--110478
[]\T1/qtm/m/n/10 Added two new meth-ods to the Im-ageAug-men-ta-tion-List class
: \T1/txtt/m/n/10 ImageAugmentationList.list\T1/qtm/m/n/10 ,
[1036]
Underfull \hbox (badness 10000) in paragraph at lines 110545--110547
[]\T1/qtm/m/n/10 Up-date the doc-u-men-ta-tion to sug-gest that set-ting \T1/tx
tt/m/n/10 use_backtest_start_end_format \T1/qtm/m/n/10 of
[1037] [1038]
Underfull \hbox (badness 10000) in paragraph at lines 110814--110817
[]\T1/qtm/m/n/10 Added sup-port for cre-at-ing mono-tonic fea-ture lists for ti
me se-ries projects. Set

Underfull \hbox (badness 10000) in paragraph at lines 110819--110821
[]\T1/qtm/m/n/10 Added in-for-ma-tion about ver-tex to ad-vanced tun-ing pa-ram
-e-ters [][]\T1/txtt/m/sl/10 datarobot.models.Model.
[1039]
Underfull \hbox (badness 10000) in paragraph at lines 110902--110904
[][][]\T1/txtt/m/sl/10 CustomModelVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 
required_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use

Underfull \hbox (badness 10000) in paragraph at lines 110906--110908
[][][]\T1/txtt/m/sl/10 CustomTaskVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 r
equired_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use

Underfull \hbox (badness 6364) in paragraph at lines 110938--110940
[]\T1/qtm/m/n/10 The [][]\T1/txtt/m/sl/10 Deployment[][] \T1/qtm/m/n/10 method 
\T1/txtt/m/n/10 create_from_custom_model_image \T1/qtm/m/n/10 was re-moved. Use
 [][]\T1/txtt/m/sl/10 Deployment.
[1040]
Underfull \hbox (badness 10000) in paragraph at lines 110990--110995
[]\T1/qtm/m/n/10 Added ex-per-i-men-tal sup-port to re-trieve doc-u-ment text e
x-trac-tion sam-ples us-

Underfull \hbox (badness 10000) in paragraph at lines 110990--110995
\T1/qtm/m/n/10 ing: - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSample[][] \T1
/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSamplePage[][] \T1/qtm
/m/n/10 -

Underfull \hbox (badness 10000) in paragraph at lines 111032--111039
[]\T1/qtm/m/n/10 Added sup-port to pass cal-cu-la-tion mode to pre-dic-tion ex-
pla-na-tions (\T1/txtt/m/n/10 mode \T1/qtm/m/n/10 pa-ram-e-ter in

Underfull \hbox (badness 10000) in paragraph at lines 111032--111039
[][]\T1/txtt/m/sl/10 PredictionExplanations.create[][]\T1/qtm/m/n/10 ) as well 
as batch scor-ing (\T1/txtt/m/n/10 explanations_mode \T1/qtm/m/n/10 in
[1041]
Underfull \hbox (badness 10000) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.apply_bias_mitigation[][] \T1/qtm
/m/n/10 - [][]\T1/txtt/m/sl/10 Project.request_bias_mitigation_feature_info[][]


Underfull \hbox (badness 10000) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.get_bias_mitigation_feature_info[
][] \T1/qtm/m/n/10 and by adding new bias mit-

Underfull \hbox (badness 10000) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 i-ga-tion params - bias_mitigation_feature_name - bias_mitigatio
n_technique - in-

Underfull \hbox (badness 10000) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 clude_bias_mitigation_feature_as_predictor_variable to the ex-is
t-ing method - [][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 and

Underfull \hbox (badness 7256) in paragraph at lines 111083--111096
\T1/qtm/m/n/10 by adding this enum to sup-ply params to some of the above func-
tion-al-ity \T1/txtt/m/n/10 datarobot.enums.
[1042]
Underfull \hbox (badness 10000) in paragraph at lines 111209--111211
[]\T1/qtm/m/n/10 Up-date the doc-u-men-ta-tion to sug-gest that \T1/txtt/m/n/10
 feature_derivation_window_end \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobot
.

Underfull \hbox (badness 10000) in paragraph at lines 111227--111230
[]\T1/qtm/m/n/10 Added the abil-ity to turn off su-per-vised fea-ture re-duc-ti
on for Time Se-ries projects. Op-tion
[1043] [1044]
Underfull \hbox (badness 10000) in paragraph at lines 111453--111455
[]\T1/txtt/m/n/10 DatetimeModel.get_feature_fit <datarobot.models.DatetimeModel
.

Underfull \hbox (badness 10000) in paragraph at lines 111479--111482
[]\T1/qtm/m/n/10 Dep-re-cat-ing sca-le-out pa-ram-e-ters for projects / mod-els
. In-cludes \T1/txtt/m/n/10 scaleout_modeling_mode\T1/qtm/m/n/10 ,
[1045]
Underfull \hbox (badness 6268) in paragraph at lines 111580--111583
[]\T1/qtm/m/n/10 Added the abil-ity to up-load a pre-dic-tion dataset into a pr
oject from the AI cat-a-log [][]\T1/txtt/m/sl/10 Project.

Underfull \hbox (badness 10000) in paragraph at lines 111615--111619
[]\T1/qtm/m/n/10 Added the abil-ity to con-trol class map-ping ag-gre-ga-tion i
n mul-ti-class projects via

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
[]\T1/qtm/m/n/10 Added the abil-ity to com-pute and re-trieve Fea-ture Ef-fects
 for a Mul-ti-class model us-

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
\T1/qtm/m/n/10 ing [][]\T1/txtt/m/sl/10 datarobot.models.Model.request_feature_
effects_multiclass()[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
\T1/txtt/m/sl/10 models.Model.get_feature_effects_multiclass()[][] \T1/qtm/m/n/
10 or [][]\T1/txtt/m/sl/10 datarobot.models.Model.

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
\T1/txtt/m/sl/10 get_or_request_feature_effects_multiclass()[][] \T1/qtm/m/n/10
 meth-ods. For date-time mod-els use fol-low-

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
\T1/qtm/m/n/10 ing meth-ods [][]\T1/txtt/m/sl/10 datarobot.models.DatetimeModel
.request_feature_effects_multiclass()[][]\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 111625--111633
[][]\T1/txtt/m/sl/10 datarobot.models.DatetimeModel.get_feature_effects_multicl
ass()[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 datarobot.models.
[1046]
Underfull \hbox (badness 10000) in paragraph at lines 111775--111778
[]\T1/qtm/m/n/10 fix [][]\T1/txtt/m/sl/10 datarobot.CustomTaskVersion[][] \T1/q
tm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.CustomModelVersion[][] \T1/qtm/m/n
/10 to cor-rectly for-mat
[1047]
Underfull \hbox (badness 10000) in paragraph at lines 111851--111854
[]\T1/qtm/m/n/10 Added the abil-ity to re-quest a spe-cific model be pre-pared 
for de-ploy-ment us-ing [][]\T1/txtt/m/sl/10 Project.
[1048] [1049]
Underfull \hbox (badness 10000) in paragraph at lines 112092--112095
[]\T1/qtm/m/n/10 The \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 prop-erty
 of [][]\T1/txtt/m/sl/10 datarobot.CustomModelVersion[][] \T1/qtm/m/n/10 has be
en dep-re-cated.

Underfull \hbox (badness 10000) in paragraph at lines 112097--112100
[]\T1/qtm/m/n/10 The \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 prop-erty
 of [][]\T1/txtt/m/sl/10 datarobot.CustomTaskVersion[][] \T1/qtm/m/n/10 has bee
n dep-re-cated.
[1050]
Underfull \hbox (badness 7907) in paragraph at lines 112268--112273
[]\T1/qtm/m/n/10 Sup-port for Batch Pre-dic-tion Job Def-i-ni-tions has now bee
n added through the fol-low-ing class:

Underfull \hbox (badness 10000) in paragraph at lines 112310--112313
[]\T1/qtm/m/n/10 Added method to down-load fea-ture dis-cov-ery recipe SQLs (li
m-ited beta fea-ture). [][]\T1/txtt/m/sl/10 Project.
[1051]
Underfull \hbox (badness 10000) in paragraph at lines 112386--112391
[]\T1/qtm/m/n/10 Par-tial his-tory pre-dic-tions can be made with time se-ries 
time se-ries mul-ti-series mod-els us-

Underfull \hbox (badness 10000) in paragraph at lines 112386--112391
\T1/qtm/m/n/10 ing the \T1/txtt/m/n/10 allow_partial_history_time_series_predic
tions \T1/qtm/m/n/10 at-tribute of the [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 112411--112419
[][]\T1/txtt/m/sl/10 PairwiseJointProbabilities[][] \T1/qtm/m/n/10 and [][]\T1/
txtt/m/sl/10 PairwiseConditionalProbabilities[][] \T1/qtm/m/n/10 or [][]\T1/txt
t/m/sl/10 Feature.

Underfull \hbox (badness 10000) in paragraph at lines 112411--112419
\T1/txtt/m/sl/10 get_pairwise_correlations[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/s
l/10 Feature.get_pairwise_joint_probabilities[][] \T1/qtm/m/n/10 and [][]\T1/tx
tt/m/sl/10 Feature.
[1052]
Underfull \hbox (badness 10000) in paragraph at lines 112487--112490
[]\T1/qtm/m/n/10 Sup-port for down-load-ing fea-ture dis-cov-ery train-ing or p
re-dic-tion dataset us-ing [][]\T1/txtt/m/sl/10 Project.

Underfull \hbox (badness 10000) in paragraph at lines 112492--112498
[]\T1/qtm/m/n/10 Added [][]\T1/txtt/m/sl/10 datarobot.models.FeatureAssociation
Matrix[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 datarobot.models.

Underfull \hbox (badness 10000) in paragraph at lines 112492--112498
\T1/txtt/m/sl/10 FeatureAssociationMatrixDetails[][] \T1/qtm/m/n/10 and [][]\T1
/txtt/m/sl/10 datarobot.models.FeatureAssociationFeaturelists[][]

Underfull \hbox (badness 10000) in paragraph at lines 112522--112529
[]\T1/qtm/m/n/10 Re-move \T1/txtt/m/n/10 desired_memory \T1/qtm/m/n/10 param fr
om the fol-low-ing meth-ods: [][]\T1/txtt/m/sl/10 CustomInferenceModel.

Underfull \hbox (badness 10000) in paragraph at lines 112522--112529
\T1/txtt/m/sl/10 create[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 CustomModelVer
sion.create_clean[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 CustomModelVersion.c
reate_from_previous[][]\T1/qtm/m/n/10 ,
[1053]
Underfull \hbox (badness 8170) in paragraph at lines 112658--112661
[]\T1/qtm/m/n/10 Fea-ture dis-cov-ery projects can now be cre-ated us-ing the [
][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 method by pro-vid-ing

Underfull \hbox (badness 10000) in paragraph at lines 112663--112666
\T1/txtt/m/sl/10 get[][] \T1/qtm/m/n/10 Cor-re-spond-ing fea-ture lin-eage id i
s avail-able as a new [][]\T1/txtt/m/sl/10 datarobot.models.Feature[][] \T1/qtm
/m/n/10 field
[1054]
Underfull \hbox (badness 10000) in paragraph at lines 112746--112751
[]\T1/qtm/m/n/10 New \T1/txtt/m/n/10 sampling_method \T1/qtm/m/n/10 param in []
[]\T1/txtt/m/sl/10 Model.train_datetime[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/1
0 Project.train_datetime[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 112771--112773
[]\T1/qtm/m/n/10 Class \T1/txtt/m/n/10 FeatureEngineeringGraph \T1/qtm/m/n/10 h
as been re-moved. Use [][]\T1/txtt/m/sl/10 datarobot.models.
[1055]
Underfull \hbox (badness 10000) in paragraph at lines 112850--112854
[]\T1/qtm/m/n/10 Added sup-port for Cus-tom Model De-pen-dency Man-age-ment. Pl
ease see :ref:\T1/txtt/m/n/10 custom model

Underfull \hbox (badness 10000) in paragraph at lines 112893--112896
[]\T1/qtm/m/n/10 Added a new method to trig-ger Fea-ture Im-pact cal-cu-la-tion
 for a Cus-tom In-fer-ence Im-age:
[1056]
Underfull \hbox (badness 10000) in paragraph at lines 113036--113045
[]\T1/qtm/m/n/10 Added new ar-gu-ments \T1/txtt/m/n/10 explanation_algorithm \T
1/qtm/m/n/10 and \T1/txtt/m/n/10 max_explanations \T1/qtm/m/n/10 to method [][]
\T1/txtt/m/sl/10 Model.
[1057]
Underfull \hbox (badness 10000) in paragraph at lines 113047--113054
[]\T1/qtm/m/n/10 Added new ar-gu-ments \T1/txtt/m/n/10 explanation_algorithm \T
1/qtm/m/n/10 and \T1/txtt/m/n/10 max_explanations \T1/qtm/m/n/10 to method [][]
\T1/txtt/m/sl/10 Model.
[1058]
Underfull \hbox (badness 10000) in paragraph at lines 113247--113251
[]\T1/qtm/m/n/10 Batch Pre-dic-tion jobs now sup-port scor-ing to Azure and Goo
gle Cloud Stor-age with meth-ods
[1059]
Underfull \hbox (badness 8132) in paragraph at lines 113285--113290
[]\T1/qtm/m/n/10 These meth-ods now pro-vide ad-di-tional meta-data fields in F
ea-ture Im-pact re-sults if called with

Underfull \hbox (badness 10000) in paragraph at lines 113305--113309
[]\T1/qtm/m/n/10 Sec-ondary dataset con-fig-u-ra-tion re-trieve and dele-tion i
s eas-ier now though new

Underfull \hbox (badness 10000) in paragraph at lines 113305--113309
[][]\T1/txtt/m/sl/10 SecondaryDatasetConfigurations.delete[][] \T1/qtm/m/n/10 s
oft deletes a Sec-ondary dataset con-fig-u-ra-tion.

Underfull \hbox (badness 10000) in paragraph at lines 113329--113331
[]\T1/qtm/m/n/10 Batch Pre-dic-tion jobs that used other out-put types than \T1
/txtt/m/n/10 local_file \T1/qtm/m/n/10 failed when us-ing \T1/txtt/m/n/10 .
[1060] [1061]
Underfull \hbox (badness 10000) in paragraph at lines 113575--113579
[]\T1/qtm/m/n/10 A new boolean at-tribute \T1/txtt/m/n/10 unsupervised_mode \T1
/qtm/m/n/10 was added to [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 113648--113652
[]\T1/qtm/m/n/10 Time se-ries model de-ploy-ments now sup-port pre-dic-tion in-
ter-vals. See

Underfull \hbox (badness 10000) in paragraph at lines 113648--113652
[][]\T1/txtt/m/sl/10 Deployment.get_prediction_intervals_settings[][] \T1/qtm/m
/n/10 and [][]\T1/txtt/m/sl/10 Deployment.
[1062]
Overfull \hbox (7.70421pt too wide) in paragraph at lines 113684--113686
[]\T1/qtm/m/n/10 Re-gres-sion de-ploy-ments now sup-port :ref:\T1/txtt/m/n/10 p
rediction warnings<deployment_prediction_warning>\T1/qtm/m/n/10 . 

Underfull \hbox (badness 10000) in paragraph at lines 113704--113707
[]\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 113741--113743
[]\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 113749--113754
[]\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
[1063]
Underfull \hbox (badness 10000) in paragraph at lines 113840--113842
[]\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 113840--113842
\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
[1064]
Underfull \hbox (badness 7451) in paragraph at lines 113929--113932
[]\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 <time_series> \T1/
qtm/m/n/10 projects

Underfull \hbox (badness 10000) in paragraph at lines 113929--113932
\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
[1065] [1066]
Underfull \hbox (badness 10000) in paragraph at lines 114139--114148
[]\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 114139--114148
[][]\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 114178--114180
[][][]\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
[1067] [1068]
Underfull \hbox (badness 10000) in paragraph at lines 114300--114303
[]\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 114319--114324
[]\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 114319--114324
\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 114350--114354
[]\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.
[1069]
Underfull \hbox (badness 10000) in paragraph at lines 114443--114451
[]\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 114443--114451
\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 114466--114469
[]\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 114476--114478
[]\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.
[1070]
Underfull \hbox (badness 10000) in paragraph at lines 114518--114522
[][][]\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.
[1071]
Underfull \hbox (badness 10000) in paragraph at lines 114635--114639
[]\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 114635--114639
\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 114655--114659
[]\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 114681--114685
\T1/qtm/m/n/10 re-cated and will be re-moved in 2.14. Use [][]\T1/txtt/m/sl/10 
datarobot.DatetimePartitioningSpecification.
[1072] [1073] [1074]
Underfull \hbox (badness 10000) in paragraph at lines 114955--114958
[]\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.
[1075] [1076]
Underfull \hbox (badness 10000) in paragraph at lines 115148--115150
[]\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,
[1077]
Underfull \hbox (badness 10000) in paragraph at lines 115252--115256
[]\T1/qtm/m/n/10 (Only rel-e-vant for on-premise users with a Stan-dalone Scor-
ing clus-ter.) Meth-ods
[1078]
Underfull \hbox (badness 6268) in paragraph at lines 115367--115371
[]\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.
[1079]
Underfull \hbox (badness 10000) in paragraph at lines 115503--115505
[]\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.
[1080] [1081] [1082]
Underfull \hbox (badness 6016) in paragraph at lines 115849--115853
[]\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 115869--115874
[]\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
[1083]
Underfull \hbox (badness 10000) in paragraph at lines 115940--115943
[]\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
[1084] [1085] [1086] (./datarobot-public-api-client.ind [1087] [1088] [1089]
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 ),
[1090] [1091]
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
[1092]
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
[1093] [1094] [1095] [1096] [1097]
Underfull \hbox (badness 10000) in paragraph at lines 730--732
[]\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
[1098]
Overfull \hbox (6.44446pt too wide) in paragraph at lines 896--898
[]\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 ),
[1099]
Underfull \hbox (badness 10000) in paragraph at lines 973--975
[]\T1/txtt/m/n/10 find_anomalous_regions() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 data
robot.models.anomaly_assessment.AnomalyAssessmentPredictionsPreview
[1100] [1101] [1102] [1103] [1104] [1105]
Underfull \hbox (badness 10000) in paragraph at lines 1481--1483
[]\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 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.CustomMetricValuesOverTime
[1106]
Overfull \hbox (51.0944pt too wide) in paragraph at lines 1566--1568
[]\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 1585--1587
[]\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
[1107] [1108] [1109] [1110] [1111]
Underfull \hbox (badness 10000) in paragraph at lines 2040--2042
[]\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
[1112]
Underfull \hbox (badness 10000) in paragraph at lines 2173--2175
[]\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-
[1113] [1114] [1115]
Underfull \hbox (badness 10000) in paragraph at lines 2407--2409
[]\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 2414--2416
[]\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
[1116] [1117]
Overfull \hbox (33.2344pt too wide) in paragraph at lines 2542--2544
[]\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
[1118] [1119] [1120] [1121] [1122] [1123] [1124] [1125] [1126] [1127]
Underfull \hbox (badness 7722) in paragraph at lines 3478--3480
[]\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
[1128]) [1129] (./datarobot-public-api-client.aux) )
(see the transcript file for additional information){/usr/share/texlive/texmf-d
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are/texlive/texmf-dist/fonts/type1/public/txfonts/t1xtt.pfb></usr/share/texlive
/texmf-dist/fonts/type1/public/txfonts/t1xtt.pfb></usr/share/texlive/texmf-dist
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Output written on datarobot-public-api-client.pdf (1137 pages, 4859375 bytes).
Transcript written on datarobot-public-api-client.log.
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  pdflatex: Command for 'pdflatex' gave return code 1
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