Read the Docs build information
Build id: 1119656
Project: cerebras-systems-cerebras-systems-developer-documentation
Version: latest
Commit: fee909ac9abba087472fda1a0a9822343634e7c1
Date: 2022-09-29T19:09:19.090571Z
State: finished
Success: True


[rtd-command-info] start-time: 2022-09-29T19:09:21.582460Z, end-time: 2022-09-29T19:09:25.579501Z, duration: 3, exit-code: 0
git clone --no-single-branch --depth 50 git@github.com:Cerebras/documentation.git .
Cloning into '.'...
Warning: Permanently added 'github.com,192.30.255.113' (ECDSA) to the list of known hosts.

[rtd-command-info] start-time: 2022-09-29T19:09:25.787872Z, end-time: 2022-09-29T19:09:25.956186Z, duration: 0, exit-code: 0
git checkout --force origin/main
Note: switching to 'origin/main'.

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 fee909a Update software-dependencies.rst

[rtd-command-info] start-time: 2022-09-29T19:09:26.149889Z, end-time: 2022-09-29T19:09:26.234336Z, duration: 0, exit-code: 0
git clean -d -f -f


[rtd-command-info] start-time: 2022-09-29T19:09:27.315130Z, end-time: 2022-09-29T19:09:31.899539Z, duration: 4, exit-code: 0
python3.7 -mvirtualenv 
Using base prefix '/home/docs/.pyenv/versions/3.7.9'
New python executable in /home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/envs/latest/bin/python3.7
Also creating executable in /home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/envs/latest/bin/python
Installing setuptools, pip, wheel...
done.

[rtd-command-info] start-time: 2022-09-29T19:09:32.126514Z, end-time: 2022-09-29T19:09:33.915136Z, duration: 1, exit-code: 0
python -m pip install --upgrade --no-cache-dir pip setuptools<58.3.0
Requirement already satisfied: pip in /home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/envs/latest/lib/python3.7/site-packages (22.2.2)
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Installing collected packages: setuptools
  Attempting uninstall: setuptools
    Found existing installation: setuptools 65.4.0
    Uninstalling setuptools-65.4.0:
      Successfully uninstalled setuptools-65.4.0
Successfully installed setuptools-58.2.0

[rtd-command-info] start-time: 2022-09-29T19:09:34.100472Z, end-time: 2022-09-29T19:09:40.801777Z, duration: 6, exit-code: 0
python -m pip install --upgrade --no-cache-dir pillow mock==1.0.1 alabaster>=0.7,<0.8,!=0.7.5 commonmark==0.9.1 recommonmark==0.5.0 sphinx<2 sphinx-rtd-theme<0.5 readthedocs-sphinx-ext<2.2 jinja2<3.1.0
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  Preparing metadata (setup.py): started
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Building wheels for collected packages: mock
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  Created wheel for mock: filename=mock-1.0.1-py3-none-any.whl size=23773 sha256=8412792d5e92b9ad1c07d9b181712995920ed2baa5e999075e5851fbd8f6be30
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Successfully built mock
Installing collected packages: snowballstemmer, pytz, mock, commonmark, alabaster, urllib3, sphinxcontrib-serializinghtml, six, pyparsing, Pygments, pillow, MarkupSafe, imagesize, idna, docutils, charset-normalizer, certifi, babel, sphinxcontrib-websupport, requests, packaging, jinja2, sphinx, readthedocs-sphinx-ext, sphinx-rtd-theme, recommonmark
Successfully installed MarkupSafe-2.1.1 Pygments-2.13.0 alabaster-0.7.12 babel-2.10.3 certifi-2022.9.24 charset-normalizer-2.1.1 commonmark-0.9.1 docutils-0.17.1 idna-3.4 imagesize-1.4.1 jinja2-3.0.3 mock-1.0.1 packaging-21.3 pillow-9.2.0 pyparsing-3.0.9 pytz-2022.2.1 readthedocs-sphinx-ext-2.1.9 recommonmark-0.5.0 requests-2.28.1 six-1.16.0 snowballstemmer-2.2.0 sphinx-1.8.6 sphinx-rtd-theme-0.4.3 sphinxcontrib-serializinghtml-1.1.5 sphinxcontrib-websupport-1.2.4 urllib3-1.26.12

[rtd-command-info] start-time: 2022-09-29T19:09:41.054538Z, end-time: 2022-09-29T19:09:45.313390Z, duration: 4, exit-code: 0
python -m pip install --exists-action=w --no-cache-dir -r external/requirements.txt
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Installing collected packages: zipp, typing-extensions, sphinxcontrib-qthelp, sphinxcontrib-jsmath, sphinxcontrib-htmlhelp, sphinxcontrib-devhelp, sphinxcontrib-applehelp, soupsieve, readthedocs-sphinx-search, pyyaml, docutils, importlib-metadata, beautifulsoup4, sphinx, sphinx_panels, sphinx_copybutton, pydata-sphinx-theme, sphinx_book_theme
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  Attempting uninstall: sphinx
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    Uninstalling Sphinx-1.8.6:
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Successfully installed beautifulsoup4-4.11.1 docutils-0.16 importlib-metadata-4.12.0 pydata-sphinx-theme-0.7.2 pyyaml-6.0 readthedocs-sphinx-search-0.1.2 soupsieve-2.3.2.post1 sphinx-4.5.0 sphinx_book_theme-0.1.10 sphinx_copybutton-0.5.0 sphinx_panels-0.6.0 sphinxcontrib-applehelp-1.0.2 sphinxcontrib-devhelp-1.0.2 sphinxcontrib-htmlhelp-2.0.0 sphinxcontrib-jsmath-1.0.1 sphinxcontrib-qthelp-1.0.3 typing-extensions-4.3.0 zipp-3.8.1

[rtd-command-info] start-time: 2022-09-29T19:09:47.753975Z, end-time: 2022-09-29T19:09:47.831456Z, duration: 0, exit-code: 0
cat external/source/conf.py
# Configuration file for the Sphinx documentation builder.
#
# This file only contains a selection of the most common options. For a full
# list see the documentation:
# https://www.sphinx-doc.org/en/master/usage/configuration.html

# -- Path setup --------------------------------------------------------------

# If extensions (or modules to document with autodoc) are in another directory,
# add these directories to sys.path here. If the directory is relative to the
# documentation root, use os.path.abspath to make it absolute, like shown here.
#
# import os
# import sys
# sys.path.insert(0, os.path.abspath('lib/python3.6/site-packages'))

# import os
# import sys
# sys.path.insert(0, os.path.abspath('.'))
# sys.path.insert(0, os.path.abspath('../source/tf'))
#
# autodoc_mock_imports = ['common_zoo', 'tensorflow', 'numpy' ]

# This below combo of path and autodoc mock list works with the layer files copied over to my local source/tf

import os
import sys
sys.path.insert(0, os.path.abspath('.'))
sys.path.insert(0, os.path.abspath('..'))
sys.path.insert(0, os.path.abspath('tf/'))
autodoc_mock_imports = ['modelzoo', 'tensorflow', 'numpy', 'cerebras', 'tensorflow_addons']

# -- Project information -----------------------------------------------------

project = 'Cerebras Developer Documentation'
copyright = '2022, Cerebras Systems'
author = ''
html_title = "Software Documentation (Version 1.5.0)"
html_logo = "images/CER_logo.svg"
html_favicon = 'images/cs-favicon.png'
html_last_updated_fmt = '%c'


# -- General configuration ---------------------------------------------------

# Add any Sphinx extension module names here, as strings. They can be
# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
# ones.
extensions = [
    "sphinx_copybutton",
    "sphinx_panels",
    "sphinx.ext.autodoc",
    "sphinx.ext.napoleon",
    "sphinx.ext.graphviz",
    "sphinx.ext.inheritance_diagram",
]

# Add any paths that contain templates here, relative to this directory.
templates_path = ["_templates"]

html_additional_pages = {
# "index": "index.html"
}

# List of patterns, relative to source directory, that match files and
# directories to ignore when looking for source files.
# This pattern also affects html_static_path and html_extra_path.

# Temporarily remove API docs while testing -Raj
# exclude_patterns = ["tensorflow-docs/api-rst", "tensorflow-docs/cs-1-tf-user-guide/tf-layers", "tensorflow-docs/cs-1-tf-user-guide/running-a-model/cs-input-analyzer.rst", "tensorflow-docs/getting-started/cs-execution-flow.rst"]
exclude_patterns = []


# -- 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_book_theme"
html_theme_path = []
numfig = True

panels_add_bootstrap_css = False

html_theme_options = {
    "show_navbar_depth": 1,
    "toc_title": "On This Page",

}

# 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_css_files = [
    'cs-ml-custom.css'
]




###########################################################################
#          auto-created readthedocs.org specific configuration            #
###########################################################################


#
# The following code was added during an automated build on readthedocs.org
# It is auto created and injected for every build. The result is based on the
# conf.py.tmpl file found in the readthedocs.org codebase:
# https://github.com/rtfd/readthedocs.org/blob/main/readthedocs/doc_builder/templates/doc_builder/conf.py.tmpl
#
# Note: this file shouldn't rely on extra dependencies.

import importlib
import sys
import os.path

# Borrowed from six.
PY3 = sys.version_info[0] == 3
string_types = str if PY3 else basestring

from sphinx import version_info

# Get suffix for proper linking to GitHub
# This is deprecated in Sphinx 1.3+,
# as each page can have its own suffix
if globals().get('source_suffix', False):
    if isinstance(source_suffix, string_types):
        SUFFIX = source_suffix
    elif isinstance(source_suffix, (list, tuple)):
        # Sphinx >= 1.3 supports list/tuple to define multiple suffixes
        SUFFIX = source_suffix[0]
    elif isinstance(source_suffix, dict):
        # Sphinx >= 1.8 supports a mapping dictionary for multiple suffixes
        SUFFIX = list(source_suffix.keys())[0]  # make a ``list()`` for py2/py3 compatibility
    else:
        # default to .rst
        SUFFIX = '.rst'
else:
    SUFFIX = '.rst'

# Add RTD Static Path. Add to the end because it overwrites previous files.
if not 'html_static_path' in globals():
    html_static_path = []
if os.path.exists('_static'):
    html_static_path.append('_static')

# Add RTD Theme only if they aren't overriding it already
using_rtd_theme = (
    (
        'html_theme' in globals() and
        html_theme in ['default'] and
        # Allow people to bail with a hack of having an html_style
        'html_style' not in globals()
    ) or 'html_theme' not in globals()
)
if using_rtd_theme:
    theme = importlib.import_module('sphinx_rtd_theme')
    html_theme = 'sphinx_rtd_theme'
    html_style = None
    html_theme_options = {}
    if 'html_theme_path' in globals():
        html_theme_path.append(theme.get_html_theme_path())
    else:
        html_theme_path = [theme.get_html_theme_path()]

if globals().get('websupport2_base_url', False):
    websupport2_base_url = 'https://readthedocs.com/websupport'
    websupport2_static_url = 'https://assets.readthedocs.com/'


#Add project information to the template context.
context = {
    'using_theme': using_rtd_theme,
    'html_theme': html_theme,
    'current_version': "latest",
    'version_slug': "latest",
    'MEDIA_URL': "https://media.readthedocs.com/media/",
    'STATIC_URL': "https://assets.readthedocs.com/",
    'PRODUCTION_DOMAIN': "readthedocs.com",
    'proxied_static_path': "/_/static/",
    'versions': [
    ("latest", "/en/latest/"),
    ],
    'downloads': [ 
    ("pdf", "//docs.cerebras.net/_/downloads/en/latest/pdf/"),
    ("html", "//docs.cerebras.net/_/downloads/en/latest/htmlzip/"),
    ],
    'subprojects': [ 
        ("cerebras-systems-cerebras-sdk-documentation", "https://docs.cerebras.net/projects/sdk-docs/en/latest/"),
        ("cerebras-systems-isa-documentation", "https://docs.cerebras.net/projects/isa-docs/en/latest/"),
        ("cerebras-systems-cerebras-operator-documentation", "https://docs.cerebras.net/projects/operator-docs/en/latest/"),
    ],
    'slug': 'cerebras-systems-cerebras-systems-developer-documentation',
    'name': u'Cerebras Systems Developer Documentation',
    'rtd_language': u'en',
    'programming_language': u'words',
    'canonical_url': 'https://docs.cerebras.net/en/latest/',
    'analytics_code': 'UA-177830181-2',
    'single_version': False,
    'conf_py_path': '/external/source/',
    'api_host': 'https://readthedocs.com',
    'github_user': 'Cerebras',
    'proxied_api_host': '/_',
    'github_repo': 'documentation',
    'github_version': 'main',
    'display_github': True,
    'bitbucket_user': 'None',
    'bitbucket_repo': 'None',
    'bitbucket_version': 'main',
    'display_bitbucket': False,
    'gitlab_user': 'None',
    'gitlab_repo': 'None',
    'gitlab_version': 'main',
    'display_gitlab': False,
    'READTHEDOCS': True,
    'using_theme': (html_theme == "default"),
    'new_theme': (html_theme == "sphinx_rtd_theme"),
    'source_suffix': SUFFIX,
    'ad_free': False,
    'docsearch_disabled': False,
    'user_analytics_code': 'UA-177830181-2',
    'global_analytics_code': 'UA-17997319-2',
    'commit': 'fee909ac',
}

# For sphinx >=1.8 we can use html_baseurl to set the canonical URL.
# https://www.sphinx-doc.org/en/master/usage/configuration.html#confval-html_baseurl
if version_info >= (1, 8):
    if not globals().get('html_baseurl'):
        html_baseurl = context['canonical_url']
    context['canonical_url'] = None





if 'html_context' in globals():
    
    html_context.update(context)
    
else:
    html_context = context

# Add custom RTD extension
if 'extensions' in globals():
    # Insert at the beginning because it can interfere
    # with other extensions.
    # See https://github.com/rtfd/readthedocs.org/pull/4054
    extensions.insert(0, "readthedocs_ext.readthedocs")
else:
    extensions = ["readthedocs_ext.readthedocs"]

# Add External version warning banner to the external version documentation
if 'branch' == 'external':
    extensions.insert(1, "readthedocs_ext.external_version_warning")
    readthedocs_vcs_url = 'None'
    readthedocs_build_url = 'https://readthedocs.com/projects/cerebras-systems-cerebras-systems-developer-documentation/builds/1119656/'

project_language = 'en'

# User's Sphinx configurations
language_user = globals().get('language', None)
latex_engine_user = globals().get('latex_engine', None)
latex_elements_user = globals().get('latex_elements', None)

# Remove this once xindy gets installed in Docker image and XINDYOPS
# env variable is supported
# https://github.com/rtfd/readthedocs-docker-images/pull/98
latex_use_xindy = False

chinese = any([
    language_user in ('zh_CN', 'zh_TW'),
    project_language in ('zh_CN', 'zh_TW'),
])

japanese = any([
    language_user == 'ja',
    project_language == 'ja',
])

if chinese:
    latex_engine = latex_engine_user or 'xelatex'

    latex_elements_rtd = {
        'preamble': '\\usepackage[UTF8]{ctex}\n',
    }
    latex_elements = latex_elements_user or latex_elements_rtd
elif japanese:
    latex_engine = latex_engine_user or 'platex'

# Make sure our build directory is always excluded
exclude_patterns = globals().get('exclude_patterns', [])
exclude_patterns.extend(['_build'])

[rtd-command-info] start-time: 2022-09-29T19:09:48.101413Z, end-time: 2022-09-29T19:10:03.743497Z, duration: 15, exit-code: 0
python -m sphinx -T -E -b html -d _build/doctrees -D language=en . _build/html
Running Sphinx v4.5.0
loading translations [en]... done
making output directory... done
building [mo]: targets for 0 po files that are out of date
building [html]: targets for 94 source files that are out of date
updating environment: [new config] 94 added, 0 changed, 0 removed
reading sources... [  1%] cerebras-basics/cerebras-execution-modes
reading sources... [  2%] cerebras-basics/cs-ml-workflow
reading sources... [  3%] cerebras-basics/how-cerebras-works
reading sources... [  4%] compiler-reports/compile-report
reading sources... [  5%] compiler-reports/incremental-compile
reading sources... [  6%] compiler-reports/input-function-report
reading sources... [  7%] general/check-execution-mode
reading sources... [  8%] general/cs-1-data-formats
reading sources... [  9%] general/dynamic-loss-scaling
reading sources... [ 10%] general/multi-replica-data-parallel-training
reading sources... [ 11%] general/performance-optimization
reading sources... [ 12%] getting-started/checklist-before-you-start
reading sources... [ 13%] getting-started/cs-pytorch-qs
reading sources... [ 14%] getting-started/cs-tf-quickstart
reading sources... [ 15%] getting-started/software-dependencies
reading sources... [ 17%] getting-started/user-workflow-in-appliance-mode
reading sources... [ 18%] getting-started/weight-streaming-quickstart
reading sources... [ 19%] index
reading sources... [ 20%] pytorch-docs/adapting-pytorch-to-cs
reading sources... [ 21%] pytorch-docs/cbtorch-interface
reading sources... [ 22%] pytorch-docs/cbtorch-limitations
reading sources... [ 23%] pytorch-docs/pytorch-compile-only
reading sources... [ 24%] pytorch-docs/pytorch-cs-workflow
reading sources... [ 25%] pytorch-docs/pytorch-custom-runner
reading sources... [ 26%] pytorch-docs/pytorch-dynamic-loss-scaling
reading sources... [ 27%] pytorch-docs/pytorch-gradient-clipping
reading sources... [ 28%] pytorch-docs/pytorch-learning-rate-scheduling
reading sources... [ 29%] pytorch-docs/pytorch-ops
reading sources... [ 30%] pytorch-docs/pytorch-runtime-requirements
reading sources... [ 31%] pytorch-docs/pytorch-vts
reading sources... [ 32%] release-notes/doc-updates
reading sources... [ 34%] release-notes/rel-notes-cumulative
reading sources... [ 35%] scripts-and-templates/cs-command-line-pattern
reading sources... [ 36%] scripts-and-templates/cs-input-analyzer
reading sources... [ 37%] scripts-and-templates/csrun-cpu
reading sources... [ 38%] scripts-and-templates/csrun-wse
reading sources... [ 39%] scripts-and-templates/run-py-template
reading sources... [ 40%] software-guides/adding-custom-pkgs-to-cbcore-container
reading sources... [ 41%] tensorflow-docs/api-rst/modules
reading sources... [ 42%] tensorflow-docs/api-rst/tf
reading sources... [ 43%] tensorflow-docs/api-rst/tf.AbstractRecomputeWrapper
reading sources... [ 44%] tensorflow-docs/api-rst/tf.ActivationLayer
reading sources... [ 45%] tensorflow-docs/api-rst/tf.AddLayer
reading sources... [ 46%] tensorflow-docs/api-rst/tf.AttentionLayer
reading sources... [ 47%] tensorflow-docs/api-rst/tf.BahdanauAttention
reading sources... [ 48%] tensorflow-docs/api-rst/tf.BaseLayer
reading sources... [ 50%] tensorflow-docs/api-rst/tf.Conv2DLayer
reading sources... [ 51%] tensorflow-docs/api-rst/tf.Conv2DTransposeLayer
reading sources... [ 52%] tensorflow-docs/api-rst/tf.CrossEntropyFromLogitsLayer
reading sources... [ 53%] tensorflow-docs/api-rst/tf.DenseLayer
reading sources... [ 54%] tensorflow-docs/api-rst/tf.DropoutLayer
reading sources... [ 55%] tensorflow-docs/api-rst/tf.EmbeddingLayer
reading sources... [ 56%] tensorflow-docs/api-rst/tf.FeedForwardNetwork
reading sources... [ 57%] tensorflow-docs/api-rst/tf.GraphAttentionLayer
reading sources... [ 58%] tensorflow-docs/api-rst/tf.GraphConvolutionLayer
reading sources... [ 59%] tensorflow-docs/api-rst/tf.Input
reading sources... [ 60%] tensorflow-docs/api-rst/tf.LSTMCell
reading sources... [ 61%] tensorflow-docs/api-rst/tf.LayerNormalizationLayer
reading sources... [ 62%] tensorflow-docs/api-rst/tf.MaxPool2DLayer
reading sources... [ 63%] tensorflow-docs/api-rst/tf.PoolerLayer
reading sources... [ 64%] tensorflow-docs/api-rst/tf.PoolerLayerV2
reading sources... [ 65%] tensorflow-docs/api-rst/tf.PositionEmbeddingLayer
reading sources... [ 67%] tensorflow-docs/api-rst/tf.PrePostProcessWrapper
reading sources... [ 68%] tensorflow-docs/api-rst/tf.RNNEncoderBlock
reading sources... [ 69%] tensorflow-docs/api-rst/tf.RNNLayer
reading sources... [ 70%] tensorflow-docs/api-rst/tf.ReshapeLayer
reading sources... [ 71%] tensorflow-docs/api-rst/tf.ReversibleResidualLayerWrapper
reading sources... [ 72%] tensorflow-docs/api-rst/tf.SegmentEmbeddingLayer
reading sources... [ 73%] tensorflow-docs/api-rst/tf.SharedWeightsDenseLayer
reading sources... [ 74%] tensorflow-docs/api-rst/tf.SoftmaxLayer
reading sources... [ 75%] tensorflow-docs/api-rst/tf.SquaredErrorLayer
reading sources... [ 76%] tensorflow-docs/api-rst/tf.utils
reading sources... [ 77%] tensorflow-docs/compile-on-cpu/validate-and-compile-on-cpu
reading sources... [ 78%] tensorflow-docs/cs-tf-workflow
reading sources... [ 79%] tensorflow-docs/early-stopping
reading sources... [ 80%] tensorflow-docs/multiple-models/index
reading sources... [ 81%] tensorflow-docs/multiple-models/multi-model-inference
reading sources... [ 82%] tensorflow-docs/porting-tf-to-cs/cerebrasestimator-interface
reading sources... [ 84%] tensorflow-docs/porting-tf-to-cs/example-walk-through-cs-estimator
reading sources... [ 85%] tensorflow-docs/porting-tf-to-cs/index
reading sources... [ 86%] tensorflow-docs/porting-tf-to-cs/keras-model-to-cerebrasestimator
reading sources... [ 87%] tensorflow-docs/porting-tf-to-cs/limitations-of-cerebrasestimator
reading sources... [ 88%] tensorflow-docs/porting-tf-to-cs/using-cerebrasestimator
reading sources... [ 89%] tensorflow-docs/preparing-tf-input/cerebras-autotune
reading sources... [ 90%] tensorflow-docs/preparing-tf-input/index
reading sources... [ 91%] tensorflow-docs/preparing-tf-input/multi-worker-input-pipeline
reading sources... [ 92%] tensorflow-docs/preparing-tf-input/optimize-input-function
reading sources... [ 93%] tensorflow-docs/preparing-tf-input/sharding-for-cs
reading sources... [ 94%] tensorflow-docs/running-a-model/train-eval-predict
reading sources... [ 95%] tensorflow-docs/tf-dynamic-loss-scaling
reading sources... [ 96%] tensorflow-docs/tf-layers/index
reading sources... [ 97%] tensorflow-docs/tf-vsl
reading sources... [ 98%] tensorflow-docs/tuning-tf-for-cs/best-practices-tf
reading sources... [100%] tensorflow-docs/tuning-tf-for-cs/using-tensorboard

/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/cerebras-basics/how-cerebras-works.rst:61: WARNING: Title underline too short.

The Cerebras server cluster
------------------------
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/cerebras-basics/how-cerebras-works.rst:61: WARNING: Title underline too short.

The Cerebras server cluster
------------------------
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/general/multi-replica-data-parallel-training.rst:61: WARNING: Bullet list ends without a blank line; unexpected unindent.
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/general/multi-replica-data-parallel-training.rst:66: WARNING: Block quote ends without a blank line; unexpected unindent.
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/getting-started/user-workflow-in-appliance-mode.rst:28: ERROR: Error in "code-block" directive:
maximum 1 argument(s) allowed, 6 supplied.

.. code-block:: bash
   from cerebras_appliance.CSConfig import CSConfig
   CSConfig(credentials_path="{path_to_tls}/tls.crt")
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/index.rst:237: WARNING: toctree contains reference to nonexisting document ''
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/index.rst:237: WARNING: toctree contains reference to nonexisting document '   pytorch-docs/pytorch-compile-only'
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/index.rst:237: WARNING: toctree contains reference to nonexisting document '   pytorch-docs/pytorch-learning-rate-scheduling'
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/index.rst:237: WARNING: toctree contains reference to nonexisting document '   pytorch-docs/pytorch-dynamic-loss-scaling'
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/index.rst:237: WARNING: toctree contains reference to nonexisting document '   pytorch-docs/pytorch-gradient-clipping'
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/index.rst:237: WARNING: toctree contains reference to nonexisting document '   pytorch-docs/cbtorch-interface'
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/index.rst:237: WARNING: toctree contains reference to nonexisting document '   pytorch-docs/pytorch-runtime-requirements'
/home/docs/checkouts/readthedocs.org/user_builds/cerebras-systems-cerebras-systems-developer-documentation/checkouts/latest/external/source/pytorch-docs/adapting-pytorch-to-cs.rst:7: WARNING: Title underline too short.

Option 1 (Easiest): Modify reference models in Cerebras Reference Implementations
-----------------------------------------------------------------
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Option 2 (Easy): Create new models leveraging Cerebras run function available in Reference Implementations
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Option 2 (Easy): Create new models leveraging Cerebras run function available in Reference Implementations
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How to use the ``run`` function
~~~~~~~~~~~~~~~~~~~~~~~
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How to use the ``run`` function
~~~~~~~~~~~~~~~~~~~~~~~
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Step 3: Set up the ``run`` function
^^^^^^^^^^^^^^^^^^^^^^^^^^
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Step 3: Set up the ``run`` function
^^^^^^^^^^^^^^^^^^^^^^^^^^
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Manage common params for multiple experiments
""""""""""""""""""""""""""""""""""""""""""""
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The Cerebras server cluster
------------------------
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The Cerebras server cluster
------------------------
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maximum 1 argument(s) allowed, 6 supplied.

.. code-block:: bash
   from cerebras_appliance.CSConfig import CSConfig
   CSConfig(credentials_path="{path_to_tls}/tls.crt")
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Option 1 (Easiest): Modify reference models in Cerebras Reference Implementations
-----------------------------------------------------------------
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Option 2 (Easy): Create new models leveraging Cerebras run function available in Reference Implementations
------------------------------------------------------------------------------------------
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Option 2 (Easy): Create new models leveraging Cerebras run function available in Reference Implementations
------------------------------------------------------------------------------------------
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How to use the ``run`` function
~~~~~~~~~~~~~~~~~~~~~~~
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How to use the ``run`` function
~~~~~~~~~~~~~~~~~~~~~~~
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Step 3: Set up the ``run`` function
^^^^^^^^^^^^^^^^^^^^^^^^^^
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Step 3: Set up the ``run`` function
^^^^^^^^^^^^^^^^^^^^^^^^^^
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Manage common params for multiple experiments
""""""""""""""""""""""""""""""""""""""""""""
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$latex = 'latex ' . $ENV{'LATEXOPTS'} . ' %O %S';
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$makeindex = 'makeindex -s python.ist %O -o %D %S';
add_cus_dep( "glo", "gls", 0, "makeglo" );
sub makeglo {
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}

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l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
Type  H <return>  for immediate help.
 ...                                              
                                                  
l.2343 ...:02s,  \PYG{l+m}{1}.23s/stages\PYG{o}{]}
                                                  

! Package inputenc Error: Unicode char █ (U+2588)
(inputenc)                not set up for use with LaTeX.

See the inputenc package documentation for explanation.
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Chapter 18.

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Chapter 19.

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\T1/qtm/m/n/10 The \T1/txtt/m/n/10 KerasModelToCerebrasEstimator \T1/qtm/m/n/10
 func-tion should be used to con-vert your Keras model to the
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Writing index file cerebras-systems-cerebras-systems-developer-documentation.id
x
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[Loading MPS to PDF converter (version 2006.09.02).]
) (/usr/share/texlive/texmf-dist/tex/latex/oberdiek/epstopdf-base.sty
(/usr/share/texlive/texmf-dist/tex/latex/oberdiek/grfext.sty)
(/usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg))
*geometry* driver: auto-detecting
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(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/gettitlestring.sty))
(./cerebras-systems-cerebras-systems-developer-documentation.out)
(./cerebras-systems-cerebras-systems-developer-documentation.out)
(/usr/share/texmf/tex/latex/tex-gyre/t1qhv.fd)<<ot1.cmap>><<oml.cmap>><<oms.cma
p>><<omx.cmap>> (/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsa.fd)
(/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsb.fd) [1{/var/lib/texmf/fo
nts/map/pdftex/updmap/pdftex.map}] [2]
(./cerebras-systems-cerebras-systems-developer-documentation.toc [1] [2]
(/usr/share/texlive/texmf-dist/tex/latex/txfonts/t1txtt.fd) [3] [4] [5]
[6]) [7] [8] [1] [2]
Chapter 1.
(/usr/share/texmf/tex/latex/tex-gyre/ts1qtm.fd) [3] [4] [5] [6] [7] [8]
[9] (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ts1txtt.fd) [10] [11]
[12] [13] [14] [15] [16] [17] [18]
Chapter 2.
[19] [20] [21] [22]
Chapter 3.
[23 <./cs-big-picture.png>] [24 <./compile-vs-run.png>] [25 <./compiler-high-le
vel.png> <./cs-gpu-multi-worker.png>] [26]
Chapter 4.
[27] [28]
Chapter 5.
[29 <./cs-exec-mode-3l-fcmnist.png>] [30 <./cs-exec-mode-fcmnist-math.png>]
[31 <./cs-exec-mode-layerpipe-mapping.png>] [32 <./cs-exec-mode-layerpipe-execu
tion.png>] [33 <./cs-exec-mode-layerpipe-computation.png> <./cs-exec-mode-ws-co
mputation.png>] [34 <./cs-exec-mode-ws-execution.png>] [35 <./cs-exec-mode-ws-f
wd.png> <./cs-exec-mode-ws-bwd.png>] [36]
Chapter 6.
[37] [38] [39] [40]
Chapter 7.
[41 <./cs-getting-started.png>] [42]
Chapter 8.
[43]

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[44] [45] [46] [47] [48]
Chapter 9.
[49] [50] [51] [52]
Chapter 10.
[53] [54] [55] [56]
Chapter 11.
[57 <./cbfloat16-format.jpg>] [58] [59] [60]
Chapter 12.
[61] [62]
Chapter 13.
[63] [64] [65] [66]
Chapter 14.
[67 <./non-replica-training.png>] [68 <./replica-training.png>] [69] [70]
Chapter 15.
[71] [72 <./run-py-cerebrasestimator-cgc.jpg>] [73] [74]
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Chapter 16.
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Chapter 17.
[83 <./cs-cpu-compile.png>] [84] [85] [86] [87] [88]
Chapter 18.
[89] [90] [91] [92] [93] [94]
Chapter 19.
[95] [96 <./cs-analyze-input.png>] [97] [98]
Chapter 20.
[99] [100]
Chapter 21.

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\T1/qtm/m/n/10 The \T1/txtt/m/n/10 KerasModelToCerebrasEstimator \T1/qtm/m/n/10
 func-tion should be used to con-vert your Keras model to the
[101]
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[]\T1/qtm/m/n/10 Af-ter con-vert-ing to the \T1/txtt/m/n/10 CerebrasEstimator\T
1/qtm/m/n/10 , you can run the com-pile on the model by call-ing the
[102] [103] [104] [105] [106] [107] [108] [109] [110] [111]
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[]\T1/txtt/m/n/10 [Unsupported TensorFlow] Detected unsupported eval_metric_ops
 in CS system training
[112]
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[]\T1/txtt/m/n/10 dataset = dataset.shuffle(1000).repeat().batch(batch_size,
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[]\T1/txtt/m/n/10 dataset = dataset.shuffle(1000).repeat().batch(batch_size,

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[]\T1/txtt/m/n/10 [Unsupported TensorFlow] Inconsistent batch sizes detected. T
o ensure a fixed

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\T1/txtt/m/n/10 batch size across all steps, set \TS1/txtt/m/n/10 `\T1/txtt/m/n
/10 drop_remainder=True\TS1/txtt/m/n/10 ` \T1/txtt/m/n/10 when batching your
[114]
Chapter 22.
[115] [116] [117]
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[]\T1/txtt/m/n/10 dataset.map(time_consuming_mapping).cache().shuffle(shuffle_b
uffer).
[118] [119] [120] [121 <./sharding-cs-1-example.png>] [122]
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[]\T1/qhv/m/n/10 Rec-om-mended Cere-

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[]\T1/txtt/m/n/10 split_utils.py \T1/qtm/m/n/10 and

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[]\T1/qtm/m/n/10 Text (com-pressed files with
[123] [124] [125] [126]
Chapter 23.
[127] [128]
Chapter 24.
[129] [130]
Chapter 25.
[131 <./csrun-wse.png>] [132] [133] [134]
Chapter 26.
[135] [136]
Chapter 27.

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[]|\T1/qhv/m/n/10 Multi-replica

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[]|\T1/qtm/m/n/10 Train-ing

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[]|\T1/qtm/m/n/10 A sin-gle model.

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\T1/qtm/m/n/10 Com-piler man-ages

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[]|\T1/qhv/m/n/10 Multi-model

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[]|\T1/qtm/m/n/10 In-fer-

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\T1/qtm/m/n/10 ence

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[]|\T1/qtm/m/n/10 Dif-fer-ent or same
[137] [138 <./multi-model-inference.png>] [139]
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[142] [143] [144]
Chapter 28.
[145] [146]
Chapter 29.
[147] [148]
Chapter 30.
[149] [150]
Chapter 31.
[151] [152] [153]
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[]\T1/txtt/bx/n/10 q \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10 ) ^^
U Queries ten-sor with the shape \T1/txtt/m/n/10 [batch_size,max_seq_len,

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[]\T1/txtt/bx/n/10 v \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10 ) ^^
U Val-ues ten-sor with the shape \T1/txtt/m/n/10 [batch_size,max_seq_len,
[154]
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[]\T1/qtm/m/n/10 Bah-danau at-ten-tion layer out-put with shape \T1/txtt/m/n/10
 [batch_size,max_seq_len,

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[]\T1/txtt/bx/n/10 q \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10 ) ^^
U Queries ten-sor with the shape \T1/txtt/m/n/10 [batch_size,max_seq_len,

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[]\T1/txtt/bx/n/10 v \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10 ) ^^
U Val-ues ten-sor with the shape \T1/txtt/m/n/10 [batch_size,max_seq_len,

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[]\T1/qtm/m/n/10 Bah-danau at-ten-tion layer out-put with shape \T1/txtt/m/n/10
 [batch_size,max_seq_len,

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[]\T1/qtm/m/n/10 A 4D ten-sor with shape: \T1/txtt/m/n/10 (samples, filters, ne
w_rows, new_cols) \T1/qtm/m/n/10 if
[155]
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[]\T1/qtm/m/n/10 A 4D ten-sor with shape: \T1/txtt/m/n/10 (samples, filters, ne
w_rows, new_cols) \T1/qtm/m/n/10 if
[156]
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[]\T1/txtt/bx/n/10 inputs \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10
 ) ^^U An N-D ten-sor with shape: \T1/txtt/m/n/10 (batch_size, ...,
[157] [158]
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[]\T1/txtt/bx/n/10 kernel_initializer \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 str\T1/q
tm/m/n/10 ) ^^U Keras ker-nel ini-tial-izer to use. De-faults to
[159]
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[]\T1/txtt/bx/n/10 kernel_initializer \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 str\T1/q
tm/m/n/10 ) ^^U Keras ker-nel ini-tial-izer to use. De-faults to

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\T1/txtt/m/n/10 in_dim] \T1/qtm/m/n/10 and the ad-ja-cency ma-trix of the shape
 \T1/txtt/m/n/10 [batch_size, num_nodes,
[160]
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[]\T1/qtm/m/n/10 A 4D ten-sor with the shape: \T1/txtt/m/n/10 (batch_size, chan
nels, pooled_rows,

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\T1/txtt/m/n/10 pooled_cols) \T1/qtm/m/n/10 if \T1/txtt/m/n/10 data_format=\TS1
/txtt/m/n/10 '\T1/txtt/m/n/10 channels_first\TS1/txtt/m/n/10 ' \T1/qtm/m/n/10 o
r a 4D ten-sor

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\T1/qtm/m/n/10 with shape: \T1/txtt/m/n/10 (batch_size, pooled_rows, pooled_col
s, channels) \T1/qtm/m/n/10 if
[161] [162] [163]
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[]\T1/txtt/bx/n/10 enable_layer_norm_before_dropout \T1/qtm/m/n/10 (\T1/txtt/m/
sl/10 bool\T1/qtm/m/n/10 ) ^^U Ex-clu-sive from

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[]\T1/txtt/bx/n/10 enable_layer_norm_after_dropout \T1/qtm/m/n/10 (\T1/txtt/m/s
l/10 bool\T1/qtm/m/n/10 ) ^^U Ex-clu-sive from
[164]
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[]\T1/txtt/bx/n/10 inputs \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10
 ) ^^U A se-quence of the size \T1/txtt/m/n/10 [batch_size, max_seq_len,
[165] [166] [167] [168]
Chapter 32.
[169] [170]
Chapter 33.
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(/usr/share/texlive/texmf-dist/tex/latex/titlesec/titlesec.sty))
(./sphinxlatexstyletext.sty) (./sphinxlatexobjects.sty))
(/usr/share/texlive/texmf-dist/tex/latex/geometry/geometry.sty
(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/ifpdf.sty)
(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/ifvtex.sty)
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(/usr/share/texlive/texmf-dist/tex/latex/hyperref/hyperref.sty
(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/hobsub-hyperref.sty
(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/hobsub-generic.sty))
(/usr/share/texlive/texmf-dist/tex/latex/oberdiek/auxhook.sty)
(/usr/share/texlive/texmf-dist/tex/latex/hyperref/pd1enc.def)
(/usr/share/texlive/texmf-dist/tex/latex/latexconfig/hyperref.cfg)
(/usr/share/texlive/texmf-dist/tex/latex/hyperref/puenc.def)
(/usr/share/texlive/texmf-dist/tex/latex/url/url.sty))
(/usr/share/texlive/texmf-dist/tex/latex/hyperref/hpdftex.def
(/usr/share/texlive/texmf-dist/tex/latex/oberdiek/rerunfilecheck.sty))
(/usr/share/texlive/texmf-dist/tex/latex/oberdiek/hypcap.sty)
(./sphinxmessages.sty)
Writing index file cerebras-systems-cerebras-systems-developer-documentation.id
x
(./cerebras-systems-cerebras-systems-developer-documentation.aux)
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[Loading MPS to PDF converter (version 2006.09.02).]
) (/usr/share/texlive/texmf-dist/tex/latex/oberdiek/epstopdf-base.sty
(/usr/share/texlive/texmf-dist/tex/latex/oberdiek/grfext.sty)
(/usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg))
*geometry* driver: auto-detecting
*geometry* detected driver: pdftex
(/usr/share/texlive/texmf-dist/tex/latex/hyperref/nameref.sty
(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/gettitlestring.sty))
(./cerebras-systems-cerebras-systems-developer-documentation.out)
(./cerebras-systems-cerebras-systems-developer-documentation.out)
(/usr/share/texmf/tex/latex/tex-gyre/t1qhv.fd)<<ot1.cmap>><<oml.cmap>><<oms.cma
p>><<omx.cmap>> (/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsa.fd)
(/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsb.fd) [1{/var/lib/texmf/fo
nts/map/pdftex/updmap/pdftex.map}] [2]
(./cerebras-systems-cerebras-systems-developer-documentation.toc [1] [2]
(/usr/share/texlive/texmf-dist/tex/latex/txfonts/t1txtt.fd) [3] [4] [5]
[6]) [7] [8] [1] [2]
Chapter 1.
(/usr/share/texmf/tex/latex/tex-gyre/ts1qtm.fd) [3] [4] [5] [6] [7] [8]
[9] (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ts1txtt.fd) [10] [11]
[12] [13] [14] [15] [16] [17] [18]
Chapter 2.
[19] [20] [21] [22]
Chapter 3.
[23 <./cs-big-picture.png>] [24 <./compile-vs-run.png>] [25 <./compiler-high-le
vel.png> <./cs-gpu-multi-worker.png>] [26]
Chapter 4.
[27] [28]
Chapter 5.
[29 <./cs-exec-mode-3l-fcmnist.png>] [30 <./cs-exec-mode-fcmnist-math.png>]
[31 <./cs-exec-mode-layerpipe-mapping.png>] [32 <./cs-exec-mode-layerpipe-execu
tion.png>] [33 <./cs-exec-mode-layerpipe-computation.png> <./cs-exec-mode-ws-co
mputation.png>] [34 <./cs-exec-mode-ws-execution.png>] [35 <./cs-exec-mode-ws-f
wd.png> <./cs-exec-mode-ws-bwd.png>] [36]
Chapter 6.
[37] [38] [39] [40]
Chapter 7.
[41 <./cs-getting-started.png>] [42]
Chapter 8.
[43]

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[44] [45] [46] [47] [48]
Chapter 9.
[49] [50] [51] [52]
Chapter 10.
[53] [54] [55] [56]
Chapter 11.
[57 <./cbfloat16-format.jpg>] [58] [59] [60]
Chapter 12.
[61] [62]
Chapter 13.
[63] [64] [65] [66]
Chapter 14.
[67 <./non-replica-training.png>] [68 <./replica-training.png>] [69] [70]
Chapter 15.
[71] [72 <./run-py-cerebrasestimator-cgc.jpg>] [73] [74]
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Chapter 16.
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Chapter 17.
[83 <./cs-cpu-compile.png>] [84] [85] [86] [87] [88]
Chapter 18.
[89] [90] [91] [92] [93] [94]
Chapter 19.
[95] [96 <./cs-analyze-input.png>] [97] [98]
Chapter 20.
[99] [100]
Chapter 21.

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\T1/qtm/m/n/10 The \T1/txtt/m/n/10 KerasModelToCerebrasEstimator \T1/qtm/m/n/10
 func-tion should be used to con-vert your Keras model to the
[101]
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[]\T1/qtm/m/n/10 Af-ter con-vert-ing to the \T1/txtt/m/n/10 CerebrasEstimator\T
1/qtm/m/n/10 , you can run the com-pile on the model by call-ing the
[102] [103] [104] [105] [106] [107] [108] [109] [110] [111]
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[]\T1/txtt/m/n/10 [Unsupported TensorFlow] Detected unsupported eval_metric_ops
 in CS system training
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[]\T1/txtt/m/n/10 dataset = dataset.shuffle(1000).repeat().batch(batch_size,
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[]\T1/txtt/m/n/10 dataset = dataset.shuffle(1000).repeat().batch(batch_size,

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[]\T1/txtt/m/n/10 [Unsupported TensorFlow] Inconsistent batch sizes detected. T
o ensure a fixed

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\T1/txtt/m/n/10 batch size across all steps, set \TS1/txtt/m/n/10 `\T1/txtt/m/n
/10 drop_remainder=True\TS1/txtt/m/n/10 ` \T1/txtt/m/n/10 when batching your
[114]
Chapter 22.
[115] [116] [117]
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[]\T1/txtt/m/n/10 dataset.map(time_consuming_mapping).cache().shuffle(shuffle_b
uffer).
[118] [119] [120] [121 <./sharding-cs-1-example.png>] [122]
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[]\T1/qhv/m/n/10 Rec-om-mended Cere-

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[]\T1/txtt/m/n/10 split_utils.py \T1/qtm/m/n/10 and

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[]\T1/qtm/m/n/10 Text (com-pressed files with
[123] [124] [125] [126]
Chapter 23.
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Chapter 24.
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Chapter 25.
[131 <./csrun-wse.png>] [132] [133] [134]
Chapter 26.
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Chapter 27.

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[]|\T1/qhv/m/n/10 Multi-replica

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[]|\T1/qtm/m/n/10 Train-ing

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[]|\T1/qtm/m/n/10 A sin-gle model.

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\T1/qtm/m/n/10 Com-piler man-ages

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[]|\T1/qtm/m/n/10 In-fer-

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\T1/qtm/m/n/10 ence

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[]|\T1/qtm/m/n/10 Dif-fer-ent or same
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[142] [143] [144]
Chapter 28.
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Chapter 29.
[147] [148]
Chapter 30.
[149] [150]
Chapter 31.
[151] [152] [153]
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[]\T1/txtt/bx/n/10 q \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10 ) ^^
U Queries ten-sor with the shape \T1/txtt/m/n/10 [batch_size,max_seq_len,

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[]\T1/txtt/bx/n/10 v \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10 ) ^^
U Val-ues ten-sor with the shape \T1/txtt/m/n/10 [batch_size,max_seq_len,
[154]
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[]\T1/qtm/m/n/10 Bah-danau at-ten-tion layer out-put with shape \T1/txtt/m/n/10
 [batch_size,max_seq_len,

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[]\T1/txtt/bx/n/10 q \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10 ) ^^
U Queries ten-sor with the shape \T1/txtt/m/n/10 [batch_size,max_seq_len,

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[]\T1/txtt/bx/n/10 v \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10 ) ^^
U Val-ues ten-sor with the shape \T1/txtt/m/n/10 [batch_size,max_seq_len,

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[]\T1/qtm/m/n/10 A 4D ten-sor with shape: \T1/txtt/m/n/10 (samples, filters, ne
w_rows, new_cols) \T1/qtm/m/n/10 if
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[]\T1/qtm/m/n/10 A 4D ten-sor with shape: \T1/txtt/m/n/10 (samples, filters, ne
w_rows, new_cols) \T1/qtm/m/n/10 if
[156]
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[]\T1/txtt/bx/n/10 inputs \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10
 ) ^^U An N-D ten-sor with shape: \T1/txtt/m/n/10 (batch_size, ...,
[157] [158]
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[]\T1/txtt/bx/n/10 kernel_initializer \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 str\T1/q
tm/m/n/10 ) ^^U Keras ker-nel ini-tial-izer to use. De-faults to
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[]\T1/txtt/bx/n/10 kernel_initializer \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 str\T1/q
tm/m/n/10 ) ^^U Keras ker-nel ini-tial-izer to use. De-faults to

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\T1/txtt/m/n/10 in_dim] \T1/qtm/m/n/10 and the ad-ja-cency ma-trix of the shape
 \T1/txtt/m/n/10 [batch_size, num_nodes,
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[]\T1/qtm/m/n/10 A 4D ten-sor with the shape: \T1/txtt/m/n/10 (batch_size, chan
nels, pooled_rows,

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/txtt/m/n/10 '\T1/txtt/m/n/10 channels_first\TS1/txtt/m/n/10 ' \T1/qtm/m/n/10 o
r a 4D ten-sor

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[161] [162] [163]
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[]\T1/txtt/bx/n/10 enable_layer_norm_before_dropout \T1/qtm/m/n/10 (\T1/txtt/m/
sl/10 bool\T1/qtm/m/n/10 ) ^^U Ex-clu-sive from

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[]\T1/txtt/bx/n/10 enable_layer_norm_after_dropout \T1/qtm/m/n/10 (\T1/txtt/m/s
l/10 bool\T1/qtm/m/n/10 ) ^^U Ex-clu-sive from
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[]\T1/txtt/bx/n/10 inputs \T1/qtm/m/n/10 (\T1/txtt/m/sl/10 Tensor\T1/qtm/m/n/10
 ) ^^U A se-quence of the size \T1/txtt/m/n/10 [batch_size, max_seq_len,
[165] [166] [167] [168]
Chapter 32.
[169] [170]
Chapter 33.
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[]\T1/txtt/m/n/10 Callable[[dict],

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