the source code of NNI for DCU

docs/tools/chineselink.py

+"""
+This is to keep Chinese doc update to English doc. Should be run regularly.
+The files in whitelist will be kept unchanged, as they will be translated manually.
+
+Under docs, run
+
+    python tools/chineselink.py
+"""
+
+import hashlib
+import os
+import shutil
+import sys
+from pathlib import Path
+
+
+def walk(path):
+    for p in Path(path).iterdir():
+        if p.is_dir():
+            yield from walk(p)
+            continue
+        yield p
+
+
+# Keeps files as discussed in
+# https://github.com/microsoft/nni/issues/4298
+# Not the recommended way of sphinx though: https://docs.readthedocs.io/en/stable/guides/manage-translations-sphinx.html
+
+whitelist = [
+    '_templates/index.html',  # I think no one ever remembers to update this file. Might need to rethink about this.
+    'Overview.rst',
+    'installation.rst',
+    'Tutorial/InstallationLinux.rst',
+    'Tutorial/InstallationWin.rst',
+    'Tutorial/QuickStart.rst',
+    'TrialExample/Trials.rst',
+    'Tutorial/WebUI.rst',
+    'NAS/QuickStart.rst',
+    'Compression/Overview.rst',
+    'Compression/QuickStart.rst',
+]
+
+suffix_list = [
+    '.html',
+    '.md',
+    '.rst',
+    '.ipynb',
+]
+
+for path in whitelist:
+    assert (Path('zh_CN') / path).exists(), path
+
+content_tables = []
+for path in walk(Path('en_US')):
+    if path.suffix == '.rst':
+        is_content_table = False
+        for line in path.open('r').readlines():
+            if is_content_table:
+                if not line.startswith('  ') and line.strip():
+                    is_content_table = False
+            if 'toctree::' in line:
+                is_content_table = True
+        if is_content_table:
+            content_tables.append(path.relative_to('en_US').as_posix())
+
+print('Whitelist:' ,content_tables)
+whitelist += content_tables
+
+pipeline_mode = len(sys.argv) > 1 and sys.argv[1] == 'check'
+failed_files = []
+
+
+def need_to_translate(source, target):
+    if not target.exists():
+        failed_files.append('(missing) ' + target.as_posix())
+        if pipeline_mode:
+            return
+        shutil.copyfile(source, target)
+    if target.suffix == '.html':
+        return  # FIXME I don't know how to process html
+    target_checksum = hashlib.sha256(path.open('rb').read()).hexdigest()[:32]
+    checksum = target.open('r').readline().strip()[3:]
+    if checksum != target_checksum:
+        failed_files.append('(out-of-date) ' + target.as_posix())
+        if pipeline_mode:
+            return
+    contents = target.open('r').readlines()
+    firstline = '.. ' + target_checksum + '\n'
+    if contents[0].startswith('.. '):
+        contents = [firstline] + contents[1:]
+    else:
+        contents = [firstline, '\n'] + contents
+    target.open('w').writelines(contents)
+
+
+for path in walk(Path('en_US')):
+    relative_path = path.relative_to('en_US')
+    if relative_path.as_posix().startswith('_build'):
+        continue
+    if path.suffix in suffix_list:
+        target_path = (Path('zh_CN') / relative_path)
+        if relative_path.as_posix() in whitelist:
+            # whitelist files. should be translated
+            need_to_translate(path, target_path)
+            print(f'Skipped linking for {path} as it is in whitelist.')
+        else:
+            target_path.parent.mkdir(exist_ok=True)
+            link_path = path
+            for _ in range(len(list(Path(relative_path).parents))):
+                link_path = Path('..') / link_path
+            if not target_path.is_symlink() or os.readlink(target_path) != link_path.as_posix():
+                failed_files.append('(invalid link) ' + target_path.as_posix())
+                if not pipeline_mode:
+                    target_path.unlink(missing_ok=True)
+                    target_path.symlink_to(link_path)
+
+# delete redundant files
+for path in walk(Path('zh_CN')):
+    if path.suffix in suffix_list:
+        relative_path = path.relative_to('zh_CN')
+        if not (Path('en_US') / relative_path).exists():
+            failed_files.append('(redundant) ' + path.as_posix())
+            if not pipeline_mode:
+                print(f'Deleting {path}')
+                path.unlink()
+
+
+if pipeline_mode and failed_files:
+    raise ValueError(
+        'The following files are not up-to-date. Please run "python3 tools/chineselink.py" under docs folder '
+        'to refresh them and update their corresponding translation.\n' + '\n'.join(['  ' + line for line in failed_files]))
+if failed_files:
+    print('Updated files:', failed_files)

docs/tools/md2rst.py

+import argparse
+import m2r
+import os
+import re
+import shutil
+from pathlib import Path
+
+
+def single_line_process(line):
+    if line == ' .. contents::':
+        return '.. contents::'
+    # https://github.com/sphinx-doc/sphinx/issues/3921
+    line = re.sub(r'(`.*? <.*?>`)_', r'\1__', line)
+    # inline emphasis
+    line = re.sub(r'\*\*\\ (.*?)\\ \*\*', r' **\1** ', line)
+    line = re.sub(r'\*(.*?)\\ \*', r'*\1*', line)
+    line = re.sub(r'\*\*(.*?) \*\*', r'**\1** ', line)
+    line = re.sub(r'\\\*\\\*(.*?)\*\*', r'**\1**', line)
+    line = re.sub(r'\\\*\\\*(.*?)\*\*\\ ', r'**\1**', line)
+    line = line.replace(r'\* - `\**', r'* - `**')
+    line = re.sub(r'\\\* \*\*(.*?)\*\* \(\\\*\s*(.*?)\s*\*\\ \)', r'* \1 (\2)', line)
+    line = re.sub(r'\<(.*)\.md(\>|#)', r'<\1.rst\2', line)
+    line = re.sub(r'`\*\*(.*?)\*\* <#(.*?)>`__', r'`\1 <#\2>`__', line)
+    line = re.sub(r'\*\* (classArgs|stop|FLOPS.*?|pruned.*?|large.*?|path|pythonPath|2D.*?|codeDirectory|ps|worker|Tuner|Assessor)\*\*',
+                  r' **\1**', line)
+
+    line = line.replace('.. code-block:::: bash', '.. code-block:: bash')
+    line = line.replace('raw-html-m2r', 'raw-html')
+    line = line.replace('[toc]', '.. toctree::')
+
+    # image
+    line = re.sub(r'\:raw\-html\:`\<img src\=\"(.*?)\" style\=\"zoom\: ?(\d+)\%\;\" \/\>`', r'\n.. image:: \1\n   :scale: \2%', line)
+
+    # special case (per line handling)
+    line = line.replace('Nb = |Db|', r'Nb = \|Db\|')
+    line = line.replace('  Here is just a small list of libraries ', '\nHere is just a small list of libraries ')
+    line = line.replace('  Find the data management region in job submission page.', 'Find the data management region in job submission page.')
+    line = line.replace('Tuner/InstallCustomizedTuner.md', 'Tuner/InstallCustomizedTuner')
+    line = line.replace('&#10003;', ':raw-html:`&#10003;`')
+    line = line.replace(' **builtinTunerName** and** classArgs**', '**builtinTunerName** and **classArgs**')
+    line = line.replace('`\ ``nnictl ss_gen`` <../Tutorial/Nnictl.rst>`__', '`nnictl ss_gen <../Tutorial/Nnictl.rst>`__')
+    line = line.replace('**Step 1. Install NNI, follow the install guide `here <../Tutorial/QuickStart.rst>`__.**',
+                        '**Step 1. Install NNI, follow the install guide** `here <../Tutorial/QuickStart.rst>`__.')
+    line = line.replace('*Please refer to `here ', 'Please refer to `here ')
+    # line = line.replace('\* **optimize_mode** ', '* **optimize_mode** ')
+    if line == '~' * len(line):
+        line = '^' * len(line)
+    return line
+
+
+def special_case_replace(full_text):
+    replace_pairs = {}
+    replace_pairs['PyTorch\n"""""""'] = '**PyTorch**'
+    replace_pairs['Search Space\n============'] = '.. role:: raw-html(raw)\n   :format: html\n\nSearch Space\n============'
+    for file in os.listdir(Path(__file__).parent / 'patches'):
+        with open(Path(__file__).parent / 'patches' / file) as f:
+            r, s = f.read().split('%%%%%%\n')
+        replace_pairs[r] = s
+    for r, s in replace_pairs.items():
+        full_text = full_text.replace(r, s)
+    return full_text
+
+
+def process_table(content):
+    content = content.replace('------ |', '------|')
+    lines = []
+    for line in content.split('\n'):
+        if line.startswith('  |'):
+            line = line[2:]
+        lines.append(line)
+    return '\n'.join(lines)
+
+
+def process_github_link(line):
+    line = re.sub(r'`(\\ ``)?([^`]*?)(``)? \<(.*?)(blob|tree)/v1.9/(.*?)\>`__', r':githublink:`\2 <\6>`', line)
+    if 'githublink' in line:
+        line = re.sub(r'\*Example: (.*)\*', r'*Example:* \1', line)
+    line = line.replace('https://nni.readthedocs.io/en/latest', '')
+    return line
+
+
+for root, dirs, files in os.walk('en_US'):
+    root = Path(root)
+    for file in files:
+        if not file.endswith('.md') or file == 'Release_v1.0.md':
+            continue
+
+        with open(root / file) as f:
+            md_content = f.read()
+
+        if file == 'Nnictl.md':
+            md_content = process_table(md_content)
+
+        out = m2r.convert(md_content)
+        lines = out.split('\n')
+        if lines[0] == '':
+            lines = lines[1:]
+
+        # remove code-block eval_rst
+        i = 0
+        while i < len(lines):
+            line = lines[i]
+            if line.strip() == '.. code-block:: eval_rst':
+                space_count = line.index('.')
+                lines[i] = lines[i + 1] = None
+                if i > 0 and lines[i - 1]:
+                    lines[i] = ''  # blank line
+                i += 2
+                while i < len(lines) and (lines[i].startswith(' ' * (space_count + 3)) or lines[i] == ''):
+                    lines[i] = lines[i][space_count + 3:]
+                    i += 1
+            elif line.strip() == '.. code-block' or line.strip() == '.. code-block::':
+                lines[i] += ':: bash'
+                i += 1
+            else:
+                i += 1
+
+        lines = [l for l in lines if l is not None]
+
+        lines = list(map(single_line_process, lines))
+
+        if file != 'Release.md':
+            # githublink
+            lines = list(map(process_github_link, lines))
+
+        out = '\n'.join(lines)
+        out = special_case_replace(out)
+
+        with open(root / (Path(file).stem + '.rst'), 'w') as f:
+            f.write(out)
+
+        # back it up and remove
+        moved_root = Path('archive_en_US') / root.relative_to('en_US')
+        moved_root.mkdir(exist_ok=True)
+        shutil.move(root / file, moved_root / file)

docs/tools/patches/1.txt

+   * - GP Tuner
+     - :raw-html:`✓`
+     - 
+     - :raw-html:`✓`
+     - :raw-html:`✓`
+     - :raw-html:`✓`
+     - :raw-html:`✓`
+     - :raw-html:`✓`
+     - 
+     - 
+     - 
+%%%%%%
+   * - GP Tuner
+     - :raw-html:`✓`
+     - 
+     - :raw-html:`✓`
+     - :raw-html:`✓`
+     - :raw-html:`✓`
+     - :raw-html:`✓`
+     - :raw-html:`✓`
+     - 
+     - 
+     - 
+     - 

docs/tools/patches/10.txt

+An SSH server needs a port; you need to expose Docker's SSH port to NNI as the connection port. For example, if you set your container's SSH port as  **``A``** \ , you should map the container's port ** ``A``**  to your remote host machine's other port ** ``B``** \ , NNI will connect port ** ``B``**  as an SSH port, and your host machine will map the connection from port ** ``B``**  to port ** ``A``**  then NNI could connect to your Docker container.
+%%%%%%
+An SSH server needs a port; you need to expose Docker's SSH port to NNI as the connection port. For example, if you set your container's SSH port as ``A``, you should map the container's port ``A`` to your remote host machine's other port ``B``, NNI will connect port ``B`` as an SSH port, and your host machine will map the connection from port ``B`` to port ``A`` then NNI could connect to your Docker container.

docs/tools/patches/11.txt

+If the id ends with *, nnictl will stop all experiments whose ids matchs the regular.
+%%%%%%
+If the id ends with \*, nnictl will stop all experiments whose ids matchs the regular.

docs/tools/patches/12.txt

+..
+
+   make: *** [install-XXX] Segmentation fault (core dumped)
+%%%%%%
+.. code-block:: text
+
+   make: *** [install-XXX] Segmentation fault (core dumped)

docs/tools/patches/13.txt

+  Click ``Submit job`` button in web portal.
+%%%%%%
+Click ``Submit job`` button in web portal.

docs/tools/patches/14.txt

+:raw-html:`<div >
+    <img src="https://github.com/microsoft/Cream/blob/main/demo/intro.jpg" width="800"/>
+</div>`
+%%%%%%
+:raw-html:`<div ><img src="https://github.com/microsoft/Cream/blob/main/demo/intro.jpg" width="800"/></div>`
\ No newline at end of file

docs/tools/patches/15.txt

+.. list-table::
+   :header-rows: 1
+
+%%%%%%
+.. list-table::
+   :header-rows: 1
+   :widths: auto
+

docs/tools/patches/16.txt

+.. code-block:: bash
+
+   1.1 Declare NNI API
+       Include `import nni` in your trial code to use NNI APIs.
+%%%%%%
+..
+
+   1.1 Declare NNI API
+       Include `import nni` in your trial code to use NNI APIs.

docs/tools/patches/17.txt

+.. code-block:: bash
+
+   from nni.compression.pytorch.utils.counter import count_flops_params
+%%%%%%
+.. code-block:: python
+
+   from nni.compression.pytorch.utils.counter import count_flops_params

docs/tools/patches/18.txt

+.. code-block:: bash
+
+   NNI's official image msranni/nni does not support SSH servers for the time being; you should build your own Docker image with an SSH configuration or use other images as a remote server.
+%%%%%%
+.. code-block:: text
+
+   NNI's official image msranni/nni does not support SSH servers for the time being; you should build your own Docker image with an SSH configuration or use other images as a remote server.

docs/tools/patches/19.txt

+Code Styles & Naming Conventions
+--------------------------------
+
+
+* We follow `PEP8 <https://www.python.org/dev/peps/pep-0008/>`__ for Python code and naming conventions, do try to adhere to the same when making a pull request or making a change. One can also take the help of linters such as ``flake8`` or ``pylint``
+* We also follow `NumPy Docstring Style <https://www.sphinx-doc.org/en/master/usage/extensions/example_numpy.html#example-numpy>`__ for Python Docstring Conventions. During the `documentation building <Contributing.rst#documentation>`__\ , we use `sphinx.ext.napoleon <https://www.sphinx-doc.org/en/master/usage/extensions/napoleon.html>`__ to generate Python API documentation from Docstring.
+* For docstrings, please refer to `numpydoc docstring guide <https://numpydoc.readthedocs.io/en/latest/format.html>`__ and `pandas docstring guide <https://python-sprints.github.io/pandas/guide/pandas_docstring.html>`__
+
+  * For function docstring, **description** , **Parameters**\ , and** Returns**\ /** Yields** are mandatory.
+  * For class docstring, **description**\ ,** Attributes** are mandatory.
+  * For docstring to describe ``dict``\ , which is commonly used in our hyper-param format description, please refer to [RiboKit : Doc Standards
+
+    * Internal Guideline on Writing Standards](https://ribokit.github.io/docs/text/)
+
+Documentation
+-------------
+
+Our documentation is built with :githublink:`sphinx <docs>`.
+
+
+* 
+  Before submitting the documentation change, please **build homepage locally**\ : ``cd docs/en_US && make html``\ , then you can see all the built documentation webpage under the folder ``docs/en_US/_build/html``. It's also highly recommended taking care of** every WARNING** during the build, which is very likely the signal of a** deadlink** and other annoying issues.
+
+* 
+  For links, please consider using **relative paths** first. However, if the documentation is written in Markdown format, and:
+
+
+  * It's an image link which needs to be formatted with embedded html grammar, please use global URL like ``https://user-images.githubusercontent.com/44491713/51381727-e3d0f780-1b4f-11e9-96ab-d26b9198ba65.png``\ , which can be automatically generated by dragging picture onto `Github Issue <https://github.com/Microsoft/nni/issues/new>`__ Box.
+  * It cannot be re-formatted by sphinx, such as source code, please use its global URL. For source code that links to our github repo, please use URLs rooted at ``https://github.com/Microsoft/nni/tree/v1.9/`` (\ :githublink:`mnist.py <examples/trials/mnist-tfv1/mnist.py>` for example).
+%%%%%%
+Code Styles & Naming Conventions
+--------------------------------
+
+* We follow `PEP8 <https://www.python.org/dev/peps/pep-0008/>`__ for Python code and naming conventions, do try to adhere to the same when making a pull request or making a change. One can also take the help of linters such as ``flake8`` or ``pylint``
+* We also follow `NumPy Docstring Style <https://www.sphinx-doc.org/en/master/usage/extensions/example_numpy.html#example-numpy>`__ for Python Docstring Conventions. During the `documentation building <Contributing.rst#documentation>`__\ , we use `sphinx.ext.napoleon <https://www.sphinx-doc.org/en/master/usage/extensions/napoleon.html>`__ to generate Python API documentation from Docstring.
+* For docstrings, please refer to `numpydoc docstring guide <https://numpydoc.readthedocs.io/en/latest/format.html>`__ and `pandas docstring guide <https://python-sprints.github.io/pandas/guide/pandas_docstring.html>`__
+
+  * For function docstring, **description**, **Parameters**, and **Returns** **Yields** are mandatory.
+  * For class docstring, **description**, **Attributes** are mandatory.
+  * For docstring to describe ``dict``, which is commonly used in our hyper-param format description, please refer to RiboKit Doc Standards
+
+    * `Internal Guideline on Writing Standards <https://ribokit.github.io/docs/text/>`__
+
+Documentation
+-------------
+
+Our documentation is built with :githublink:`sphinx <docs>`.
+
+* Before submitting the documentation change, please **build homepage locally**: ``cd docs/en_US && make html``, then you can see all the built documentation webpage under the folder ``docs/en_US/_build/html``. It's also highly recommended taking care of **every WARNING** during the build, which is very likely the signal of a **deadlink** and other annoying issues.
+
+* 
+  For links, please consider using **relative paths** first. However, if the documentation is written in Markdown format, and:
+
+
+  * It's an image link which needs to be formatted with embedded html grammar, please use global URL like ``https://user-images.githubusercontent.com/44491713/51381727-e3d0f780-1b4f-11e9-96ab-d26b9198ba65.png``, which can be automatically generated by dragging picture onto `Github Issue <https://github.com/Microsoft/nni/issues/new>`__ Box.
+  * It cannot be re-formatted by sphinx, such as source code, please use its global URL. For source code that links to our github repo, please use URLs rooted at ``https://github.com/Microsoft/nni/tree/v1.9/`` (:githublink:`mnist.py <examples/trials/mnist-tfv1/mnist.py>` for example).

docs/tools/patches/2.txt

+   * - 
+     - Recommended
+     - Minimum
+   * - **Operating System**
+     - Ubuntu 16.04 or above
+   * - **CPU**
+     - Intel® Core™ i5 or AMD Phenom™ II X3 or better
+     - Intel® Core™ i3 or AMD Phenom™ X3 8650
+   * - **GPU**
+     - NVIDIA® GeForce® GTX 660 or better
+     - NVIDIA® GeForce® GTX 460
+   * - **Memory**
+     - 6 GB RAM
+     - 4 GB RAM
+   * - **Storage**
+     - 30 GB available hare drive space
+   * - **Internet**
+     - Boardband internet connection
+   * - **Resolution**
+     - 1024 x 768 minimum display resolution
+%%%%%%
+   * - 
+     - Recommended
+     - Minimum
+   * - **Operating System**
+     - Ubuntu 16.04 or above
+     -
+   * - **CPU**
+     - Intel® Core™ i5 or AMD Phenom™ II X3 or better
+     - Intel® Core™ i3 or AMD Phenom™ X3 8650
+   * - **GPU**
+     - NVIDIA® GeForce® GTX 660 or better
+     - NVIDIA® GeForce® GTX 460
+   * - **Memory**
+     - 6 GB RAM
+     - 4 GB RAM
+   * - **Storage**
+     - 30 GB available hare drive space
+     -
+   * - **Internet**
+     - Boardband internet connection
+     -
+   * - **Resolution**
+     - 1024 x 768 minimum display resolution
+     -

docs/tools/patches/20.txt

+..
+
+   1.1 Declare NNI API
+       Include `import nni` in your trial code to use NNI APIs.
+
+   1.2 Get predefined parameters
+       Use the following code snippet:
+
+           RECEIVED_PARAMS = nni.get_next_parameter()
+
+       to get hyper-parameters' values assigned by tuner. `RECEIVED_PARAMS` is an object, for example:
+
+           {"conv_size": 2, "hidden_size": 124, "learning_rate": 0.0307, "dropout_rate": 0.2029}
+
+   1.3 Report NNI results
+       Use the API:
+
+           `nni.report_intermediate_result(accuracy)`
+
+       to send `accuracy` to assessor.
+
+       Use the API:
+
+           `nni.report_final_result(accuracy)`
+
+       to send `accuracy` to tuner.
+%%%%%%
+* Declare NNI API: include ``import nni`` in your trial code to use NNI APIs.
+* Get predefined parameters
+
+Use the following code snippet:
+
+.. code-block:: python
+
+   RECEIVED_PARAMS = nni.get_next_parameter()
+
+to get hyper-parameters' values assigned by tuner. ``RECEIVED_PARAMS`` is an object, for example:
+
+.. code-block:: json
+
+   {"conv_size": 2, "hidden_size": 124, "learning_rate": 0.0307, "dropout_rate": 0.2029}
+
+* Report NNI results: Use the API: ``nni.report_intermediate_result(accuracy)`` to send ``accuracy`` to assessor.
+  Use the API: ``nni.report_final_result(accuracy)`` to send `accuracy` to tuner.

docs/tools/patches/3.txt

+   * - 
+     - Recommended
+     - Minimum
+   * - **Operating System**
+     - macOS 10.14.1 or above
+   * - **CPU**
+     - Intel® Core™ i7-4770 or better
+     - Intel® Core™ i5-760 or better
+   * - **GPU**
+     - AMD Radeon™ R9 M395X or better
+     - NVIDIA® GeForce® GT 750M or AMD Radeon™ R9 M290 or better
+   * - **Memory**
+     - 8 GB RAM
+     - 4 GB RAM
+   * - **Storage**
+     - 70GB available space SSD
+     - 70GB available space 7200 RPM HDD
+   * - **Internet**
+     - Boardband internet connection
+   * - **Resolution**
+     - 1024 x 768 minimum display resolution
+%%%%%%
+   * -
+     - Recommended
+     - Minimum
+   * - **Operating System**
+     - macOS 10.14.1 or above
+     - 
+   * - **CPU**
+     - Intel® Core™ i7-4770 or better
+     - Intel® Core™ i5-760 or better
+   * - **GPU**
+     - AMD Radeon™ R9 M395X or better
+     - NVIDIA® GeForce® GT 750M or AMD Radeon™ R9 M290 or better
+   * - **Memory**
+     - 8 GB RAM
+     - 4 GB RAM
+   * - **Storage**
+     - 70GB available space SSD
+     - 70GB available space 7200 RPM HDD
+   * - **Internet**
+     - Boardband internet connection
+     - 
+   * - **Resolution**
+     - 1024 x 768 minimum display resolution
+     - 

docs/tools/patches/4.txt

+   * - 
+     - Recommended
+     - Minimum
+   * - **Operating System**
+     - Windows 10 1809 or above
+   * - **CPU**
+     - Intel® Core™ i5 or AMD Phenom™ II X3 or better
+     - Intel® Core™ i3 or AMD Phenom™ X3 8650
+   * - **GPU**
+     - NVIDIA® GeForce® GTX 660 or better
+     - NVIDIA® GeForce® GTX 460
+   * - **Memory**
+     - 6 GB RAM
+     - 4 GB RAM
+   * - **Storage**
+     - 30 GB available hare drive space
+   * - **Internet**
+     - Boardband internet connection
+   * - **Resolution**
+     - 1024 x 768 minimum display resolution
+%%%%%%
+   * -
+     - Recommended
+     - Minimum
+   * - **Operating System**
+     - Windows 10 1809 or above
+     - 
+   * - **CPU**
+     - Intel® Core™ i5 or AMD Phenom™ II X3 or better
+     - Intel® Core™ i3 or AMD Phenom™ X3 8650
+   * - **GPU**
+     - NVIDIA® GeForce® GTX 660 or better
+     - NVIDIA® GeForce® GTX 460
+   * - **Memory**
+     - 6 GB RAM
+     - 4 GB RAM
+   * - **Storage**
+     - 30 GB available hare drive space
+     - 
+   * - **Internet**
+     - Boardband internet connection
+     - 
+   * - **Resolution**
+     - 1024 x 768 minimum display resolution
+     - 

docs/tools/patches/5.txt

+   * - 
+     - s=4
+     - s=3
+     - s=2
+     - s=1
+     - s=0
+   * - i
+     - n r
+     - n r
+     - n r
+     - n r
+     - n r
+   * - 0
+     - 81 1
+     - 27 3
+     - 9 9
+     - 6 27
+     - 5 81
+   * - 1
+     - 27 3
+     - 9 9
+     - 3 27
+     - 2 81
+     - 
+   * - 2
+     - 9 9
+     - 3 27
+     - 1 81
+     - 
+     - 
+   * - 3
+     - 3 27
+     - 1 81
+     - 
+     - 
+     - 
+   * - 4
+     - 1 81
+     - 
+     - 
+     - 
+%%%%%%
+   * -
+     - s=4
+     - s=3
+     - s=2
+     - s=1
+     - s=0
+   * - i
+     - n r
+     - n r
+     - n r
+     - n r
+     - n r
+   * - 0
+     - 81 1
+     - 27 3
+     - 9 9
+     - 6 27
+     - 5 81
+   * - 1
+     - 27 3
+     - 9 9
+     - 3 27
+     - 2 81
+     -
+   * - 2
+     - 9 9
+     - 3 27
+     - 1 81
+     -
+     -
+   * - 3
+     - 3 27
+     - 1 81
+     -
+     -
+     -
+   * - 4
+     - 1 81
+     -
+     -
+     -
+     -

docs/tools/patches/6.txt

+*Please refer to `here <https://nni.readthedocs.io/en/latest/sdk_reference.html>`__ for more APIs (e.g., ``nni.get_sequence_id()``\ ) provided by NNI.
+%%%%%%
+*Please refer to `here <https://nni.readthedocs.io/en/latest/sdk_reference.html>`__ for more APIs (e.g., ``nni.get_sequence_id()``\ ) provided by NNI.*