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[2.5] Enhance POC notebook and docs (NVIDIA#3033)
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* Enhance POC notebook and docs (NVIDIA#3031)

* 2.5 vdr enhancements

* add table

---------

Co-authored-by: Yuan-Ting Hsieh (謝沅廷) <yuantingh@nvidia.com>

* multi line table

---------

Co-authored-by: Yuan-Ting Hsieh (謝沅廷) <yuantingh@nvidia.com>
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SYangster and YuanTingHsieh authored Oct 11, 2024
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53 changes: 49 additions & 4 deletions docs/quickstart.rst
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Expand Up @@ -101,6 +101,17 @@ Note on branches:

* The 2.1, 2.2, 2.3, 2.4, 2.5, etc. branches are the branches for each major release and there are tags based on these with a third digit for minor patches

Install NVFlare from source
----------------------------

Navigate to the NVFlare repository and use pip install with development mode (can be useful to access latest nightly features or test custom builds for example):

.. code-block:: shell
$ git clone https://github.com/NVIDIA/NVFlare.git
$ cd NVFlare
$ pip install -e .
.. _containerized_deployment:

Expand Down Expand Up @@ -197,11 +208,31 @@ Production mode is secure with TLS certificates - depending the choice the deplo

Using non-HA, secure, local mode (all clients and server running on the same host), production mode is very similar to POC mode except it is secure.

Which mode should I choose for running NVFLARE?
Which mode should I choose for running NVFLARE? (Note: the same jobs can be run in any of the modes, and the same project.yml deployment options can be run in both POC mode and production.)

.. list-table:: NVIDIA FLARE Modes
:header-rows: 1

* - **Mode**
- **Documentation**
- **Description**
* - Simulator
- :ref:`fl_simulator`
- | The FL Simulator is a light weight simulation where the job run is automated on a
| single system. Useful for quickly running a job or experimenting with research
| or FL algorithms.
* - POC
- :ref:`poc_command`
- | POC mode establishes and connects distinct server and client "systems" which can
| then be orchestrated using the FLARE Console all from a single machine. Users can
| also experiment with various deployment options (project.yml), which can be used
| in production modes.
* - Production
- :ref:`provisioned_setup`
- | Real world production mode involves a distributed deployment with generated startup
| kits from the provisioning process. Provides provisioning tool, dashboard, and
| various deployment options.
- For a quick research run, use the FL Simulator
- For simulating real cases within the same machine, use POC or production (local, non-HA, secure) mode. POC has convenient ``nvflare poc`` commands for ease of use.
- For all other cases, use production mode.

.. _starting_fl_simulator:

Expand Down Expand Up @@ -376,4 +407,18 @@ To start the server and client systems without an admin console:
nvflare poc start -ex admin@nvidia.com
We can use the :ref:`job_cli` to easily submit a job to the POC system. (Note: We can run the same jobs we ran with the simulator in POC mode. If using the :ref:`fed_job_api`, simply export the job configuration with ``job.export_job()``.)

.. code-block::
nvflare job submit -j NVFlare/examples/hello-world/hello-numpy-sag/jobs/hello-numpy-sag
.. code-block::
nvflare poc stop
.. code-block::
nvflare poc clean
For more details, see :ref:`poc_command`.
63 changes: 62 additions & 1 deletion docs/user_guide/nvflare_cli/poc_command.rst
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Expand Up @@ -7,6 +7,8 @@ Proof Of Concept (POC) Command

The POC command allows users to try out the features of NVFlare in a proof of concept deployment on a single machine.

Different processes represent the server, clients, and the admin console, making it a useful tool in preparation for a distributed deployment.

Syntax and Usage
=================

Expand Down Expand Up @@ -292,7 +294,7 @@ will start ALL clients (site-1, site-2) and server as well as FLARE Console (aka
.. note::

If you prefer to have the FLARE Console on a different terminal, you can start everything else with: ``nvflare poc start -ex admin``.
If you prefer to have the FLARE Console on a different terminal, you can start everything else with: ``nvflare poc start -ex admin@nvidia.com``.

Start the server only
----------------------
Expand Down Expand Up @@ -356,6 +358,59 @@ If there is no GPU, then there will be no assignments. If there are GPUs, they w
nvidia-smi --list-gpus
Operating the System and Submitting a Job
==========================================
After preparing the poc workspace and starting the server, clients, and console (optional), we have several options to operate the whole system.

First, link the desired job directory to the admin's transfer directory:

.. code-block:: none
nvflare poc prepare-jobs-dir -j NVFlare/examples
FLARE Console
--------------
After starting the FLARE console with:

.. code-block:: none
nvflare poc start -p admin@nvidia.com
Login and submit the job:

.. code-block:: none
submit_job hello-world/hello-numpy-sag/jobs/hello-numpy-sag
Refer to :ref:`operating_nvflare` for more details.

FLARE API
---------
To programmatically operate the system and submit a job, use the :ref:`flare_api`:

.. code-block:: python
import os
from nvflare.fuel.flare_api.flare_api import new_secure_session
poc_workspace = "/tmp/nvflare/poc"
poc_prepared = os.path.join(poc_workspace, "example_project/prod_00")
admin_dir = os.path.join(poc_prepared, "admin@nvidia.com")
sess = new_secure_session("admin@nvidia.com", startup_kit_location=admin_dir)
job_id = sess.submit_job("hello-world/hello-numpy-sag/jobs/hello-numpy-sag")
print(f"Job is running with ID {job_id}")
Job CLI
-------
The :ref:`job_cli` also provides a convenient command to submit a job:

.. code-block:: none
nvflare job submit -j NVFlare/examples/hello-world/hello-numpy-sag/jobs/hello-numpy-sag
Stop Package(s)
===============

Expand All @@ -381,3 +436,9 @@ There is a command to clean up the POC workspace added in version 2.2 that will
.. code-block::
nvflare poc clean
Learn More
===========

To learn more about the different options of the POC command in more detail, see the
:github_nvflare_link:`Setup NVFLARE in POC Mode Tutorial <examples/tutorials/setup_poc.ipynb>`.
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