Files

Ignoring revisions in .git-blame-ignore-revs. Click here to bypass and see the normal blame view.

268 строки
10 KiB
Markdown
Исходник Постоянная ссылка Обычный вид История

# Deployment
2022-11-04 14:49:36 -05:00
```eval_rst
.. toctree::
:glob:
:maxdepth: 4
```
2024-05-09 14:17:49 +00:00
## Install Omniperf from source
2022-11-04 14:49:36 -05:00
Omniperf is broken into two installation components:
1. **Omniperf Client-side (_Required_)**
- Provides core application profiling capability
- Allows collection of performance counters, filtering by hardware block, dispatch, kernel, etc
2022-11-04 14:49:36 -05:00
- CLI based analysis mode
- Stand alone web interface for importing analysis metrics
2. **Omniperf Server-side (_Optional_)**
- Mongo DB backend + Grafana instance
2023-08-29 10:56:25 -05:00
- Packaged in a Docker container for easy setup
2022-11-04 14:49:36 -05:00
Determine what you need to install based on how you would like to interact with Omniperf. See the decision tree below to help determine what installation is right for you.
![Omniperf Installation Decision Tree](images/install_decision_tree.png)
2022-11-04 14:49:36 -05:00
---
2024-05-09 14:17:49 +00:00
### Client-side Installation
2022-11-04 14:49:36 -05:00
Omniperf client-side requires the following basic software dependencies prior to usage:
2022-11-04 14:49:36 -05:00
* Python (>=3.8)
2022-11-04 14:49:36 -05:00
* CMake (>= 3.19)
* ROCm (>= 5.7.1)
2022-11-04 14:49:36 -05:00
In addition, Omniperf leverages a number of Python packages that are
documented in the top-level `requirements.txt` file. These must be
installed prior to Omniperf configuration.
```{admonition} Optional packages
If you would like to build Omniperf as a developer, consider these additional requirements:
| Requirement file | Description |
| --------------------- | -------------------------------------------------------------- |
| requirements-doc.txt | Python packages required to build docs from source |
| requirements-test.txt | Python packages required to run Omniperf's CI suite via PyTest |
```
2022-11-04 14:49:36 -05:00
The recommended procedure for Omniperf usage is to install into a shared file system so that multiple users can access the final installation. The following steps illustrate how to install the necessary python dependencies using [pip](https://packaging.python.org/en/latest/) and Omniperf into a shared location controlled by the `INSTALL_DIR` environment variable.
```{admonition} Configuration variables
The following installation example leverages several
[CMake](https://cmake.org/cmake/help/latest/) project variables
defined as follows:
| Variable | Description |
| -------------------- | -------------------------------------------------------------------- |
| CMAKE_INSTALL_PREFIX | controls install path for Omniperf files |
| PYTHON_DEPS | provides optional path to resolve Python package dependencies |
| MOD_INSTALL_PATH | provides optional path for separate Omniperf modulefile installation |
```
A typical install will begin by downloading the latest release tarball
available from the
2024-03-21 11:14:37 -04:00
[Releases](https://github.com/ROCm/omniperf/releases) section
of the Omniperf development site. From there, untar and descend into
the top-level directory as follows:
```shell-session
$ tar xfz omniperf-v{__VERSION__}.tar.gz
$ cd omniperf-v{__VERSION__}
2022-11-04 14:49:36 -05:00
```
Next, install Python dependencies and complete the Omniperf configuration/install process as follows:
```shell-session
2022-11-04 14:49:36 -05:00
# define top-level install path
$ export INSTALL_DIR=<your-top-level-desired-install-path>
2022-11-04 14:49:36 -05:00
# install python deps
2022-11-07 17:23:07 -06:00
$ python3 -m pip install -t ${INSTALL_DIR}/python-libs -r requirements.txt
2022-11-04 14:49:36 -05:00
# configure Omniperf for shared install
$ mkdir build
$ cd build
$ cmake -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/{__VERSION__} \
-DPYTHON_DEPS=${INSTALL_DIR}/python-libs \
-DMOD_INSTALL_PATH=${INSTALL_DIR}/modulefiles ..
# install
$ make install
```
```{tip}
You may require `sudo` during the final install step if you
2022-11-05 08:42:11 -05:00
do not have write access to the chosen install path.
```
2022-11-04 14:49:36 -05:00
After completing these steps, a successful top-level installation directory looks as follows:
```shell-session
2022-11-04 14:49:36 -05:00
$ ls $INSTALL_DIR
modulefiles {__VERSION__} python-libs
```
2024-05-09 14:17:49 +00:00
#### Execution using modulefiles
2022-11-04 14:49:36 -05:00
The installation process includes creation of an environment
modulefile for use with [Lmod](https://lmod.readthedocs.io). On
systems that support Lmod, a user can register the Omniperf modulefile
directory and setup their environment for execution of Omniperf as
follows:
```shell-session
2022-11-04 14:49:36 -05:00
$ module use $INSTALL_DIR/modulefiles
$ module load omniperf
$ which omniperf
/opt/apps/omniperf/{__VERSION__}/bin/omniperf
$ omniperf --version
ROC Profiler: /opt/rocm-5.1.0/bin/rocprof
omniperf (v{__VERSION__})
```
2023-06-06 11:01:37 -04:00
```{tip} Users relying on an Lmod Python module locally may wish to
2022-11-04 14:49:36 -05:00
customize the resulting Omniperf modulefile post-installation to
include additional module dependencies.
```
2024-05-09 14:17:49 +00:00
#### Execution without modulefiles
To use Omniperf without the companion modulefile, update your `PATH`
settings to enable access to the command-line binary. If you installed Python
dependencies in a shared location, update your `PYTHONPATH` config as well:
```shell-session
export PATH=$INSTALL_DIR/{__VERSION__}/bin:$PATH
export PYTHONPATH=$INSTALL_DIR/python-libs
```
2024-05-09 14:17:49 +00:00
#### rocProf
Omniperf relies on a rocProf binary during the profiling
process. Normally the path to this binary will be detected
2023-06-06 11:01:37 -04:00
automatically, but it can also be overridden via the setting the
optional `ROCPROF` environment variable to the path of the binary the user
wishes to use instead.
2022-11-04 14:49:36 -05:00
%%% ### Generate Packaging
%%% ```console
%%% cd build
%%% cpack -G STGZ
%%% cpack -G DEB -D CPACK_PACKAGING_INSTALL_PREFIX=/opt/omniperf
%%% cpack -G RPM -D CPACK_PACKAGING_INSTALL_PREFIX=/opt/omniperf
%%% ```
---
2024-05-09 14:17:49 +00:00
### Server-side Setup
2022-11-04 14:49:36 -05:00
```{note}
Server-side setup is **not required** to profile or analyze performance data from the CLI. It is provided as an additional mechanism to import performance data for examination within a detailed [Grafana](https://github.com/grafana/grafana) GUI.
```
Omniperf server-side requires the following basic software dependencies prior to usage:
* [Docker Engine](https://docs.docker.com/engine/install/)
2022-11-04 14:49:36 -05:00
The recommended process for enabling the server-side of Omniperf is to use the provided Docker file to build the Grafana and MongoDB instance.
2022-11-04 14:49:36 -05:00
Once you have decided which machine you would like to use to host the Grafana and MongoDB instance, please follow the set-up instructions below.
2024-05-09 14:17:49 +00:00
#### Install MongoDB Utils
Omniperf uses [mongoimport](https://www.mongodb.com/docs/database-tools/mongoimport/) to upload data to Grafana's backend database. Install for Ubuntu 20.04 is as follows:
2025-01-02 13:29:47 -08:00
```bash
2022-11-07 17:23:07 -06:00
$ wget https://fastdl.mongodb.org/tools/db/mongodb-database-tools-ubuntu2004-x86_64-100.6.1.deb
$ sudo apt install ./mongodb-database-tools-ubuntu2004-x86_64-100.6.1.deb
2022-11-07 16:35:41 -06:00
```
2023-06-06 11:01:37 -04:00
> Installation instructions for alternative distributions can be found [here](https://www.mongodb.com/download-center/database-tools/releases/archive)
2024-05-09 14:17:49 +00:00
#### Persistent Storage
2023-06-06 11:01:37 -04:00
The user will also bind MongoDB to a directory on the host OS to create a local backup in case of a crash or reset. In the Docker world, this is known as "creating a persistent volume":
2022-11-07 16:35:41 -06:00
2022-11-04 14:49:36 -05:00
```bash
$ sudo mkdir -p /usr/local/persist && cd /usr/local/persist/
$ sudo mkdir -p grafana-storage mongodb
2022-11-07 16:35:41 -06:00
$ sudo docker volume create --driver local --opt type=none --opt device=/usr/local/persist/grafana-storage --opt o=bind grafana-storage
$ sudo docker volume create --driver local --opt type=none --opt device=/usr/local/persist/mongodb --opt o=bind grafana-mongo-db
2022-11-04 14:49:36 -05:00
```
2024-05-09 14:17:49 +00:00
#### Build and Launch
We are now ready to build our Docker file. Navigate to your Omniperf install directory to begin.
2022-11-04 14:49:36 -05:00
```bash
2024-05-09 14:17:49 +00:00
$ cd grafana
2022-11-04 14:49:36 -05:00
$ sudo docker-compose build
2022-11-07 16:35:41 -06:00
$ sudo docker-compose up -d
2022-11-04 14:49:36 -05:00
```
> TCP ports for Grafana (4000) and MongoDB (27017) in the docker container are mapped to 14000 and 27018, respectively, on the host side.
```{tip}
In the event that your Grafana or MongoDB instance crash fatally, you can always restart the server. Just navigate to your install directory and run:
```
```bash
2024-05-09 14:17:49 +00:00
$ cd grafana
$ sudo docker-compose down
$ sudo docker-compose up -d
```
2024-05-09 14:17:49 +00:00
#### Setup Grafana Instance
Once you have launched your docker container you should be able to reach Grafana at **http://\<host-ip>:14000**. The default login credentials for the first-time Grafana setup are:
- Username: **admin**
- Password: **admin**
![Grafana Welcome Page](images/grafana_welcome.png)
2024-05-09 14:17:49 +00:00
#### MongoDB Datasource Configuration
The MongoDB Datasource must be configured prior to the first-time use. Navigate to Grafana's Configuration page (shown below) to add the **Omniperf Data** connection.
![Omniperf Datasource Config](images/datasource_config.jpg)
Configure the following fields in the datasource settings:
- __HTTP URL__: set to `http://localhost:3333`
- __MongoDB URL__: set to `mongodb://temp:temp123@\<host-ip>:27018/admin?authSource=admin`
- __Database Name__: set to `admin`
After properly configuring these fields click **Save & Test** (as shown below) to make sure your connection is successful.
> Note to avoid potential DNS issue, one may need to use the actual IP address for the host node in the MongoDB URL.
![Datasource Settings](images/datasource_settings.jpg)
2024-05-09 14:17:49 +00:00
#### Omniperf Dashboard Import
From *Create* → *Import*, (as shown below) upload the dashboard file, `/dashboards/Omniperf_v{__VERSION__}_pub.json`, from the Omniperf tarball.
Edit both the Dashboard Name and the Unique Identifier (UID) to uniquely identify the dashboard he/she will use. Click Import to finish the process.
![Import Dashboard](images/import_dashboard.png)
2024-05-09 14:17:49 +00:00
#### Using your dashboard
Once you have imported a dashboard you are ready to begin! Start by browsing available dashboards and selecting the dashboard you have just imported.
![Opening your dashboard](images/opening_dashboard.png)
Remember, you will need to upload workload data to the DB backend before analyzing in your Grafana interface. We provide a detailed example of this in our [Analysis section](./analysis.md#grafana-gui-import).
After a workload has been successfully uploaded, you should be able to select it from the workload dropdown located at the top of your Grafana dashboard.
![Selecting Grafana workload](images/grafana_workload_selection.png)
For more information on how to use the Grafana interface for analysis please see the [Grafana section](./analysis.md#grafana-based-gui) in the Analyze Mode tab.