From 021b1c953b626c83c0af4415400fa20e82df1491 Mon Sep 17 00:00:00 2001 From: ryjohnson09 Date: Fri, 13 Sep 2024 10:33:58 -0500 Subject: [PATCH 1/2] add Posit Team cheatsheet --- html/images/logo-team-full-color.svg | 59 +++++ html/images/posit-workbench-session.png | Bin 0 -> 199622 bytes html/posit-team.qmd | 338 ++++++++++++++++++++++++ pngs/posit-team.png | Bin 0 -> 338930 bytes posit-team.pdf | Bin 0 -> 1233970 bytes powerpoints/posit-team.pptx | Bin 0 -> 5323217 bytes 6 files changed, 397 insertions(+) create mode 100644 html/images/logo-team-full-color.svg create mode 100644 html/images/posit-workbench-session.png create mode 100644 html/posit-team.qmd create mode 100644 pngs/posit-team.png create mode 100644 posit-team.pdf create mode 100644 powerpoints/posit-team.pptx diff --git a/html/images/logo-team-full-color.svg b/html/images/logo-team-full-color.svg new file mode 100644 index 00000000..abef8235 --- /dev/null +++ b/html/images/logo-team-full-color.svg @@ -0,0 +1,59 @@ + + 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+``` +::: + +```{r} +#| output: asis +#| echo: false +#| eval: true +#| column: margin +source("common.R") +sheet_name <- tools::file_path_sans_ext(knitr::current_input()) +pdf_preview_link(sheet_name) +translation_list(sheet_name) +``` + +## Overview + +Posit Team is the bundle of Posit's most popular products including: Workbench, Connect, and Package Manager. +Together, this bundle delivers an end-to-end toolchain for data science teams committed to R and Python, improving every step of a data scientist's workflow, from developing insights, to deploying data products, to managing environments. + +- **Posit Workbench:** Development environment for creating insights. + +- **Posit Connect:** Hosting environment for accessing and sharing insights. + +- **Posit Package Manager:** R and Python package repository management. + +## 1. Opening a New Session in Posit Workbench + +![Posit Workbench - New Session Options](images/posit-workbench-session.png){fig-align="center"} + +- Current integrated development environments (IDEs) include **Jupyter Notebook, JupyterLab, RStudio Pro,** and **Visual Studio Code**. + +- Cluster options may vary depending on how Posit Workbench is configured in your environment. + +## 2. Configure Package Repositories + +### Check Current Repositories + +Within an R session, you can check your R repositories by running: + +```{r} +options("repos") +``` + +For Python, you can use `pip` to list your current Python repositories: + +```{bash} +pip config list +``` + +### Configure Repositories with Posit Package Manager + +To set your R repositories to Posit Package Manager, run: + +```{r} +options(repos = c(CRAN = "https://your-package-manager-url.com")) +``` + +::: callout-tip +To ensure this persists across sessions, add this line to your `.Rprofile` file. +::: + +To set your Python repositories to Posit Package Manager, run: + +```{bash} +pip config set global.index-url https://your-package-manager-url.com +``` + +::: callout-tip +To ensure this persists across sessions, add this line to your `.bashrc` or `.bash_profile` file. +::: + +### Obtaining Package Manager URL + +To obtain the URL for your Posit Package Manager, click the `SETUP` button within the user interface of Posit Package Manager and scroll to **Repository URL:**. +You can also leverage Posit Public Package Manager for CRAN, PyPI, and Bioconductor packages: + +## 3. Access Your Data + +Access your data within Posit Team no matter where it lives and what format it is in, including: + +- **Flat files:** examples including `data.csv`, `data.txt`, `data.parquet`. + +- **APIs:** Interact with APIs using packages such as {requests} in Python or {httr2} and {jsonlite} in R. + +- **Pins:** Store and retrieve Python/R objects including data and models. + +- **Databases:** Connect to a variety of database types using DBI/DB-API/ODBC. + +### Database Interface (DBI) Example in R + +Below is an example of connecting to a PostgreSQL database using the DBI package in R: + +```{r} +con <- DBI::dbConnect( + RPostgres::Postgres(), + hostname = "db.company.com", + port = 5432) +``` + +### Python Database API (DB-API) Example in Python + +Below is an example of connecting to a PostgreSQL database using the `psycopg2` package in Python: + +```{python} +con = sqlite3.connect('example.db') +``` + +### Connecting to a Database using Open Database Connectivity (ODBC) + +Below is an example of connecting to a PostgreSQL database using the `odbc` package in R: + +```{r} +con <- DBI::dbConnect(odbc::odbc(), + driver = "PostgreSQL Driver", + database = "test_db", + UID = Sys.getenv("DB_USER"), + PWD = Sys.getenv("DB_PASSWORD"), + host = "localhost", + port = 5432) +``` + +Below is an example of connecting to a PostgreSQL database using the `pyodbc` package in Python: + +```{python} +con = pyodbc.connect( + driver = 'PostgreSQL', + database = 'test_db', + server = 'localhost', + port = 5432, + uid = os.getenv('DB_USER'), + pwd = os.getenv('DB_PASSWORD')) +``` + +### Posit Professional ODBC Drivers + +A full list of Posit provided professional ODBC drivers can be found here: + +## 4. Run your Code + +Posit Workbench includes multiple options for running your R and Python code, including: + +- Support for multiple R and Python versions. + +- Support for virtual environments (e.g., `venv`) and project-oriented workflows. + +- Submit long-running Python/R jobs to Posit Workbench server to run in independent sessions using **Workbench Jobs** within RStudio Pro () and VS Code (). + +## 5. Supported Content on Posit Connect + +Currently supported content on Posit Connect includes: + +### Documents + +- Quarto + +- R Markdown + +- Jupyter Notebooks + + ::: callout-important + Most documents are considered "static." However, documents created with Voilà or R Markdown that include Shiny components are considered "interactive." + ::: + +### Applications + +- Shiny (R and Python) + +- Bokeh + +- Streamlit + +- Dash + +### APIs + +- Plumber + +- FastAPI + +- Flask + +- Tensorflow + +- plumbertableau + +- FastAPI Tableau + +- Vetiver + +### Pins + +- Pins + +## 6. Publishing Content to Posit Connect + +Connect supports multiple methods for publishing content, including: + +- **`rsconnect`:** Publish content directly from R using the rsconnect R package. +- **Command Line Interface (CLI):** Publish content using the CLI within the `rsconnect-python` package. +- **Push Button Deployment:** Publish content with the click of a button using push button deployment. This is natively available within RStudio Pro and Jupyter Notebooks. You can also access push button deployment using the **Posit Publisher** extension in Visual Studio Code. +- **Git:** Publish directly from a Git repository + +::: callout-tip +For Git deployment, content will automatically fetch from the associated remote Git repository and re-deploy. +This allows for integration with Git-centric workflows and continuous deployment automation. +::: + +## 7. Share and Control Content on Posit Connect + +::: callout-important +Your Posit Connect configuration and license may restrict which options are available to your content. +::: + +As the owner of content published to Posit Connect, you have access to the *content* *settings*. +These settings include: + +### Info and Content Metadata + +Easily modify the content's title and metadata. +You can also add a thumbnail to your content and get a glimpse into usage data. + +::: callout-tip +The Posit Connect API Cookbook contains numerous recipes for accessing and reporting usage data: . +::: + +### Access Controls + +Control who has access to your content. +Options include: + +- **Anyone - no login required:** Content is public and open to anyone. + +- **All users - login required:** Content available to anyone that can access Posit Connect. + +- **Specific users or groups:** Content is available to specific users (or user groups) defined by the content's owner. + +::: callout-note +To share content on Posit Connect with others, all you need to share is the **Content URL** which can be customized. +::: + +### Runtime Settings + +Runtime settings allow publishers to easily tune and scale their applications and APIs. +These settings include: + +- **Processes and Connections:** Interactive or scheduled content requires a **process** to execute the code. + Examples include an R or Python process. + Depending on the number of users accessing your content (**Connections**), you can modify the maximum and minimum number of processes for your content. + + ::: callout-tip + Content will remain running if the minimum processes is set to greater than 0. + This is great for content with a long start up time. + ::: + +- **Timeout Configurations:** Control the time thresholds for content startup, idle time, and time since last data sent/received. + +- **Process Execution:** Content is initially configured to run on the server as a Unix user configured by your Posit Connect administrator, defaulting to the `rstudio-connect` user. + Your content may need to run as a different Unix user due to resource permissions and constraints. + +- **Execution Environment:** Specify the image used to create the content execution container. + +- **CPU and RAM Configurations:** Easily modify initial and max amount of CPU and RAM content can use. + +- **GPU Configurations:** Your administrator can set application defaults or upper limits for both AMD and NVIDIA GPUs. + +- **Environment Management:** Administrators and content owners can configure the application-level default environment management strategy for a piece of content + +### Schedule and Email + +Static documents that were published with accompanying source code can be configured to execute on a schedule of your choosing including: + +- By Minute + +- Hourly + +- Daily + +- Weekly + +- Semimonthly + +- Monthly + +- Yearly + +Scheduled reports can be configured to send an email to targeted recipients upon successful completion. + +::: callout-tip +You can customize the email sent by Connect using R Markdown ([pos.it/rmd_email](https://pos.it/rmd_email)) and Quarto ([pos.it/qmd_email](https://pos.it/qmd_email)). +::: + +### Tags + +Tags help organize, discover, and filter content more easily on the Connect dashboard. +Please work with your administrator to establish a tag schema that best suits your team. + +### Environment Variables + +Securely pass configuration options to your content on Posit Connect as environment variables including **API Keys** and **Passwords**. + +::: callout-caution +Always avoid hard-coding API keys, passwords, or tokens in the source code of content published to Posit Connect. +This is a major security concern! +::: + +## Other Resources + +- Questions about sales and licensing? + Contact sales\@posit.co + +- Experiencing technical issues? + Contact support\@posit.co + +- Other questions? + Contact info\@posit.co + +- Posit Team documentation: + +- Posit Team 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