From 110239aae00f5d6378e168ed95373182a9f8e44f Mon Sep 17 00:00:00 2001 From: Jeremiah Hansen Date: Tue, 26 Sep 2023 17:42:55 -0700 Subject: [PATCH] Initial commit --- .devcontainer/Dockerfile | 19 ++++ .devcontainer/config | 9 ++ .devcontainer/devcontainer.json | 31 ++++++ .github/workflows/build_and_deploy.yaml | 48 +++++++++ .gitignore | 135 ++++++++++++++++++++++++ LEGAL.md | 1 + README.md | 10 +- data/location.xlsx | Bin 0 -> 10234 bytes data/order_detail.xlsx | Bin 0 -> 17799 bytes deploy_snowpark_apps.py | 42 ++++++++ environment.yml | 11 ++ images/demo_overview.png | Bin 0 -> 585446 bytes requirements.txt | 2 + steps/01_overview.md | 1 + steps/02_setup_quickstart.md | 1 + steps/03_setup_snowflake.sql | 54 ++++++++++ steps/04_load_weather.sql | 60 +++++++++++ steps/05_load_excel_files.sql | 69 ++++++++++++ steps/06_load_daily_city_metrics.sql | 81 ++++++++++++++ steps/07_deploy_task_dag.py | 122 +++++++++++++++++++++ steps/08_monitor_task_dag.md | 1 + steps/09_teardown.sql | 16 +++ utils/__init__.py | 0 utils/snowpark_utils.py | 84 +++++++++++++++ 24 files changed, 796 insertions(+), 1 deletion(-) create mode 100644 .devcontainer/Dockerfile create mode 100644 .devcontainer/config create mode 100644 .devcontainer/devcontainer.json create mode 100644 .github/workflows/build_and_deploy.yaml create mode 100644 .gitignore create mode 100644 LEGAL.md create mode 100644 data/location.xlsx create mode 100644 data/order_detail.xlsx create mode 100644 deploy_snowpark_apps.py create mode 100644 environment.yml create mode 100644 images/demo_overview.png create mode 100644 requirements.txt create mode 100644 steps/01_overview.md create mode 100644 steps/02_setup_quickstart.md create mode 100644 steps/03_setup_snowflake.sql create mode 100644 steps/04_load_weather.sql create mode 100644 steps/05_load_excel_files.sql create mode 100644 steps/06_load_daily_city_metrics.sql create mode 100644 steps/07_deploy_task_dag.py create mode 100644 steps/08_monitor_task_dag.md create mode 100644 steps/09_teardown.sql create mode 100644 utils/__init__.py create mode 100644 utils/snowpark_utils.py diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile new file mode 100644 index 0000000..f5daa2c --- /dev/null +++ b/.devcontainer/Dockerfile @@ -0,0 +1,19 @@ +FROM mcr.microsoft.com/devcontainers/miniconda:0-3 + +USER vscode +WORKDIR /home/vscode + +# Configure SnowSQL +RUN mkdir .snowsql +COPY .devcontainer/config .snowsql + +# Install SnowSQL +RUN curl -O https://sfc-repo.snowflakecomputing.com/snowsql/bootstrap/1.2/linux_x86_64/snowsql-1.2.28-linux_x86_64.bash \ + && SNOWSQL_DEST=~/bin SNOWSQL_LOGIN_SHELL=~/.profile bash snowsql-1.2.28-linux_x86_64.bash \ + && rm snowsql-1.2.28-linux_x86_64.bash + +# Create the conda environment +COPY environment.yml . +RUN conda env create \ + && conda init \ + && rm environment.yml \ No newline at end of file diff --git a/.devcontainer/config b/.devcontainer/config new file mode 100644 index 0000000..0248c69 --- /dev/null +++ b/.devcontainer/config @@ -0,0 +1,9 @@ +# SnowSQL config + +[connections.dev] +accountname = myaccount +username = myusername +password = mypassword +rolename = HOL_ROLE +warehousename = HOL_WH +dbname = HOL_DB \ No newline at end of file diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json new file mode 100644 index 0000000..0b65f30 --- /dev/null +++ b/.devcontainer/devcontainer.json @@ -0,0 +1,31 @@ +// For format details, see https://aka.ms/devcontainer.json. For config options, see the +// README at: https://github.com/devcontainers/templates/tree/main/src/miniconda +{ + "name": "Snowflake Demo Codespace", + "build": { + "context": "..", + "dockerfile": "Dockerfile" + }, + + // Features to add to the dev container. More info: https://containers.dev/features. + // "features": {}, + + // Use 'forwardPorts' to make a list of ports inside the container available locally. + // "forwardPorts": [] + + // Use 'postCreateCommand' to run commands after the container is created. + // "postCreateCommand": "conda init", + + // Configure tool-specific properties. + "customizations": { + "vscode": { + "settings": { + "python.defaultInterpreterPath": "/opt/conda/envs/snowflake-demo", + "python.terminal.activateEnvInCurrentTerminal": true + }, + "extensions": [ + "snowflake.snowflake-vsc" + ] + } + } + } \ No newline at end of file diff --git a/.github/workflows/build_and_deploy.yaml b/.github/workflows/build_and_deploy.yaml new file mode 100644 index 0000000..f4d5478 --- /dev/null +++ b/.github/workflows/build_and_deploy.yaml @@ -0,0 +1,48 @@ +name: Deploy Snowpark Apps + +# Controls when the action will run. +on: + push: + branches: + - main + + # Allows you to run this workflow manually from the Actions tab + workflow_dispatch: + +jobs: + deploy: + runs-on: ubuntu-latest + + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - name: Checkout repository + uses: actions/checkout@v3 + + - name: Setup Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: '3.10' + + - name: Install Python packages + run: pip install -r requirements.txt + + - name: Configure snowcli + env: + SNOWSQL_ACCOUNT: ${{ secrets.SNOWSQL_ACCOUNT }} + SNOWSQL_USER: ${{ secrets.SNOWSQL_USER }} + SNOWSQL_PWD: ${{ secrets.SNOWSQL_PWD }} + SNOWSQL_ROLE: ${{ secrets.SNOWSQL_ROLE }} + SNOWSQL_WAREHOUSE: ${{ secrets.SNOWSQL_WAREHOUSE }} + SNOWSQL_DATABASE: ${{ secrets.SNOWSQL_DATABASE }} + run: | + cd $GITHUB_WORKSPACE + echo "[connections.dev]" > config + echo "accountname = $SNOWSQL_ACCOUNT" >> config + echo "username = $SNOWSQL_USER" >> config + echo "password = $SNOWSQL_PWD" >> config + echo "rolename = $SNOWSQL_ROLE" >> config + echo "warehousename = $SNOWSQL_WAREHOUSE" >> config + echo "dbname = $SNOWSQL_DATABASE" >> config + + - name: Deploy Snowpark apps + run: python deploy_snowpark_apps.py $GITHUB_WORKSPACE diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..aa652da --- /dev/null +++ b/.gitignore @@ -0,0 +1,135 @@ +# Mac files +.DS_Store + +# Snowpark specific files +creds.json + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ diff --git a/LEGAL.md b/LEGAL.md new file mode 100644 index 0000000..e52a5f1 --- /dev/null +++ b/LEGAL.md @@ -0,0 +1 @@ +This application is not part of the Snowflake Service and is governed by the terms in LICENSE, unless expressly agreed to in writing. You use this application at your own risk, and Snowflake has no obligation to support your use of this application. diff --git a/README.md b/README.md index 53d7b06..3a45a35 100644 --- a/README.md +++ b/README.md @@ -1 +1,9 @@ -# sfguide-data-engineering-with-snowpark-python-intro \ No newline at end of file +# Intro to Data Engineering with Snowpark Python +This repository contains the code for the *Intro to Data Engineering with Snowpark Python* Snowflake Quickstart. + +### ➡️ For overview, prerequisites, and to learn more, complete this end-to-end tutorial [Intro to Data Engineering with Snowpark Python](https://quickstarts.snowflake.com/) on quickstarts.snowflake.com. + +___ +Here is an overview of what we'll build in this lab: + + diff --git a/data/location.xlsx b/data/location.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..221f2ca4010d03db8fda2b6e91825c68d7ea0f8a GIT binary patch literal 10234 zcmeHN1y@|j)@_^wcM>4DyCk@~yEX3a4vi`|nR)NcOlH1c 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folder {directory_path}") + continue + + # An app.toml file in the folder is our indication that this folder contains + # a snowcli Snowpark App + if not "app.toml" in file_names: +# print(f"Skipping non-app folder {directory_path}") + continue + + # Next determine what type of app it is + app_type = "unknown" + if "local_connection.py" in file_names: + app_type = "procedure" + else: + app_type = "function" + + # Finally deploy the app with the snowcli tool + print(f"Found {app_type} app in folder {directory_path}") + print(f"Calling snowcli to deploy the {app_type} app") + os.chdir(f"{directory_path}") + # snow login will update the app.toml file with the correct path to the snowsql config file + os.system(f"snow login -c {root_directory}/config -C dev") + os.system(f"snow {app_type} create") diff --git a/environment.yml b/environment.yml new file mode 100644 index 0000000..62f40db --- /dev/null +++ b/environment.yml @@ -0,0 +1,11 @@ +name: snowflake-demo +channels: + - https://repo.anaconda.com/pkgs/snowflake + - nodefaults +dependencies: + - python=3.10 + - snowflake-snowpark-python + - pip + - pip: + # Snowflake + - snowflake-cli-labs==0.2.9 diff --git a/images/demo_overview.png b/images/demo_overview.png new file mode 100644 index 0000000000000000000000000000000000000000..2e2f47c7be2157c56298b50fc882883bf00a3766 GIT binary patch literal 585446 zcmeFZWmH^Uwl0hZ4I~5!!Gb2Z1cE!kCAho0yK4yU5G;6*!rdVd+}#OQxVzpBdAm>F z^YxpSbM6@5kFGIl*S2MIO?l>=YgLf6q!0=s4k82u1d52TfD8l#@*V`l6Kr@m;0{BA zxg~Ie*O;GQT7;jUP};`Qz}QS50zx<_R`H3FY&T}AYE(o78ljh0%uo^`5vf-UnhM0G zAX;n$3_R%%9_i9}LD)&3&u^xNT*b}V2aQS{U)l~7vB@Jza|xgNXQf}8J? zF9#EC4fh(MA#Pcuh`I%tAiL19gmw9$5_F?v6SBy?5I1;`rXZe&r_pK)2?;?c!Ob+s zJ5E9pSr)VORNhVBYX-;hBn&=*2nt|Pj~E>Ey?}sl!q6n5hVXg=rY6G@Ud2}UO6(8G z*B~9n7+WJ6HX7>`-bTh12W?FWVIqew^##G}2Wb~0(q*DFefPFn)bfTJD8~ z{j~I1d+YLC7d%E<>TASxK4e9BHbJ?T&_E@EW&gIDuPm|sA2!>SVreV5_9Xo!I zc-nUfpS)|~{k(a5YIO(wmi<^_2cC%V@)X)oNk*=IDA=*K)wcMQ{627sshLia2~ 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