🎉 first draft
This commit is contained in:
Felix Lohmeier
parent
fb4b884706
commit
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.task
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openrefine
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*/output
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example-doaj/input
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example-doaj/config
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example-powerhouse/input
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example-powerhouse/config
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144
README.md
144
README.md
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# openrefine-tasks
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Templates for OpenRefine batch processing (import, transform, export) using a task runner and a Python client.
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# OpenRefine Task Runner (💎+🤖)
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Templates for OpenRefine batch processing (import, transform, export) using the task runner [go-task](https://github.com/go-task/task) and the [openrefine-client](https://github.com/opencultureconsulting/openrefine-client) to control OpenRefine via [its HTTP API](https://docs.openrefine.org/technical-reference/openrefine-api).
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## Features
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* run tasks in parallel
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* basic error handling by monitoring the OpenRefine server log
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* dedicated OpenRefine instances for each task (your existing OpenRefine data will not be touched)
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* prevent unnecessary work by fingerprinting generated files and their sources
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* the [openrefine-client](https://github.com/opencultureconsulting/openrefine-client) used here supports many core features of OpenRefine:
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* import CSV, TSV, line-based TXT, fixed-width TXT, JSON or XML (and specify input options)
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* apply [undo/redo history](https://docs.openrefine.org/manual/running/#reusing-operations) from given JSON file(s)
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* export to CSV, TSV, HTML, XLS, XLSX, ODS
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* [templating export](https://github.com/opencultureconsulting/openrefine-client#templating) to additional formats like JSON or XML
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* works with OpenRefine 2.7, 2.8, 3.0, 3.1, 3.2, 3.3, 3.4 and 3.4.1
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* tasks are easy to extend with additional commands (e.g. to download input data or validate results)
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## Typical workflow
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**Step 1**: Do some experiments with your data (or parts of it) in the graphical user interface of OpenRefine. If you are fine with all transformation rules, [extract the json code](http://kb.refinepro.com/2012/06/google-refine-json-and-my-notepad-or.html) and save it as file (e.g. dedup.json).
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**Step 2**: Configure a task to automate importing your data set, applying the json file and exporting to the required output format.
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**Possible automation benefits:**
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* When you receive updated data (in the same structure), you just need to drop the file and start the task like this:
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```sh
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task example-doaj
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```
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* The entire data processing (including options during import) becomes reproducible. The task configuration file can also be used for documentation through source code comments.
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* Metadata experts can use OpenRefine's graphical interface and IT staff can incorporate the created transformation rules into regular data processing flows.
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## Requirements
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* GNU/Linux (tested with Fedora 32)
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* JAVA 8+ (for OpenRefine)
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## Install
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1. Clone this git repository
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```sh
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git clone https://github.com/opencultureconsulting/openrefine-task-runner.git
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cd openrefine-task-runner
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```
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2. Install [Task 3.2.2](https://github.com/go-task/task/releases/tag/v3.2.2)
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a) RPM-based (Fedora, CentOS, SLES, etc.)
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```sh
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wget https://github.com/go-task/task/releases/download/v3.2.2/task_linux_amd64.rpm
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sudo dnf install ./task_linux_amd64.rpm && rm task_linux_amd64.rpm
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```
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b) DEB-based (Debian, Ubuntu etc.)
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```sh
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wget https://github.com/go-task/task/releases/download/v3.2.2/task_linux_amd64.deb
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sudo apt install ./task_linux_amd64.deb && rm task_linux_amd64.deb
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```
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3. Run install task to download [OpenRefine 3.4.1](https://github.com/OpenRefine/OpenRefine/releases/tag/3.4.1) and [openrefine-client 0.3.10](https://github.com/opencultureconsulting/openrefine-client/releases/tag/v0.3.10)
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```sh
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task install
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```
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## Usage
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* Run all tasks in parallel
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```sh
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task
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```
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* Run a specific task
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```sh
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task example-duplicates:main
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```
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* Run some tasks in parallel
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```sh
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task --parallel example-duplicates:main example-doaj:main
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```
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* Force run a task even when the task is up-to-date
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```sh
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task example-duplicates:main --force
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```
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* Dry-run in verbose mode for debugging
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```sh
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task example-duplicates:main --dry --verbose --force
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```
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* List available tasks
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```sh
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task --list
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```
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### How to develop your own tasks
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(first draft, will be elaborated later)
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1. create a new folder
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2. copy an example Taskfile.yml
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3. provide input data in subdirectory input
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4. provide OpenRefine transformation history files in subdirectory config
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5. add commands to specific Taskfile (check openrefine-client help screen for available options: `openrefine/client --help`)
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6. add project to general Taskfile
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7. check memory load and increase RAM if needed
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### Getting help
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Please file an [issue](https://github.com/opencultureconsulting/openrefine-task-runner/issues) if you miss some features or if you have tracked a bug. And you are welcome to ask any questions!
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## To do
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- [ ] Codacy badge (needs to be public)
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- [ ] add client log messages to openrefine.log (tee -a)
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- [ ] differentiate examples
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- [ ] example for loading multiple input files by providing a zip archive
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- [ ] example for download "fresh" input data as a dependent task and generating archives/diffs
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- [ ] example for applying multiple json files
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- [ ] example for templating xml and validation with xmllint
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- [ ] describe example datasets (and differences) with source code examples
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- [ ] elaborate how-to for developing tasks
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- [ ] document openrefine-client options and defaults (tables for input and output with file-format-specific defaults) including templating
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- [ ] how-to for extracting input options from OpenRefine GUI (via metadata in open project)
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- [ ] document known issues, e.g. [import xls, xlsx, ods](https://github.com/opencultureconsulting/openrefine-client/issues/4)
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- [ ] add Binder files and badge
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- [ ] add example notebooks (links to nbviewer and Binder)
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# https://github.com/opencultureconsulting/openrefine-tasks
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version: '3'
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includes:
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example-doaj:
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taskfile: example-doaj
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dir: example-doaj
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example-duplicates:
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taskfile: example-duplicates
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dir: example-duplicates
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example-powerhouse:
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taskfile: example-powerhouse
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dir: example-powerhouse
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# add your project here
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silent: true
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output: prefixed
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tasks:
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default:
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desc: execute all projects in parallel
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deps:
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- task: example-doaj:refine
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- task: example-duplicates:refine
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- task: example-powerhouse:refine
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# add your project here
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cmds:
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- task: check
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install:
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desc: (re)install OpenRefine and openrefine-client into subdirectory openrefine
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cmds:
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- | # delete existing install and recreate folder
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rm -rf openrefine; mkdir -p openrefine
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- | # install OpenRefine into subdirectory openrefine
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wget --no-verbose -O openrefine.tar.gz https://github.com/OpenRefine/OpenRefine/releases/download/3.4.1/openrefine-linux-3.4.1.tar.gz
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tar -xzf openrefine.tar.gz -C openrefine --strip 1 && rm openrefine.tar.gz
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- sed -i 's/cd `dirname $0`/cd "$(dirname "$0")"/' "openrefine/refine" # fix path issue in OpenRefine startup file
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- sed -i '$ a JAVA_OPTIONS=-Drefine.headless=true' "openrefine/refine.ini" # do not try to open OpenRefine in browser
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- sed -i 's/#REFINE_AUTOSAVE_PERIOD=60/REFINE_AUTOSAVE_PERIOD=1440/' "openrefine/refine.ini" # set autosave period from 5 minutes to 25 hours
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- | # install openrefine-client into subdirectory openrefine
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wget --no-verbose -O openrefine/client https://github.com/opencultureconsulting/openrefine-client/releases/download/v0.3.10/openrefine-client_0-3-10_linux
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chmod +x openrefine/client
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start:
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dir: ./{{.PROJECT}}/output
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cmds:
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- | # check install and delete any temporary OpenRefine files
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if [ ! -f "../../openrefine/refine" ]; then
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echo 1>&2 "OpenRefine missing; try task install"; exit 1
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fi
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rm -rf ./*.project* workspace.json
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- | # launch OpenRefine with specific data directory and redirect its output to a log file
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../../openrefine/refine -v warn -p {{.PORT}} -m {{.RAM}} \
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-d ../{{.PROJECT}}/output \
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> openrefine.log 2>&1 &
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- | # wait until OpenRefine API is available
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timeout 30s bash -c "until
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wget -q -O - http://localhost:{{.PORT}} | cat | grep -q -o OpenRefine
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do sleep 1
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done"
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stop:
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dir: ./{{.PROJECT}}/output
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cmds:
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- | # shut down OpenRefine
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PID=$(lsof -t -i:{{.PORT}})
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kill $PID
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while ps -p $PID > /dev/null; do sleep 1; done
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- | # archive the OpenRefine project
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tar cfz \
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{{.PROJECT}}.openrefine.tar.gz \
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-C $(grep -l {{.PROJECT}} *.project/metadata.json | cut -d '/' -f 1) \
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.
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check:
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desc: check OpenRefine log for any warnings and exit on error
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dir: ./{{.PROJECT}}
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cmds:
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- | # find log file(s) and check for "exception" or "error"
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if grep -i 'exception\|error' $(find . -name openrefine.log); then
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echo 1>&2 "log contains warnings!"; exit 1
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fi
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version: '3'
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tasks:
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main:
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desc: Library Carpentry Lesson covering DOAJ
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cmds:
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- task: refine
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- task: :check # check OpenRefine log for any warnings and exit on error
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vars: {PROJECT: '{{splitList ":" .TASK | first}}'}
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refine:
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vars:
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PORT: 3335 # assign a different port for each project
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RAM: 2048M # maximum RAM for OpenRefine java heap space
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PROJECT: '{{splitList ":" .TASK | first}}'
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deps: # will be executed each run independent of up-to-date check
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- task: download
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cmds: # tasks prepended with ":" are defined in Taskfile.yml
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- task: :start
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}', RAM: '{{.RAM}}'}
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- task: import
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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- task: apply
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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- task: export
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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- task: stats
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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- task: :stop
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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sources:
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- input/**
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- config/**
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generates:
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- output/openrefine.log
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- output/{{.PROJECT}}.openrefine.tar.gz
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ignore_error: true # workaround to avoid an orphaned Java process on error https://github.com/go-task/task/issues/141
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download:
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cmds:
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- mkdir -p input config
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- wget --no-verbose -O input/doaj-article-sample.csv https://github.com/felixlohmeier/openrefine-kimws2019/raw/master/doaj-article-sample.csv
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- wget --no-verbose -O config/doaj-openrefine.json https://github.com/felixlohmeier/openrefine-kimws2019/raw/master/doaj-openrefine.json
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import:
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dir: input
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cmds:
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- | # import file
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../../openrefine/client -P {{.PORT}} \
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--create doaj-article-sample.csv \
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--projectName {{.PROJECT}}
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ignore_error: true # workaround
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apply:
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dir: config
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cmds:
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- | # apply transformation rules
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../../openrefine/client -P {{.PORT}} {{.PROJECT}} \
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--apply doaj-openrefine.json
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ignore_error: true # workaround
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export:
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dir: output
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cmds:
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- | # export to file; use readlink to log full path to output file
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../../openrefine/client -P {{.PORT}} {{.PROJECT}} \
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--output "$(readlink -m doaj-results.tsv)"
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ignore_error: true # workaround
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stats:
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cmds:
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- ps -o start,etime,%mem,%cpu,rss -p $(lsof -t -i:{{.PORT}}) # print allocated system resources
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ignore_error: true # workaround
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default: # enable standalone execution (running `task` in project directory)
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cmds:
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- PROJECT="${PWD##*/}:main" && cd .. && task "$PROJECT"
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version: '3'
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tasks:
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main:
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desc: Removing duplicates in a very small test dataset
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cmds:
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- task: refine
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- task: :check # check OpenRefine log for any warnings and exit on error
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vars: {PROJECT: '{{splitList ":" .TASK | first}}'}
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refine:
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vars:
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PORT: 3334 # assign a different port for each project
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RAM: 2048M # maximum RAM for OpenRefine java heap space
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PROJECT: '{{splitList ":" .TASK | first}}'
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cmds: # tasks prepended with ":" are defined in Taskfile.yml
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- task: :start
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}', RAM: '{{.RAM}}'}
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- task: import
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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- task: apply
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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- task: export
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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- task: stats
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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- task: :stop
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vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
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sources:
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- input/**
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- config/**
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generates:
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- output/openrefine.log
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- output/{{.PROJECT}}.openrefine.tar.gz
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ignore_error: true # workaround to avoid an orphaned Java process on error https://github.com/go-task/task/issues/141
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import:
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dir: input
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cmds:
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- | # import file
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../../openrefine/client -P {{.PORT}} \
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--create duplicates.csv \
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--encoding UTF-8 \
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--projectName {{.PROJECT}}
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ignore_error: true # workaround
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apply:
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dir: config
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cmds:
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- | # apply transformation rules
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../../openrefine/client -P {{.PORT}} {{.PROJECT}} \
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--apply duplicates-deletion.json
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ignore_error: true # workaround
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export:
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dir: output
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cmds:
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- | # export to file; use readlink to log full path to output file
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../../openrefine/client -P {{.PORT}} {{.PROJECT}} \
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--output "$(readlink -m deduped.xls)"
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ignore_error: true # workaround
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stats:
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cmds:
|
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- ps -o start,etime,%mem,%cpu,rss -p $(lsof -t -i:{{.PORT}}) # print allocated system resources
|
||||
ignore_error: true # workaround
|
||||
|
||||
default: # enable standalone execution (running `task` in project directory)
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cmds:
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- PROJECT="${PWD##*/}:main" && cd .. && task "$PROJECT"
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[
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{
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"op": "core/row-reorder",
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"description": "Reorder rows",
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"mode": "record-based",
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"sorting": {
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"criteria": [
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{
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"errorPosition": 1,
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"caseSensitive": false,
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"valueType": "string",
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"column": "email",
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"blankPosition": 2,
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"reverse": false
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}
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]
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}
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},
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{
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"op": "core/column-addition",
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"description": "Create column count at index 1 based on column email using expression grel:facetCount(value, \"value\", \"email\")",
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"engineConfig": {
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"mode": "row-based",
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"facets": []
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},
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"newColumnName": "count",
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"columnInsertIndex": 1,
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"baseColumnName": "email",
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"expression": "grel:facetCount(value, \"value\", \"email\")",
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"onError": "set-to-blank"
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},
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{
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"op": "core/blank-down",
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"description": "Blank down cells in column email",
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||||
"engineConfig": {
|
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"mode": "row-based",
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"facets": []
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},
|
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"columnName": "email"
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},
|
||||
{
|
||||
"op": "core/row-removal",
|
||||
"description": "Remove rows",
|
||||
"engineConfig": {
|
||||
"mode": "row-based",
|
||||
"facets": [
|
||||
{
|
||||
"omitError": false,
|
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"expression": "isBlank(value)",
|
||||
"selectBlank": false,
|
||||
"selection": [
|
||||
{
|
||||
"v": {
|
||||
"v": true,
|
||||
"l": "true"
|
||||
}
|
||||
}
|
||||
],
|
||||
"selectError": false,
|
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"invert": false,
|
||||
"name": "email",
|
||||
"omitBlank": false,
|
||||
"type": "list",
|
||||
"columnName": "email"
|
||||
}
|
||||
]
|
||||
}
|
||||
}
|
||||
]
|
||||
|
|
@ -0,0 +1,11 @@
|
|||
email,name,state,gender,purchase
|
||||
danny.baron@example1.com,Danny Baron,CA,M,TV
|
||||
melanie.white@example2.edu,Melanie White,NC,F,iPhone
|
||||
danny.baron@example1.com,D. Baron,CA,M,Winter jacket
|
||||
ben.tyler@example3.org,Ben Tyler,NV,M,Flashlight
|
||||
arthur.duff@example4.com,Arthur Duff,OR,M,Dining table
|
||||
danny.baron@example1.com,Daniel Baron,CA,M,Bike
|
||||
jean.griffith@example5.org,Jean Griffith,WA,F,Power drill
|
||||
melanie.white@example2.edu,Melanie White,NC,F,iPad
|
||||
ben.morisson@example6.org,Ben Morisson,FL,M,Amplifier
|
||||
arthur.duff@example4.com,Arthur Duff,OR,M,Night table
|
||||
|
|
|
@ -0,0 +1,79 @@
|
|||
version: '3'
|
||||
|
||||
tasks:
|
||||
main:
|
||||
desc: Powerhouse Museum Tutorial
|
||||
cmds:
|
||||
- task: refine
|
||||
- task: :check # check OpenRefine log for any warnings and exit on error
|
||||
vars: {PROJECT: '{{splitList ":" .TASK | first}}'}
|
||||
|
||||
refine:
|
||||
vars:
|
||||
PORT: 3336 # assign a different port for each project
|
||||
RAM: 2048M # maximum RAM for OpenRefine java heap space
|
||||
PROJECT: '{{splitList ":" .TASK | first}}'
|
||||
deps: # will be executed each run independent of up-to-date check
|
||||
- task: download
|
||||
cmds: # tasks prepended with ":" are defined in Taskfile.yml
|
||||
- task: :start
|
||||
vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}', RAM: '{{.RAM}}'}
|
||||
- task: import
|
||||
vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
|
||||
- task: apply
|
||||
vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
|
||||
- task: export
|
||||
vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
|
||||
- task: stats
|
||||
vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
|
||||
- task: :stop
|
||||
vars: {PROJECT: '{{.PROJECT}}', PORT: '{{.PORT}}'}
|
||||
sources:
|
||||
- input/**
|
||||
- config/**
|
||||
generates:
|
||||
- output/openrefine.log
|
||||
- output/{{.PROJECT}}.openrefine.tar.gz
|
||||
ignore_error: true # workaround to avoid an orphaned Java process on error https://github.com/go-task/task/issues/141
|
||||
|
||||
download:
|
||||
cmds:
|
||||
- mkdir -p input config
|
||||
- wget --no-verbose -O input/phm-collection.tsv https://github.com/opencultureconsulting/openrefine-batch/raw/master/examples/powerhouse-museum/input/phm-collection.tsv
|
||||
- wget --no-verbose -O config/phm-transform.json https://github.com/opencultureconsulting/openrefine-batch/raw/master/examples/powerhouse-museum/config/phm-transform.json
|
||||
|
||||
import:
|
||||
dir: input
|
||||
cmds:
|
||||
- | # import file
|
||||
../../openrefine/client -P {{.PORT}} \
|
||||
--create phm-collection.tsv \
|
||||
--processQuotes false \
|
||||
--guessCellValueTypes true \
|
||||
--projectName {{.PROJECT}}
|
||||
ignore_error: true # workaround
|
||||
|
||||
apply:
|
||||
dir: config
|
||||
cmds:
|
||||
- | # apply transformation rules
|
||||
../../openrefine/client -P {{.PORT}} {{.PROJECT}} \
|
||||
--apply phm-transform.json
|
||||
ignore_error: true # workaround
|
||||
|
||||
export:
|
||||
dir: output
|
||||
cmds:
|
||||
- | # export to file; use readlink to log full path to output file
|
||||
../../openrefine/client -P {{.PORT}} {{.PROJECT}} \
|
||||
--output "$(readlink -m phm-results.tsv)"
|
||||
ignore_error: true # workaround
|
||||
|
||||
stats:
|
||||
cmds:
|
||||
- ps -o start,etime,%mem,%cpu,rss -p $(lsof -t -i:{{.PORT}}) # print allocated system resources
|
||||
ignore_error: true # workaround
|
||||
|
||||
default: # enable standalone execution (running `task` in project directory)
|
||||
cmds:
|
||||
- PROJECT="${PWD##*/}:main" && cd .. && task "$PROJECT"
|
||||
Loading…
Reference in New Issue