From cd2f3f312a29565c98dfc89992909e42c88582d6 Mon Sep 17 00:00:00 2001 From: Vladimir Losev Date: Mon, 13 Dec 2021 18:08:34 +0300 Subject: [PATCH] Initial commit --- .github/workflows/release.yml | 25 + .github/workflows/tests.yml | 26 + AUTHORS | 4 + CHANGELOG.md | 3 + CONTRIBUTING.md | 35 + LICENSE | 13 + MANIFEST.in | 6 + README.md | 11 + example/configs/exam.json | 11 + example/configs/pool.json | 108 + example/configs/project.json | 37 + example/data/known.csv | 2001 ++ example/data/not_known.csv | 30001 ++++++++++++++++ example/images/s01-team-service-accounts.png | Bin 0 -> 240398 bytes example/images/s02-new-service-account.png | Bin 0 -> 103694 bytes example/images/s03-new-api-key.png | Bin 0 -> 101529 bytes example/images/s04-toloka-secret.png | Bin 0 -> 193744 bytes example/images/s05-secrets.png | Bin 0 -> 238774 bytes example/images/s06-add-new-secret.png | Bin 0 -> 176492 bytes example/images/s07-quick-run.png | Bin 0 -> 401424 bytes example/images/s08-progress.png | Bin 0 -> 489237 bytes example/images/s09-dag.png | Bin 0 -> 656162 bytes .../images/s10-task-run-result-path-crop.png | Bin 0 -> 182532 bytes example/text_classification.ipynb | 637 + functions_overview.md | 12 + pyproject.toml | 3 + setup.py | 47 + tests/test_import.py | 2 + toloka_prefect/__init__.py | 393 + tox.ini | 43 + 30 files changed, 33418 insertions(+) create mode 100644 .github/workflows/release.yml create mode 100644 .github/workflows/tests.yml create mode 100644 AUTHORS create mode 100644 CHANGELOG.md create mode 100644 CONTRIBUTING.md create mode 100644 LICENSE create mode 100644 MANIFEST.in create mode 100644 README.md create mode 100644 example/configs/exam.json create mode 100644 example/configs/pool.json create mode 100644 example/configs/project.json create mode 100644 example/data/known.csv create mode 100644 example/data/not_known.csv create mode 100644 example/images/s01-team-service-accounts.png create mode 100644 example/images/s02-new-service-account.png create mode 100644 example/images/s03-new-api-key.png create mode 100644 example/images/s04-toloka-secret.png create mode 100644 example/images/s05-secrets.png create mode 100644 example/images/s06-add-new-secret.png create mode 100644 example/images/s07-quick-run.png create mode 100644 example/images/s08-progress.png create mode 100644 example/images/s09-dag.png create mode 100644 example/images/s10-task-run-result-path-crop.png create mode 100644 example/text_classification.ipynb create mode 100644 functions_overview.md create mode 100644 pyproject.toml create mode 100644 setup.py create mode 100644 tests/test_import.py create mode 100644 toloka_prefect/__init__.py create mode 100644 tox.ini diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml new file mode 100644 index 0000000..730bd5c --- /dev/null +++ b/.github/workflows/release.yml @@ -0,0 +1,25 @@ +name: Release + +on: + release: + types: [ published ] + +jobs: + release: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v2 + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: 3.8 + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install tox tox-gh-actions + - name: Run tox + env: + TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }} + TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }} + run: | + python -m tox -e release diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml new file mode 100644 index 0000000..fdd9cfc --- /dev/null +++ b/.github/workflows/tests.yml @@ -0,0 +1,26 @@ +name: Tests + +on: [push, pull_request] + +jobs: + build: + runs-on: ubuntu-latest + env: + CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }} + strategy: + fail-fast: false + matrix: + python-version: [3.7, 3.8, 3.9] + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install tox tox-gh-actions + - name: Run tox with Python ${{ matrix.python-version }} + run: | + python -m tox diff --git a/AUTHORS b/AUTHORS new file mode 100644 index 0000000..c165047 --- /dev/null +++ b/AUTHORS @@ -0,0 +1,4 @@ +The following authors have created the source code of "toloka-prefect" published and distributed by YANDEX LLC as the owner: + +Denis Smal smalda@yandex-team.ru +Vladislav Moiseev vlad-mois@yandex-team.ru diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..79b6322 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,3 @@ +0.0.1 +------------------- +* Initial release diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..85f6d25 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,35 @@ +# Notice to external contributors + + +## General info + +Hello! In order for us (YANDEX LLC) to accept patches and other contributions from you, you will have to adopt our Yandex Contributor License Agreement (the “**CLA**”). The current version of the CLA can be found here: +1) https://yandex.ru/legal/cla/?lang=en (in English) and +2) https://yandex.ru/legal/cla/?lang=ru (in Russian). + +By adopting the CLA, you state the following: + +* You obviously wish and are willingly licensing your contributions to us for our open source projects under the terms of the CLA, +* You have read the terms and conditions of the CLA and agree with them in full, +* You are legally able to provide and license your contributions as stated, +* We may use your contributions for our open source projects and for any other project too, +* We rely on your assurances concerning the rights of third parties in relation to your contributions. + +If you agree with these principles, please read and adopt our CLA. By providing us your contributions, you hereby declare that you have already read and adopt our CLA, and we may freely merge your contributions with our corresponding open source project and use it further in accordance with terms and conditions of the CLA. + +## Provide contributions + +If you have already adopted terms and conditions of the CLA, you are able to provide your contributions. When you submit your first pull request, please add the following information into it: + +``` +I hereby agree to the terms of the CLA available at: [link]. +``` + +Replace the bracketed text as follows: +* [link] is the link to the current version of the CLA: https://yandex.ru/legal/cla/?lang=en (in English) or https://yandex.ru/legal/cla/?lang=ru (in Russian). + +It is enough to provide this notification only once. + +## Other questions + +If you have any questions, please mail us at opensource@yandex-team.ru. diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..6a9f165 --- /dev/null +++ b/LICENSE @@ -0,0 +1,13 @@ +Copyright 2020 YANDEX LLC + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100644 index 0000000..622d648 --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1,6 @@ +# Legal +include LICENSE AUTHORS CONTRIBUTING.md + +# Stubs +recursive-include src py.typed +recursive-include src *.pyi diff --git a/README.md b/README.md new file mode 100644 index 0000000..3916a36 --- /dev/null +++ b/README.md @@ -0,0 +1,11 @@ +# Toloka-Prefect + +This library makes the process of creating crowdsourcing pipelines easier by introducing out-of-the-box solutions for the majority of frequent steps in a typical [Toloka](https://toloka.ai/) pipeline. Here you can find most of [Toloka-Kit](https://github.com/Toloka/toloka-kit) functionality wrapped in [Prefect's](https://www.prefect.io/) interface. + +Prefect is a widely-used workflow management system, designed for modern infrastructure and powered by the open-source Prefect Core workflow engine. It offers many options for workflow management (for more information on the internal logic refer to an official [example](https://github.com/Toloka/toloka-kit/blob/main/examples/9.toloka_and_ml_on_prefect/example.ipynb) of Toloka's usage with prefect - the functions here are basically organized in the same way). + +To see how a basic pipeline built with this library might look, see the example in this repo. + +You can find fully supported functions in the `toloka_prefect.py` file. + +An overview of the library's function is in the file `functions_overview.md`. Almost every function has `token` (your Toloka requester account's OAuth token) and `env` (`'PRODUCTION'` or `'SANDBOX'`) arguments to connect to Toloka server. For more information on functions' arguments, return values and usage cases see docstrings. diff --git a/example/configs/exam.json b/example/configs/exam.json new file mode 100644 index 0000000..a0f4e10 --- /dev/null +++ b/example/configs/exam.json @@ -0,0 +1,11 @@ +{ + "private_name": "clickbait training", + "may_contain_adult_content": false, + "assignment_max_duration_seconds": 1800, + "mix_tasks_in_creation_order": false, + "shuffle_tasks_in_task_suite": false, + "training_tasks_in_task_suite_count": 10, + "task_suites_required_to_pass": 10, + "retry_training_after_days": 10, + "inherited_instructions": true +} diff --git a/example/configs/pool.json b/example/configs/pool.json new file mode 100644 index 0000000..4ce409a --- /dev/null +++ b/example/configs/pool.json @@ -0,0 +1,108 @@ +{ + "assignment_max_duration_seconds": 120, + "defaults": { + "default_overlap_for_new_tasks": 3, + "default_overlap_for_new_task_suites": 3 + }, + "filter": { + "and": [ + { + "category": "profile", + "key": "languages", + "operator": "IN", + "value": "EN" + }, + { + "or": [ + { + "category": "computed", + "key": "client_type", + "operator": "EQ", + "value": "TOLOKA_APP" + }, + { + "category": "computed", + "key": "client_type", + "operator": "EQ", + "value": "BROWSER" + } + ] + } + ] + }, + "may_contain_adult_content": false, + "mixer_config": { + "golden_tasks_count": 1, + "real_tasks_count": 4, + "training_tasks_count": 0 + }, + "private_name": "Is this headline clickbait?", + "quality_control": { + "configs": [ + { + "collector_config": { + "parameters": { + "fast_submit_threshold_seconds": 30, + "history_size": 5 + }, + "type": "ASSIGNMENT_SUBMIT_TIME" + }, + "rules": [ + { + "action": { + "parameters": { + "duration_unit": "PERMANENT", + "private_comment": "bad quality", + "scope": "POOL" + }, + "type": "RESTRICTION_V2" + }, + "conditions": [ + { + "key": "fast_submitted_count", + "operator": "GTE", + "value": 2 + } + ] + } + ] + }, + { + "collector_config": { + "parameters": { + "history_size": 10 + }, + "type": "GOLDEN_SET" + }, + "rules": [ + { + "action": { + "parameters": { + "duration_unit": "PERMANENT", + "private_comment": "bad quality", + "scope": "POOL" + }, + "type": "RESTRICTION_V2" + }, + "conditions": [ + { + "key": "golden_set_correct_answers_rate", + "operator": "LTE", + "value": 90.0 + }, + { + "key": "golden_set_answers_count", + "operator": "GTE", + "value": 1 + } + ] + } + ] + } + ], + "training_requirement": { + "training_passing_skill_value": 90 + } + }, + "reward_per_assignment": 0.05 +} diff --git a/example/configs/project.json b/example/configs/project.json new file mode 100644 index 0000000..0c8b80e --- /dev/null +++ b/example/configs/project.json @@ -0,0 +1,37 @@ +{ + "assignments_issuing_type": "AUTOMATED", + "public_description": "Look at the a news headline and decide if it is clickbait or not.", + "public_instructions": "

About the task

\nIn this task you need to classify headlines on 2 categories: Clickbait or Not clickbait.
\n

What is Clickbait headline?

\nClickbait refers to the practice of writing sensationalized or misleading headlines.\nClickbait headline designed to make readers want to click on a hyperlink\nespecially when the link leads to content of dubious value. Typically clickbait titles cover not very useful content,\nso visitors tend not to stay for too long, that's why it's bad.\n", + "public_name": "Is this headline clickbait?", + "task_spec": { + "input_spec": { + "headline": { + "hidden": false, + "required": true, + "type": "string" + } + }, + "output_spec": { + "category": { + "hidden": false, + "required": true, + "type": "string" + } + }, + "view_spec": { + "config": "{\n \"view\": {\n \"items\": [\n {\n \"content\": {\n \"items\": [\n \"Headline: \",\n {\n \"path\": \"headline\",\n \"type\": \"data.input\"\n }\n ],\n \"type\": \"helper.join\"\n },\n \"type\": \"view.text\"\n },\n {\n \"data\": {\n \"path\": \"category\",\n \"type\": \"data.output\"\n },\n \"options\": [\n {\n \"value\": \"clickbait\",\n \"label\": \"Clickbait\"\n },\n {\n \"value\": \"notclickbait\",\n \"label\": \"Not clickbait\"\n }\n ],\n \"validation\": {\n \"hint\": \"you need to select one answer\",\n \"type\": \"condition.required\"\n },\n \"type\": \"field.button-radio-group\"\n }\n ],\n \"type\": \"view.list\"\n },\n \"plugins\": [\n {\n \"layout\": {\n \"kind\": \"scroll\",\n \"taskWidth\": 300\n },\n \"type\": \"plugin.toloka\"\n },\n {\n \"1\": {\n \"data\": {\n \"path\": \"category\",\n \"type\": \"data.output\"\n },\n \"payload\": \"clickbait\",\n \"type\": \"action.set\"\n },\n \"2\": {\n \"data\": {\n \"path\": \"category\",\n \"type\": \"data.output\"\n },\n \"payload\": \"notclickbait\",\n \"type\": \"action.set\"\n },\n \"type\": \"plugin.hotkeys\"\n }\n ]\n}", + "lock": { + "action.set": "1.0.0", + "condition.required": "1.0.0", + "core": "1.0.0", + "field.button-radio-group": "1.0.0", + "helper.join": "1.0.0", + "plugin.hotkeys": "1.0.0", + "plugin.toloka": "1.0.0", + "view.list": "1.0.0", + "view.text": "1.0.0" + }, + "type": "tb" + } + } +} diff --git a/example/data/known.csv b/example/data/known.csv new file mode 100644 index 0000000..f11c25f --- /dev/null +++ b/example/data/known.csv @@ -0,0 +1,2001 @@ +headline,category +There's A Weird Geographical Quirk About Sweden's Match Against Denmark This Week,clickbait +Adele Is Currently Experiencing What She Put All Of Us Through For The Last Four Years,clickbait +"In Minnesota, a Battle Without End for a Senate Seat",notclickbait +Queen RiRi Might Be Dating Travis Scott,clickbait +"Spend $10,600 on the Yankees, or on College or a Car?",notclickbait +"Here's Why ""Paw Patrol"" Is A Terrible Kids' Show",clickbait +"Which Song From ""Steven Universe"" Are You",clickbait +More Business Travelers Putting Away the Suitcase,notclickbait +Spanish newspaper co-founder Carlos Mendo dies aged 77,notclickbait +NASCAR: Edwards wins 2010 Kobalt Tools 500,notclickbait +U.S. Senate defeats bill banning gay marriage,notclickbait +The New Wonder Woman Movie Officially Looks Amazing,clickbait +Near-Complete Fossil Offers Insight on Early Fish,notclickbait +Oestgaard Buaas Retains U.S. Slopestyle Title,notclickbait +Canada's Dollaramas Are Raising Their $1 Prices And It's Bullsh*t,clickbait +38 Genius Ways To Save Money On Travel In 2016,clickbait +"The Goddam Internet Did It Again With This Lip-Dub Of Olivia From ""The Bachelor""",clickbait +"Eritrea plans to vaccinate 500,000 children",notclickbait +2007 FIFA U17 World Cup: Germany eliminates Americans; sets up England quarter final,notclickbait +Professor Accused of Pocketing NASA Money,notclickbait +American war deserter given stay of deportation in Canada,notclickbait +Bank of America to Receive Additional $20 Billion,notclickbait +11 Things You've Definitely Googled Before,clickbait +A Whiff of Controversy and South African Wines,notclickbait +11 Types Of Student Everyone Meets At University,clickbait +An Eight-Months Pregnant Bridesmaid Went Into Labor The Morning Of Her Friend's Wedding,clickbait +"After a Pause, Wall Street Pay Bounces Back",notclickbait +Which Fantastic Magical Beast Are You Based On Your Zodiac Sign,clickbait +Boeing 767 cargo plane seriously damaged by fire at San Francisco,notclickbait +"How Well Do You Remember ""30 Rock""",clickbait +Two new cases of West Nile Virus reported in Indiana,notclickbait +16 Photos That Prove Just How Hardcore Curling Is,clickbait +21 Signs That Prove Booksellers Are The Absolute Best,clickbait +Australian and New Zealander freemasons arrested for sorcery in Fiji,notclickbait +We Tried Stand-Up Comedy For The First Time And It Was Just Awful,clickbait +7 Bizarre Facts You Didn't Know About This Week In History,clickbait +Dead body left in UK hospital alongside living patients for seven hours,notclickbait +Somali opposition group al-Shabaab to block WFP food aid,notclickbait +BHP Closing Nickel Mine as Commodity Prices Fall,notclickbait +Panic! At The Disco's New Music Video Is The Creepiest Thing You'll See All Week,clickbait +14 Songs From The Early 2000s That Are Now Modern Day Christmas Classics,clickbait +Here's Justin Trudeau Walking The Wrong Way Up An Escalator For All Eternity,clickbait +17 Things People Who Don't Need Glasses Will Never Understand,clickbait +Tight Mortgage Rules Exclude Even Good Risks,notclickbait +Mob kills 'witches' in Kenya,notclickbait +Wikileaks.org restored as injunction is lifted,notclickbait +24 Times Ruby Rose And Phoebe Dahl Defined Relationship Goals In 2015,clickbait +Surf's up in Chile; championship competition in Pichilemu,notclickbait +Scholarships awarded to isolated pacific islanders in Micronesia,notclickbait +Watch 80 Years Of Halloween Costumes In Under Three Minutes,clickbait +This Video Is For Every Girl Who Can't Do Makeup,clickbait +21 Words That Meant Something Completely Different In 2006,clickbait +Can This Little Gadget Help Your Posture,clickbait +"Norway Wins, While Russia Calls the Tune",notclickbait +"Urging Freedoms, Obama Chides Zimbabwe Leader",notclickbait +"Adam Woodyatt Is Upset A #HowsAdam Moment Didn't Happen During The ""Corrie"" Live Episode",clickbait +Can You Guess Which Celeb Made This Art,clickbait +"26 Jokes Guaranteed To Make ""Star Wars"" Fans Laugh Every Time",clickbait +Banks Foreclose on Builders With Perfect Records,notclickbait +Republican Throwbacks Taking Aim at Court Pick,notclickbait +17 Things All Girls With Too Much Hair Will Understand,clickbait +U.S. Diplomat Makes a Trip to Myanmar,notclickbait +Bush nominates Alito to U.S. Supreme Court,notclickbait +NASA's Phoenix spacecraft lands safely on Mars,notclickbait +An Inexpensive Digital Edge on the Golf Course,notclickbait +23 Weird As Hell U.S. Laws You Won't Believe Are Real,clickbait +Would You Time Travel To The Past Or Future,clickbait +Are You More Ja Rule And Ashanti Or Ja Rule And J.Lo,clickbait +Russian passenger airliner makes safe landing in Moscow after concerns of gear damage,notclickbait +Taiwan's cabinet resigns,notclickbait +Sri Lankan Troops Breach Rebel Haven,notclickbait +Here's What Meg Cabot Learned About Situational Depression,clickbait +"If You Were Stranded On Mars, Which Vegetable Would You Eat",clickbait +Tens of thousands protest in London before Copenhagen climate change summit,notclickbait +"Boat in DR Congo capsizes, 80 feared dead",notclickbait +Headless man found near suburban Chicago school,notclickbait +Watch People Struggle Trying To Guess Urban Dictionary Terms,clickbait +"Scotland Yard says suicide bomb blast killed Bhutto, not bullet",notclickbait +International experts probe deadly Ebola Reston virus outbreak in Philippine pigs,notclickbait +17 Desserts Guaranteed To Turn You Into A Chocoholic,clickbait +We Know Your Favorite Dog Breed Based On Your Favorite Snack,clickbait +"These 24 Moments From ""Pride & Prejudice"" Will Make Your Heart Melt",clickbait +Tyra Banks Announced The Birth Of Her First Child In The Most Adorable Way,clickbait +Air France jet with 228 on board goes missing,notclickbait +"Marnie Piper Is Returning To The Town From ""Halloweentown""",clickbait +"In Minnesota, Another Bid for a Recount",notclickbait +"Murdoch empire in crisis after newspaper closes: BSkyB bid halted, former editor arrested, anger at chief executive",notclickbait +This Color Test Will Determine Your Guilty Pleasure,clickbait +"27 Funny, Bizarre, And Ingenious Excuses People Have Used To Skip School",clickbait +Former Chilean President Pinochet suffers heart attack,notclickbait +"In Debate on Spending, a Detour for Politics",notclickbait +"One Direction's New Music Video For ""Perfect"" Is Actually Perfection",clickbait +Trustee May Take Helm of Union Local in Dispute,notclickbait +17 Moments That Are Too Real For Anybody Who's Not Totally Out Of The Closet,clickbait +South African Prosecutors May Drop Fraud Charges Against A.N.C. Leader Jacob Zuma,notclickbait +Students Have A Legal Right To Safe Spaces,clickbait +"17 Tweets About ""The Force Awakens"" That Will Make You Laugh Your Ass Off",clickbait +Dulko Sends Sharapova to Another Early Exit,notclickbait +Salma Hayek Had To Go To The ER In An Embarrassing T-Shirt,clickbait +Meet One Of The Filthiest Female Characters You'll See Onscreen This Year,clickbait +"PSA: There's A Chrome Extension That Blocks ""Star Wars"" Spoilers",clickbait +"Wikinews interviews Brian Moore, Socialist Party USA presidential candidate",notclickbait +Profit Dropped 14% in Quarter for Staples,notclickbait +These Pit Bull Brothers Are The Cutest Thing You'll See All Day,clickbait +We Know Your Zodiac Sign Based On The Things You Like,clickbait +24 Of The Most Motivational Celebrity Tweets Of All Time,clickbait +Prisons in New Zealand to introduce mobile phone jamming technology,notclickbait +Scottish Court Hears Appeal in 1988 Blast on Jetliner,notclickbait +Israeli PM Ariel Sharon briefly opens eyes,notclickbait +Uniting Church at Auburn destroyed by fire,notclickbait +"Tropical Storm Adrian forms in Eastern Pacific, threatens Central America",notclickbait +"In Battle to Land Embattled Governor, Messages Show Extra-Sharp Media Elbows",notclickbait +"27 Times Tiffany From ""Daria"" Was Iconic AF",clickbait +Lebanon car bombings kill dozens outside mosques,notclickbait +Employment Contracts Are Now Viewed as Rewritable,notclickbait +How Much Of A Grammar Perfectionist Are You,clickbait +VW and Porsche Merger Is Back on Track,notclickbait +13 Things To Do For Your Friend With Post-Natal Depression,clickbait +16 Teens Who Are Going To Rule The World In 2016,clickbait +Five beheaded during violent prison riot in Brazil,notclickbait +Felipe Massa wins 2008 Turkish Grand Prix,notclickbait +How Many Of These Books By YouTube Stars Have You Read,clickbait +"Very Lonely Luke Is The Latest Hilarious ""Star Wars"" Parody Twitter Account",clickbait +19 Things Anyone Who's Best Friends With Their Mum As An Adult Will Understand,clickbait +UK Parliamentary Commissioner for Standards to investigate Nadine Dorries reality TV appearance,notclickbait +33 Love Songs From The Early '00s You'll Never Forget,clickbait +31 Tweets About Fast Food That Will Actually Make You Laugh,clickbait +"Poll: Arabs discouraged by US policies, back nuclear-armed Iran",notclickbait +"The Rise, Fall, And Improbable Comeback Of Morris Brown College",clickbait +Is 2016 The Year You Stop Being Single,clickbait +Ignored warnings 'worsened' situation in Myanmar,notclickbait +This New Movie May Be The Best Use Of 3D Ever,clickbait +There Are So Many More Penis Emojis Now,clickbait +How Well Do You See Color,clickbait +Broadcaster Paul Harvey dies at age 90,notclickbait +Instagram Star Reveals The Truth Behind Her Photos,clickbait +Guatemalan president and first lady granted divorce,notclickbait +21 Cosy AF Bedroom Goals,clickbait +Live 8 concert plans announced,notclickbait +Many US TV stations preparing to make digital switch despite new legislation,notclickbait +First casualty of French riots reported,notclickbait +Oil prices fall as reserves are released,notclickbait +25 Feminist Songs That Always Make You Feel Like A Boss,clickbait +These High School Students Just Shut It Down With This Epic Lip Dub Video,clickbait +Elections held in Bulgaria,notclickbait +Alassane Ouattara 'wins' Ivory Coast presidential election,notclickbait +Canada Drops W.T.O. Complaint Against Europe,notclickbait +2-year-old dies in car in 100ºF heat with windows rolled up,notclickbait +The 12 Days Of Khaled,clickbait +Gannett Reports a 60% Fall in Quarterly Profit,notclickbait +"Scuderi, an Unlikely Savior, Emerges for the Penguins",notclickbait +Police social media frenzy threatens to prejudice alleged child killer trial,notclickbait +What Kind Of Pop-Tart Matches Your Personality,clickbait +Amy Schumer's Press Room Interview After She Won Her Emmy Is Iconic,clickbait +16 Truths For People Who Get Major Anxiety When Texting,clickbait +Gerrans Wins 14th Stage of Giro on Uphill Stamina,notclickbait +Bush nominates John G. Roberts for U.S. Supreme Court,notclickbait +"The Economy Is Bad, but 1982 Was Worse",notclickbait +Which Of Justin Bieber's Hairstyles Are You,clickbait +"The ""I Think I Hear Your Girlfriend Calling You"" Puzzle",clickbait +How To Say No,clickbait +Somali Group Said to Hold 2 Frenchmen,notclickbait +NBC Still Waiting for a Hit From Its Hit Maker,notclickbait +Barclays Says It Will Not Seek Bailout,notclickbait +"22 Reasons Fans Are Obsessed With ""The Walking Dead""",clickbait +Obama Pledges Attention to Flooding,notclickbait +Would You Be A Better Date Than My New Man,clickbait +"19 Life Lessons From ""500 Days Of Summer""",clickbait +I.B.M. Affirms Earnings Goal Despite Sales Slide,notclickbait +European airline Ryanair fined over ash-triggered flight cancellations,notclickbait +France beat Ireland in RBS Six Nations,notclickbait +17 Cats Really Loving The Cat Nip,clickbait +The Hardest NHL Logo Quiz You'll Ever Take,clickbait +What Type Of Thanksgiving Turkey Should You Make,clickbait +Republican Congressman Ron Paul endorses Constitution Party nominee Chuck Baldwin for President of the United States,notclickbait +This Duo Is Travelling Across India For A Year To Highlight The Issues Nobody's Talking About,clickbait +What Your Crush Says VS What You Think,clickbait +The Mona Lisa Just Turned Down Cara Delevingne For A Date,clickbait +Taliban Truce Seems in Flux in Pakistan,notclickbait +Here's How To Get A Haircut You Actually Like,clickbait +Bomb destroys Spanish police barracks and kills policeman in Basque Country,notclickbait +UK House of Commons' Speaker resigns,notclickbait +Study estimates first human HIV infection 100 years ago,notclickbait +A Shortcut To Hogwarts Has Been Spotted In Montreal,clickbait +What's The Biggest Misconception About Being A Military Spouse,clickbait +Obama Telephones Afghan President,notclickbait +35 Things That Will Hit You Right In The Childhood,clickbait +Ingredient Costs Push Profit Lower at General Mills,notclickbait +Who Said It: Chandler Bing Or Liz Lemon,clickbait +Landon Donovan the Striker Is Also a Lightning Rod,notclickbait +Reese Witherspoon Just Called Out Hollywood Ageism And Sexism And It Was Beautiful,clickbait +29 Pictures That Will Finally Give You Some Goddamn Satisfaction,clickbait +Kyrgyzstan votes on referendum for new constitution,notclickbait +11 Quotes From Harry Potter To Help You Cope With Loss,clickbait +U.S. Issues Scathing Report on Immigrant Who Died in Detention,notclickbait +Why You Should Be Proud To Be A Slytherin,clickbait +Miles Franklin Literary Award nominates only women for potential winners,notclickbait +What's Your 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Plans New Medical Helicopter Safety Rules +These Floating Bonsai Trees Look Like Actual Magic +Do You Know Your BF's Face By Touch +"How Well Do You Remember The ""Unfabulous"" Theme Song" +How to Market Nips and Tucks in a Recession +Who Wore The Ramen Noodles Better +Burger King CEO insults British women during speech to students +"'Enough, enough, enough, enough': 1700 women march against mass rape in DR Congo" +Hundred of thousands march in Rome to demand freedom for kidnapped reporter +What Does Your Choice In Colors Say About You +This New Video Of A Dwarf Planet Will Make You Feel Like A Fucking Astronaut +Big time Democratic donor faces prison after surrender +London Zoological Society reports on health of planet Earth +13 Of The Most Random Christmas Rap Songs Ever +"How Well Do You Actually Remember The ""Home Alone"" Booby Traps" +16 Ferrets With Better Hair Game Than Donald Trump +The 21 Best Mindy Kaling Tweets Of 2015 +Australian Senate to decide sport footage ownership 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February +Australian Prime Minister-elect Tony Abbott announces first ministerial appointments +18 Pointlessly Gendered Products That'll Destroy Your Faith In Humanity +21 Signs Your Date Isn't Going Well +A Long Time Between Nascar Victories +7 Ways To Totally Ignore Your Man's Balls +Illinois police departments try to reduce number of road fatalities this year +"NATO tankers in Pakistan attacked, four killed" +17 Snacks That Do A Convincing Impression Of Fries +British boy drowns while on holiday with family in Portugal +13 Tumblr Posts About The Marauders We Need To Be True +We Bought This Insane Star Wars Toy So You Don't Have To +"Cuba Eliminates Mexico, 7-4, at Classic" +Deal Brings TV Shows and Movies to YouTube +New Zealand Commerce Commission investigating Australian company +How Much Of A Cheese Addict Are You Really +"In This Recession, More Men Are Losing Jobs" +21 Celebrity Instagrams You Need To See This Week +Star Wars Fans Try CoverGirl's Makeup Line +Here's Why Glenn Close Wants To End The Stigma Around Mental Illness +The Biggest Winners And Losers In Movies In 2015 +A Mouse Has Died Inside A 155-Year-Old Mousetrap In A Museum Exhibit +The Best Cable-Cutting Device For People Who Are Broke As Hell +Iranian news agency reproduces The Onion article +"21 Times Angie Was The Best Part Of ""30 Rock""" +Former Iranian president Hashemi Rafsanjani leads Friday prayers +How Futuristic Are You +Tunisian swimmer Oussama Mellouli stripped of championship for doping +News of the World: New document suggests cover-up +Two strong earthquakes jolt Japan +17 New YA Books That Will Make Your Heart Happy +Hamid Karzai takes office as first elected president of Afghanistan +IBM partners with Google to produce a corporate desktop search program +Manhattan Is Awash in Sublet Office Space +"Brazil, Bolivia promise cooperation" +The Socialist Left Party’s election initiative starts in Norway +Worm Infects Millions of Computers Worldwide +18 Times Nick Bateman Was The Hottest Guy On Instagram In 2015 +This Crossword Is For Everyone Who's Obsessed With Taylor Swift +United States spies accused of illegally bugging the United Nations headquarters +"We Know Which ""Elder Scrolls"" Race You Are Based On How You Play ""Skyrim""" +NASA spacecraft enters Mars orbit +Which Breakfast Food Matches Your Zodiac Sign +Hollywood Finds Headaches in its Big Bet on 3-D +Obama Announces Strategy Against Cyberattacks +Canada's Afghan mission in question +Someone Just Made A Desk That Allows You To Sleep Comfortably At Work +Iran will continue work on nuclear fuel cycle +Fußball-Bundesliga 2008–09: Goalkeeper Butt signs with Bayern Munich +This Stunning Video Of Montreal In The Fall Is Why Drones Were Invented +"F.D.A. 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Character" +24 Goats That Upped Their Selfie Game In 2015 +"Can You Name These ""Bake Off"" Technical Challenges" +"What's The Funniest ""SpongeBob SquarePants"" Quote" +Japan to use renewable energy +Your Horoscope For The Week Of December 28 +The 40 Most Important Corgis Of 2015 +"The Student With The Best ""Hello"" Cover Ever Just Did An Encore On ""Ellen""" +USA under pressure at climate talks +At least 728 rescued from burning Indonesian ferry +11 Adorable Mini Desserts For The Holidays +"This 4 Question ""Gilmore Girls"" Quiz Will Determine What Kind Of Coffee Drinker You Are" +San Fermín de los Navarros church in Madrid celebrates patron day +One dead as Super Typhoon Megi makes landfall in Philippines +Free Newspaper Venture Depends on Local Blogs +US military commander in Afghanistan dismissed by President Obama +26 Things You'll Just Get If You've Ever Been Heartbroken +27 Absurdly Cute Gifts That No One Could Resist +People Are Using #BlackDotCampaign To Talk About A 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STOP. 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"cell_type": "markdown", + "id": "1c9e6652", + "metadata": {}, + "source": [ + "Toloka offers a library of Prefect-integrated functions to facilitate crowdsourcing. This example illustrates how one can build the whole project using these blocks." + ] + }, + { + "cell_type": "markdown", + "id": "5c1ded23", + "metadata": {}, + "source": [ + "This library provide Prefect tasks for Toloka. You can connect tasks by passing one task's result to another as argument.\n", + "For more details see Prefect [docs](https://docs.prefect.io/core/concepts/flows.html#functional-api)." + ] + }, + { + "cell_type": "markdown", + "id": "0078e309", + "metadata": {}, + "source": [ + "The resulting workflow can be run either locally or in the Prefect cloud. You can also deploy your own Prefect cluster if needed.\n", + "We recomend to use Prefect cloud for this tutorial." + ] + }, + { + "cell_type": "markdown", + "id": "dd055cde", + "metadata": {}, + "source": [ + "## Prefect environment setup" + ] + }, + { + "cell_type": "markdown", + "id": "31b3f70e", + "metadata": {}, + "source": [ + "To use Prefect Cloud we'll need to login to (or set up an account for) Prefect Cloud at https://cloud.prefect.io. " + ] + }, + { + "cell_type": "markdown", + "id": "c33b6cf5", + "metadata": {}, + "source": [ + "After logging in, the next step is to create an API key to access the cloud from your local machine." + ] + }, + { + "cell_type": "markdown", + "id": "53161800", + "metadata": {}, + "source": [ + "To do this select at https://cloud.prefect.io/ portal `Team / Service accounts` and create new service account.\n", + "\"Select" + ] + }, + { + "cell_type": "markdown", + "id": "4806be04", + "metadata": {}, + "source": [ + "Create new service account with \"Administrator\" role.\n", + "\n", + "\"Create" + ] + }, + { + "cell_type": "markdown", + "id": "5a3e17e9", + "metadata": {}, + "source": [ + "Having a service account, you can create an API key. Create new key and copy it's value for further usage.\n", + "\n", + "\"Create" + ] + }, + { + "cell_type": "markdown", + "id": "984e1b28", + "metadata": {}, + "source": [ + "To start and monitor flow runs, you need a Prefect Agent. For this tutorial, you can create a Local Agent. You can find more agent types in prefect docs: https://docs.prefect.io/orchestration/agents/overview.html" + ] + }, + { + "cell_type": "markdown", + "id": "97f502b6", + "metadata": {}, + "source": [ + "To run the local agent you only need the `prefect` Python package installed. Let's install it and other packages required for this tutorial:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b38c5a08", + "metadata": {}, + "outputs": [], + "source": [ + "!pip install prefect pandas scikit-learn toloka-kit crowd-kit" + ] + }, + { + "cell_type": "markdown", + "id": "d41dfb9e", + "metadata": {}, + "source": [ + "Prefect package also install `prefect` binary. Make sure it is present:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fdc4e1a5", + "metadata": {}, + "outputs": [], + "source": [ + "!prefect version # Make sure this binary is installed." + ] + }, + { + "cell_type": "markdown", + "id": "b2a59258", + "metadata": {}, + "source": [ + "Now open a new terminal to allow a Local Agent work in the background. And run the following.\n", + "```\n", + "# Run this in a new terminal window.\n", + "prefect backend cloud\n", + "prefect auth login --key \n", + "prefect agent local start # Leave it running in the background...\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "76d137b0", + "metadata": {}, + "source": [ + "## Store Toloka credentials" + ] + }, + { + "cell_type": "markdown", + "id": "ab20983d", + "metadata": {}, + "source": [ + "To use Toloka from Prefect we should pass a Toloka OAuth token to it. If you do not have it yet, you can obtain it from your Toloka account at the `Profile / External Services Integration` page by clicking at `Get OAuth token`.\n", + "\"Obtain" + ] + }, + { + "cell_type": "markdown", + "id": "86820440", + "metadata": {}, + "source": [ + "You can store it in Prefect as a secret.\n", + "\n", + "\"Open" + ] + }, + { + "cell_type": "markdown", + "id": "739973fc", + "metadata": {}, + "source": [ + "Add it as a new secret at `Team / Secrets` page to use from workflow by it's name.\n", + "\n", + "\"Add" + ] + }, + { + "cell_type": "markdown", + "id": "2c911dd6", + "metadata": {}, + "source": [ + "## Text classification project" + ] + }, + { + "cell_type": "markdown", + "id": "013f1a2b", + "metadata": {}, + "source": [ + "### Create Prefect project" + ] + }, + { + "cell_type": "markdown", + "id": "1f2a7eeb", + "metadata": {}, + "source": [ + "Prefect hierarchy contains the following entities:\n", + "* **Project** is a top-level entity to group flows.\n", + "* **Flow** shares default DAG topology, parameters and scheduling settings across multiple runs.\n", + "* **Flow version**. You may update the same flow several times. Each version is being saved.\n", + "* **Run** represent exact run of the flow: it's progress and result.\n", + "\n", + "You may create a new Prefect project either in the UI, Prefect CLI or with the `prefect.Client`.\n", + "For more details see Prefect docs: https://docs.prefect.io/orchestration/concepts/projects.html" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3feab3b", + "metadata": {}, + "outputs": [], + "source": [ + "from prefect import Client\n", + "\n", + "client = Client()\n", + "client.create_project(project_name='Toloka text classification')" + ] + }, + { + "cell_type": "markdown", + "id": "d353bc39", + "metadata": {}, + "source": [ + "### Take a look at data" + ] + }, + { + "cell_type": "markdown", + "id": "76a6d3a3", + "metadata": {}, + "source": [ + "In this example we got a bunch of news headlines. We will try to determine which of them are clickbait and which are not.\n", + "\n", + "We use dataset from \"SVM clickbait classifier\", distributed under a MIT license.\n", + "[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n", + "\n", + "> Abhijnan Chakraborty, Bhargavi Paranjape, Sourya Kakarla, and Niloy Ganguly. \"Stop Clickbait: Detecting and Preventing Clickbaits in Online News Media”. In Proceedings of the 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), San Fransisco, US, August 2016.\n", + "\n", + "\n", + "Let's load the dataset and look at it's structure." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3a36b8bb", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "df_labeled = pd.read_csv(\n", + " 'https://raw.githubusercontent.com/vlad-mois/toloka-prefect/main/example/data/known.csv'\n", + ")\n", + "df_unlabeled = pd.read_csv(\n", + " 'https://raw.githubusercontent.com/vlad-mois/toloka-prefect/main/example/data/not_known.csv'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f6e024b1", + "metadata": {}, + "outputs": [], + "source": [ + "df_labeled" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a604c1a6", + "metadata": {}, + "outputs": [], + "source": [ + "df_unlabeled" + ] + }, + { + "cell_type": "markdown", + "id": "550c12a9", + "metadata": {}, + "source": [ + "Since we have a bunch of labeled data, we will use it to create an **exam** and **honeypots** (kind of trapping questions to filter untrustworthy workers).\n", + "\n", + "We are not going to label all 30000 headlines here. For example purposes we will take only 100 of them." + ] + }, + { + "cell_type": "markdown", + "id": "f0b1e9b3", + "metadata": {}, + "source": [ + "### Prefect tasks description" + ] + }, + { + "cell_type": "markdown", + "id": "5aa40a3e", + "metadata": {}, + "source": [ + "The workflow consists of tasks representing a unit of work. Each task is performed independently (and possibly on a separate machine). \n", + "\n", + "The only way to connect them is to pass output from one task to another as an argument.\n", + "\n", + "For more details see Prefect docs: https://docs.prefect.io/api/latest/core/task.html\n", + "\n", + "Let's start from the task that load and transform initial dataset." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0fac9717", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from prefect import task\n", + "from sklearn.model_selection import train_test_split\n", + "from typing import Tuple\n", + "\n", + "@task\n", + "def prepare_datasets(\n", + " unlabeled_url: str,\n", + " labeled_url: str,\n", + ") -> Tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame]:\n", + "\n", + " df_labeled = pd.read_csv(labeled_url)\n", + " df_labeled, df_exam = train_test_split(df_labeled, test_size=10, stratify=df_labeled.category)\n", + " _, df_honeypots = train_test_split(df_labeled, test_size=20, stratify=df_labeled.category)\n", + "\n", + " df_main = pd.read_csv(unlabeled_url).sample(n=100)\n", + "\n", + " return df_main, df_exam, df_honeypots" + ] + }, + { + "cell_type": "markdown", + "id": "5e36e5f4", + "metadata": {}, + "source": [ + "We are going to create Toloka tasks based on this data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87b7e731", + "metadata": {}, + "outputs": [], + "source": [ + "from typing import List\n", + "from toloka.client import Task # This is the Toloka `Task` object, not a Prefect one.\n", + "\n", + "@task\n", + "def prepare_tasks(df_main: pd.DataFrame) -> List[Task]:\n", + " return [Task(input_values={'headline': headline})\n", + " for headline in df_main['headline']]\n", + "\n", + "@task\n", + "def prepare_exam_tasks(df_exam: pd.DataFrame) -> List[Task]:\n", + " return [Task(input_values={'headline': row.headline},\n", + " known_solutions=[{'output_values': {'category': row.category}}],\n", + " message_on_unknown_solution=row.category)\n", + " for row in df_exam.itertuples(index=False)]\n", + "\n", + "@task\n", + "def prepare_honeypots(df_honeypots: pd.DataFrame) -> List[Task]:\n", + " return [Task(input_values={'headline': row.headline},\n", + " known_solutions=[{'output_values': {'category': row.category}}])\n", + " for row in df_honeypots.itertuples(index=False)]" + ] + }, + { + "cell_type": "markdown", + "id": "d207b0cb", + "metadata": {}, + "source": [ + "We have set _Toloka tasks'_ interface as well as other settings in a separate _Toloka project_ and _Toloka pool_ configs.\n", + "\n", + "You may find it here:\n", + "* Toloka project config: https://github.com/vlad-mois/toloka-prefect/blob/main/example/configs/project.json\n", + "* Toloka pool config: https://github.com/vlad-mois/toloka-prefect/blob/main/example/configs/pool.json\n", + "* Exam config: https://github.com/vlad-mois/toloka-prefect/blob/main/example/configs/exam.json\n", + "\n", + "We will load and use them later in separate Prefect tasks." + ] + }, + { + "cell_type": "markdown", + "id": "41cfe756", + "metadata": {}, + "source": [ + "Now we have to take care of another stage of our process: results aggregation.\n", + "We use _overlap_, so we will receive several assignments for each headline.\n", + "Let's use _DavidSkeene_ method from **crowd-kit**." + ] + }, + { + "cell_type": "markdown", + "id": "f0cc0b59", + "metadata": {}, + "source": [ + "Since this is the final task in our graph, we are going to store it's result. There are different ways to do it (add task, that put it to S3, for example). For simplicity, we save it locally using `LocalResult` object. Our dataframe will be saved in the pickle format. For other options see Prefect docs: https://docs.prefect.io/core/concepts/results.html\n", + "\n", + "For AWS S3 tasks see docs: https://docs.prefect.io/api/latest/tasks/aws.html" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c2f6b3be", + "metadata": {}, + "outputs": [], + "source": [ + "from crowdkit.aggregation import DawidSkene\n", + "from prefect.engine.results import LocalResult\n", + "\n", + "@task(result=LocalResult(\n", + " dir='~/Documents/prefect-results/',\n", + " location='{flow_name}-{date:%Y-%m-%d-%H-%M-%S}.pickle',\n", + "))\n", + "def aggregate_assignments(assignments: pd.DataFrame) -> pd.DataFrame:\n", + " assignments = assignments[assignments['GOLDEN:category'].isna()] # Ignore honeypots.\n", + " assignments = assignments.rename(columns={'INPUT:headline': 'task',\n", + " 'OUTPUT:category': 'label',\n", + " 'ASSIGNMENT:worker_id': 'performer'})\n", + " df = DawidSkene(n_iter=20).fit_predict(assignments).to_frame().reset_index()\n", + " df.columns = ['headline', 'category']\n", + " return df" + ] + }, + { + "cell_type": "markdown", + "id": "1d99e65a", + "metadata": {}, + "source": [ + "The above tasks are all that we have to describe manually. We'll take the rest from the **toloka-prefect** library." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "96225a48", + "metadata": {}, + "outputs": [], + "source": [ + "from toloka_prefect import (\n", + " TolokaAuth, # Contains all Toloka Prefect tasks that need an authentication.\n", + " download_json, # We will use it to download project, pool and exam configs.\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "9ed05613", + "metadata": {}, + "source": [ + "Let's build a DAG. Note, that tasks outputs are not a regular Python value, but a `prefect.Task` instances instead." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8c09c922", + "metadata": {}, + "outputs": [], + "source": [ + "from prefect import Flow, Parameter\n", + "from prefect.tasks.secrets import PrefectSecret\n", + "\n", + "with Flow('text-classification') as flow:\n", + " token = PrefectSecret('TOLOKA_TOKEN')\n", + " env = Parameter(name='environment', default='PRODUCTION')\n", + "\n", + " project_conf = download_json('https://raw.githubusercontent.com/vlad-mois/toloka-prefect/main/example/configs/project.json')\n", + " exam_conf = download_json('https://raw.githubusercontent.com/vlad-mois/toloka-prefect/main/example/configs/exam.json')\n", + " pool_conf = download_json('https://raw.githubusercontent.com/vlad-mois/toloka-prefect/main/example/configs/pool.json')\n", + "\n", + " with TolokaAuth(token, env) as tlk:\n", + "\n", + " project = tlk.create_project(project_conf)\n", + " exam = tlk.create_exam_pool(exam_conf, project=project)\n", + " pool = tlk.create_pool(pool_conf, project=project, exam_pool=exam, expiration=timedelta(days=1))\n", + "\n", + " df_main, df_exam, df_honeypots = prepare_datasets(\n", + " unlabeled_url='https://raw.githubusercontent.com/vlad-mois/toloka-prefect/main/example/data/not_known.csv',\n", + " labeled_url='https://raw.githubusercontent.com/vlad-mois/toloka-prefect/main/example/data/known.csv',\n", + " )\n", + " tasks = prepare_tasks(df_main)\n", + " exam_tasks = prepare_exam_tasks(df_exam)\n", + " honeypots = prepare_honeypots(df_honeypots)\n", + "\n", + " _exam_upload = tlk.create_tasks(exam_tasks, pool=exam, open_pool=True, allow_defaults=True)\n", + " _hp_upload = tlk.create_tasks(honeypots, pool=pool, allow_defaults=True)\n", + " _tasks_upload = tlk.create_tasks(tasks, pool=pool, allow_defaults=True)\n", + "\n", + " _waiting = tlk.wait_pool(pool, open_pool=True, upstream_tasks=[_exam_upload, _hp_upload, _tasks_upload])\n", + " assignments = tlk.get_assignments_df(pool, upstream_tasks=[_waiting])\n", + "\n", + " result = aggregate_assignments(assignments)\n", + "\n", + "flow.register(project_name='Toloka text classification')" + ] + }, + { + "cell_type": "markdown", + "id": "00cc3e40", + "metadata": {}, + "source": [ + "After a flow registration you may follow a given link and configure a flow runs. " + ] + }, + { + "cell_type": "markdown", + "id": "435d6782", + "metadata": {}, + "source": [ + "To make a single run you may click at `Quick run`.\n", + "\n", + "\"Click\n", + "\n", + "After starting the workflow, you can see it's progress at `Overview` tab.\n", + "\n", + "\"Flow\n", + "\n", + "The resulting graph can be viewed at `Schematic` tab.\n", + "\n", + "\"Flow" + ] + }, + { + "cell_type": "markdown", + "id": "a8f94c95", + "metadata": {}, + "source": [ + "### Obtaining the results" + ] + }, + { + "cell_type": "markdown", + "id": "6ab1052d", + "metadata": {}, + "source": [ + "When our flow run is completed, we will be able to find the `aggregate_assignments` result in the previously specified directory (the one we passed to the `LocalResult` object)." + ] + }, + { + "cell_type": "markdown", + "id": "36b77dba", + "metadata": {}, + "source": [ + "Or one can find it's exact path from the `aggregate_assignments` task run page.\n", + "\n", + "\"Find" + ] + }, + { + "cell_type": "markdown", + "id": "9b0cce06", + "metadata": {}, + "source": [ + "Let's get the dataframe saved at this path." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "189bd779", + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "# Change to your path.\n", + "with open('/Users/some-user/Documents/prefect-results/text-classification-2021-12-10-00-14-29.pickle', 'rb') as file:\n", + " res = pickle.load(file)\n", + "\n", + "res" + ] + }, + { + "cell_type": "markdown", + "id": "98c4541f", + "metadata": {}, + "source": [ + "## What's next?" + ] + }, + { + "cell_type": "markdown", + "id": "e89ad15e", + "metadata": {}, + "source": [ + "It was just an example of creating a workflow on Prefect with Toloka. Further it can be expanded in the following directions:\n", + "* You can supply your input data from [PostgreSQL](https://docs.prefect.io/api/latest/tasks/postgres.html), [Kafka](https://docs.prefect.io/api/latest/tasks/kafka.html), [S3](https://docs.prefect.io/api/latest/tasks/aws.html) and other sources. There are a ready-made collection of these tasks in Prefect. The same is for output data.\n", + "* You can schedule your flow runs in the `Flow / Settings / Schedulers` tab.\n", + "* You can add notifications to be sent to Slack, email, or any other endpoint when your flow enters a given state at the `Flow / Settings / Cloud hooks` tab.\n", + "* Run Prefect agents in a cloud or deploy a whole Prefect Core in your cluster. For other Prefect Agent types (not only the Local one) see docs: \n", + "* And, of course, you can build much more advanced process with crowdsourcing using Toloka." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/functions_overview.md b/functions_overview.md new file mode 100644 index 0000000..fe59b68 --- /dev/null +++ b/functions_overview.md @@ -0,0 +1,12 @@ +# Functions' overview + +## Fully-supported functions: +* create_project +* create_exam_pool +* create_pool +* create_tasks +* open_pool +* open_exam_pool +* with_logge +* get_assignments +* get_assignments_df diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..9787c3b --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,3 @@ +[build-system] +requires = ["setuptools", "wheel"] +build-backend = "setuptools.build_meta" diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..1e32131 --- /dev/null +++ b/setup.py @@ -0,0 +1,47 @@ +#!/usr/bin/env python +# coding: utf8 + +from setuptools import setup + +with open('README.md') as f: + readme = f.read() + +setup( + name='toloka-prefect', + packages=['toloka_prefect'], + version='0.0.1', + description='Toloka prefect tasks library', + long_description=readme, + long_description_content_type='text/markdown', + license='Apache 2.0', + author='Vladislav Moiseev', + author_email='vlad-mois@yandex-team.ru', + python_requires='>=3.7.0', + install_requires=[ + 'attrs', + 'pandas >= 1.1.0', + 'prefect', + 'requests', + 'toloka-kit>=0.1.21', + ], + include_package_data=True, + project_urls={ + 'Source': 'https://github.com/Toloka/toloka-prefect', + }, + classifiers=[ + 'Development Status :: 4 - Beta', + 'Intended Audience :: Developers', + 'Intended Audience :: Science/Research', + 'License :: OSI Approved :: Apache Software License', + 'Operating System :: OS Independent', + 'Programming Language :: Python', + 'Programming Language :: Python :: 3', + 'Programming Language :: Python :: 3.7', + 'Programming Language :: Python :: 3.8', + 'Programming Language :: Python :: 3.9', + 'Programming Language :: Python :: Implementation :: CPython', + 'Topic :: Scientific/Engineering', + 'Topic :: Software Development', + 'Typing :: Typed', + ], +) diff --git a/tests/test_import.py b/tests/test_import.py new file mode 100644 index 0000000..1513eb1 --- /dev/null +++ b/tests/test_import.py @@ -0,0 +1,2 @@ +def test_import(): + import toloka_prefect diff --git a/toloka_prefect/__init__.py b/toloka_prefect/__init__.py new file mode 100644 index 0000000..9e9a1e9 --- /dev/null +++ b/toloka_prefect/__init__.py @@ -0,0 +1,393 @@ +import attr +import inspect +import json +import logging +import pandas as pd +import pickle +import requests +import time +from datetime import datetime, timedelta +from functools import partial, wraps +from typing import Any, Callable, Dict, Iterable, List, Type, Union + +import prefect +from prefect import task + +import toloka.client as _toloka_client_lib # To avoid `structure` pickling errors. +from toloka.client import Assignment, Pool, Project, Task, TolokaClient, Training +from toloka.client.analytics_request import CompletionPercentagePoolAnalytics +from toloka.client.batch_create_results import TaskBatchCreateResult + + +def _update_signature( + func: Callable, + wrapper: Callable, + *, + add_wrapper_args: Iterable[str] = (), + remove_func_args: Iterable[str] = (), +) -> Callable: + """Prefect tasks relate on function signature, + so we need to change it since we use some args-changing wrappers. + """ + + remove_func_args = set(remove_func_args) + + signature_func = inspect.signature(func) + parameters_keep = [ + param + for param in signature_func.parameters.values() + if param.name not in remove_func_args and param.kind != inspect.Parameter.VAR_KEYWORD + ] + + parameters_wrapper = inspect.signature(wrapper).parameters + parameters_add = [parameters_wrapper[arg_name] for arg_name in add_wrapper_args] + + last_param = next(reversed(signature_func.parameters.values()), inspect.Parameter) + if last_param.kind == inspect.Parameter.VAR_KEYWORD: + parameters_add.append(last_param) + + res = wraps(func)(wrapper) + res.__signature__ = signature_func.replace(parameters=parameters_keep + parameters_add) + + return res + + +def _with_toloka_client(func: Callable) -> Callable: + """Allow function to pass `token` and `env` args and operate with `toloka_client` instance.""" + + def _wrapper(*args, token: str, env: str, **kwargs): + toloka_client = TolokaClient(token, env) + return partial(func, toloka_client=toloka_client)(*args, **kwargs) + + return _update_signature(func, _wrapper, add_wrapper_args=('token', 'env'), remove_func_args={'toloka_client'}) + + +def with_logger(func: Callable) -> Callable: + """Allow function to use Prefect logger instance. + Enrich function signature with keyword-only argument "logger". + Use it to write logs from Prefect task. + """ + + def _wrapper(*args, **kwargs): + return partial(func, logger=prefect.context.get('logger'))(*args, **kwargs) + + return _update_signature(func, _wrapper, remove_func_args={'logger'}) + + +def _task_with_self_credentials(func): + """Allow to redirect assigned `self.token` and `self.env` tasks outputs into wrapped method.""" + + func = _with_toloka_client(func) + func = task(func) + + def _wrapper(self, *args, **kwargs): + return partial(func, token=self.token, env=self.env)(*args, **kwargs) + + res = _update_signature(func, _wrapper, remove_func_args={'token', 'env'}) + return res + + +def _structure_from_conf(obj: Any, cl: Type) -> object: + if isinstance(obj, cl): + return obj + if isinstance(obj, bytes): + try: + return pickle.loads(obj) + except Exception: + pass + obj = obj.decode() + if isinstance(obj, str): + obj = json.loads(obj) + return _toloka_client_lib.structure(obj, cl) + + +def _extract_id(obj: Any, cl: Type) -> str: + if isinstance(obj, str): + try: + obj = json.loads(obj) + except Exception: + return obj + return _structure_from_conf(obj, cl).id + + +def create_project( + obj: Union[Project, Dict, str, bytes], + *, + toloka_client: TolokaClient, +) -> Project: + """Create a Project object from given config. + + Args: + obj: Either a `Project` object itself or a config to make a `Project`. + + Returns: + Project object. + """ + obj = _structure_from_conf(obj, Project) + return toloka_client.create_project(obj) + + +def create_exam_pool( + obj: Union[Training, Dict, str, bytes], + *, + project: Union[Project, str, None] = None, + toloka_client: TolokaClient, +) -> Training: + """Create a Training pool object from given config. + + Args: + obj: Either a `Training` object itself or a config to make a `Training`. + project: Project to assign a training pool to. May pass either an object, config or project_id. + + Returns: + Training object. + """ + obj = _structure_from_conf(obj, Training) + if project is not None: + obj.project_id = _extract_id(project, Project) + return toloka_client.create_training(obj) + + +def create_pool( + obj: Union[Pool, Dict, str, bytes], + *, + project: Union[Project, str, None] = None, + exam_pool: Union[Training, str, None] = None, + expiration: Union[datetime, timedelta, None] = None, + toloka_client: TolokaClient, +) -> Pool: + """Create a Pool object from given config. + + Args: + obj: Either a `Pool` object itself or a config to make a `Pool`. + project: Project to assign a pool to. May pass either an object, config or project_id. + exam_pool: Related training pool. May pass either an object, config or pool_id. + expiration: Expiration setting. May pass any of: + * `None` if this setting if already present; + * `datetime` object to set exact datetime; + * `timedelta` to set expiration related to the current time. + + Returns: + Pool object. + """ + obj = _structure_from_conf(obj, Pool) + if project is not None: + obj.project_id = _extract_id(project, Project) + if exam_pool: + if obj.quality_control.training_requirement is None: + raise ValueError('pool.quality_control.training_requirement should be set before exam_pool assignment') + obj.quality_control.training_requirement.training_pool_id = _extract_id(exam_pool, Training) + if expiration: + obj.will_expire = datetime.now() + expiration if isinstance(expiration, timedelta) else expiration + return toloka_client.create_pool(obj) + + +def create_tasks( + tasks: List[Union[Task, Dict]], + *, + toloka_client: TolokaClient, + pool: Union[Pool, Training, Dict, str, None] = None, + **kwargs +) -> TaskBatchCreateResult: + """Create a list of tasks for a given pool. + + Args: + tasks: List of either a `Task` objects or a task conofigurations. + pool: Allow to set tasks pool if it's not present in the tasks themselves. + May be either a `Pool` or `Training` object or config or a pool_id value. + **kwargs: Any other args presented in `toloka.client.task.CreateTasksParameters`. + + Returns: + toloka.client.batch_create_results.TaskBatchCreateResult object. + """ + tasks = [_structure_from_conf(task, Task) for task in tasks] + if pool is not None: + try: + pool_id = _extract_id(pool, Pool) + except Exception: + pool_id = _extract_id(pool, Training) + for task in tasks: + task.pool_id = pool_id + return toloka_client.create_tasks(tasks, **kwargs) + + +def open_pool( + obj: Union[Pool, str], + *, + toloka_client: TolokaClient, +) -> Pool: + """Open given pool. + + Args: + obj: Pool id or `Pool` object of it's config. + + Returns: + Pool object. + """ + obj = _structure_from_conf(obj, Pool) + return toloka_client.open_pool(obj) + + +def open_exam_pool( + obj: Union[Training, str], + *, + toloka_client: TolokaClient, +) -> Pool: + """Open given training pool. + + Args: + obj: Training pool_id or `Training` object of it's config. + + Returns: + Training object. + """ + obj = _structure_from_conf(obj, Training) + return toloka_client.open_training(obj) + + +@with_logger +def wait_pool( + pool: Union[Pool, Dict, str], + period: timedelta = timedelta(seconds=60), + *, + open_pool: bool = False, + toloka_client: TolokaClient, + logger: logging.Logger, +) -> Pool: + """Wait given pool until close. + + Args: + pool: Either a `Pool` object or it's config or a pool_id value. + period: `timedelta` interval between checks. One minute by default. + open_pool: Allow to open pool at start if it's closed. False by default. + + Returns: + Pool object. + """ + pool_id = _extract_id(pool, Pool) + pool = toloka_client.get_pool(pool_id) + if pool.is_closed() and open_pool: + pool = toloka_client.open_pool(pool_id) + + while pool.is_open(): + op = toloka_client.get_analytics([CompletionPercentagePoolAnalytics(subject_id=pool_id)]) + percentage = toloka_client.wait_operation(op).details['value'][0]['result']['value'] + logger.info(f'Pool {pool_id} - {percentage}%') + + time.sleep(period.total_seconds()) + pool = toloka_client.get_pool(pool_id) + + return pool + + +def get_assignments( + pool: Union[Pool, Dict, str], + status: Union[str, List[str], Assignment.Status, List[Assignment.Status], None] = None, + *, + toloka_client: TolokaClient, + **kwargs +) -> List[Assignment]: + """Get all assignments of selected status from pool. + + Args: + pool: Either a `Pool` object or it's config or a pool_id. + status: A status or a list of statuses to get. All statuses (None) by default. + **kwargs: Any other args presented in `toloka.client.search_requests.AssignmentSearchRequest`. + + Returns: + List of `Assignment` objects. + """ + pool_id = _extract_id(pool, Pool) + return list(toloka_client.get_assignments(pool_id=pool_id, status=status, **kwargs)) + + +def get_assignments_df( + pool: Union[Pool, Dict, str], + status: Union[str, List[str], Assignment.Status, List[Assignment.Status], None] = None, + *, + toloka_client: TolokaClient, + **kwargs +) -> pd.DataFrame: + """Get pool assignments of selected statuses in Pandas DataFrame format useful for aggregation. + + Args: + pool: Either a `Pool` object or it's config or a pool_id. + status: A status or a list of statuses to get. All statuses (None) by default. + **kwargs: Any other args presented in `toloka.client.assignment.GetAssignmentsTsvParameters`. + + Returns: + DataFrame with selected assignments. Note that nested paths are presented with a ":" sign. + """ + pool_id = _extract_id(pool, Pool) + if not status: + status = [] + elif isinstance(status, (str, Assignment.Status)): + status = [status] + return toloka_client.get_assignments_df(pool_id=pool_id, status=status, **kwargs) + + +@attr.s +class TolokaAuth: + """Contains Toloka tasks for Prefect that need authentication. + Redirect passed `token` and `env` into all it's methods. + + Attributes: + token: Output connection of a task with Toloka OAuth token output. Doesn't store any data. + env: Output connection of a task with Toloka environment name. + + Example: + >>> token = PrefectSecret('TOLOKA_TOKEN') + >>> env = Parameter('env', default='PRODUCTION') + >>> with TolokaAuth(token, env) as tlk: # Note that we don't mention these credentials below. + ... project = tlk.create_project(some_project_conf) + ... pool = tlk.create_pool(some_pool_conf, project=project, expiration=timedelta(days=1)) + ... _tasks_creation = tlk.create_tasks(some_tasks_data, pool=pool, open_pool=True) + ... _waiting = tlk.wait_pool(pool, upstream_tasks=[_tasks_creation]) # Setting upstream means we wait for it. + ... assignments = tlk.get_assignments(pool, upstream_tasks=[_waiting]) + ... + >>> my_task_to_save_results_to_s3(assignments) + ... + """ + + token: prefect.Task = attr.ib() + env: prefect.Task = attr.ib() + + def __enter__(self) -> 'TolokaAuth': + return self + + def __exit__(self, exc_type, exc_value, traceback) -> None: + pass + + create_project = _task_with_self_credentials(create_project) + create_exam_pool = _task_with_self_credentials(create_exam_pool) + create_pool = _task_with_self_credentials(create_pool) + create_tasks = _task_with_self_credentials(create_tasks) + open_pool = _task_with_self_credentials(open_pool) + open_exam_pool = _task_with_self_credentials(open_exam_pool) + wait_pool = _task_with_self_credentials(wait_pool) + get_assignments = _task_with_self_credentials(get_assignments) + get_assignments_df = _task_with_self_credentials(get_assignments_df) + + +@task +def download_string(url: str) -> str: + """Download text content stored at given url.""" + response = requests.get(url) + response.raise_for_status() + return response.text + + +@task +def download_data(url: str) -> bytes: + """Download bytes data stored at given url.""" + response = requests.get(url) + response.raise_for_status() + return response.content + + +@task +def download_json(url: str) -> Any: + """Download and parse json config stored at given url.""" + response = requests.get(url) + response.raise_for_status() + return response.json() diff --git a/tox.ini b/tox.ini new file mode 100644 index 0000000..6bb6f5b --- /dev/null +++ b/tox.ini @@ -0,0 +1,43 @@ +[tox] +minversion = 3.3.0 +envlist = py37, py38, py39 +isolated_build = True +requires = setuptools >= 36.2.0 + +[gh-actions] +python = + 3.7: py37 + 3.8: py38, typing + 3.9: py39 + +[testenv] +deps = + pytest +commands = + pytest + +# For Python 3.8 we additionally collect test coverage +# infromation and upload it to codecov +[testenv:py38] +deps = + {[testenv]deps} + coveragepy + codecov +passenv = + CI + CODECOV_* +commands = + coverage run --source {envsitepackagesdir}/crowdkit -m pytest + codecov + +[testenv:release] +basepython = python3.8 +deps = + build + twine +passenv = + TWINE_USERNAME + TWINE_PASSWORD +commands = + python -m build --sdist --wheel . + twine upload dist/*

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