From a39eed5d00879f974f3aa568cffc67aba1844704 Mon Sep 17 00:00:00 2001 From: Etesam Ansari Date: Wed, 3 Aug 2022 17:26:25 -0400 Subject: [PATCH 01/14] =?UTF-8?q?=E2=9C=A8=20Add=20ScreeningArgs=20to=20Sh?= =?UTF-8?q?aredStaticTaskState?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../hydra_configs/conf/screening_example.yaml | 22 +++++++++++++++++++ examples/static_react_task/run_task.py | 21 +++++++++++++++++- .../abstract/static_task/static_blueprint.py | 12 ++++++++-- 3 files changed, 52 insertions(+), 3 deletions(-) create mode 100644 examples/static_react_task/hydra_configs/conf/screening_example.yaml diff --git a/examples/static_react_task/hydra_configs/conf/screening_example.yaml b/examples/static_react_task/hydra_configs/conf/screening_example.yaml new file mode 100644 index 000000000..8981b6560 --- /dev/null +++ b/examples/static_react_task/hydra_configs/conf/screening_example.yaml @@ -0,0 +1,22 @@ +#@package _global_ +defaults: + - /mephisto/blueprint: static_react_task + - /mephisto/architect: local + - /mephisto/provider: mock +mephisto: + blueprint: + task_source: ${task_dir}/webapp/build/bundle.js + extra_source_dir: ${task_dir}/webapp/src/static + units_per_assignment: 1 + passed_qualification_name: "test-react-static-passed_qualification" + block_qualification: "test-react-static-blocked-qualification" + use_screening_task: true + max_screening_units: 5 + task: + task_name: react-static-task-example + task_title: "Rating a sentence as good or bad" + task_description: "In this task, you'll be given a sentence. It is your job to rate it as either good or bad." + task_reward: 0.05 + task_tags: "test,simple,button" + # We expect to be able to handle 300 concurrent tasks without issue + max_num_concurrent_units: 300 diff --git a/examples/static_react_task/run_task.py b/examples/static_react_task/run_task.py index 2c6271435..a6dc19b51 100644 --- a/examples/static_react_task/run_task.py +++ b/examples/static_react_task/run_task.py @@ -4,6 +4,10 @@ # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. +from mephisto.abstractions.blueprints.mixins.screen_task_required import ( + ScreenTaskRequired, +) +from mephisto.data_model.unit import Unit from mephisto.operations.operator import Operator from mephisto.tools.scripts import task_script, build_custom_bundle from mephisto.abstractions.blueprints.abstract.static_task.static_blueprint import ( @@ -13,17 +17,32 @@ from omegaconf import DictConfig -@task_script(default_config_file="example") +@task_script(default_config_file="screening_example") def main(operator: Operator, cfg: DictConfig) -> None: def onboarding_always_valid(onboarding_data): return True + def validate_screening_unit(unit: Unit): + agent = unit.get_assigned_agent() + print(agent) + if agent is not None: + data = agent.state.get_data() + print(data) + return True + shared_state = SharedStaticTaskState( static_task_data=[ {"text": "This text is good text!"}, {"text": "This text is bad text!"}, ], validate_onboarding=onboarding_always_valid, + on_unit_submitted=ScreenTaskRequired.create_validation_function( + cfg.mephisto, validate_screening_unit + ), + ) + + shared_state.qualifications += ScreenTaskRequired.get_mixin_qualifications( + cfg.mephisto, shared_state ) task_dir = cfg.task_dir diff --git a/mephisto/abstractions/blueprints/abstract/static_task/static_blueprint.py b/mephisto/abstractions/blueprints/abstract/static_task/static_blueprint.py index 17cc3074c..90a48dd21 100644 --- a/mephisto/abstractions/blueprints/abstract/static_task/static_blueprint.py +++ b/mephisto/abstractions/blueprints/abstract/static_task/static_blueprint.py @@ -16,6 +16,10 @@ ) from dataclasses import dataclass, field from omegaconf import MISSING, DictConfig +from mephisto.abstractions.blueprints.mixins.screen_task_required import ( + ScreenTaskRequiredArgs, + ScreenTaskSharedState, +) from mephisto.data_model.assignment import InitializationData from mephisto.abstractions.blueprints.abstract.static_task.static_agent_state import ( StaticAgentState, @@ -53,7 +57,9 @@ @dataclass -class SharedStaticTaskState(OnboardingSharedState, SharedTaskState): +class SharedStaticTaskState( + ScreenTaskSharedState, OnboardingSharedState, SharedTaskState +): static_task_data: Iterable[Any] = field( default_factory=list, metadata={ @@ -69,7 +75,9 @@ class SharedStaticTaskState(OnboardingSharedState, SharedTaskState): @dataclass -class StaticBlueprintArgs(OnboardingRequiredArgs, BlueprintArgs): +class StaticBlueprintArgs( + ScreenTaskRequiredArgs, OnboardingRequiredArgs, BlueprintArgs +): _blueprint_type: str = BLUEPRINT_TYPE_STATIC _group: str = field( default="StaticBlueprint", From e6c789a3cc035281c1c2588e5520e22487991020 Mon Sep 17 00:00:00 2001 From: Etesam Ansari Date: Thu, 4 Aug 2022 10:24:21 -0400 Subject: [PATCH 02/14] =?UTF-8?q?=F0=9F=90=9B=20Bug=20with=20screening=20u?= =?UTF-8?q?nit=20only=20loading?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../hydra_configs/conf/screening_example.yaml | 3 ++- examples/static_react_task/run_task.py | 4 +++- .../abstract/static_task/static_blueprint.py | 11 +++-------- 3 files changed, 8 insertions(+), 10 deletions(-) diff --git a/examples/static_react_task/hydra_configs/conf/screening_example.yaml b/examples/static_react_task/hydra_configs/conf/screening_example.yaml index 8981b6560..7982a4ceb 100644 --- a/examples/static_react_task/hydra_configs/conf/screening_example.yaml +++ b/examples/static_react_task/hydra_configs/conf/screening_example.yaml @@ -11,7 +11,7 @@ mephisto: passed_qualification_name: "test-react-static-passed_qualification" block_qualification: "test-react-static-blocked-qualification" use_screening_task: true - max_screening_units: 5 + max_screening_units: 0 task: task_name: react-static-task-example task_title: "Rating a sentence as good or bad" @@ -20,3 +20,4 @@ mephisto: task_tags: "test,simple,button" # We expect to be able to handle 300 concurrent tasks without issue max_num_concurrent_units: 300 + allowed_concurrent: 1 diff --git a/examples/static_react_task/run_task.py b/examples/static_react_task/run_task.py index a6dc19b51..a53282e73 100644 --- a/examples/static_react_task/run_task.py +++ b/examples/static_react_task/run_task.py @@ -37,8 +37,10 @@ def validate_screening_unit(unit: Unit): ], validate_onboarding=onboarding_always_valid, on_unit_submitted=ScreenTaskRequired.create_validation_function( - cfg.mephisto, validate_screening_unit + cfg.mephisto, + validate_screening_unit, ), + screening_data_factory=False, ) shared_state.qualifications += ScreenTaskRequired.get_mixin_qualifications( diff --git a/mephisto/abstractions/blueprints/abstract/static_task/static_blueprint.py b/mephisto/abstractions/blueprints/abstract/static_task/static_blueprint.py index 90a48dd21..d45c7e533 100644 --- a/mephisto/abstractions/blueprints/abstract/static_task/static_blueprint.py +++ b/mephisto/abstractions/blueprints/abstract/static_task/static_blueprint.py @@ -17,6 +17,7 @@ from dataclasses import dataclass, field from omegaconf import MISSING, DictConfig from mephisto.abstractions.blueprints.mixins.screen_task_required import ( + ScreenTaskRequired, ScreenTaskRequiredArgs, ScreenTaskSharedState, ) @@ -30,15 +31,13 @@ from mephisto.abstractions.blueprints.abstract.static_task.empty_task_builder import ( EmptyStaticTaskBuilder, ) -from mephisto.operations.registry import register_mephisto_abstraction import os -import time import csv import json import types -from typing import ClassVar, List, Type, Any, Dict, Iterable, TYPE_CHECKING +from typing import ClassVar, Type, Any, Dict, Iterable, TYPE_CHECKING if TYPE_CHECKING: from mephisto.data_model.task_run import TaskRun @@ -46,11 +45,7 @@ AgentState, TaskRunner, TaskBuilder, - OnboardingAgent, ) - from mephisto.data_model.assignment import Assignment - from mephisto.data_model.worker import Worker - from mephisto.data_model.unit import Unit BLUEPRINT_TYPE_STATIC = "abstract_static" @@ -112,7 +107,7 @@ class StaticBlueprintArgs( ) -class StaticBlueprint(OnboardingRequired, Blueprint): +class StaticBlueprint(ScreenTaskRequired, OnboardingRequired, Blueprint): """ Abstract blueprint for a task that runs without any extensive backend. These are generally one-off tasks sending data to the frontend and then From 9b7895c799399f8bf2b7bf467971583223e493b6 Mon Sep 17 00:00:00 2001 From: Etesam Ansari Date: Thu, 4 Aug 2022 12:22:35 -0400 Subject: [PATCH 03/14] =?UTF-8?q?=F0=9F=90=9B=20Fixed=20bug=20with=20valid?= =?UTF-8?q?ator=20function=20not=20running?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../hydra_configs/conf/onboarding_example.yaml | 2 +- mephisto/abstractions/blueprint.py | 11 +++++++++-- mephisto/data_model/worker.py | 3 +++ mephisto/operations/worker_pool.py | 4 ++-- 4 files changed, 15 insertions(+), 5 deletions(-) diff --git a/examples/static_react_task/hydra_configs/conf/onboarding_example.yaml b/examples/static_react_task/hydra_configs/conf/onboarding_example.yaml index e2c4fc9d1..5f25d15fb 100644 --- a/examples/static_react_task/hydra_configs/conf/onboarding_example.yaml +++ b/examples/static_react_task/hydra_configs/conf/onboarding_example.yaml @@ -9,7 +9,7 @@ mephisto: extra_source_dir: ${task_dir}/webapp/src/static units_per_assignment: 1 onboarding_qualification: test-react-static-qualification - task: + use_onboarding: true task_name: react-static-task-example task_title: "Rating a sentence as good or bad" task_description: "In this task, you'll be given a sentence. It is your job to rate it as either good or bad." diff --git a/mephisto/abstractions/blueprint.py b/mephisto/abstractions/blueprint.py index 81ba89485..cc788c973 100644 --- a/mephisto/abstractions/blueprint.py +++ b/mephisto/abstractions/blueprint.py @@ -8,6 +8,7 @@ import csv from genericpath import exists import os +from rich import print from typing import ( ClassVar, List, @@ -148,14 +149,20 @@ def extract_unique_mixins(blueprint_class: Type["Blueprint"]): for clazz in removed_locals if clazz != BlueprintMixin and clazz != target_class ) + + # Remaining "Blueprints" should be dropped at this point. + filtered_out_blueprints = set( + clazz for clazz in filtered_subclasses if not issubclass(clazz, Blueprint) + ) + # we also want to make sure that we don't double-count extensions of mixins, so remove classes that other classes are subclasses of def is_subclassed(clazz): return True in [ - issubclass(x, clazz) and x != clazz for x in filtered_subclasses + issubclass(x, clazz) and x != clazz for x in filtered_out_blueprints ] unique_subclasses = [ - clazz for clazz in filtered_subclasses if not is_subclassed(clazz) + clazz for clazz in filtered_out_blueprints if not is_subclassed(clazz) ] return unique_subclasses diff --git a/mephisto/data_model/worker.py b/mephisto/data_model/worker.py index 9bc9b5fdf..a0522d6b7 100644 --- a/mephisto/data_model/worker.py +++ b/mephisto/data_model/worker.py @@ -138,10 +138,13 @@ def get_granted_qualification( found_qualifications = self.db.find_qualifications(qualification_name) if len(found_qualifications) == 0: return None + print([qual.qualification_name for qual in found_qualifications]) qualification = found_qualifications[0] granted_qualifications = self.db.check_granted_qualifications( qualification.db_id, self.db_id ) + print("granted-qualifications") + print([qual.qualification_name for qual in granted_qualifications]) if len(granted_qualifications) == 0: return None return granted_qualifications[0] diff --git a/mephisto/operations/worker_pool.py b/mephisto/operations/worker_pool.py index e38205248..f2a5d3365 100644 --- a/mephisto/operations/worker_pool.py +++ b/mephisto/operations/worker_pool.py @@ -33,6 +33,7 @@ from mephisto.data_model.task_run import TaskRun from mephisto.utils.logger_core import get_logger +from rich import print logger = get_logger(name=__name__) @@ -470,6 +471,7 @@ async def register_agent( function="get_valid_units_for_worker" ).time(): units = task_run.get_valid_units_for_worker(worker) + if len(units) == 0: AGENT_DETAILS_COUNT.labels(response="no_available_units").inc() live_run.client_io.enqueue_agent_details( @@ -483,7 +485,6 @@ async def register_agent( f"agent_registration_id {agent_registration_id}, had no valid units." ) return - with EXTERNAL_FUNCTION_LATENCY.labels( function="filter_units_for_worker" ).time(): @@ -491,7 +492,6 @@ async def register_agent( None, partial(live_run.task_runner.filter_units_for_worker, units, worker), ) - # If there's onboarding, see if this worker has already been disqualified blueprint = live_run.blueprint if isinstance(blueprint, OnboardingRequired) and blueprint.use_onboarding: From eb41c6159515ddcbb883f6d8b7c5aadef5ce9171 Mon Sep 17 00:00:00 2001 From: Etesam Ansari Date: Thu, 4 Aug 2022 13:03:33 -0400 Subject: [PATCH 04/14] =?UTF-8?q?=F0=9F=94=A7=20Configured=20custom=20scre?= =?UTF-8?q?ening=5Fdata=5Ffactory?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../hydra_configs/conf/screening_example.yaml | 2 +- examples/static_react_task/run_task.py | 18 ++++++++++++++---- 2 files changed, 15 insertions(+), 5 deletions(-) diff --git a/examples/static_react_task/hydra_configs/conf/screening_example.yaml b/examples/static_react_task/hydra_configs/conf/screening_example.yaml index 7982a4ceb..e9b91bb6c 100644 --- a/examples/static_react_task/hydra_configs/conf/screening_example.yaml +++ b/examples/static_react_task/hydra_configs/conf/screening_example.yaml @@ -11,7 +11,7 @@ mephisto: passed_qualification_name: "test-react-static-passed_qualification" block_qualification: "test-react-static-blocked-qualification" use_screening_task: true - max_screening_units: 0 + max_screening_units: 5 task: task_name: react-static-task-example task_title: "Rating a sentence as good or bad" diff --git a/examples/static_react_task/run_task.py b/examples/static_react_task/run_task.py index a53282e73..8b80a88e9 100644 --- a/examples/static_react_task/run_task.py +++ b/examples/static_react_task/run_task.py @@ -13,7 +13,7 @@ from mephisto.abstractions.blueprints.abstract.static_task.static_blueprint import ( SharedStaticTaskState, ) - +from rich import print from omegaconf import DictConfig @@ -22,13 +22,23 @@ def main(operator: Operator, cfg: DictConfig) -> None: def onboarding_always_valid(onboarding_data): return True + def my_screening_unit_generator(): + while True: + yield {"text": "Press the red button", "is_screen": True} + def validate_screening_unit(unit: Unit): agent = unit.get_assigned_agent() - print(agent) if agent is not None: data = agent.state.get_data() print(data) - return True + if ( + data["outputs"] is not None + and "rating" in data["outputs"] + and data["outputs"]["rating"] == "bad" + ): + # User pressed the red button + return True + return False shared_state = SharedStaticTaskState( static_task_data=[ @@ -40,7 +50,7 @@ def validate_screening_unit(unit: Unit): cfg.mephisto, validate_screening_unit, ), - screening_data_factory=False, + screening_data_factory=my_screening_unit_generator(), ) shared_state.qualifications += ScreenTaskRequired.get_mixin_qualifications( From 54e7dd0d164334a79f3e70e9c60c124332581976 Mon Sep 17 00:00:00 2001 From: Etesam Ansari Date: Thu, 4 Aug 2022 14:09:34 -0400 Subject: [PATCH 05/14] =?UTF-8?q?=F0=9F=93=9D=20Fixed=20typo=20in=20onboar?= =?UTF-8?q?ding=5Fexample.yaml?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../hydra_configs/conf/onboarding_example.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/static_react_task/hydra_configs/conf/onboarding_example.yaml b/examples/static_react_task/hydra_configs/conf/onboarding_example.yaml index 5f25d15fb..e2c4fc9d1 100644 --- a/examples/static_react_task/hydra_configs/conf/onboarding_example.yaml +++ b/examples/static_react_task/hydra_configs/conf/onboarding_example.yaml @@ -9,7 +9,7 @@ mephisto: extra_source_dir: ${task_dir}/webapp/src/static units_per_assignment: 1 onboarding_qualification: test-react-static-qualification - use_onboarding: true + task: task_name: react-static-task-example task_title: "Rating a sentence as good or bad" task_description: "In this task, you'll be given a sentence. It is your job to rate it as either good or bad." From bd8996edda444bd20fb2ecdadf83b98a3353ba57 Mon Sep 17 00:00:00 2001 From: Etesam Ansari Date: Thu, 4 Aug 2022 15:32:56 -0400 Subject: [PATCH 06/14] =?UTF-8?q?=F0=9F=90=9B=20Fixed=20bug=20with=20quali?= =?UTF-8?q?fied=20worker=20stuck=20in=20unit?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- mephisto/data_model/worker.py | 3 --- mephisto/operations/worker_pool.py | 1 + 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/mephisto/data_model/worker.py b/mephisto/data_model/worker.py index a0522d6b7..9bc9b5fdf 100644 --- a/mephisto/data_model/worker.py +++ b/mephisto/data_model/worker.py @@ -138,13 +138,10 @@ def get_granted_qualification( found_qualifications = self.db.find_qualifications(qualification_name) if len(found_qualifications) == 0: return None - print([qual.qualification_name for qual in found_qualifications]) qualification = found_qualifications[0] granted_qualifications = self.db.check_granted_qualifications( qualification.db_id, self.db_id ) - print("granted-qualifications") - print([qual.qualification_name for qual in granted_qualifications]) if len(granted_qualifications) == 0: return None return granted_qualifications[0] diff --git a/mephisto/operations/worker_pool.py b/mephisto/operations/worker_pool.py index f2a5d3365..81038e5ce 100644 --- a/mephisto/operations/worker_pool.py +++ b/mephisto/operations/worker_pool.py @@ -561,6 +561,7 @@ async def cleanup_onboarding(): onboard_agent, cleanup_onboarding ) return + if isinstance(blueprint, ScreenTaskRequired) and blueprint.use_screening_task: if ( blueprint.worker_needs_screening(worker) From 8305eeb8664d3acfe20eeb98b0775376b8da9872 Mon Sep 17 00:00:00 2001 From: Etesam Ansari Date: Thu, 4 Aug 2022 15:36:19 -0400 Subject: [PATCH 07/14] =?UTF-8?q?=F0=9F=94=A7=20Configured=20run=5Ftask.py?= =?UTF-8?q?=20to=20work=20on=20all=20conf's?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 🎨 Improved button styling on onboarding page --- examples/static_react_task/run_task.py | 92 +++++++++++-------- .../webapp/src/components/core_components.jsx | 19 +++- 2 files changed, 69 insertions(+), 42 deletions(-) diff --git a/examples/static_react_task/run_task.py b/examples/static_react_task/run_task.py index 8b80a88e9..f3e24539a 100644 --- a/examples/static_react_task/run_task.py +++ b/examples/static_react_task/run_task.py @@ -17,45 +17,63 @@ from omegaconf import DictConfig -@task_script(default_config_file="screening_example") +def my_screening_unit_generator(): + while True: + yield {"text": "SCREENING UNIT: Press the red button", "is_screen": True} + + +def validate_screening_unit(unit: Unit): + agent = unit.get_assigned_agent() + if agent is not None: + data = agent.state.get_data() + print(data) + if ( + data["outputs"] is not None + and "rating" in data["outputs"] + and data["outputs"]["rating"] == "bad" + ): + # User pressed the red button + return True + return False + + +def onboarding_always_valid(onboarding_data): + return True + + +@task_script(default_config_file="example.yaml") def main(operator: Operator, cfg: DictConfig) -> None: - def onboarding_always_valid(onboarding_data): - return True - - def my_screening_unit_generator(): - while True: - yield {"text": "Press the red button", "is_screen": True} - - def validate_screening_unit(unit: Unit): - agent = unit.get_assigned_agent() - if agent is not None: - data = agent.state.get_data() - print(data) - if ( - data["outputs"] is not None - and "rating" in data["outputs"] - and data["outputs"]["rating"] == "bad" - ): - # User pressed the red button - return True - return False - - shared_state = SharedStaticTaskState( - static_task_data=[ - {"text": "This text is good text!"}, - {"text": "This text is bad text!"}, - ], - validate_onboarding=onboarding_always_valid, - on_unit_submitted=ScreenTaskRequired.create_validation_function( - cfg.mephisto, - validate_screening_unit, - ), - screening_data_factory=my_screening_unit_generator(), - ) + is_using_screening_units = cfg.mephisto.blueprint["use_screening_task"] + shared_state = None + if not is_using_screening_units: + shared_state = SharedStaticTaskState( + static_task_data=[ + {"text": "This text is good text!"}, + {"text": "This text is bad text!"}, + ], + validate_onboarding=onboarding_always_valid, + ) - shared_state.qualifications += ScreenTaskRequired.get_mixin_qualifications( - cfg.mephisto, shared_state - ) + else: + """ + When using screening units there has to be a + few more properties set on shared_state + """ + shared_state = SharedStaticTaskState( + static_task_data=[ + {"text": "This text is good text!"}, + {"text": "This text is bad text!"}, + ], + validate_onboarding=onboarding_always_valid, + on_unit_submitted=ScreenTaskRequired.create_validation_function( + cfg.mephisto, + validate_screening_unit, + ), + screening_data_factory=my_screening_unit_generator(), + ) + shared_state.qualifications += ScreenTaskRequired.get_mixin_qualifications( + cfg.mephisto, shared_state + ) task_dir = cfg.task_dir diff --git a/examples/static_react_task/webapp/src/components/core_components.jsx b/examples/static_react_task/webapp/src/components/core_components.jsx index c4ed46e0c..db399dd83 100644 --- a/examples/static_react_task/webapp/src/components/core_components.jsx +++ b/examples/static_react_task/webapp/src/components/core_components.jsx @@ -16,12 +16,21 @@ function OnboardingComponent({ onSubmit }) { qualification for your task. Click the button to move on to the main task. - + + ); } From 654c356992df673d579f164b0a9f74d996bcb47b Mon Sep 17 00:00:00 2001 From: Etesam Ansari Date: Thu, 4 Aug 2022 16:51:10 -0400 Subject: [PATCH 08/14] =?UTF-8?q?=F0=9F=93=9D=20Rewrote=20the=20screening?= =?UTF-8?q?=20units=20docs=20page?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../worker_quality/using_screen_units.md | 55 ---------- .../worker_quality/using_screen_units.mdx | 97 ++++++++++++++++++ docs/web/package.json | 1 + docs/web/static/screening_example.mp4 | Bin 0 -> 9431469 bytes yarn.lock | 3 +- 5 files changed, 100 insertions(+), 56 deletions(-) delete mode 100644 docs/web/docs/guides/how_to_use/worker_quality/using_screen_units.md create mode 100644 docs/web/docs/guides/how_to_use/worker_quality/using_screen_units.mdx create mode 100644 docs/web/static/screening_example.mp4 diff --git a/docs/web/docs/guides/how_to_use/worker_quality/using_screen_units.md b/docs/web/docs/guides/how_to_use/worker_quality/using_screen_units.md deleted file mode 100644 index f13246edc..000000000 --- a/docs/web/docs/guides/how_to_use/worker_quality/using_screen_units.md +++ /dev/null @@ -1,55 +0,0 @@ ---- -sidebar_position: 3 ---- - -import Link from '@docusaurus/Link'; - -# Check worker quality with Screening Units - -Screening units help filter out low-quality work, generally by hiding parts of the validation you're paying attention to behind the Mephisto server. To support this we provide the `ScreenTaskRequired` blueprint mixin. - -Screening units are a heuristic-based way to determine, on the first task completion, if a worker has understood the instructions of a task. They can be run either on real data you want annotated (for cases where your heuristics can be run whenever) or on specific 'test' data you believe it's easier to validate on. - - -## Basic configuration - -There are a few primary configuration parts for using screening units: -- Hydra args - - `blueprint.passed_qualification_name`: A string qualification to mark people who have passed screening. Those who fail will be assigned `blueprint.block_qualification`. - - `blueprint.use_screening_task`: Set to `True` to enable the feature. - - `max_screening_units`: An int for the maximum number of screening tasks you're willing to launch with this batch. Used to limit how much you will pay out for units that aren't annotating your desired data. -- `ScreenTaskSharedState`: - - `screening_data_factory`: `False` if you want to validate on real data. Otherwise, a factory that generates input data for a screening unit for a worker. Explained in-depth below. - -With these set up, you'll also need to provide additional arguments to your `SharedTaskState` to register the required qualifications and the gold validation function. For example, your run script main may look something like like: -```python -... - -def validate_screening_unit(unit: "Unit"): - agent = unit.get_assigned_agent() - data = agent.state.get_data() - return my_heuristic_validation(data['outputs']) - -shared_state = SharedTaskState( - ... - screening_data_factory=False - on_unit_submitted=ScreenTaskRequired.create_validation_function(cfg.mephisto, validate_screening_unit) -) -shared_state.qualifications += ScreenTaskRequired.get_mixin_qualifications(cfg.mephisto, shared_state) -... -``` - -### `screening_data_factory` - -The core functionality to provide to your `SharedTaskState` to enable screening units to run on test data before moving to the real data you want annotated. If you want to validate using heuristics on your real data, you can set this to `False`. - -These should take the form of a generator that returns an object of `Dict[str, Any]` which will be used to populate the screening Unit's data. The most basic example would be: -```python -def my_screening_unit_generator(): - while True: - yield {'task_data': 'some screening data', 'is_screen': True} -``` - -## Additional Questions? - -You can find more information on using screening units in the reference documentation for `ScreenTaskRequired`. diff --git a/docs/web/docs/guides/how_to_use/worker_quality/using_screen_units.mdx b/docs/web/docs/guides/how_to_use/worker_quality/using_screen_units.mdx new file mode 100644 index 000000000..2c644b541 --- /dev/null +++ b/docs/web/docs/guides/how_to_use/worker_quality/using_screen_units.mdx @@ -0,0 +1,97 @@ +--- +sidebar_position: 3 +--- + +import ReactPlayer from "react-player"; +import Link from "@docusaurus/Link"; + +# Check worker quality with Screening Units + +Screening units help filter out low-quality work, generally by hiding parts of the validation you're paying attention to behind the Mephisto server. To support this we provide the `ScreenTaskRequired` blueprint mixin. + +Screening units are a heuristic-based way to determine, on the first task completion, if a worker has understood the instructions of a task. They can be run either on real data you want annotated (for cases where your heuristics can be run whenever) or on specific 'test' data you believe it's easier to validate on. + +## Showcase + + + +## Basic configuration + +There are a few required configuration parts for using screening units: + +- Hydra args + - `blueprint.passed_qualification_name`: A string qualification to mark people who have passed screening. + - `blueprint.block_qualification`: A string qualification to mark people who have failed screening. + - `blueprint.use_screening_task`: Determines if the screening units feature will be enabled. Set to **true to enable screening units** and set to **false to disable screening units**. + - `blueprint.max_screening_units`: An int for the maximum number of screening tasks you're willing to launch with this batch. Used to limit how much you will pay out for units that aren't annotating your desired data. + - Must be set to 0 if `screening_data_factory` is set to False + - Must be greater than 0 if `screening_data_factory` is not False + - `task.allowed_concurrent:` An int for the number of allowed concurrent units at a time per worker. This value **must be set to 1**. + - Screening units can only run this task type with one allowed concurrent unit at a time per worker, to ensure screening before moving into real units. +- `ScreenTaskSharedState`: + - `screening_data_factory`: `False` if you want to validate on real data. Otherwise, a factory that generates input data for a screening unit for a worker. Explained in-depth below. + +## Setting up SharedStaticTaskState + +With the basic configuration done, you'll also need to provide additional arguments to your `SharedStaticTaskState` to register the required qualifications and the screening validation function. + +A shortened version of the run script for the video above looks like: + +```python +# run_task.py +def my_screening_unit_generator(): + """Replacing the task text for the screening units""" + while True: + yield { + "text": "SCREENING UNIT: Press the red button", + "is_screen": True + } + +def validate_screening_unit(unit: Unit): + agent = unit.get_assigned_agent() + if agent is not None: + data = agent.state.get_data() + print(data) + if ( + data["outputs"] is not None + and "rating" in data["outputs"] + and data["outputs"]["rating"] == "bad" + ): + # User pressed the red button + return True + # User pressed the green button + return False + +@task_script(default_config_file="example.yaml") +def main(operator: Operator, cfg: DictConfig) -> None: + ... + shared_state = SharedStaticTaskState( + static_task_data=[ + {"text": "This text is good text!"}, + {"text": "This text is bad text!"}, + ], + on_unit_submitted=ScreenTaskRequired.create_validation_function( + cfg.mephisto, + validate_screening_unit, + ), + screening_data_factory=my_screening_unit_generator(), + ) + shared_state.qualifications += ScreenTaskRequired.get_mixin_qualifications( + cfg.mephisto, shared_state + ) + ... +``` + +### See the full code [here](https://github.com/facebookresearch/Mephisto/blob/add-screening-example/examples/static_react_task/run_task.py) + +### See hydra configuration [here](https://github.com/facebookresearch/Mephisto/blob/add-screening-example/examples/static_react_task/hydra_configs/conf/screening_example.yaml) + +## Additional Questions? + +You can find more information on using screening units in the reference documentation for `ScreenTaskRequired`. diff --git a/docs/web/package.json b/docs/web/package.json 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