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April 24, 2020 18:10
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create a "tech support" HIT based on an existing supersubmiterator config
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#!/usr/bin/env python | |
import json, argparse, os, csv | |
import boto3 | |
mturk = boto3.client('mturk') | |
def main(): | |
parser = argparse.ArgumentParser(description="Technical Support for MTurk workers") | |
parser.add_argument( | |
"--qualification_id", | |
metavar="id", | |
type=str, | |
help="The QualificationTypeId to grant to workers who need support. " + | |
"If ommited, a new qualification type will be created", | |
default=None) | |
parser.add_argument( | |
"label", | |
metavar="label", | |
help="supersubmiterator-style label. workerIds will be loaded from {label}-tech-support-workerids.csv " + | |
"and config from {label}.config. A new config file will be created called {label}-tech-support.config", | |
type=str) | |
args = parser.parse_args() | |
label = args.label | |
qual_id = args.qualification_id | |
config = parse_config(label) | |
workers = load_workers(label) | |
qual_id = check_qual_id(label, qual_id) | |
grant_qual_to_workers(qual_id, workers) | |
new_config = update_config(config, workers, qual_id) | |
new_config_fn = label + "-tech-support.config" | |
with open(new_config_fn, "w") as new_config_file: | |
print("Writing updated config...") | |
json.dump(new_config, new_config_file) | |
print("✔ {}".format(new_config_fn)) | |
balance = mturk.get_account_balance() | |
if float(balance["AvailableBalance"]) < float(config["reward"]) * 1.1 * len(workers): | |
warn("⚠ available balance of {} is not sufficient to cover {} workers at {} each".format( | |
balance["AvailableBalance"], | |
len(workers), | |
config["reward"] | |
)) | |
print(""" | |
Next steps: | |
1. use supersubmiterator to run HIT | |
""") | |
def parse_config(label): | |
config_fn = label + ".config" | |
with open(config_fn, "r") as config_file: | |
config = json.load(config_file) | |
if config["liveHIT"] != "yes": | |
warn("⚠ Trying to grant tech support based on sandbox config in {}".format(config_fn)) | |
return(config) | |
def load_workers(label): | |
workers_fn = label + "-tech-support-workerids.csv" | |
print("Loading workers needing tech support from {}...".format(workers_fn)) | |
try: | |
with open(workers_fn, "r") as workers_file: | |
contents = csv.DictReader(workers_file) | |
workers = [] | |
for row in contents: | |
workers.append(row["workerId"]) | |
print("✔ loaded {} workers".format(len(workers))) | |
except: | |
print("✘ does {} exist and have workerId column?".format(workers_fn)) | |
return(workers) | |
# create a qualification type | |
def check_qual_id(label, qual_id): | |
if qual_id == None: | |
qual_name = label + "-tech-support" | |
print("Creating new qualification type: {}...".format(qual_name)) | |
try: | |
response = mturk.create_qualification_type( | |
Name=qual_name, | |
Description="Technical support for LeAP Lab study", | |
QualificationTypeStatus="Active", | |
AutoGranted=False | |
) | |
qual_id = response["QualificationType"]["QualificationTypeId"] | |
except: | |
# possibly failure due to existing qual id with same name... | |
print("✘ checking for existing type with same name...") | |
response = mturk.list_qualification_types( | |
Query=qual_name, | |
MustBeRequestable=False, | |
MustBeOwnedByCaller=True | |
) | |
if response["NumResults"] == 1: | |
qual_id = response["QualificationTypes"][0]["QualificationTypeId"] | |
else: | |
error("Need exactly one qualification type matching name {}\n{}".format(qual_name, response)) | |
print("✔ {}".format(qual_id)) | |
return(qual_id) | |
else: | |
print("Checking existing qualification type: {}".format(qual_id)) | |
try: | |
response = mturk.get_qualification_type( | |
QualificationTypeId=qual_id | |
) | |
qual_type = response["QualificationType"] | |
print("✔ Found existing qualification:\n ", qual_type) | |
qual_id = qual_type["QualificationTypeId"] | |
return(qual_id) | |
except Exception as err: | |
print("✘", qual_id, err) | |
raise(err) | |
def grant_qual_to_workers(qual_id, workers): | |
print("Assigning qualification {} to {} workers".format(qual_id, len(workers))) | |
for worker in workers: | |
try: | |
mturk.associate_qualification_with_worker( | |
QualificationTypeId=qual_id, | |
WorkerId=worker, | |
IntegerValue=100, | |
SendNotification=False | |
) | |
print("✔ {}".format(worker)) | |
except Exception as err: | |
print("✘ {}: {}".format(worker, err)) | |
# create modified HIT config | |
def update_config(config, workers, qualification_id): | |
new_config = dict() | |
new_config["liveHIT"] = config["liveHIT"] | |
new_config["title"] = config["title"] + " TECH SUPPORT" | |
new_config["description"] = "Technical support for workers in LeAP Lab studies" | |
new_config["reward"] = config["reward"] | |
new_config["hitlifetime"] = 60 * 60 * 24 # one day | |
new_config["assignmentduration"] = 60 * 10 # 10 minutes | |
new_config["autoapprovaldelay"] = 60 * 60 # one hours | |
new_config["experimentURL"] = "https://experiments.leap-lab.org/tech-support/" | |
new_config["frameheight"] = config["frameheight"] | |
new_config["numberofassignments"] = len(workers) | |
new_config["doesHaveQualification"] = qualification_id | |
# these are mandatory keys that don't seem strictly necessary | |
new_config["USonly?"] = config["USonly?"] | |
new_config["minPercentPreviousHITsApproved"] = config["minPercentPreviousHITsApproved"] | |
return new_config | |
if __name__ == '__main__': | |
main() |
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