def configure_hit(self, hit_config):
# configure question_url based on the id
experimentPortalURL = hit_config['ad_location']
frameheight = 600
mturkQuestion = ExternalQuestion(experimentPortalURL, frameheight)
# Qualification:
quals = Qualifications()
approve_requirement = hit_config['approve_requirement']
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
if hit_config['us_only']:
quals.add(LocaleRequirement("EqualTo", "US"))
# Specify all the HIT parameters
self.paramdict = dict(hit_type=None,
question=mturkQuestion,
lifetime=hit_config['lifetime'],
max_assignments=hit_config['max_assignments'],
title=hit_config['title'],
description=hit_config['description'],
keywords=hit_config['keywords'],
reward=hit_config['reward'],
duration=hit_config['duration'],
approval_delay=None,
questions=None,
qualifications=quals)
def send_task(self):
if self.osm_from is not None and self.osm_to is not None and self.reference is not None:
title = 'Find the corresponding product'
description = ('Select the most appropriate answer')
keywords = 'images, selecting, products, matching, match, selection'
self.save_task()
question = ExternalQuestion('http://www.dalliz.com/mturk/key/%s'%(self.key), 1106)
qualifications = Qualifications()
qualifications.add(PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo', 95))
#--------------- CREATE THE HIT -------------------
a = self.mtc.create_hit(
question=question,
title=title,
description=description,
keywords=keywords,
reward=0.01,
max_assignments=10,
approval_delay=datetime.timedelta(seconds=3600*24*30), # auto-approve timeout
duration = datetime.timedelta(seconds=3600*24*30))
def __init__(self):
if SANDBOX:
host = 'mechanicalturk.sandbox.amazonaws.com'
else:
host = 'mechanicalturk.amazonaws.com'
login_params = {
'aws_access_key_id': ACCESS_KEY_ID,
'aws_secret_access_key': SECRET_ACCESS_KEY,
'host': host
}
self.connection = MTurkConnection(**login_params)
question = ExternalQuestion(EXTERNAL_URL, FRAMEHEIGHT)
qualifications = Qualifications()
qualifications.add(PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo", PERCENT_APPROVED_REQUIREMENT))
self.hit_parameters = {
'hit_type' : None,
'question' : question,
'title' : TITLE,
'description' : DESCRIPTION,
'keywords' : KEYWORDS,
'max_assignments' : MAX_ASSIGNMENTS,
'lifetime' : datetime.timedelta(hours=HIT_LIFETIME),
'reward' : REWARD,
'duration' : datetime.timedelta(DURATION),
'approval_delay' : None,
'questions' : None,
'qualifications' : qualifications
}
def configure_hit(self, hit_config):
# configure question_url based on the id
experimentPortalURL = hit_config['ad_location']
frameheight = 600
mturkQuestion = ExternalQuestion(experimentPortalURL, frameheight)
# Qualification:
quals = Qualifications()
approve_requirement = hit_config['approve_requirement']
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
if hit_config['us_only']:
quals.add(LocaleRequirement("EqualTo", "US"))
# Specify all the HIT parameters
self.paramdict = dict(
hit_type = None,
question = mturkQuestion,
lifetime = hit_config['lifetime'],
max_assignments = hit_config['max_assignments'],
title = hit_config['title'],
description = hit_config['description'],
keywords = hit_config['keywords'],
reward = hit_config['reward'],
duration = hit_config['duration'],
approval_delay = None,
questions = None,
qualifications = quals
)
def send_task(self):
if self.osm_from is not None and self.osm_to is not None and self.reference is not None:
title = 'Find the corresponding product'
description = ('Select the most appropriate answer')
keywords = 'images, selecting, products, matching, match, selection'
self.save_task()
question = ExternalQuestion(
'http://www.dalliz.com/mturk/key/%s' % (self.key), 1106)
qualifications = Qualifications()
qualifications.add(
PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo',
95))
#--------------- CREATE THE HIT -------------------
a = self.mtc.create_hit(
question=question,
title=title,
description=description,
keywords=keywords,
reward=0.01,
max_assignments=10,
approval_delay=datetime.timedelta(seconds=3600 * 24 *
30), # auto-approve timeout
duration=datetime.timedelta(seconds=3600 * 24 * 30))
def configure_hit(self):
# Configure portal
experimentPortalURL = self.config.get('HIT Configuration', 'question_url')
frameheight = 600
mturkQuestion = ExternalQuestion(experimentPortalURL, frameheight)
# Qualification:
quals = Qualifications()
approve_requirement = self.config.get('HIT Configuration', 'Approve_Requirement')
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
if self.config.getboolean('HIT Configuration', 'US_only'):
quals.add(LocaleRequirement("EqualTo", "US"))
# Specify all the HIT parameters
self.paramdict = dict(
hit_type = None,
question = mturkQuestion,
lifetime = datetime.timedelta(hours=self.config.getfloat('HIT Configuration', 'HIT_lifetime')),
max_assignments = self.config.getint('HIT Configuration', 'max_assignments'),
title = self.config.get('HIT Configuration', 'title'),
description = self.config.get('HIT Configuration', 'description'),
keywords = self.config.get('HIT Configuration', 'keywords'),
reward = self.config.getfloat('HIT Configuration', 'reward'),
duration = datetime.timedelta(hours=self.config.getfloat('HIT Configuration', 'duration')),
approval_delay = None,
questions = None,
qualifications = quals
)
def configure_hit(self, hit_config):
''' Configure HIT '''
# configure question_url based on the id
experiment_portal_url = hit_config['ad_location']
frame_height = 600
mturk_question = ExternalQuestion(experiment_portal_url, frame_height)
# Qualification:
quals = Qualifications()
approve_requirement = hit_config['approve_requirement']
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
if hit_config['us_only']:
quals.add(LocaleRequirement("EqualTo", "US"))
# Create a HIT type for this HIT.
hit_type = self.mtc.register_hit_type(hit_config['title'],
hit_config['description'],
hit_config['reward'],
hit_config['duration'],
keywords=hit_config['keywords'],
approval_delay=None,
qual_req=quals)[0]
# Check the config file to see if notifications are wanted.
config = PsiturkConfig()
config.load_config()
try:
url = config.get('Server Parameters', 'notification_url')
all_event_types = [
"AssignmentAccepted",
"AssignmentAbandoned",
"AssignmentReturned",
"AssignmentSubmitted",
"HITReviewable",
"HITExpired",
]
self.mtc.set_rest_notification(hit_type.HITTypeId,
url,
event_types=all_event_types)
except:
pass
# Specify all the HIT parameters
self.param_dict = dict(hit_type=hit_type.HITTypeId,
question=mturk_question,
lifetime=hit_config['lifetime'],
max_assignments=hit_config['max_assignments'],
questions=None,
response_groups=[
'Minimal', 'HITDetail', 'HITQuestion',
'HITAssignmentSummary'
])
def test_locale_qualification_in_notin(self):
self.set_http_response(
status_code=200,
body=MOCK_SERVER_RESPONSE)
q = ExternalQuestion(
external_url="http://samplesite",
frame_height=800)
keywords = ['boto', 'test', 'doctest']
title = "Boto External Question Test"
annotation = 'An annotation from boto external question test'
qualifications = Qualifications()
test_requirement1 = LocaleRequirement(
comparator='In',
locale=[('US', 'CA')])
test_requirement2 = LocaleRequirement(
comparator='NotIn',
locale=[('US', 'WA'), 'CA'])
qualifications.add(test_requirement1)
qualifications.add(test_requirement2)
create_hit_rs = self.service_connection.create_hit(
question=q,
lifetime=60*65,
max_assignments=2,
title=title,
keywords=keywords,
reward=0.05,
duration=60*6,
approval_delay=60*60,
annotation=annotation,
qualifications=qualifications)
self.assert_request_parameters({
'QualificationRequirement.1.Comparator': 'In',
'QualificationRequirement.1.LocaleValue.1.Country': 'US',
'QualificationRequirement.1.LocaleValue.1.Subdivision': 'CA',
'QualificationRequirement.1.QualificationTypeId':
'00000000000000000071',
'QualificationRequirement.2.Comparator': 'NotIn',
'QualificationRequirement.2.LocaleValue.1.Country': 'US',
'QualificationRequirement.2.LocaleValue.1.Subdivision': 'WA',
'QualificationRequirement.2.LocaleValue.2.Country': 'CA',
'QualificationRequirement.2.QualificationTypeId':
'00000000000000000071'},
ignore_params_values=['AWSAccessKeyId',
'SignatureVersion',
'Timestamp',
'Title',
'Question',
'AssignmentDurationInSeconds',
'RequesterAnnotation',
'Version',
'LifetimeInSeconds',
'AutoApprovalDelayInSeconds',
'Reward.1.Amount',
'Description',
'MaxAssignments',
'Reward.1.CurrencyCode',
'Keywords',
'Operation'])
self.assertEquals(create_hit_rs.status, True)
def build_qualifications():
"""
Creates a single qualification that workers have a > 95% acceptance rate.
:return: boto qualification obj.
"""
qualifications = Qualifications()
req1 = PercentAssignmentsApprovedRequirement(comparator="GreaterThan", integer_value="95")
qualifications.add(req1)
return qualifications
def test():
q = ExternalQuestion(external_url="http://websort.net/s/F3481C", frame_height=800)
conn = MTurkConnection(host='mechanicalturk.sandbox.amazonaws.com')
keywords=['boto', 'test', 'doctest']
qualifications = Qualifications()
qualifications.add(PercentAssignmentsApprovedRequirement(comparator="GreaterThan", integer_value="95"))
create_hit_rs = conn.create_hit(question=q, lifetime=60*65,max_assignments=2,title="Boto External Question Test", keywords=keywords,reward = 0.05, duration=60*6,approval_delay=60*60, annotation='An annotation from boto external question test', qualifications=qualifications)
assert(create_hit_rs.status == True)
print create_hit_rs.HITTypeId
def test():
q = ExternalQuestion(external_url="http://websort.net/s/F3481C", frame_height=800)
conn = MTurkConnection(host='mechanicalturk.sandbox.amazonaws.com')
keywords=['boto', 'test', 'doctest']
qualifications = Qualifications()
qualifications.add(PercentAssignmentsApprovedRequirement(comparator="GreaterThan", integer_value="95"))
create_hit_rs = conn.create_hit(question=q, lifetime=60*65, max_assignments=2, title="Boto External Question Test", keywords=keywords, reward = 0.05, duration=60*6, approval_delay=60*60, annotation='An annotation from boto external question test', qualifications=qualifications)
assert(create_hit_rs.status == True)
print create_hit_rs.HITTypeId
def test_locale_qualification_in_notin(self):
self.set_http_response(status_code=200, body=MOCK_SERVER_RESPONSE)
q = ExternalQuestion(external_url="http://samplesite",
frame_height=800)
keywords = ['boto', 'test', 'doctest']
title = "Boto External Question Test"
annotation = 'An annotation from boto external question test'
qualifications = Qualifications()
test_requirement1 = LocaleRequirement(comparator='In',
locale=[('US', 'CA')])
test_requirement2 = LocaleRequirement(comparator='NotIn',
locale=[('US', 'WA'), 'CA'])
qualifications.add(test_requirement1)
qualifications.add(test_requirement2)
create_hit_rs = self.service_connection.create_hit(
question=q,
lifetime=60 * 65,
max_assignments=2,
title=title,
keywords=keywords,
reward=0.05,
duration=60 * 6,
approval_delay=60 * 60,
annotation=annotation,
qualifications=qualifications)
self.assert_request_parameters(
{
'QualificationRequirement.1.Comparator':
'In',
'QualificationRequirement.1.LocaleValue.1.Country':
'US',
'QualificationRequirement.1.LocaleValue.1.Subdivision':
'CA',
'QualificationRequirement.1.QualificationTypeId':
'00000000000000000071',
'QualificationRequirement.2.Comparator':
'NotIn',
'QualificationRequirement.2.LocaleValue.1.Country':
'US',
'QualificationRequirement.2.LocaleValue.1.Subdivision':
'WA',
'QualificationRequirement.2.LocaleValue.2.Country':
'CA',
'QualificationRequirement.2.QualificationTypeId':
'00000000000000000071'
},
ignore_params_values=[
'AWSAccessKeyId', 'SignatureVersion', 'Timestamp', 'Title',
'Question', 'AssignmentDurationInSeconds',
'RequesterAnnotation', 'Version', 'LifetimeInSeconds',
'AutoApprovalDelayInSeconds', 'Reward.1.Amount', 'Description',
'MaxAssignments', 'Reward.1.CurrencyCode', 'Keywords',
'Operation'
])
self.assertEquals(create_hit_rs.status, True)
def test_qualification_qualtypewithscore_in(self):
self.set_http_response(
status_code=200,
body=MOCK_SERVER_RESPONSE)
q = ExternalQuestion(
external_url="http://samplesite",
frame_height=800)
keywords = ['boto', 'test', 'doctest']
title = "Boto External Question Test"
annotation = 'An annotation from boto external question test'
qualifications = Qualifications()
test_requirement = Requirement(
qualification_type_id=QUAL_WITH_SCORE_ID,
comparator='In',
integer_value=[100, 90, 80])
qualifications.add(test_requirement)
create_hit_rs = self.service_connection.create_hit(
question=q,
lifetime=60*65,
max_assignments=2,
title=title,
keywords=keywords,
reward=0.05,
duration=60*6,
approval_delay=60*60,
annotation=annotation,
qualifications=qualifications)
self.assert_request_parameters({
'QualificationRequirement.1.Comparator':
'In',
'QualificationRequirement.1.QualificationTypeId':
'333333333333333333333333333333',
'QualificationRequirement.1.IntegerValue.1':
100,
'QualificationRequirement.1.IntegerValue.2':
90,
'QualificationRequirement.1.IntegerValue.3':
80},
ignore_params_values=['AWSAccessKeyId',
'SignatureVersion',
'Timestamp',
'Title',
'Question',
'AssignmentDurationInSeconds',
'RequesterAnnotation',
'Version',
'LifetimeInSeconds',
'AutoApprovalDelayInSeconds',
'Reward.1.Amount',
'Description',
'MaxAssignments',
'Reward.1.CurrencyCode',
'Keywords',
'Operation'])
self.assertEquals(create_hit_rs.status, True)
def test_locale_qualification_notin_in(self):
self.set_http_response(status_code=200, body=MOCK_SERVER_RESPONSE)
q = ExternalQuestion(external_url="http://samplesite", frame_height=800)
keywords = ["boto", "test", "doctest"]
title = "Boto External Question Test"
annotation = "An annotation from boto external question test"
qualifications = Qualifications()
test_requirement1 = LocaleRequirement(comparator="NotIn", locale=[("US", "WA"), "CA"])
test_requirement2 = LocaleRequirement(comparator="In", locale=[("US", "CA")])
qualifications.add(test_requirement1)
qualifications.add(test_requirement2)
create_hit_rs = self.service_connection.create_hit(
question=q,
lifetime=60 * 65,
max_assignments=2,
title=title,
keywords=keywords,
reward=0.05,
duration=60 * 6,
approval_delay=60 * 60,
annotation=annotation,
qualifications=qualifications,
)
self.assert_request_parameters(
{
"QualificationRequirement.1.Comparator": "NotIn",
"QualificationRequirement.1.LocaleValue.1.Country": "US",
"QualificationRequirement.1.LocaleValue.1.Subdivision": "WA",
"QualificationRequirement.1.LocaleValue.2.Country": "CA",
"QualificationRequirement.1.QualificationTypeId": "00000000000000000071",
"QualificationRequirement.2.Comparator": "In",
"QualificationRequirement.2.LocaleValue.1.Country": "US",
"QualificationRequirement.2.LocaleValue.1.Subdivision": "CA",
"QualificationRequirement.2.QualificationTypeId": "00000000000000000071",
},
ignore_params_values=[
"AWSAccessKeyId",
"SignatureVersion",
"Timestamp",
"Title",
"Question",
"AssignmentDurationInSeconds",
"RequesterAnnotation",
"Version",
"LifetimeInSeconds",
"AutoApprovalDelayInSeconds",
"Reward.1.Amount",
"Description",
"MaxAssignments",
"Reward.1.CurrencyCode",
"Keywords",
"Operation",
],
)
self.assertEquals(create_hit_rs.status, True)
def build_hit_qualifications(self, approve_requirement, restrict_to_usa):
"""Translate restrictions/qualifications to boto Qualifications objects"""
quals = Qualifications()
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
if restrict_to_usa:
quals.add(LocaleRequirement("EqualTo", "US"))
return quals
def get_requirement(qualification_type_id):
"""
Function to set the requirements. This is optional.
:return: list
"""
qualifications = Qualifications()
qualifications.add(
PercentAssignmentsApprovedRequirement(comparator="GreaterThan",
integer_value="90"))
qualifications.add(LocaleRequirement("EqualTo", "US"))
# qualifications.add(Requirement(qualification_type_id=qualification_type_id, comparator="EqualTo", integer_value="1"))
return qualifications
def get_qualifications(prod):
qualifications = Qualifications()
if args.prod:
qualifications.add(
PercentAssignmentsApprovedRequirement(comparator="GreaterThan",
integer_value=str(95)))
qualifications.add(
NumberHitsApprovedRequirement(comparator="GreaterThan",
integer_value=str(500)))
# these location constraints are potentially useful
# qualifications.add(LocaleRequirement(comparator="NotEqualTo", locale="your country code", required_to_preview=True))
# qualifications.add(LocaleRequirement(comparator="EqualTo", locale="your country code", required_to_preview=True))
return qualifications
def create_campaign_hits(campaignid):
"""
Create HITs for a campaign.
"""
campaign = Campaign.query.filter_by(id=campaignid).first()
options = campaign.options
terms = campaign.terms
# Determine the number of quizzes that need to be generated
numquizzes = int(math.ceil(float(len(terms)) / campaign.terms_per_quiz))
# A set of questions will be built for each "page"
for pagenum in range(numquizzes):
conn = create_connection()
question_form = create_question_form(campaign.title, campaign.title,"categorization")
# Add the term questions to the page / quiz
for i in range(campaign.terms_per_quiz):
termnum = i + (pagenum * campaign.terms_per_quiz)
if termnum < len(terms):
term = terms[termnum]
# Build up an answer dictionary for use with the question form
answers = [(cgi.escape(option.option_text),
("%s|%s" % (option.id, cgi.escape(option.option_text))))
for option in options]
# A question should be appended for each term under consideration
questiontext = campaign.question.replace("[term]", cgi.escape(term.term))
identifier = "%s|%s|%s" % (campaign.id, term.id, cgi.escape(term.term))
question_form.append(create_question(identifier,
questiontext,
answers))
# Create a locale requirement that answerers must be in the US
qualifications = Qualifications()
lr = LocaleRequirement("EqualTo","US")
qualifications.add(lr)
print lr.get_as_params()
# Now that the questions have been added, create the HIT
conn.create_hit(questions=question_form,
max_assignments=campaign.times_per_term,
title=campaign.title,
description=campaign.title,
duration=60*30, # allot 30 minutes per quiz
qualifications=qualifications, # require the answerers be in the US
reward=campaign.reward_per_quiz)
# Update the campaign to prevent multiple generation attempts
campaign.job_generated = True
db.session.add(campaign)
db.session.commit()
def register_hit(self, configuration=None):
"""
Register a hit on Mechanical Turk according to `hit_params`. This will provide you with a HITTypeId.
Parameters
----------
configuration : dict
Returns
-------
str
The HITTypeId which is how you refer to your newly registered hit with Amazon
"""
if configuration is None:
configuration = app.config
qualifications = Qualifications()
if self.debug:
qualifications.add(NumberHitsApprovedRequirement('GreaterThanOrEqualTo', 0))
qualifications.add(PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo', 0))
else:
qualifications.add(NumberHitsApprovedRequirement('GreaterThanOrEqualTo',
configuration['MTURK_NUMBER_HITS_APPROVED_REQUIREMENT']))
qualifications.add(PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo',
configuration[
'MTURK_PERCENT_ASSIGNMENTS_APPROVED_REQUIREMENT']))
hit_type = self.connection.register_hit_type(configuration['MTURK_TITLE'],
configuration['MTURK_DESCRIPTION'],
Price(configuration['MTURK_REWARD']),
configuration['MTURK_ASSIGNMENT_DURATION_IN_SECONDS'],
configuration['MTURK_KEYWORDS'],
configuration['MTURK_AUTO_APPROVAL_DELAY_IN_SECONDS'],
qualifications)
return hit_type[0].HITTypeId
def createQualifications(sandbox):
qualifications = Qualifications()
if sandbox:
MastersQualID = '2F1KVCNHMVHV8E9PBUB2A4J79LU20F'
else:
MastersQualID = '2NDP2L92HECWY8NS8H3CK0CP5L9GHO'
#qualifications.add(Requirement(MastersQualID,'DoesNotExist',required_to_preview=True))
qualifications.add(
PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo', 90,
True))
qualifications.add(
NumberHitsApprovedRequirement('GreaterThanOrEqualTo', 100, True))
return qualifications
def update_hit(settings):
global hit
hit_quals = Qualifications()
old_hit_type_id = hit["type_id"]
settings_quals = settings["qualifications"]
## TODO: master worker, custom quals, utility for creating qualifications?
if (settings_quals):
if settings_quals["location"]:
hit_quals.add(
LocaleRequirement("EqualTo", settings_quals["location"]))
if settings_quals["approval_percentage"]:
hit_quals.add(
PercentAssignmentsApprovedRequirement(
"GreaterThanOrEqualTo",
settings_quals["approval_percentage"]))
request_settings = dict(
title=settings["title"],
description=settings["description"],
keywords=settings["keywords"],
reward=settings["reward"],
approval_delay=timedelta(seconds=settings["auto_approval_delay"]),
duration=timedelta(seconds=settings["assignment_duration"]),
qual_req=hit_quals)
try:
new_hit_type_id = mtc.register_hit_type(
**request_settings)[0].HITTypeId
if new_hit_type_id == old_hit_type_id:
prints("Settings haven't changed; not updating")
sys.exit(1)
change_existing_hit_type_result = mtc.change_hit_type_of_hit(
hit["id"], new_hit_type_id)
except MTurkRequestError as e:
print("Error\n")
pp(e.__dict__)
hit_modes[mode]["type_id"] = new_hit_type_id
## write new_hit_type_id to hit_modes.json
with open("hit_modes.json", 'w') as f:
json.dump(hit_modes, f, indent=4, separators=(',', ': '))
prints("Updated from type:", old_hit_type_id, "to type:", new_hit_type_id)
def update_hit(settings):
global hit
hit_quals = Qualifications()
old_hit_type_id = hit["type_id"]
settings_quals = settings["qualifications"]
## TODO: master worker, custom quals, utility for creating qualifications?
if (settings_quals):
if settings_quals["location"]:
hit_quals.add(LocaleRequirement("EqualTo", settings_quals["location"]))
if settings_quals["approval_percentage"]:
hit_quals.add(PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
settings_quals["approval_percentage"]))
request_settings = dict(
title = settings["title"],
description = settings["description"],
keywords = settings["keywords"],
reward = settings["reward"],
approval_delay = timedelta(seconds = settings["auto_approval_delay"]),
duration = timedelta(seconds = settings["assignment_duration"]),
qual_req = hit_quals
)
try:
new_hit_type_id = mtc.register_hit_type(**request_settings)[0].HITTypeId
if new_hit_type_id == old_hit_type_id:
prints("Settings haven't changed; not updating")
sys.exit(1)
change_existing_hit_type_result = mtc.change_hit_type_of_hit(hit["id"], new_hit_type_id)
except MTurkRequestError as e:
print("Error\n")
pp(e.__dict__)
hit_modes[mode]["type_id"] = new_hit_type_id
## write new_hit_type_id to hit_modes.json
with open("hit_modes.json", 'w') as f:
json.dump(hit_modes, f, indent=4, separators=(',', ': '))
prints("Updated from type:",
old_hit_type_id,
"to type:",
new_hit_type_id)
def submit_hit(self,
urls,
title,
description,
keywords=None,
duration=datetime.timedelta(seconds=300),
amount=0.0,
response_groups=('Minimal', 'HITDetail'),
num_assignments=5):
quals = Qualifications()
#mturk workers with high apporval in the US.
approve_requirement = 95
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
quals.add(LocaleRequirement("EqualTo", "US"))
hit_type = self.mturk.register_hit_type(
title,
description,
boto.mturk.price.Price(amount=amount),
duration,
keywords,
qual_req=quals,
approval_delay=datetime.timedelta(seconds=100000))
for requirement in quals.requirements:
requirement.required_to_preview = True
for url in urls:
try:
questionform = boto.mturk.question.ExternalQuestion(
url, self.frame_height)
create_hit_result = self.mturk.create_hit(
hit_type=hit_type[0].HITTypeId,
question=questionform,
max_assignments=num_assignments,
response_groups=('Minimal', 'HITDetail'),
qualifications=quals,
lifetime=datetime.timedelta(days=90))
assert create_hit_result.status
except:
print "Could not finish making hits. Check that you have enough money in the account!"
def test_qualification_qualtypewithscore_in(self):
self.set_http_response(status_code=200, body=MOCK_SERVER_RESPONSE)
q = ExternalQuestion(external_url="http://samplesite",
frame_height=800)
keywords = ['boto', 'test', 'doctest']
title = "Boto External Question Test"
annotation = 'An annotation from boto external question test'
qualifications = Qualifications()
test_requirement = Requirement(
qualification_type_id=QUAL_WITH_SCORE_ID,
comparator='In',
integer_value=[100, 90, 80])
qualifications.add(test_requirement)
create_hit_rs = self.service_connection.create_hit(
question=q,
lifetime=60 * 65,
max_assignments=2,
title=title,
keywords=keywords,
reward=0.05,
duration=60 * 6,
approval_delay=60 * 60,
annotation=annotation,
qualifications=qualifications)
self.assert_request_parameters(
{
'QualificationRequirement.1.Comparator': 'In',
'QualificationRequirement.1.QualificationTypeId':
'333333333333333333333333333333',
'QualificationRequirement.1.IntegerValue.1': 100,
'QualificationRequirement.1.IntegerValue.2': 90,
'QualificationRequirement.1.IntegerValue.3': 80
},
ignore_params_values=[
'AWSAccessKeyId', 'SignatureVersion', 'Timestamp', 'Title',
'Question', 'AssignmentDurationInSeconds',
'RequesterAnnotation', 'Version', 'LifetimeInSeconds',
'AutoApprovalDelayInSeconds', 'Reward.1.Amount', 'Description',
'MaxAssignments', 'Reward.1.CurrencyCode', 'Keywords',
'Operation'
])
self.assertEquals(create_hit_rs.status, True)
def build_hit_qualifications(self, approve_requirement, restrict_to_usa,
blacklist):
"""Translate restrictions/qualifications to boto Qualifications objects
@blacklist is a list of names for Qualifications workers must
not already hold in order to see and accept the HIT.
"""
quals = Qualifications()
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
if restrict_to_usa:
quals.add(LocaleRequirement("EqualTo", "US"))
if blacklist is not None:
for item in blacklist:
qtype = self.get_qualification_type_by_name(item)
if qtype:
quals.add(
Requirement(qtype['id'],
"DoesNotExist",
required_to_preview=True))
return quals
def getHITType():
# Changing this will add another hit type and might mess up later fetches...
# Only change if you know what you are doing...
_mtc = MTurkConnection(host=_host)
_title = "Select Person-Object Interactions in Images"
_description = "Please click on all the objects (or other people) that the highlighted person is interacting with."
_reward = _mtc.get_price_as_price(0.10)
_duration = 60 * 10
_keywords = "person, people, image, images, object, objects, actions, interactions"
_approval_delay = 60 * 60 * 24 * 5
_qualifications = Qualifications()
_qualifications.add(
PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo',
98,
required_to_preview=True))
_qualifications.add(
NumberHitsApprovedRequirement('GreaterThanOrEqualTo',
100,
required_to_preview=True))
_qualifications.add(
LocaleRequirement('EqualTo', 'US', required_to_preview=True))
return _mtc.register_hit_type(title=_title,
description=_description,
reward=_reward,
duration=_duration,
keywords=_keywords,
approval_delay=_approval_delay,
qual_req=_qualifications)
def __init__(self, sandbox):
if sandbox == '0':
mturk_host = settings.MTURK_REST_ENDPOINT
else:
mturk_host = settings.MTURK_REST_SANDBOX_ENDPOINT
self.mturk_connection = MTurkConnection(
aws_access_key_id=settings.AWS_ACCESS_KEY,
aws_secret_access_key=settings.AWS_SECRET_ACCESS_KEY,
host=mturk_host)
quals = Qualifications()
if settings.MTURK_APPROVED_PERCENT_REQUIREMENT > 0:
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
settings.MTURK_APPROVED_PERCENT_REQUIREMENT))
if settings.MTURK_USONLY_REQUIREMENT:
quals.add( LocaleRequirement("EqualTo", "US"))
if settings.MTURK_MASTERS_REQUIREMENT:
quals.add(Requirement('2ARFPLSP75KLA8M8DH1HTEQVJT3SY6' if sandbox!='0' \
else '2F1QJWKUDD8XADTFD2Q0G6UTO95ALH', "Exists"))
self.paramdict = dict(
hit_type=None,
lifetime=datetime.timedelta(hours=settings.MTURK_HIT_LIFETIME_HOURS),
max_assignments=settings.MTURK_MAX_ASSIGNMENTS,
title = settings.MTURK_GAME_TITLE,
description = settings.MTURK_GAME_DESCRIPTION,
keywords = 'search',
reward = settings.MTURK_HIT_REWARD,
duration = datetime.timedelta(hours=settings.MTURK_HIT_DURATION),
approval_delay = datetime.timedelta(hours=settings.MTURK_APPROVAL_DELAY),
questions = None,
qualifications = quals
)
def getHITType():
# Changing this will add another hit type and might mess up later fetches...
# Only change if you know what you are doing...
_mtc = MTurkConnection(host=_host)
_title = "Guess the Closest Part of a Person!"
_description = "Help us find out which body part of a person is closest to the camera that took the picture."
_keywords = "person, people, image, images, object, objects, depth, comparisons, human3.6m"
_reward = _mtc.get_price_as_price(0.1)
_duration = 60 * 15
_approval_delay = 60 * 60 * 24 * 10
_qualifications = Qualifications()
_qualifications.add(
PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo',
98,
required_to_preview=True))
_qualifications.add(
NumberHitsApprovedRequirement('GreaterThanOrEqualTo',
100,
required_to_preview=True))
_qualifications.add(
LocaleRequirement('EqualTo', 'US', required_to_preview=True))
return _mtc.register_hit_type(title=_title,
description=_description,
reward=_reward,
duration=_duration,
keywords=_keywords,
approval_delay=_approval_delay,
qual_req=_qualifications)
def __init__(self, host, n=10):
mturkparams = dict(
aws_access_key_id=config.get('AWS Access', 'aws_access_key_id'),
aws_secret_access_key=config.get('AWS Access',
'aws_secret_access_key'),
host=host)
self.mtc = MTurkConnection(**mturkparams)
# Configure portal
experimentPortalURL = config.get('HIT Configuration', 'question_url')
frameheight = 600
mturkQuestion = ExternalQuestion(experimentPortalURL, frameheight)
# Qualification:
quals = Qualifications()
approve_requirement = config.getint('HIT Configuration',
'Approve_Requirement')
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
if config.getboolean('HIT Configuration', 'US_only'):
quals.add(LocaleRequirement("EqualTo", "US"))
# Specify all the HIT parameters
self.paramdict = dict(
hit_type=None,
question=mturkQuestion,
lifetime=datetime.timedelta(
hours=config.getfloat('HIT Configuration', 'HIT_lifetime')),
max_assignments=config.getint('HIT Configuration',
'max_assignments'),
title=config.get('HIT Configuration', 'title'),
description=config.get('HIT Configuration', 'description'),
keywords=config.get('HIT Configuration', 'keywords'),
reward=config.getfloat('HIT Configuration', 'reward'),
duration=datetime.timedelta(
hours=config.getfloat('HIT Configuration', 'duration')),
approval_delay=None,
questions=None,
qualifications=quals)
def post_futher_hits(self, num_hits, amount, testing=False):
url = "https://shrouded-plains-8041.herokuapp.com/"
title = "Find patterns in sleeping brainwaves"
description = "Expected HIT completion time is ~3 mins.\n\n" \
"Your job is to find patterns in recordings of the sleeping brain! Help science understand " \
"sleep and its memory benefits. \n" \
"This project is run by the MODA team at University of California, Riverside." \
"If you would like to find out more about this project please visit our Open Science Project" \
"at https://osf.io/8bma7/ or consider backing our project on " \
"Experiment: https://experiment.com/projects/crowdsourcing-the-analysis-of-sleep-can-the-public-be-sleep-scientists"
keywords = ["sleep", "scoring", "spindles", "spindle", "brainwaves", "MODA", "psych", "annotation"]
frame_height = 800 # the height of the iframe holding the external hit
questionform = boto.mturk.question.ExternalQuestion(url + '?currentPhase=phase1', frame_height)
quals = Qualifications()
quals.add(Requirement('000000000000000000L0', 'GreaterThanOrEqualTo', '95')) #'Worker_PercentHITsApproved'
quals.add(Requirement(phasesQualID[host]['practice'], 'Exists'))
quals.add(Requirement(phasesQualID[host]['phase1'], 'DoesNotExist'))
if host != 'sandbox':
if testing:
quals.add(Requirement(testingQual, 'Exists'))
else:
quals.add(Requirement('00000000000000000040', 'GreaterThanOrEqualTo', '100')) #'Worker_NumberHITsApproved'
# quals.add(LocaleRequirement('In', ['US','IN'])) #locale
# quals.add(LocaleRequirement('EqualTo', 'IN')) #locale
i = 0
for i in range(1, num_hits+1):
create_hit_result = self.mturk.create_hit(
title=title,
description=description,
keywords=keywords,
question=questionform,
reward=boto.mturk.price.Price(amount=amount),
lifetime=datetime.timedelta(4),
duration=datetime.timedelta(minutes=30),
qualifications=quals,
response_groups=('Minimal', 'HITDetail'), # I don't know what response groups are
)
print 'Posted ' + str(i) + ' further HITS @ $' + str(amount)
def __init__(self, host, n=10):
mturkparams = dict(
aws_access_key_id = config.get( 'AWS Access', 'aws_access_key_id' ),
aws_secret_access_key = config.get( 'AWS Access', 'aws_secret_access_key' ),
host=host)
self.mtc = MTurkConnection( **mturkparams )
# Configure portal
experimentPortalURL = config.get( 'HIT Configuration', 'question_url' )
frameheight = 600
mturkQuestion = ExternalQuestion( experimentPortalURL, frameheight )
# Qualification:
quals = Qualifications();
approve_requirement = config.getint('HIT Configuration',
'Approve_Requirement')
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
if config.getboolean('HIT Configuration', 'US_only'):
quals.add( LocaleRequirement("EqualTo", "US") )
# Specify all the HIT parameters
self.paramdict = dict(
hit_type = None,
question = mturkQuestion,
lifetime = datetime.timedelta(hours=config.getfloat('HIT Configuration', 'HIT_lifetime')),
max_assignments = config.getint('HIT Configuration', 'max_assignments'),
title = config.get('HIT Configuration', 'title'),
description = config.get('HIT Configuration', 'description'),
keywords = config.get('HIT Configuration', 'keywords'),
reward = config.getfloat('HIT Configuration', 'reward'),
duration = datetime.timedelta(
hours=config.getfloat('HIT Configuration', 'duration')),
approval_delay = None,
questions = None,
qualifications = quals
)
def createHIT():
# TODO: fix height here
url = 'https://www.zeerak.net/279akz/getTask/'
external_question = ExternalQuestion(url, 1200)
qualifications = Qualifications()
qualifications.add(LocaleRequirement("EqualTo", "US"))
response = mtc.create_hit(
title='Read a short article and learn something new!',
keywords='read, react, share, news',
description='How would you share this on social media? Just one task!',
duration=1800,
question=external_question,
reward=0.30,
max_assignments=145,
qualifications=qualifications,
# response_groups='', # batches??
)
# The response included several fields that will be helpful later
hit_type_Id = response[0].HITTypeId
hit_Id = response[0].HITId
available_balance = mtc.get_account_balance()
print("-------------------------------------------------------")
print("Your HIT has been created. You can see it at this link:")
print(">>>>>> https://workersandbox.mturk.com/mturk/preview?groupId={}".
format(hit_type_Id))
print("Your HIT Id is: {}".format(hit_Id))
print("And see results here:")
print(">>>>>> {}".format(mturk_environment['manage']))
print("Your account balance is {}".format(available_balance))
print("-------------------------------------------------------")
return
def create_hit(task_type, URL, num_of_assignments):
title = title_set[task_type]
description = description_set[task_type]
keywords = keywords_set[task_type]
reward = price_set[task_type]
print mturk.get_account_balance()
# Qualification
qualifications = Qualifications()
qualifications.add(PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo", approve_requirement))
#qualifications.add(LocaleRequirement("EqualTo", "US"))
#qualifications.add(LocaleRequirement("In", ['US', 'GB', 'IN'], required_to_preview=True))
questionform = ExternalQuestion(URL, frame_height)
# create HIT
create_hit_result = mturk.create_hit(
title=title,
description=description,
keywords=keywords,
question=questionform,
reward=reward,
qualifications=qualifications,
duration=duration,
max_assignments=num_of_assignments,
lifetime=lifetime,
approval_delay=approval_delay
#response_groups = ( 'Minimal', 'HITDetail' ), # I don't know what response groups are
)
HIT = create_hit_result[0]
assert create_hit_result.status
print '[create_hit( %s, $%s ): %s]' % (URL, reward, HIT.HITId)
print HIT.HITId
return HIT.HITId
def build_qualifications(locales=None):
"""
Creates a single qualification that workers have a > 95% acceptance rate.
:return: boto qualification obj.
"""
qualifications = Qualifications()
requirements = [
PercentAssignmentsApprovedRequirement(comparator="GreaterThan",
integer_value="95")
]
if locales:
loc_req = LocaleRequirement(comparator='In', locale=locales)
requirements.append(loc_req)
_ = [qualifications.add(req) for req in requirements]
return qualifications
def register_hit(self, configuration=None):
"""
Register a hit on Mechanical Turk according to `hit_params`. This will provide you with a HITTypeId.
Parameters
----------
configuration : dict
Returns
-------
str
The HITTypeId which is how you refer to your newly registered hit with Amazon
"""
if configuration is None:
configuration = app.config
qualifications = Qualifications()
if self.debug:
qualifications.add(
NumberHitsApprovedRequirement('GreaterThanOrEqualTo', 0))
qualifications.add(
PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo',
0))
else:
qualifications.add(
NumberHitsApprovedRequirement(
'GreaterThanOrEqualTo',
configuration['MTURK_NUMBER_HITS_APPROVED_REQUIREMENT']))
qualifications.add(
PercentAssignmentsApprovedRequirement(
'GreaterThanOrEqualTo', configuration[
'MTURK_PERCENT_ASSIGNMENTS_APPROVED_REQUIREMENT']))
hit_type = self.connection.register_hit_type(
configuration['MTURK_TITLE'], configuration['MTURK_DESCRIPTION'],
Price(configuration['MTURK_REWARD']),
configuration['MTURK_ASSIGNMENT_DURATION_IN_SECONDS'],
configuration['MTURK_KEYWORDS'],
configuration['MTURK_AUTO_APPROVAL_DELAY_IN_SECONDS'],
qualifications)
return hit_type[0].HITTypeId
def createQualifications(sandbox, qualificationIDs):
qualifications = Qualifications()
for qualification_id in qualificationIDs[:8]:
qualifications.add(
Requirement(qualification_id,
'DoesNotExist',
required_to_preview=True))
qualifications.add(
PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo', 90,
True))
qualifications.add(
NumberHitsApprovedRequirement('GreaterThanOrEqualTo', 100, True)) #100
return qualifications
def createSeveralHits(numberOfSubjects):
# HOST = 'mechanicalturk.sandbox.amazonaws.com'
# HOST = 'mechanicalturk.amazonaws.com'
global connection
global layoutID
url = 'THE LINK TO THE STUDY'
title = "TITLE OF THE STUDY"
description = "DESCRIPTION OF THE STUDY"
keywords = ["KEYWORDS"]
amount = 0.4
# game = ExternalQuestion(url, frame_height)
remaining = numberOfSubjects
create_hit_result = None
timestr = time.strftime("%Y%m%d-%H%M%S")
myfile=open("./HITIDs/"+timestr + '.txt', 'w') # Saves all the created hits under HITIDS. The name of the file is based on the date and time of creation.
####Setting Worker Requirements:
workerRequirements=Qualifications()
req1= PercentAssignmentsApprovedRequirement(comparator = "GreaterThan", integer_value = "96",required_to_preview=True)
workerRequirements.add(req1)
req2= LocaleRequirement(comparator = "EqualTo",locale ="US",required_to_preview=True)
workerRequirements.add(req2)
req3=NumberHitsApprovedRequirement(comparator = "GreaterThan", integer_value = "50",required_to_preview=True)
workerRequirements.add(req3)
while remaining>0:
no_assignments = min(9, remaining)
create_hit_result = connection.create_hit(
title=title,
description=description,
keywords=keywords,
max_assignments=no_assignments,
hit_layout=layoutID,
lifetime=6*60*60,
duration=3*60*60,
approval_delay=3*60*60*24,
reward=Price(amount=amount),
qualifications=workerRequirements)
remaining -= no_assignments
myfile.write(create_hit_result[0].HITId+"\n")
print "No. Assignments: ", no_assignments
print "Results:", create_hit_result
print "hit ID:", create_hit_result[0].HITId
def generate_hits(subset, begin_index, args, data_ids, images_metainfo):
from boto.mturk.connection import MTurkConnection
from boto.mturk.question import QuestionContent, Question, QuestionForm, Overview, AnswerSpecification, SelectionAnswer, FormattedContent, FreeTextAnswer
from boto.mturk.qualification import PercentAssignmentsApprovedRequirement, Qualifications
ACCESS_ID = amazon_config.ACCESS_ID
SECRET_KEY = amazon_config.SECRET_KEY
HOST = 'mechanicalturk.amazonaws.com'
mtc = MTurkConnection(aws_access_key_id=ACCESS_ID,
aws_secret_access_key=SECRET_KEY,
host=HOST)
title = 'Give your opinion of interestingness level about images'
description = ('Watch images and give us your opinion of interestingness level about the images')
keywords = 'image, interestingness, interesting, rating, opinions'
ratings =[('Very boring','-2'),
('Boring','-1'),
('Neutral','0'),
('Interesting','1'),
('Very interesting, I would like to share it with my friends.','2')]
#--------------- BUILD OVERVIEW -------------------
overview = Overview()
overview.append_field('Title', 'Give your opinion about interestingness level on those images')
#--------------- BUILD QUESTIONs -------------------
questions = []
utils.write_file(subset, args.o + '.index_' + str(begin_index) + '.txt')
index = 0
for image_url in subset:
image_id = data_ids[index]
image = images_metainfo[image_id]
interestingness = 0
if ('repin_count' in image):
interestingness = int(image['repin_count']) + int(image['like_count'])
#else:
# interestingness = int(image['interestingness'])
index = index + 1
qc = QuestionContent()
context = ''
if (interestingness > 0):
context = ' (shared by ' + str(interestingness) + ' people)'
qc.append_field('Title','How interesting the image' + context + ' to you?')
qc.append(FormattedContent('<img src="' + image_url + '" alt="image" />'))
fta = SelectionAnswer(min=1, max=1,style='dropdown',
selections=ratings,
type='text',
other=False)
q = Question(identifier='interestingness',
content=qc,
answer_spec=AnswerSpecification(fta),
is_required=True)
questions.append(q)
#--------------- BUILD THE QUESTION FORM -------------------
question_form = QuestionForm()
question_form.append(overview)
for question in questions:
question_form.append(question)
# BUILD QUALIFICATION
qualifications = Qualifications()
req = PercentAssignmentsApprovedRequirement(comparator = "GreaterThan", integer_value = "95")
qualifications.add(req)
#--------------- CREATE THE HIT -------------------
mtc.create_hit(questions = question_form,
qualifications = qualifications,
max_assignments = 10,
title = title,
description = description,
keywords = keywords,
duration = 60 * 30,
reward = 0.2)
def generate_hits(mtc_type, subset, begin_index, args):
from boto.mturk.connection import MTurkConnection
from boto.mturk.question import QuestionContent, Question, QuestionForm, Overview, AnswerSpecification, SelectionAnswer, FormattedContent, FreeTextAnswer
from boto.mturk.qualification import PercentAssignmentsApprovedRequirement, Qualifications, Requirement
mtc = mtk_utils.get_mtc(mtc_type)
title = 'Give your opinion of aesthetics level about images'
description = ('View images and give us your opinion of aesthetics level about the images')
keywords = 'image, aesthetic, aesthetics, rating, opinions'
ratings =[('Very ugly','-2'),
('Ugly','-1'),
('Neutral','0'),
('Beautiful','1'),
('Very beautiful, I would like to take such beautiful photo too.','2')]
#--------------- BUILD OVERVIEW -------------------
overview = Overview()
overview.append_field('Title', 'Give your opinion about aesthetics level on those images')
#--------------- BUILD QUESTIONs -------------------
questions = []
if (args.m != 'qua'):
utils.write_file(subset, args.o + '.index_' + str(begin_index) + '.txt')
if (args.m == 'qua_init' and begin_index > 0):
return
for image_url in subset:
qc = QuestionContent()
qc.append_field('Title','How beautiful the image to you?')
qc.append(FormattedContent('<img src="' + image_url + '" alt="image" />'))
fta = SelectionAnswer(min=1, max=1,style='dropdown',
selections=ratings,
type='text',
other=False)
q = Question(identifier='aesthetics',
content=qc,
answer_spec=AnswerSpecification(fta),
is_required=True)
questions.append(q)
#--------------- BUILD THE QUESTION FORM -------------------
question_form = QuestionForm()
question_form.append(overview)
for question in questions:
question_form.append(question)
# BUILD QUALIFICATION
qualifications = Qualifications()
req = PercentAssignmentsApprovedRequirement(comparator = "GreaterThan", integer_value = "95")
qualifications.add(req)
if (args.m == 'qua'):
if (args.q != None):
qua_req = Requirement(qualification_type_id = args.q, comparator = 'EqualTo', integer_value = '1')
qualifications.add(qua_req)
else:
print("Please give qualification type id in 'qua' mode.")
sys.exit(0)
#--------------- CREATE THE HIT -------------------
hit = mtc.create_hit(questions = question_form,
qualifications = qualifications,
max_assignments = 10 * 2,
title = title,
description = description,
keywords = keywords,
duration = 60 * 30 * 2,
reward = 0.2 * 2)
if (args.m == 'qua_init'):
print("Create qualification type for HIT id: " + hit[0].HITId)
quatype = mtc.create_qualification_type(name = hit[0].HITId, description = "Temporary qualification for HIT " + hit[0].HITId, status = 'Active')
print("Qualification type id: " + quatype[0].QualificationTypeId)
if DEV_ENVIROMENT_BOOLEAN:
AMAZON_HOST = "https://workersandbox.mturk.com/mturk/externalSubmit"
else:
AMAZON_HOST = "https://www.mturk.com/mturk/externalSubmit"
connection = MTurkConnection(aws_access_key_id=AWS_ACCESS_KEY_ID,
aws_secret_access_key=AWS_SECRET_ACCESS_KEY,
host=AMAZON_HOST)
#frame_height in pixels
frame_height = 800
#Here, I create two sample qualifications
qualifications = Qualifications()
qualifications.add(
PercentAssignmentsApprovedRequirement(comparator="GreaterThan",
integer_value="90"))
qualifications.add(
NumberHitsApprovedRequirement(comparator="GreaterThan",
integer_value="100"))
#This url will be the url of your application, with appropriate GET parameters
url = "google.com"
questionform = ExternalQuestion(url, frame_height)
create_hit_result = connection.create_hit(
title="Insert the title of your HIT",
description="Insert your description here",
keywords=["add", "some", "keywords"],
#duration is in seconds
duration=60 * 60,
#max_assignments will set the amount of independent copies of the task (turkers can only see one)
duration = 30*60
# Open MTurk connection
mturk = open_mturk_connection(acct)
# Create new qualification type
qual_type = CoderQualityQualificationType(mturk, qual_test, qual_name, qual_description, keywords, duration, create=True)
## Register test as a requirement for hit
qual_id = "2WQBAT2D5NQYWC2YYWAG8TYMNFX732"
qual_id = qual_type.get_type_id()
req = Requirement(qualification_type_id=qual_id,
comparator="GreaterThan",
integer_value=0)
qual = Qualifications()
qual.add(req)
### Create HIT with qualification test
# Question data
hit_title = "HIT Test ID: "+datetime.now().strftime("%s")
num_hit_questions = 4
external_url = "https://s3.amazonaws.com/aws.drewconway.com/mt/experiments/cmp/html/index.html?n="+str(num_hit_questions)
hit_description = "This task involves reading sentences from political texts and judging whether these deal with economic or social policy."
# Setup
reward = 0.11
assignments = 5
duration = 3600
lifetime = 259200
approval_delay = 1296000
ACCESS_ID ="AKIAIRZ5JZ2KFCLKU4MQ"
SECRET_KEY = "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"
#HOST = 'mechanicalturk.amazonaws.com'
HOST = 'mechanicalturk.sandbox.amazonaws.com'
mtc = MTurkConnection(aws_access_key_id=ACCESS_ID,
aws_secret_access_key=SECRET_KEY,
host=HOST)
title = 'Transcribe Palauan Dictionary entries'
description = ('Transcribe a column from Palauan-English dictionary' )
keywords = 'transcribe, data entry, google form, dictionary, palauan language'
#--------------- QUALIFICATIONS -------------------
quals = Qualifications()
quals.add(PercentAssignmentsApprovedRequirement(comparator="GreaterThan",integer_value=98))
quals.add(NumberHitsApprovedRequirement("GreaterThan",1000))
#--------------- BUILD QUESTION 1 -------------------
qc1 = QuestionContent()
qc1.append_field('Title','The Text from the Column')
fta1 = FreeTextAnswer(num_lines=40)
q1 = Question(identifier='first',
content=qc1,
answer_spec=AnswerSpecification(fta1),
is_required=True)
def create_hit(href, hit):
if hit.type == "MULTIPLE_URLS": # the max_workers was not set in this form
hit.max_workers = (
hit.size1
+ hit.size2
+ hit.size3
+ hit.size4
+ hit.size5
+ hit.size6
+ hit.size7
+ hit.size8
+ hit.size9
+ hit.size10
)
hostURL = SANDBOX_HOST if hit.sandbox else HOST
qualifications = Qualifications()
if hit.hit_approval > 0:
qualifications.add(NumberHitsApprovedRequirement("GreaterThan", hit.hit_approval, False))
if hit.hit_approval_rate > 0:
qualifications.add(PercentAssignmentsApprovedRequirement("GreaterThan", hit.hit_approval_rate, False))
if hit.accepted_hit_rate > 0:
qualifications.add(PercentAssignmentsSubmittedRequirement("GreaterThan", hit.accepted_hit_rate, False))
if hit.returned_hit_rate > 0:
qualifications.add(PercentAssignmentsReturnedRequirement("GreaterThan", hit.returned_hit_rate, False))
if hit.abandoned_hit_rate > 0:
qualifications.add(PercentAssignmentsAbandonedRequirement("LessThan", hit.abandoned_hit_rate, False))
if hit.rejected_hit_rate > 0:
qualifications.add(PercentAssignmentsRejectedRequirement("LessThan", hit.rejected_hit_rate, False))
if hit.locale_qualification is not None and hit.locale_qualification != "all":
qualifications.add(LocaleRequirement("EqualTo", hit.locale_qualification, False))
connection = MTurkConnection(
aws_access_key_id=hit.aws_access_key, aws_secret_access_key=hit.aws_secret_key, host=hostURL, is_secure=True
)
return Response(
connection.create_hit(
question=ExternalQuestion(href, hit.frame_height),
lifetime=hit.lifetime,
max_assignments=hit.max_workers,
title=hit.title,
description=hit.description,
keywords=["turktime"], # TODO
reward=hit.reward,
duration=hit.duration,
approval_delay=hit.approval_delay,
qualifications=qualifications,
response_groups=["Minimal", "HITDetail", "HITQuestion", "HITAssignmentSummary"],
)
)
def configure_hit(self, hit_config):
''' Configure HIT '''
# configure question_url based on the id
experiment_portal_url = hit_config['ad_location']
frame_height = 600
mturk_question = ExternalQuestion(experiment_portal_url, frame_height)
# Qualification:
quals = Qualifications()
approve_requirement = hit_config['approve_requirement']
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
approve_requirement))
if hit_config['us_only']:
quals.add(LocaleRequirement("EqualTo", "US"))
# Create a HIT type for this HIT.
hit_type = self.mtc.register_hit_type(
hit_config['title'],
hit_config['description'],
hit_config['reward'],
hit_config['duration'],
keywords=hit_config['keywords'],
approval_delay=None,
qual_req=None)[0]
# Check the config file to see if notifications are wanted.
config = PsiturkConfig()
config.load_config()
try:
url = config.get('Server Parameters', 'notification_url')
all_event_types = [
"AssignmentAccepted",
"AssignmentAbandoned",
"AssignmentReturned",
"AssignmentSubmitted",
"HITReviewable",
"HITExpired",
]
self.mtc.set_rest_notification(
hit_type.HITTypeId,
url,
event_types=all_event_types)
except:
pass
# Specify all the HIT parameters
self.param_dict = dict(
hit_type=hit_type.HITTypeId,
question=mturk_question,
lifetime=hit_config['lifetime'],
max_assignments=hit_config['max_assignments'],
title=hit_config['title'],
description=hit_config['description'],
keywords=hit_config['keywords'],
reward=hit_config['reward'],
duration=hit_config['duration'],
approval_delay=None,
questions=None,
qualifications=quals,
response_groups=[
'Minimal',
'HITDetail',
'HITQuestion',
'HITAssignmentSummary'
])
def create_hit(settings):
global hit
## make sure there isn't already a hit
if (hit is not None):
sys.exit("Error: it looks like you already created the hit in %s mode (HIT ID stored in hit_modes.json)" % mode)
hit_quals = Qualifications()
settings_quals = settings["qualifications"]
## TODO: master worker, custom quals, utility for creating qualifications?
if (settings_quals):
if settings_quals["location"]:
hit_quals.add(LocaleRequirement("EqualTo", settings_quals["location"]))
if settings_quals["approval_percentage"]:
hit_quals.add(PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
settings_quals["approval_percentage"]))
if "custom" in settings_quals and settings_quals["custom"]:
hit_quals.add(Requirement(settings_quals["custom"]["QualificationTypeID"], settings_quals["custom"]["Comparator"],settings_quals["custom"]["IntegerValue"]))
prints(
"Your settings are:",
"",
dict_str(settings_raw)
)
if "http:" in settings["url"]:
sys.exit("Error: inside settings.json, your url is set to use 'http:'. It needs to use 'https:'")
## todo: some static analysis
if dialogue_mode=="verbose":
prints(
"",
"Are these settings okay? (yes/no)")
confirm_settings = raw_input("> ")
else:
confirm_settings = "yes"
if "n" in confirm_settings:
sys.exit()
if dialogue_mode=="verbose":
prints(
"",
"How many assignments do you want to start with?",
"(you can always add more later using cosub add)")
max_assignments = None
while max_assignments is None:
try:
max_assignments = int(raw_input("> "))
except ValueError:
prints("Couldn't understand answer. Try entering a positive integer (e.g., 20)")
else:
prints("You will start with " + str(defaultNSs) + " assignments.")
max_assignments = defaultNSs
if mode == "production":
reward = settings["reward"]
cost = max_assignments * float(reward)
fee = 0.4 if max_assignments > 9 else 0.2
fee_str = "40%" if fee == 0.4 else "20%"
prints(
"The cost will be $%.2f -- %s assignments * $%.2f/assignment + %s fee" % (cost, max_assignments, reward, fee_str)
)
if dialogue_mode=="verbose":
prints("Is this okay? (yes/no)")
confirm_cost = raw_input("> ")
if "n" in confirm_cost:
sys.exit()
else:
print("(This won't cost anything because you're in sandbox mode)")
## TODO: implement bounds checking for assignments
if dialogue_mode=="verbose":
prints(
"",
"How long do you want to collect data for?",
"You can give an answer in seconds, minutes, hours, days, or weeks.",
"(and you can always add more time using cosub add)")
lifetime_seconds = None
while lifetime_seconds is None:
lifetime = raw_input("> ")
lifetime_seconds = timeparse(lifetime)
if not lifetime_seconds:
prints("Couldn't understand answer; try an answer in one of these formats:",
" 2 weeks",
" 3 days",
" 12 hours",
" 30 minutes")
else:
prints("You will collect data for " + defaultDuration + ".")
lifetime_seconds = timeparse(defaultDuration)
## TODO: implement bounds checking for time (30 seconds - 1 year)
prints("","Creating HIT...","")
request_settings = dict(
title = settings["title"],
description = settings["description"],
keywords = settings["keywords"],
question = question.ExternalQuestion(settings["url"], settings["frame_height"]),
max_assignments = max_assignments,
reward = settings["reward"],
approval_delay = timedelta(seconds = settings["auto_approval_delay"]),
duration = timedelta(seconds = settings["assignment_duration"]),
lifetime = timedelta(seconds = lifetime_seconds),
qualifications = hit_quals
)
try:
create_result = mtc.create_hit(**request_settings)[0]
except MTurkRequestError as e:
print("Error\n")
pp(e.__dict__)
sys.exit(1)
hit = {
"id": create_result.HITId,
# hit_group_id = hit.HITGroupId,
"type_id": create_result.HITTypeId
}
hit_modes[mode] = hit
print("Successfully created HIT")
## write hit and HITTypeId into even-odd.json
with open("hit_modes.json", 'w') as new_settings_file:
json.dump(hit_modes, new_settings_file, indent=4, separators=(',', ': '))
print("Wrote HIT ID and HIT Type ID to hit_modes.json")
prints(
"- The number of initial assignments is set to %s" % request_settings["max_assignments"],
"- The initial HIT lifetime is set to %s" % humane_timedelta(request_settings["lifetime"]))
prints(
"",
"Manage HIT: ",
HOST_requester + "/mturk/manageHIT?HITId=" + hit["id"])
prints(
"",
"View HIT: ",
HOST_worker + "/mturk/preview?groupId=" + hit["type_id"],
"")
logger.write({'Action': 'Create', 'Data': settings_raw })
def submitComparisons(population):
#print "mturkLayoutID", population.amusic.conf['mturkLayoutID']
rawListOfPairs = []
if not population.amusic.conf['mturkLayoutID']:
print "LayoutID not set"
return
l = [
i[0] for i in population.amusic.engine.execute(
'SELECT title FROM song WHERE population="%s";' %
(population.title)).fetchall()
]
print "list of songs", l
tempList = list(l)
subset = []
for count in range(sizeOfSubset):
item = tempList.pop(random.randint(0, len(tempList) - 1))
subset.append(item)
print "subset", subset
for d, i in enumerate(l):
print 'Song %d/%d (%s)' % (d + 1, len(l), i)
s = Song(population, i)
s.fromDB()
s.synth(i + '.mp3' if i.find('.') == -1 else i[:i.find('.')] + '.mp3',
upload=True,
generateMP3=True)
print "Creating HITs..."
print "host:", population.amusic.mtc.host
s = "http://%s.s3.amazonaws.com/tracks/" % (
population.amusic.conf['bucket'])
n = 1
#for d,i in enumerate(l):
for i in l:
for j in subset:
rawListOfPairs.append([i, j])
#listOfPairs = filterListOfPairs(rawListOfPairs)
listOfPairs = rawListOfPairs
# submit items to mechanical turk
for i, j in listOfPairs:
f1 = i + '.mp3' if i.find('.') == -1 else i[:i.find('.')] + '.mp3'
f2 = j + '.mp3' if j.find('.') == -1 else j[:j.find('.')] + '.mp3'
#print "\tHIT %d/%d (%s,%s)" % (n,len(l)*(len(l)-1)/2,f1,f2)
print "\tHIT %d (%s, %s)" % (n, f1, f2)
params = LayoutParameters()
params.add(LayoutParameter('file1', s + f1))
params.add(LayoutParameter('file2', s + f2))
#print population.amusic.conf['hitRewardPerAssignment']
#sys.exit()
#quals = quals = Qualifications();
quals = Qualifications()
quals.add(
PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
"97"))
quals.add(NumberHitsApprovedRequirement("GreaterThanOrEqualTo", "100"))
population.amusic.mtc.create_hit(
hit_layout=population.amusic.conf['mturkLayoutID'],
layout_params=params,
reward=0.01,
title=population.amusic.conf['hitTitle'],
description=population.amusic.conf['hitDescription'],
keywords=population.amusic.conf['hitKeywords'],
duration=timedelta(minutes=3),
lifetime=timedelta(minutes=300),
qualifications=quals,
max_assignments=numAssignmentsPerHIT)
n += 1
print "raw list of pairs has %d items" % len(rawListOfPairs)
print "cleaned list of pairs has %d items" % len(listOfPairs)
return listOfPairs
def createHIT(parameter, max_assignments=1):
quals = Qualifications();
quals.add(PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo", "97"))
quals.add(NumberHitsApprovedRequirement("GreaterThanOrEqualTo", "100"))
if not(useSandbox):
#quals.add(Requirement("2VNUKQOYGNIW2Y6UN6R177SVGBOZHD", "GreaterThanOrEqualTo", "24"))
#quals.add(Requirement("26C2D21O3W5XIBXBOI92RYEPLVQ9FH", "GreaterThanOrEqualTo", "24"))
quals.add(Requirement("22V6DG67D1X3WBT6Z2FK9JE1MAQ9GG", "GreaterThanOrEqualTo", "25"))
#f1 = 'hello1.txt'
#f2 = 'hello2.txt'
params = LayoutParameters()
params.add(LayoutParameter('image1', parameter))
#params.add(LayoutParameter('file2',f2))
#print "creating HIT"
retryDelay = 400
print "mtc create hit"
hitWasCreated = False
for repeat in range(0, 20):
print "repeat", repeat
try:
#if 1:
print "creating hit"
resultSet = mtc.create_hit(hit_layout=ZProcessLayoutID,
layout_params=params,
reward=0.01,
title="Does the dot stay inside the cell",
description="Does the dot stay inside the cell",
keywords="image, tag",
duration=timedelta(minutes=2),
lifetime=timedelta(minutes=60*48),
qualifications=quals,
max_assignments=max_assignments)
hitWasCreated = True
break
except Exception:
traceback.print_exc()
#if repeat == 19: raise Exception("messed up")
print "mechanical turk failed to create HIT, trying again in %d seconds" % retryDelay
time.sleep(retryDelay)
except:
traceback.print_exc()
#if repeat == 19: raise Exception("messed up")
print "mechanical turk failed to create HIT, trying again in %d seconds" % retryDelay
time.sleep(retryDelay)
else:
traceback.print_exc()
#if repeat == 19: raise Exception("messed up")
print "mechanical turk failed to create HIT, trying again in %d seconds" % retryDelay
time.sleep(retryDelay)
if not hitWasCreated:
# do this to generate the error message
resultSet = mtc.create_hit(hit_layout=ZProcessLayoutID,
layout_params=params,
reward=0.01,
title="Does the dot stay inside the cell",
description="Does the dot stay inside the cell",
keywords="image, tag",
duration=timedelta(minutes=1),
lifetime=timedelta(minutes=40),
qualifications=quals,
max_assignments=max_assignments)
sys.exit(1)
print "mtc create hit finished"
return resultSet
def create_hit(settings):
global hit
## make sure there isn't already a hit
if (hit is not None):
sys.exit("Error: it looks like you already created the hit in %s mode (HIT ID stored in hit_modes.json)" % mode)
hit_quals = Qualifications()
settings_quals = settings["qualifications"]
## TODO: master worker, custom quals, utility for creating qualifications?
if (settings_quals):
if settings_quals["location"]:
hit_quals.add(LocaleRequirement("EqualTo", settings_quals["location"]))
if settings_quals["approval_percentage"]:
hit_quals.add(PercentAssignmentsApprovedRequirement("GreaterThanOrEqualTo",
settings_quals["approval_percentage"]))
prints(
"Your settings are:",
"",
dict_str(settings_raw)
)
if "http:" in settings["url"]:
sys.exit("Error: inside settings.json, your url is set to use 'http:'. It needs to use 'https:'")
## todo: some static analysis
if dialogue_mode=="verbose":
prints(
"",
"Are these settings okay? (yes/no)")
confirm_settings = raw_input("> ")
else:
confirm_settings = "yes"
if "n" in confirm_settings:
sys.exit()
if dialogue_mode=="verbose":
prints(
"",
"How many assignments do you want to start with?",
"(you can always add more later using cosub add)")
max_assignments = None
while max_assignments is None:
try:
max_assignments = int(raw_input("> "))
except ValueError:
prints("Couldn't understand answer. Try entering a positive integer (e.g., 20)")
else:
prints("You will start with " + str(defaultNSs) + " assignments.")
max_assignments = defaultNSs
if mode == "production":
reward = settings["reward"]
cost = max_assignments * float(reward) * 1.1
prints(
"The cost will be $%s ([%s assignments * $%s per assignment] + 10 percent fee)" % (cost, max_assignments, reward)
)
if dialogue_mode=="verbose":
prints("Is this okay? (yes/no)")
confirm_cost = raw_input("> ")
if "n" in confirm_cost:
sys.exit()
else:
print("(This won't cost anything because you're in sandbox mode)")
## TODO: implement bounds checking for assignments
if dialogue_mode=="verbose":
prints(
"",
"How long do you want to collect data for?",
"You can give an answer in seconds, minutes, hours, days, or weeks.",
"(and you can always add more time using cosub add)")
lifetime_seconds = None
while lifetime_seconds is None:
lifetime = raw_input("> ")
lifetime_seconds = timeparse(lifetime)
if not lifetime_seconds:
prints("Couldn't understand answer; try an answer in one of these formats:",
" 2 weeks",
" 3 days",
" 12 hours",
" 30 minutes")
else:
prints("You will collect data for " + defaultDuration + ".")
lifetime_seconds = timeparse(defaultDuration)
## TODO: implement bounds checking for time (30 seconds - 1 year)
prints("","Creating HIT...","")
request_settings = dict(
title = settings["title"],
description = settings["description"],
keywords = settings["keywords"],
question = question.ExternalQuestion(settings["url"], settings["frame_height"]),
max_assignments = max_assignments,
reward = settings["reward"],
approval_delay = timedelta(seconds = settings["auto_approval_delay"]),
duration = timedelta(seconds = settings["assignment_duration"]),
lifetime = timedelta(seconds = lifetime_seconds),
qualifications = hit_quals
)
try:
create_result = mtc.create_hit(**request_settings)[0]
except MTurkRequestError as e:
print("Error\n")
pp(e.__dict__)
sys.exit(1)
hit = {
"id": create_result.HITId,
# hit_group_id = hit.HITGroupId,
"type_id": create_result.HITTypeId
}
hit_modes[mode] = hit
print("Successfully created HIT")
## write hit and HITTypeId into even-odd.json
with open("hit_modes.json", 'w') as new_settings_file:
json.dump(hit_modes, new_settings_file, indent=4, separators=(',', ': '))
print("Wrote HIT ID and HIT Type ID to hit_modes.json")
prints(
"- The number of initial assignments is set to %s" % request_settings["max_assignments"],
"- The initial HIT lifetime is set to %s" % humane_timedelta(request_settings["lifetime"]))
prints(
"",
"Manage HIT: ",
HOST_requester + "/mturk/manageHIT?HITId=" + hit["id"])
prints(
"",
"View HIT: ",
HOST_worker + "/mturk/preview?groupId=" + hit["type_id"],
"")
logger.write({'Action': 'Create', 'Data': settings_raw })
required_to_preview=required_to_preview,
)
# <codecell>
custom_qual_type = make_qual_type(
comparator="GreaterThanOrEqualTo",
integer_value=1,
qual_type=custom_id,
required_to_preview=False,
)
# <codecell>
qualifications = Qualifications()
qualifications.add(custom_qual_type)
# <codecell>
from collections import defaultdict
ONE_HOUR = 3600 # seconds
ONE_DAY = ONE_HOUR * 24
ONE_WEEK = ONE_HOUR * 24 * 7
hits = defaultdict(lambda : defaultdict())
# <codecell>
for url in urls:
hit = mtc.create_hit(
# START IMPORTANT HIT VARIABLES
sandbox = True
base_url = ""
params_to_encode = {"ParameterToPass": "******"}
assignments_per_hit = 1
payment_per_assignment = 0.05
# END IMPORTANT HIT VARIABLES
# START QUALIFICATION CONFIGURATION
qualifications = Qualifications()
qual_1 = PercentAssignmentsApprovedRequirement(comparator="GreaterThan",
integer_value="0")
qual_2 = NumberHitsApprovedRequirement(comparator="GreaterThan",
integer_value="0")
qualifications.add(qual_1)
qualifications.add(qual_2)
# END QUALIFICATION CONFIGURATION
# START DECORATIVE HIT VARIABLES
hit_title = "Insert the title of your HIT"
hit_description = "Insert your description here"
hit_keywords = ["add", "some", "keywords"]
duration_in_seconds = 60 * 60
frame_height = 800
# END DECORATIVE HIT VARIABLES
# =================================================================
# Initialize boto connection based on sandbox.
if sandbox:
AMAZON_HOST = "mechanicalturk.sandbox.amazonaws.com"
SANDBOX_HOST = 'mechanicalturk.sandbox.amazonaws.com'
mtc = MTurkConnection(host=SANDBOX_HOST)
if not runInSandbox:
mtc = MTurkConnection()
urlOfEvalScript += "?destination=production"
title = 'Help us evaluate creative stories'
description = 'In this HIT you will be shown a short story and asked to evaluate it.'
keywords = 'creativity,stories'
# Set qualifications
qualifications = Qualifications()
if not runInSandbox:
qualifications.add(PercentAssignmentsApprovedRequirement(comparator="GreaterThan", integer_value="95"))
qualifications.add(NumberHitsApprovedRequirement(comparator="GreaterThan", integer_value="500"))
qualifications.add(LocaleRequirement('EqualTo', 'US'))
#--------------- BUILD QUESTION 1 -------------------
q1 = ExternalQuestion(urlOfEvalScript, 600)
#--------------- CREATE THE HIT -------------------
mtc.create_hit(question=q1,
max_assignments=totalNumberOfAssignments,
title=title,
description=description,
keywords=keywords,
def send_hit(self):
# First check for qualifications
qualifications = Qualifications()
if self.qualification_adult == True:
qualifications.add(AdultRequirement("EqualTo", 1))
else:
qualifications.add(AdultRequirement("EqualTo",0))
if self.qualification_custom not in [None,""]:
qualifications.add(
Requirement(self.qualification_custom, self.qualification_custom_operator,
self.qualification_custom_value, required_to_preview = True)
)
if self.qualification_number_hits_approved != None:
qual_number_hits = NumberHitsApprovedRequirement("GreaterThan",self.qualification_number_hits_approved)
qualifications.add(qual_number_hits)
if self.qualification_percent_assignments_approved != None:
qual_perc_approved = PercentAssignmentsApprovedRequirement("GreaterThan",self.qualification_percent_assignments_approved)
qualifications.add(qual_perc_approved)
if self.qualification_locale != 'None':
qualifications.add(LocaleRequirement("EqualTo",self.qualification_locale))
# Domain name must be https
url = "%s/turk/%s" %(DOMAIN_NAME,self.id)
frame_height = 900
questionform = ExternalQuestion(url, frame_height)
if len(qualifications.requirements)>0:
result = self.connection.create_hit(title=self.title,
description=self.description,
keywords=self.keywords,
duration=datetime.timedelta(self.assignment_duration_in_hours/24.0),
lifetime=datetime.timedelta(self.lifetime_in_hours/24.0),
max_assignments=self.max_assignments,
question=questionform,
qualifications=qualifications,
reward=Price(amount=self.reward),
response_groups=('Minimal', 'HITDetail'))[0]
else:
result = self.connection.create_hit(title=self.title,
description=self.description,
keywords=self.keywords,
duration=datetime.timedelta(self.assignment_duration_in_hours/24.0),
lifetime=datetime.timedelta(self.lifetime_in_hours/24.0),
max_assignments=self.max_assignments,
question=questionform,
reward=Price(amount=self.reward),
response_groups=('Minimal', 'HITDetail'))[0]
# Update our hit object with the aws HIT
self.mturk_id = result.HITId
# When we generate the hit, we won't have any assignments to update
self.update(mturk_hit=result)
def generate_hits(mtc_type, subset, begin_index, args, data_ids, images_metainfo):
from boto.mturk.connection import MTurkConnection
from boto.mturk.question import QuestionContent, Question, QuestionForm, Overview, AnswerSpecification, SelectionAnswer, FormattedContent, FreeTextAnswer
from boto.mturk.qualification import PercentAssignmentsApprovedRequirement, Qualifications, Requirement
mtc = mtk_utils.get_mtc(mtc_type)
title = 'Tell us if you like those images or not'
description = ('View following images and tell us if you like them or not.')
keywords = 'image, like, interesting, rating, opinions'
ratings =[('Very hate it','-2'),
('Hate it','-1'),
('Neutral','0'),
('Like it','1'),
('Very like it.','2')]
#--------------- BUILD OVERVIEW -------------------
overview = Overview()
overview.append_field('Title', 'Tell us if you like those images or not.')
#--------------- BUILD QUESTIONs -------------------
questions = []
subset_with_pinterest = []
index = 0
for image_url in subset:
image_id = data_ids[index]
image = images_metainfo[image_id]
interestingness = 0
index = index + 1
if ('repin_count' in image):
interestingness = int(image['repin_count']) + int(image['like_count'])
subset_with_pinterest.append(image_url)
else:
continue
# interestingness = int(image['interestingness'])
qc = QuestionContent()
context = ''
if (interestingness > 0):
context = ' (shared by ' + str(interestingness) + ' people)'
qc.append_field('Title', str(interestingness) + ' people said they like following image, would you like it too?')
qc.append(FormattedContent('<img src="' + image_url + '" alt="image" />'))
fta = SelectionAnswer(min=1, max=1,style='dropdown',
selections=ratings,
type='text',
other=False)
q = Question(identifier='interestingness',
content=qc,
answer_spec=AnswerSpecification(fta),
is_required=True)
questions.append(q)
if (len(questions) == 0):
return
if (args.m != 'qua'):
utils.write_file(subset_with_pinterest, args.o + '.index_' + str(begin_index) + '.txt')
if (args.m == 'qua_init' and begin_index > 0):
return
#--------------- BUILD THE QUESTION FORM -------------------
question_form = QuestionForm()
question_form.append(overview)
for question in questions:
question_form.append(question)
# BUILD QUALIFICATION
qualifications = Qualifications()
req = PercentAssignmentsApprovedRequirement(comparator = "GreaterThan", integer_value = "95")
qualifications.add(req)
if (args.m == 'qua'):
if (args.q != None):
qua_req = Requirement(qualification_type_id = args.q, comparator = 'EqualTo', integer_value = '1')
qualifications.add(qua_req)
else:
print("Please give qualification type id in 'qua' mode.")
sys.exit(0)
#--------------- CREATE THE HIT -------------------
hit = mtc.create_hit(questions = question_form,
qualifications = qualifications,
max_assignments = 10 * 2,
title = title,
description = description,
keywords = keywords,
duration = 60 * 30 * 4,
reward = 0.2 * 2)
if (args.m == 'qua_init'):
print("Create qualification type for HIT id: " + hit[0].HITId)
quatype = mtc.create_qualification_type(name = hit[0].HITId, description = "Temporary qualification for HIT " + hit[0].HITId, status = 'Active')
print("Qualification type id: " + quatype[0].QualificationTypeId)
"""Returns an MTurk Qualification object for a list of workers which
can then be passed to a HIT object.
"""
# qualification type must already exist, for now.
# qual_id = '28EKH1Q6SVQD54NMWRXLEOBVCK22L4'
for worker in workers:
try:
conn.assign_qualification(qualid, worker, value=100, send_notification=False)
except Exception, e:
print 'Worker qualification already exists.'
req = Requirement(qualification_type_id=qualid, comparator='GreaterThan',
integer_value=performance_thresh)
qual = Qualifications()
qual.add(req)
return qual
from boto.mturk.connection import MTurkConnection
from mturkutils.base import parse_credentials_file
access_key_id, secretkey = parse_credentials_file(section_name='MTurkCredentials')
conn = MTurkConnection(aws_access_key_id=access_key_id,
aws_secret_access_key=secretkey)
workers = ['A3K3IZ0S0YOLO1',
'A2FV7F41LYJT25',
'A3AA5G6HENO6VJ',
'A26T3M57NK46L5',
'A3ND4KJK19EZ42',
'A1B9AYZBWJ0Z7Y',
'A3HIIRTGJUJZ1D',
'A2X30CJGIOQTJV',
AWS_ID = config.get('Credentials', 'aws_access_key_id', None)
SECRET_ID = config.get('Credentials', 'aws_secret_access_key_id', None)
HOST = 'mechanicalturk.amazonaws.com'
mt = MTurkConnection(
aws_access_key_id=AWS_ID,
aws_secret_access_key=SECRET_ID,
host=HOST
)
# HIT Configuration - global title, description, keywords, qualifications
TITLE = 'Provide Related Terms'
DESC = 'Given a word or phrase, provide another (different) word that relates to the given one.'
KEYWORDS = 'opinions, relations, idea, brainstorm, crowdstorm'
QUAL = Qualifications()
QUAL = QUAL.add(PercentAssignmentsApprovedRequirement('GreaterThanOrEqualTo', 75))
REWARD = 0.01
MAX_ASSN = BRANCHES
# HIT Overview
overview = Overview()
overview.append_field('Title', 'Tell us things or phrases that relate to a given phrase or picture')
# Build Question(s)
qc = QuestionContent()
qc.append_field('Title', 'Enter a word or phrase that relates to:')
qc.append_field('Text', PHRASE)
answer = FreeTextAnswer()
question = Question(
q3 = Question(identifier="evaluation_feedback",
content=qc3,
answer_spec=AnswerSpecification(fta3))
#--------------- BUILD THE QUESTION FORM -------------------
question_form = QuestionForm()
question_form.append(overview)
question_form.append(q1)
question_form.append(q2)
question_form.append(q3)
#--------------- CREATE THE HIT -------------------
qualification = Qualifications()
qualification.add(LocaleRequirement('EqualTo','US'))
hitDetails = mtc.create_hit(questions=question_form,
max_assignments=5,
title=title,
description=description,
keywords=keywords,
duration = 60*60,
reward=0.1,
qualifications=qualification,
response_groups = ['Minimal'],
)
created_hits.append([count, hitDetails[0].HITId])
count += 1
def generate_hits(subset, begin_index, args, data_ids, images_metainfo):
from boto.mturk.connection import MTurkConnection
from boto.mturk.question import QuestionContent, Question, QuestionForm, Overview, AnswerSpecification, SelectionAnswer, FormattedContent, FreeTextAnswer
from boto.mturk.qualification import PercentAssignmentsApprovedRequirement, Qualifications
ACCESS_ID = amazon_config.ACCESS_ID
SECRET_KEY = amazon_config.SECRET_KEY
HOST = 'mechanicalturk.amazonaws.com'
mtc = MTurkConnection(aws_access_key_id=ACCESS_ID,
aws_secret_access_key=SECRET_KEY,
host=HOST)
title = 'Give your opinion of interestingness level about images'
description = (
'Watch images and give us your opinion of interestingness level about the images'
)
keywords = 'image, interestingness, interesting, rating, opinions'
ratings = [('Very boring', '-2'), ('Boring', '-1'), ('Neutral', '0'),
('Interesting', '1'),
('Very interesting, I would like to share it with my friends.',
'2')]
#--------------- BUILD OVERVIEW -------------------
overview = Overview()
overview.append_field(
'Title',
'Give your opinion about interestingness level on those images')
#--------------- BUILD QUESTIONs -------------------
questions = []
utils.write_file(subset, args.o + '.index_' + str(begin_index) + '.txt')
index = 0
for image_url in subset:
image_id = data_ids[index]
image = images_metainfo[image_id]
interestingness = 0
if ('repin_count' in image):
interestingness = int(image['repin_count']) + int(
image['like_count'])
#else:
# interestingness = int(image['interestingness'])
index = index + 1
qc = QuestionContent()
context = ''
if (interestingness > 0):
context = ' (shared by ' + str(interestingness) + ' people)'
qc.append_field('Title',
'How interesting the image' + context + ' to you?')
qc.append(
FormattedContent('<img src="' + image_url + '" alt="image" />'))
fta = SelectionAnswer(min=1,
max=1,
style='dropdown',
selections=ratings,
type='text',
other=False)
q = Question(identifier='interestingness',
content=qc,
answer_spec=AnswerSpecification(fta),
is_required=True)
questions.append(q)
#--------------- BUILD THE QUESTION FORM -------------------
question_form = QuestionForm()
question_form.append(overview)
for question in questions:
question_form.append(question)
# BUILD QUALIFICATION
qualifications = Qualifications()
req = PercentAssignmentsApprovedRequirement(comparator="GreaterThan",
integer_value="95")
qualifications.add(req)
#--------------- CREATE THE HIT -------------------
mtc.create_hit(questions=question_form,
qualifications=qualifications,
max_assignments=10,
title=title,
description=description,
keywords=keywords,
duration=60 * 30,
reward=0.2)
