def setup():
"""
Make sure we're working with a fresh database. Build a client for
interacting with that database and save it as a global.
"""
global ROOT_CLIENT, PROJECT, USERNAME, RELOGIN_CLIENT
user_info_str = subprocess.check_output('tellme lumi-test', shell=True)
user_info = eval(user_info_str)
USERNAME = user_info['username']
ROOT_CLIENT = LuminosoClient.connect(ROOT_URL,
username=USERNAME,
password=user_info['password'])
RELOGIN_CLIENT = LuminosoClient.connect(ROOT_URL,
username=USERNAME,
password=user_info['password'],
auto_login=True)
# check to see if the project exists; also create the client we'll use
projects = ROOT_CLIENT.get(USERNAME + '/projects')
projlist = [proj['name'] for proj in projects]
PROJECT = ROOT_CLIENT.change_path(USERNAME + '/projects/' + PROJECT_NAME)
if PROJECT_NAME in projlist:
logger.warn('The test database existed already. '
'We have to clean it up.')
ROOT_CLIENT.delete(USERNAME + '/projects', project=PROJECT_NAME)
# create the project
logger.info("Creating project: " + PROJECT_NAME)
logger.info("Existing projects: %r" % projlist)
ROOT_CLIENT.post(USERNAME + '/projects', project=PROJECT_NAME)
PROJECT.get()
def post_set_topics():
app.logger.info('Set the topics')
# see API documentation: https://api.luminoso.com/v4/
# use account # and username provisioned
client = LuminosoClient.connect(request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
# Get project id from project name:
project = client.get(name=request.args.get('project_name'))[0]
project = client.change_path(project['project_id'])
# delete and then recreate topics
topics = project.get('topics/')
for topic in topics:
project.delete('topics/id/'+topic['_id'])
new_topic = project.post('topics/', name="Oceans", text="ocean marine")
new_topic = project.post('topics/', name="Whales", text="whales")
new_topic = project.post('topics/', name="Seals", text="seals")
new_topic = project.post('topics/', name="Japan", text="Japan")
new_topic = project.post('topics/', name="Overfishing", text="fishing overfishing")
new_topic = project.post('topics/', name="Forests", text="forests")
new_topic = project.post('topics/', name="Climate & Energy", text="climate fuel pollution")
new_topic = project.post('topics/', name="Polar", text="polar ice")
topics = project.get('topics/')
return 'true'
def post_set_topics():
app.logger.info('Set the topics')
# see API documentation: https://api.luminoso.com/v4/
# use account # and username provisioned
client = LuminosoClient.connect(
request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
# Get project id from project name:
project = client.get(name=request.args.get('project_name'))[0]
project = client.change_path(project['project_id'])
# delete and then recreate topics
topics = project.get('topics/')
for topic in topics:
project.delete('topics/id/' + topic['_id'])
new_topic = project.post('topics/', name="Oceans", text="ocean marine")
new_topic = project.post('topics/', name="Whales", text="whales")
new_topic = project.post('topics/', name="Seals", text="seals")
new_topic = project.post('topics/', name="Japan", text="Japan")
new_topic = project.post('topics/',
name="Overfishing",
text="fishing overfishing")
new_topic = project.post('topics/', name="Forests", text="forests")
new_topic = project.post('topics/',
name="Climate & Energy",
text="climate fuel pollution")
new_topic = project.post('topics/', name="Polar", text="polar ice")
topics = project.get('topics/')
return 'true'
def push(request):
correlations = {} # dictionary of correlations
# handle lack of request body
if len(request.body) == 0:
return HttpResponseRedirect("/")
json_data = json.loads(request.body) # load text from body of request
try:
# connect to Luminoso and our english corpus
project_name = "GP english sample"
client = LuminosoClient.connect('/projects/u64t648d/',
username='******', password=pw)
project = client.get(name=project_name)[0]
project = client.change_path(project['project_id'])
# get correlations to each topic
result = project.put('topics/text_correlation', text=json_data['text'])
topics = project.get('topics/')
for key, value in result.iteritems():
correlations.update({(t['name'], value) for t in topics if t['_id']==key})
except KeyError:
HttpResponseServerError('Malformed data')
return HttpResponse(json.dumps(correlations))
def get_luminoso():
app.logger.info('Get from luminoso')
client = LuminosoClient.connect(request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
project_info_list = client.get()
return json.dumps(project_info_list)
def get_luminosodelete():
app.logger.info('Delete a project on Luminoso')
client = LuminosoClient.connect(request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
# Delete new project by POSTing its name
client.delete(request.args.get('project_id'))
return "Project Deleted "
def get_luminosodelete():
app.logger.info('Delete a project on Luminoso')
client = LuminosoClient.connect(
request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
# Delete new project by POSTing its name
client.delete(request.args.get('project_id'))
return "Project Deleted "
def get_luminoso():
app.logger.info('Get from luminoso')
client = LuminosoClient.connect(
request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
project_info_list = client.get()
return json.dumps(project_info_list)
def get_luminosocreate():
app.logger.info('Create a project on Luminoso')
client = LuminosoClient.connect(request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
# Create a new project by POSTing its name
project_id = client.post(name=request.args.get('project_name'))['project_id']
# use that project from here on
project = client.change_path(project_id)
return 'true'
def upload_stream(stream,
server,
account,
projname,
reader_dict,
username=None,
password=None,
append=False,
stage=False):
"""
Given a file-like object containing a JSON stream, upload it to
Luminoso with the given account name and project name.
"""
client = LuminosoClient.connect(server,
username=username,
password=password)
if not append:
# If we're not appending to an existing project, create new project.
info = client.post('/projects/' + account, name=projname)
project_id = info['project_id']
else:
projects = client.get('/projects/' + account, name=projname)
if len(projects) == 0:
print 'No such project exists!'
return
if len(projects) > 1:
print 'Warning: Multiple projects with name "%s". ' % projname,
project_id = projects[0]['project_id']
print 'Using existing project with id %s.' % project_id
project = client.change_path('/projects/' + account + '/' + project_id)
if stage:
url = 'docs'
else:
url = 'docs/preload'
counter = 0
final_job_id = None
for batch in batches(stream, 1000):
counter += 1
documents = list(batch)
job_id = project.upload(url, documents, readers=reader_dict)
print 'Uploaded batch #%d' % (counter)
final_job_id = job_id
if not stage:
# Calculate the docs into the assoc space.
print 'Calculating.'
final_job_id = project.post('docs/recalculate', readers=reader_dict)
if final_job_id is not None:
project.wait_for(final_job_id)
def get_luminosocreate():
app.logger.info('Create a project on Luminoso')
client = LuminosoClient.connect(
request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
# Create a new project by POSTing its name
project_id = client.post(
name=request.args.get('project_name'))['project_id']
# use that project from here on
project = client.change_path(project_id)
return 'true'
def get_update_docs():
app.logger.info('Upload documents Luminoso')
client = LuminosoClient.connect(request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
# Create a new project by POSTing its name
project = client.get(name=request.args.get('project_name'))[0]
project = client.change_path(project['project_id'])
try:
json_object = json.loads(request.args.get('project_doc'))
except ValueError, e:
return False
def get_update_docs():
app.logger.info('Upload documents Luminoso')
client = LuminosoClient.connect(
request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
# Create a new project by POSTing its name
project = client.get(name=request.args.get('project_name'))[0]
project = client.change_path(project['project_id'])
try:
json_object = json.loads(request.args.get('project_doc'))
except ValueError, e:
return False
def upload_stream(stream, server, account, projname, reader_dict,
username=None, password=None,
append=False, stage=False):
"""
Given a file-like object containing a JSON stream, upload it to
Luminoso with the given account name and project name.
"""
client = LuminosoClient.connect(server,
username=username, password=password)
if not append:
# If we're not appending to an existing project, create new project.
info = client.post('/projects/' + account, name=projname)
project_id = info['project_id']
else:
projects = client.get('/projects/' + account, name=projname)
if len(projects) == 0:
print 'No such project exists!'
return
if len(projects) > 1:
print 'Warning: Multiple projects with name "%s". ' % projname,
project_id = projects[0]['project_id']
print 'Using existing project with id %s.' % project_id
project = client.change_path('/projects/' + account + '/' + project_id)
if stage:
url = 'docs'
else:
url = 'docs/preload'
counter = 0
final_job_id = None
for batch in batches(stream, 1000):
counter += 1
documents = list(batch)
job_id = project.upload(url, documents, readers=reader_dict)
print 'Uploaded batch #%d' % (counter)
final_job_id = job_id
if not stage:
# Calculate the docs into the assoc space.
print 'Calculating.'
final_job_id = project.post('docs/recalculate', readers=reader_dict)
if final_job_id is not None:
project.wait_for(final_job_id)
def upload_stream(stream, server, account, projname, language=None,
username=None, password=None,
append=False, stage=False):
"""
Given a file-like object containing a JSON stream, upload it to
Luminoso with the given account name and project name.
"""
client = LuminosoClient.connect(server,
username=username, password=password)
if not append:
# If we're not appending to an existing project, create new project.
info = client.post('/projects/' + account, name=projname)
project_id = info['project_id']
print('New project ID:', project_id)
else:
projects = client.get('/projects/' + account, name=projname)
if len(projects) == 0:
print('No such project exists!')
return
if len(projects) > 1:
print('Warning: Multiple projects with name "%s". ' % projname,
end='')
project_id = projects[0]['project_id']
print('Using existing project with id %s.' % project_id)
project = client.change_path('/projects/' + account + '/' + project_id)
counter = 0
for batch in batches(stream, 1000):
counter += 1
documents = list(batch)
project.upload('docs', documents)
print('Uploaded batch #%d' % (counter))
if not stage:
# Calculate the docs into the assoc space.
print('Calculating.')
kwargs = {}
if language is not None:
kwargs = {'language': language}
job_id = project.post('docs/recalculate', **kwargs)
project.wait_for(job_id)
def get_correlation():
app.logger.info('Get Correlation')
client = LuminosoClient.connect(request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
project = client.get(name=request.args.get('project_name'))[0]
project = client.change_path(project['project_id'])
# get list of topics
topics = project.get('topics/')
result = project.put('topics/text_correlation', text=request.args.get('article_text'))
correlations = []
for key, value in result.iteritems():
correlations.append([(t['name'], value) for t in topics if t['_id']==key])
return json.dumps(correlations)
def upload_stream(stream, server, account, projname, reader_dict):
"""
Given a file-like object containing a JSON stream, upload it to
Luminoso with the given account name and project name.
"""
client = LuminosoClient.connect(server)
try:
client.post(account + '/projects/', project=projname)
except LuminosoAPIError as e:
pass
project = client.change_path(account + '/projects/' + projname)
counter = 0
for batch in batches(stream, 100):
counter += 1
documents = list(batch)
job_id = project.upload('docs', documents, width=4, readers=reader_dict)
print 'Uploaded batch #%d into job %s' % (counter, job_id)
print 'Committing.'
final_job_id = project.post('docs/calculate', width=4)
project.wait_for(final_job_id)
def get_correlation():
app.logger.info('Get Correlation')
client = LuminosoClient.connect(
request.args.get('luminoso_account'),
username=request.args.get('luminoso_user_name'),
password=request.args.get('luminoso_password'))
project = client.get(name=request.args.get('project_name'))[0]
project = client.change_path(project['project_id'])
# get list of topics
topics = project.get('topics/')
result = project.put('topics/text_correlation',
text=request.args.get('article_text'))
correlations = []
for key, value in result.iteritems():
correlations.append([(t['name'], value) for t in topics
if t['_id'] == key])
return json.dumps(correlations)
if soup.find(id="postingbody"):
post = soup.find(id="postingbody").get_text().replace("\n",'').replace("\t",'')
document.update({'title' : headline})
document.update({'text' : post})
document.update({'date' : time.time()})
document.update({'source' : {'url' : site}})
document.update({'queries' : [locations[i]]})
documents.append(document) # add the document to the documents list
except Exception, err:
print "Error:", sys.exc_info()[0]
except Exception, err:
print "Error:", sys.exc_info()[0]
print("Total length of documents: %s" % len(documents))
client = LuminosoClient.connect('/projects/e26y767s/', username='******')
print("_________________Creating new project: %s" % project_name)
project_info = client.post(name=project_name)
project = client.change_path(project_info['project_id'])
project.upload('docs', documents)
print("_________________Documents uploaded")
sys.exit() # exit here
job_id = project.post('docs/recalculate')
print job_id
status = project.get('/jobs/id/'+str(job_id)+'/')
print status
project.wait_for(job_id)
print("_________________Calculations complete")
def connect_client(project_name):
# client connection
client = LuminosoClient.connect('/projects/t55y685c/', username='******', password=pw)
project = client.get(name=project_name)[0]
project = client.change_path(project['project_id'])
return project