def executeamd():
response = {'status':'success','data':{}}
amd = request.json
wspecs = amd['input']['weights']
wobj = amdparser.generateW(wspecs['uri'], wspecs['type'], uploaddir=UPLOAD_FOLDER)
attribute = amd['input']['attribute']
y = amdparser.gety(attribute, uploaddir=UPLOAD_FOLDER)
kwargs = amd['parameters']
args = [y, wobj]
#A hack to handle mismatches between the AMD keywords and the PySAL keywords
for k, v in kwargs.iteritems():
if k == 'transform':
kwargs['transformation'] = v
kwargs.pop(k, None)
callpath, call = amdparser.parse_analysis(funcs, amd['analysis_type'])
#Setup the call, the args and the kwargs
call = pmdwrapper(call)
for k, v in kwargs.iteritems():
try:
kwargs[k] = ast.literal_eval(v)
except: pass
funcreturn = call(*args, **kwargs)
funcreturn = recursedict(vars(funcreturn))
response['data'] = funcreturn
return jsonify(response)
def executeamd():
response = {'status': 'success', 'data': {}}
amd = request.json
wspecs = amd['input']['weights']
wobj = amdparser.generateW(wspecs['uri'],
wspecs['type'],
uploaddir=UPLOAD_FOLDER)
attribute = amd['input']['attribute']
y = amdparser.gety(attribute, uploaddir=UPLOAD_FOLDER)
kwargs = amd['parameters']
args = [y, wobj]
#A hack to handle mismatches between the AMD keywords and the PySAL keywords
for k, v in kwargs.iteritems():
if k == 'transform':
kwargs['transformation'] = v
kwargs.pop(k, None)
callpath, call = amdparser.parse_analysis(funcs, amd['analysis_type'])
#Setup the call, the args and the kwargs
call = pmdwrapper(call)
for k, v in kwargs.iteritems():
try:
kwargs[k] = ast.literal_eval(v)
except:
pass
funcreturn = call(*args, **kwargs)
funcreturn = recursedict(vars(funcreturn))
response['data'] = funcreturn
return jsonify(response)
def post(module, method, module2=None):
"""
To make a POST using CURL to the flask dev server:
Fisher-Jenks using the Hartigan Olympic time example
curl -i -H "Content-Type: application/json" -X POST -d '{"args":["[12, 10.8, 11, 10.8, 10.8, 10.6, 10.8, 10.3, 10.3,10.3,10.4,10.5,10.2,10.0,9.9]"], "kwargs":{"k":5}}' http://localhost:5000/ap/esda/fisher_jenks/
or
Sample Jenks Caspall using the same example - note that sample
percentage is not passed.
curl -i -H "Content-Type: application/json" -X POST -d '{"args":["[12, 10.8, 11, 10.8, 10.8, 10.6, 10.8, 10.3, 10.3,10.3,10.4,10.5,10.2,10.0,9.9]"], "kwargs":{"k":5}}' http://localhost:5000/ai/esda/jenks_caspall_sampled/
or
Using the CherryPy server on port 8080
Queen from shapefile - NOTE: The file must be uploaded already
curl -i -H "Content-Type: application/json" -X POST -d '{"args":[NAT.shp]}' http://localhost:8080/api/weights/queen_from_shapefile/
"""
if not request.json:
response = {'status': 'error', 'data': {}}
response['data'] = 'Post datatype was not json'
return jsonify(response), 400
else:
response = {'status': 'success', 'data': {}}
#Setup the call, the args and the kwargs
if module2 == None:
call = pmdwrapper(funcs[module][method])
else:
call = pmdwrapper(funcs[module][module2][method])
#Parse the args
keys = request.json.keys()
req = request.json
#Setup the python arg / kwarg containers
args = []
kwargs = {}
if 'args' in keys:
for a in req['args']:
try:
args.append(ast.literal_eval(a))
except:
args.append(a)
if 'kwargs' in keys:
for k, v in req['kwargs'].iteritems():
try:
kwargs[k] = ast.literal_eval(v)
except:
kwargs[k] = v
# or if they are uploaded shapefiles
for i, a in enumerate(args):
try:
if a in UPLOADED_FILES:
args[i] = UPLOAD_FOLDER + '/' + a
shpname = a.split('.')[0]
except:
pass
try:
if a.split('_')[0] == 'cached':
cacheid = a.split('_')[1]
query = "SELECT Obj FROM WObj WHERE ID = {}".format(
cacheid)
cur = get_db().cursor().execute(query)
result = cur.fetchone()[0]
obj = cPickle.loads(str(result))
args[i] = obj
cur.close()
except:
pass
for k, v in kwargs.iteritems():
try:
if v in UPLOADED_FILES:
kwargs[k] = os.path.join(UPLOAD_FOLDER, v)
except:
pass
try:
if v.split('_')[0] == 'cached':
cacheid = v.split('_')[1]
query = "SELECT Obj FROM WObj WHERE ID = {}".format(
cacheid)
cur = get_db().cursor().execute(query)
result = cur.fetchone()[0]
obj = cPickle.loads(str(result))
kwargs[k] = obj
cur.close()
except:
pass
#This is a hack until I get the vector/list checking going on
if module == 'esda':
args[0] = np.array(args[0])
#Make the call and get the return items
funcreturn = call(*args, **kwargs)
#Write the W Object to the database
if isinstance(funcreturn, ps.W):
pdata = cPickle.dumps(funcreturn, cPickle.HIGHEST_PROTOCOL)
cur = get_db().cursor()
if method == 'queen_from_shapefile':
m = 'Queen'
else:
m = 'Rook'
indb = False
#Query the db to see if the name / type is in the db
query = "SELECT Type, Shapefile FROM WObj"
cur = get_db().cursor().execute(query)
result = cur.fetchall()
for r in result:
if r[0] == m and r[1] == shpname:
indb = True
break
if indb == False:
obj = (m, sqlite3.Binary(pdata), funcreturn._shpName)
cur.execute("INSERT INTO WObj values (NULL, ?, ?, ?)", obj)
get_db().commit()
cur.close()
response['data'] = {
'Shapefile': funcreturn._shpName,
'Weight Type': method
}
else:
funcreturn = recursedict(vars(funcreturn))
response['data'] = funcreturn
return jsonify(response)
def post(module,method, module2=None):
"""
To make a POST using CURL to the flask dev server:
Fisher-Jenks using the Hartigan Olympic time example
curl -i -H "Content-Type: application/json" -X POST -d '{"args":["[12, 10.8, 11, 10.8, 10.8, 10.6, 10.8, 10.3, 10.3,10.3,10.4,10.5,10.2,10.0,9.9]"], "kwargs":{"k":5}}' http://localhost:5000/ap/esda/fisher_jenks/
or
Sample Jenks Caspall using the same example - note that sample
percentage is not passed.
curl -i -H "Content-Type: application/json" -X POST -d '{"args":["[12, 10.8, 11, 10.8, 10.8, 10.6, 10.8, 10.3, 10.3,10.3,10.4,10.5,10.2,10.0,9.9]"], "kwargs":{"k":5}}' http://localhost:5000/ai/esda/jenks_caspall_sampled/
or
Using the CherryPy server on port 8080
Queen from shapefile - NOTE: The file must be uploaded already
curl -i -H "Content-Type: application/json" -X POST -d '{"args":[NAT.shp]}' http://localhost:8080/api/weights/queen_from_shapefile/
"""
if not request.json:
response = {'status':'error','data':{}}
response['data'] = 'Post datatype was not json'
return jsonify(response), 400
else:
response = {'status':'success','data':{}}
#Setup the call, the args and the kwargs
if module2 == None:
call = pmdwrapper(funcs[module][method])
else:
call = pmdwrapper(funcs[module][module2][method])
#Parse the args
keys = request.json.keys()
req = request.json
#Setup the python arg / kwarg containers
args = []
kwargs = {}
if 'args' in keys:
for a in req['args']:
try:
args.append(ast.literal_eval(a))
except:
args.append(a)
if 'kwargs' in keys:
for k, v in req['kwargs'].iteritems():
try:
kwargs[k] = ast.literal_eval(v)
except:
kwargs[k] = v
# or if they are uploaded shapefiles
for i, a in enumerate(args):
try:
if a in UPLOADED_FILES:
args[i] = UPLOAD_FOLDER + '/' + a
shpname = a.split('.')[0]
except: pass
try:
if a.split('_')[0] == 'cached':
cacheid = a.split('_')[1]
query = "SELECT Obj FROM WObj WHERE ID = {}".format(cacheid)
cur = get_db().cursor().execute(query)
result = cur.fetchone()[0]
obj = cPickle.loads(str(result))
args[i] = obj
cur.close()
except: pass
for k, v in kwargs.iteritems():
try:
if v in UPLOADED_FILES:
kwargs[k] = os.path.join(UPLOAD_FOLDER, v)
except: pass
try:
if v.split('_')[0] == 'cached':
cacheid = v.split('_')[1]
query = "SELECT Obj FROM WObj WHERE ID = {}".format(cacheid)
cur = get_db().cursor().execute(query)
result = cur.fetchone()[0]
obj = cPickle.loads(str(result))
kwargs[k] = obj
cur.close()
except: pass
#This is a hack until I get the vector/list checking going on
if module == 'esda':
args[0] = np.array(args[0])
#Make the call and get the return items
funcreturn = call(*args, **kwargs)
#Write the W Object to the database
if isinstance(funcreturn, ps.W):
pdata = cPickle.dumps(funcreturn, cPickle.HIGHEST_PROTOCOL)
cur = get_db().cursor()
if method == 'queen_from_shapefile':
m = 'Queen'
else:
m = 'Rook'
indb = False
#Query the db to see if the name / type is in the db
query = "SELECT Type, Shapefile FROM WObj"
cur = get_db().cursor().execute(query)
result = cur.fetchall()
for r in result:
if r[0] == m and r[1] == shpname:
indb = True
break
if indb == False:
obj = (m, sqlite3.Binary(pdata), funcreturn._shpName)
cur.execute("INSERT INTO WObj values (NULL, ?, ?, ?)",obj)
get_db().commit()
cur.close()
response['data'] = {'Shapefile':funcreturn._shpName,
'Weight Type':method}
else:
funcreturn = recursedict(vars(funcreturn))
response['data'] = funcreturn
return jsonify(response)
def post(request, module, method, module2=None):
"""
To make a POST using CURL:
Fisher-Jenks using the Hartigan Olympic time example
curl -i -H "Content-Type: application/json" -X POST -d '{"args":["[12, 10.8, 11, 10.8, 10.8, 10.6, 10.8, 10.3, 10.3,10.3,10.4,10.5,10.2,10.0,9.9]"], "kwargs":{"k":5}}' http://localhost:8080/api/esda/mapclassify/Fisher_Jenks/
or
Using the CherryPy server on port 8080
Queen from shapefile - NOTE: The file must be uploaded already
curl -i -H "Content-Type: application/json" -X POST -d '{"args":[NAT.shp]}' http://localhost:8080/api/weights/queen_from_shapefile/
or
curl -i -k -H "Content-Type: application/json" -u [email protected]:jay -X POST -d '{"args":{y":[12, 10.8, 11, 10.8, 10.8, 10.6, 10.8, 10.3, 10.3,10.3,10.4,10.5,10.2,10.0,9.9]}, "kwargs":{"k":5}}' https://webpool.csf.asu.edu/pysalrest/api/esda/mapclassify/Fisher_Jenks/
"""
#TODO: This needs a refactor badly - handling python objs, etc.
if not request.json:
response = {'status': 'error', 'data': {}}
response['data'] = 'Post datatype was not json'
return jsonify(response), 400
else:
response = {'status': 'success', 'data': {}}
#Setup the call, the args and the kwargs
if module2 == None:
argorder = getargorder(pysalfunctions[module][method])
call = pmdwrapper(pysalfunctions[module][method])
else:
argorder = getargorder(pysalfunctions[module][module2][method])
call = pmdwrapper(pysalfunctions[module][module2][method])
#Parse the args
keys = request.json.keys()
req = request.json
#Setup the python arg / kwarg containers
args = []
kwargs = {}
if 'args' in keys:
for a in argorder:
if a in req['args'].keys():
#Try to treat as a url, assuming tokenized input
value = req['args'][a]
value = gettoken(value)
if not value:
value = req['args'][a]
if not a:
return {
'status': 'failure',
'message':
'Unable to get data from url: {}'.format(a)
}
#Try to cast the data to a python type
try:
pythonarg = ast.literal_eval(value)
except:
pythonarg = value
args.append(pythonarg)
#An unexpected argument was provided
else:
print "Arg {} not found in inputs. Trying anyway".format(a)
if 'kwargs' in keys:
for k, v in req['kwargs'].iteritems():
#Try to treat as a token
value = v
value = gettoken(v)
if not value:
value = v
#Try to cast the response to a json object
try:
kwargs[k] = ast.literal_eval(v)
except:
kwargs[k] = v
# or if they are uploaded shapefiles
for i, a in enumerate(args):
try:
if a in UPLOADED_FILES:
args[i] = UPLOAD_FOLDER + '/' + a
shpname = a.split('.')[0]
except:
pass
try:
if a.split('_')[0] == 'cached':
cacheid = a.split('_')[1]
#Get the object out of the DB
result = UserPyObj.query.filter_by(id=cacheid).first()
obj = cPickle.loads(str(result.pyobj))
args[i] = obj
except:
pass
if isinstance(a, list):
arr = np.array(a)
args[i] = np.array(a)
for k, v in kwargs.iteritems():
try:
if v in UPLOADED_FILES:
kwargs[k] = os.path.join(UPLOAD_FOLDER, v)
except:
pass
try:
if v.split('_')[0] == 'cached':
cacheid = v.split('_')[1]
query = "SELECT Obj FROM WObj WHERE ID = {}".format(
cacheid)
cur = get_db().cursor().execute(query)
result = cur.fetchone()[0]
obj = cPickle.loads(str(result))
kwargs[k] = obj
cur.close()
except:
pass
#Explicit duck typing
#Make the call and get the return items
try:
funcreturn = call(*args, **kwargs)
except:
try:
for i, a in enumerate(args):
if isinstance(a, list):
args[i] = np.array(args[i]).reshape(-1, 1)
if isinstance(a, np.ndarray):
args[i] = a.reshape(-1, 1)
funcreturn = call(*args, **kwargs)
except:
for i, a in enumerate(args):
if isinstance(a, list):
args[i] = np.array(args[i]).reshape(1, -1)
funcreturn = call(*args, **kwargs)
pdata = cPickle.dumps(funcreturn, cPickle.HIGHEST_PROTOCOL)
datahashvalues = '{}_{}'.format(time.time(), funcreturn)
datahash = hashlib.md5(datahashvalues).hexdigest()
insertrow = UserPyObj(g.user.id, pdata, method, datahash=datahash)
db.session.add(insertrow)
db.session.commit()
#Extract the response (attributes) from the function return and assign href for each
try:
attributes = inspect.getmembers(
funcreturn, lambda a: not (inspect.isroutine(a)))
publicattributes = [
a for a in attributes
if not (a[0].startswith('_') and a[0].startswith('__'))
]
except:
pass
#Build the response
response['data'] = {}
for a in publicattributes:
response['data'][a[0]] = {
'type': '{}'.format(type(a[1])),
'href': 'mydata/{}/{}'.format(datahash, a[0])
}
response['data']['full_results'] = {
'type': 'obj',
'href': 'mydata/{}/full'.format(datahash)
}
response['data']['raw'] = {
'type': 'python_object',
'href': 'mydata/{}/raw'.format(datahash)
}
return response
