def get_monitoring_channels(self, V):
try:
self.compile_mode()
rval = {}
#from_ip = self.inference_procedure.get_monitoring_channels(V, self)
#rval.update(from_ip)
if self.monitor_params:
for param in self.get_params():
rval[param.name + '_min'] = full_min(param)
rval[param.name + '_mean'] = T.mean(param)
rval[param.name + '_max'] = full_max(param)
if 'W' in param.name:
norms = theano_norms(param)
rval[param.name + '_norms_min' ]= T.min(norms)
rval[param.name + '_norms_mean'] = T.mean(norms)
rval[param.name + '_norms_max'] = T.max(norms)
new_rval = {}
for key in rval:
new_rval[self.monitoring_channel_prefix+key] = rval[key]
rval = new_rval
return rval
finally:
self.deploy_mode()
def get_monitoring_channels(self, V, Y=None):
try:
self.compile_mode()
rval = {}
#from_ip = self.inference_procedure.get_monitoring_channels(V, self)
#rval.update(from_ip)
if self.monitor_params:
for param in self.get_params():
rval[param.name + '_min'] = full_min(param)
rval[param.name + '_mean'] = T.mean(param)
rval[param.name + '_max'] = full_max(param)
if 'W' in param.name:
norms = theano_norms(param)
rval[param.name + '_norms_min'] = T.min(norms)
rval[param.name + '_norms_mean'] = T.mean(norms)
rval[param.name + '_norms_max'] = T.max(norms)
new_rval = {}
for key in rval:
new_rval[self.monitoring_channel_prefix + key] = rval[key]
rval = new_rval
return rval
finally:
self.deploy_mode()
def get_monitoring_channels(self, data):
"""
.. todo::
WRITEME
"""
space, source = self.get_monitoring_data_specs()
space.validate(data)
V = data
try:
self.compile_mode()
rval = {}
#from_ip = self.inference_procedure.get_monitoring_channels(V, self)
#rval.update(from_ip)
if self.monitor_params:
for param in self.get_params():
rval[param.name + '_min'] = full_min(param)
rval[param.name + '_mean'] = T.mean(param)
rval[param.name + '_max'] = full_max(param)
if 'W' in param.name:
norms = theano_norms(param)
rval[param.name + '_norms_min' ]= T.min(norms)
rval[param.name + '_norms_mean'] = T.mean(norms)
rval[param.name + '_norms_max'] = T.max(norms)
new_rval = {}
for key in rval:
new_rval[self.monitoring_channel_prefix+key] = rval[key]
rval = new_rval
return rval
finally:
self.deploy_mode()