def __init__(self):
self.speedUpBonds = False
self.removeBreakerCodelets = False
self.removeTerracedScan = False
self.pressures = CoderackPressures()
self.pressures.initialisePressures()
self.reset()
self.initialCodeletNames = ('bottom-up-bond-scout',
'replacement-finder',
'bottom-up-correspondence-scout')
self.codeletMethodsDir = None
self.runCodelets = {}
self.postings = {}
def __init__(self):
#logging.debug('coderack.__init__()')
self.speedUpBonds = False
self.removeBreakerCodelets = False
self.removeTerracedScan = False
self.pressures = CoderackPressures()
self.pressures.initialisePressures()
self.reset()
self.initialCodeletNames = ('bottom-up-bond-scout', 'replacement-finder', 'bottom-up-correspondence-scout')
self.codeletMethodsDir = None
self.runCodelets = {}
self.postings = {}
class CodeRack(object):
def __init__(self):
self.speedUpBonds = False
self.removeBreakerCodelets = False
self.removeTerracedScan = False
self.pressures = CoderackPressures()
self.pressures.initialisePressures()
self.reset()
self.initialCodeletNames = ('bottom-up-bond-scout',
'replacement-finder',
'bottom-up-correspondence-scout')
self.codeletMethodsDir = None
self.runCodelets = {}
self.postings = {}
def reset(self):
from temperature import temperature
self.codelets = []
self.codeletsRun = 0
temperature.clamped = True
self.pressures.reset()
def updateCodelets(self):
if self.codeletsRun > 0:
self.postTopDownCodelets()
self.postBottomUpCodelets()
def post(self, codelet):
self.postings[codelet.name] = self.postings.get(codelet.name, 0) + 1
self.pressures.addCodelet(codelet)
self.codelets += [codelet]
if len(self.codelets) > 100:
oldCodelet = self.chooseOldCodelet()
self.removeCodelet(oldCodelet)
def postTopDownCodelets(self):
for node in slipnet.slipnodes:
logging.info('Trying slipnode: %s', node.get_name())
if node.activation != 100.0:
continue
logging.info('using slipnode: %s', node.get_name())
for codeletName in node.codelets:
probability = workspaceFormulas.probabilityOfPosting(
codeletName)
howMany = workspaceFormulas.howManyToPost(codeletName)
for _ in range(0, howMany):
if random.random() >= probability:
continue
urgency = getUrgencyBin(
node.activation * node.conceptualDepth / 100.0)
codelet = Codelet(codeletName, urgency, self.codeletsRun)
codelet.arguments += [node]
logging.info('Post top down: %s, with urgency: %d',
codelet.name, urgency)
self.post(codelet)
def postBottomUpCodelets(self):
logging.info("posting bottom up codelets")
self.__postBottomUpCodelets('bottom-up-description-scout')
self.__postBottomUpCodelets('bottom-up-bond-scout')
self.__postBottomUpCodelets('group-scout--whole-string')
self.__postBottomUpCodelets('bottom-up-correspondence-scout')
self.__postBottomUpCodelets('important-object-correspondence-scout')
self.__postBottomUpCodelets('replacement-finder')
self.__postBottomUpCodelets('rule-scout')
self.__postBottomUpCodelets('rule-translator')
if not self.removeBreakerCodelets:
self.__postBottomUpCodelets('breaker')
def __postBottomUpCodelets(self, codeletName):
probability = workspaceFormulas.probabilityOfPosting(codeletName)
howMany = workspaceFormulas.howManyToPost(codeletName)
if self.speedUpBonds:
if 'bond' in codeletName or 'group' in codeletName:
howMany *= 3
urgency = 3
if codeletName == 'breaker':
urgency = 1
if formulas.Temperature < 25.0 and 'translator' in codeletName:
urgency = 5
for _ in range(0, howMany):
if random.random() < probability:
codelet = Codelet(codeletName, urgency, self.codeletsRun)
self.post(codelet)
def removeCodelet(self, codelet):
self.codelets.remove(codelet)
self.pressures.removeCodelet(codelet)
def newCodelet(self, name, oldCodelet, strength, arguments=None):
logging.debug('Posting new codelet called %s', name)
urgency = getUrgencyBin(strength)
newCodelet = Codelet(name, urgency, self.codeletsRun)
if arguments:
newCodelet.arguments = [arguments]
else:
newCodelet.arguments = oldCodelet.arguments
newCodelet.pressure = oldCodelet.pressure
self.tryRun(newCodelet)
# pylint: disable=too-many-arguments
def proposeRule(self, facet, description, category, relation, oldCodelet):
"""Creates a proposed rule, and posts a rule-strength-tester codelet.
The new codelet has urgency a function of
the degree of conceptual-depth of the descriptions in the rule
"""
from rule import Rule
rule = Rule(facet, description, category, relation)
rule.updateStrength()
if description and relation:
depths = description.conceptualDepth + relation.conceptualDepth
depths /= 200.0
urgency = math.sqrt(depths) * 100.0
else:
urgency = 0
self.newCodelet('rule-strength-tester', oldCodelet, urgency, rule)
def proposeCorrespondence(self, initialObject, targetObject,
conceptMappings, flipTargetObject, oldCodelet):
from correspondence import Correspondence
correspondence = Correspondence(initialObject, targetObject,
conceptMappings, flipTargetObject)
for mapping in conceptMappings:
mapping.initialDescriptionType.buffer = 100.0
mapping.initialDescriptor.buffer = 100.0
mapping.targetDescriptionType.buffer = 100.0
mapping.targetDescriptor.buffer = 100.0
mappings = correspondence.distinguishingConceptMappings()
urgency = sum(mapping.strength() for mapping in mappings)
numberOfMappings = len(mappings)
if urgency:
urgency /= numberOfMappings
binn = getUrgencyBin(urgency)
logging.info('urgency: %s, number: %d, bin: %d',
urgency, numberOfMappings, binn)
self.newCodelet('correspondence-strength-tester',
oldCodelet, urgency, correspondence)
def proposeDescription(self, objekt, type_, descriptor, oldCodelet):
from description import Description
description = Description(objekt, type_, descriptor)
descriptor.buffer = 100.0
urgency = type_.activation
self.newCodelet('description-strength-tester',
oldCodelet, urgency, description)
def proposeSingleLetterGroup(self, source, codelet):
self.proposeGroup([source], [], slipnet.samenessGroup, None,
slipnet.letterCategory, codelet)
def proposeGroup(self, objects, bondList, groupCategory, directionCategory,
bondFacet, oldCodelet):
from group import Group
bondCategory = groupCategory.getRelatedNode(slipnet.bondCategory)
bondCategory.buffer = 100.0
if directionCategory:
directionCategory.buffer = 100.0
group = Group(objects[0].string, groupCategory, directionCategory,
bondFacet, objects, bondList)
urgency = bondCategory.bondDegreeOfAssociation()
self.newCodelet('group-strength-tester', oldCodelet, urgency, group)
def proposeBond(self, source, destination, bondCategory, bondFacet,
sourceDescriptor, destinationDescriptor, oldCodelet):
from bond import Bond
bondFacet.buffer = 100.0
sourceDescriptor.buffer = 100.0
destinationDescriptor.buffer = 100.0
bond = Bond(source, destination, bondCategory, bondFacet,
sourceDescriptor, destinationDescriptor)
urgency = bondCategory.bondDegreeOfAssociation()
self.newCodelet('bond-strength-tester', oldCodelet, urgency, bond)
def chooseOldCodelet(self):
# selects an old codelet to remove from the coderack
# more likely to select lower urgency codelets
if not len(self.codelets):
return None
urgencies = []
for codelet in self.codelets:
urgency = ((coderack.codeletsRun - codelet.timeStamp) *
(7.5 - codelet.urgency))
urgencies += [urgency]
threshold = random.random() * sum(urgencies)
sumOfUrgencies = 0.0
for i in range(0, len(self.codelets)):
sumOfUrgencies += urgencies[i]
if sumOfUrgencies > threshold:
return self.codelets[i]
return self.codelets[0]
def postInitialCodelets(self):
for name in self.initialCodeletNames:
for _ in range(0, workspaceFormulas.numberOfObjects()):
codelet = Codelet(name, 1, self.codeletsRun)
self.post(codelet)
codelet2 = Codelet(name, 1, self.codeletsRun)
self.post(codelet2)
def tryRun(self, newCodelet):
if self.removeTerracedScan:
self.run(newCodelet)
else:
self.post(newCodelet)
def getCodeletmethods(self):
import codeletMethods
self.codeletMethodsDir = dir(codeletMethods)
knownCodeletNames = (
'breaker',
'bottom-up-description-scout',
'top-down-description-scout',
'description-strength-tester',
'description-builder',
'bottom-up-bond-scout',
'top-down-bond-scout--category',
'top-down-bond-scout--direction',
'bond-strength-tester',
'bond-builder',
'top-down-group-scout--category',
'top-down-group-scout--direction',
'group-scout--whole-string',
'group-strength-tester',
'group-builder',
'replacement-finder',
'rule-scout',
'rule-strength-tester',
'rule-builder',
'rule-translator',
'bottom-up-correspondence-scout',
'important-object-correspondence-scout',
'correspondence-strength-tester',
'correspondence-builder',)
self.methods = {}
for codeletName in knownCodeletNames:
methodName = re.sub('[ -]', '_', codeletName)
if methodName not in self.codeletMethodsDir:
raise NotImplementedError(
'Cannot find %s in codeletMethods' % methodName)
method = getattr(codeletMethods, methodName)
self.methods[methodName] = method
def chooseAndRunCodelet(self):
if not len(coderack.codelets):
coderack.postInitialCodelets()
codelet = self.chooseCodeletToRun()
if codelet:
self.run(codelet)
def chooseCodeletToRun(self):
if not self.codelets:
return None
temp = formulas.Temperature
scale = (100.0 - temp + 10.0) / 15.0
urgsum = 0.0
for codelet in self.codelets:
urg = codelet.urgency ** scale
urgsum += urg
r = random.random()
threshold = r * urgsum
chosen = None
urgencySum = 0.0
logging.info('temperature: %f', formulas.Temperature)
logging.info('actualTemperature: %f', formulas.actualTemperature)
logging.info('Slipnet:')
for node in slipnet.slipnodes:
logging.info("\tnode %s, activation: %d, buffer: %d, depth: %s",
node.get_name(), node.activation, node.buffer,
node.conceptualDepth)
logging.info('Coderack:')
for codelet in self.codelets:
logging.info('\t%s, %d', codelet.name, codelet.urgency)
from workspace import workspace
workspace.initial.log("Initial: ")
workspace.target.log("Target: ")
for codelet in self.codelets:
urgencySum += codelet.urgency ** scale
if not chosen and urgencySum > threshold:
chosen = codelet
break
if not chosen:
chosen = self.codelets[0]
self.removeCodelet(chosen)
logging.info('chosen codelet\n\t%s, urgency = %s',
chosen.name, chosen.urgency)
return chosen
def run(self, codelet):
methodName = re.sub('[ -]', '_', codelet.name)
self.codeletsRun += 1
self.runCodelets[methodName] = self.runCodelets.get(methodName, 0) + 1
if not self.codeletMethodsDir:
self.getCodeletmethods()
method = self.methods[methodName]
if not method:
raise ValueError('Found %s in codeletMethods, but cannot get it',
methodName)
if not callable(method):
raise RuntimeError('Cannot call %s()' % methodName)
args, _varargs, _varkw, _defaults = inspect.getargspec(method)
try:
if 'codelet' in args:
method(codelet)
else:
method()
except AssertionError:
pass
class CodeRack(object):
def __init__(self):
#logging.debug('coderack.__init__()')
self.speedUpBonds = False
self.removeBreakerCodelets = False
self.removeTerracedScan = False
self.pressures = CoderackPressures()
self.pressures.initialisePressures()
self.reset()
self.initialCodeletNames = ('bottom-up-bond-scout',
'replacement-finder',
'bottom-up-correspondence-scout')
self.codeletMethodsDir = None
self.runCodelets = {}
self.postings = {}
def reset(self):
#logging.debug('coderack.reset()')
from temperature import temperature
self.codelets = []
self.codeletsRun = 0
temperature.clamped = True
self.pressures.reset()
def updateCodelets(self):
if self.codeletsRun > 0:
self.postTopDownCodelets()
self.postBottomUpCodelets()
def post(self, codelet):
self.postings[codelet.name] = self.postings.get(codelet.name, 0) + 1
self.pressures.addCodelet(codelet)
self.codelets += [codelet]
if len(self.codelets) > 100:
oldCodelet = self.chooseOldCodelet()
self.removeCodelet(oldCodelet)
def postTopDownCodelets(self):
for node in slipnet.slipnodes:
#logging.info('Trying slipnode: %s' % node.get_name())
if node.activation != 100.0:
continue
#logging.info('using slipnode: %s' % node.get_name())
for codeletName in node.codelets:
probability = workspaceFormulas.probabilityOfPosting(
codeletName)
howMany = workspaceFormulas.howManyToPost(codeletName)
for _ in range(0, howMany):
if random.random() >= probability:
continue
urgency = getUrgencyBin(node.activation *
node.conceptualDepth / 100.0)
codelet = Codelet(codeletName, urgency, self.codeletsRun)
codelet.arguments += [node]
logging.info('Post top down: %s, with urgency: %d',
codelet.name, urgency)
self.post(codelet)
def postBottomUpCodelets(self):
logging.info("posting bottom up codelets")
self.__postBottomUpCodelets('bottom-up-description-scout')
self.__postBottomUpCodelets('bottom-up-bond-scout')
self.__postBottomUpCodelets('group-scout--whole-string')
self.__postBottomUpCodelets('bottom-up-correspondence-scout')
self.__postBottomUpCodelets('important-object-correspondence-scout')
self.__postBottomUpCodelets('replacement-finder')
self.__postBottomUpCodelets('rule-scout')
self.__postBottomUpCodelets('rule-translator')
if not self.removeBreakerCodelets:
self.__postBottomUpCodelets('breaker')
def __postBottomUpCodelets(self, codeletName):
probability = workspaceFormulas.probabilityOfPosting(codeletName)
howMany = workspaceFormulas.howManyToPost(codeletName)
#if codeletName == 'bottom-up-bond-scout':
# print 'post --> %f:%d' % (probability,howMany)
if self.speedUpBonds:
if 'bond' in codeletName or 'group' in codeletName:
howMany *= 3
urgency = 3
if codeletName == 'breaker':
urgency = 1
if formulas.Temperature < 25.0 and 'translator' in codeletName:
urgency = 5
for _ in range(0, howMany):
if random.random() < probability:
codelet = Codelet(codeletName, urgency, self.codeletsRun)
self.post(codelet)
def removeCodelet(self, codelet):
self.codelets.remove(codelet)
self.pressures.removeCodelet(codelet)
def newCodelet(self, name, oldCodelet, strength, arguments=None):
#logging.debug('Posting new codelet called %s' % name)
urgency = getUrgencyBin(strength)
newCodelet = Codelet(name, urgency, self.codeletsRun)
if arguments:
newCodelet.arguments = [arguments]
else:
newCodelet.arguments = oldCodelet.arguments
newCodelet.pressure = oldCodelet.pressure
self.tryRun(newCodelet)
# pylint: disable=too-many-arguments
def proposeRule(self, facet, description, category, relation, oldCodelet):
"""Creates a proposed rule, and posts a rule-strength-tester codelet.
The new codelet has urgency a function of
the degree of conceptual-depth of the descriptions in the rule
"""
from rule import Rule
rule = Rule(facet, description, category, relation)
rule.updateStrength()
if description and relation:
depths = description.conceptualDepth + relation.conceptualDepth
depths /= 200.0
urgency = math.sqrt(depths) * 100.0
else:
urgency = 0
self.newCodelet('rule-strength-tester', oldCodelet, urgency, rule)
def proposeCorrespondence(self, initialObject, targetObject,
conceptMappings, flipTargetObject, oldCodelet):
from correspondence import Correspondence
correspondence = Correspondence(initialObject, targetObject,
conceptMappings, flipTargetObject)
for mapping in conceptMappings:
mapping.initialDescriptionType.buffer = 100.0
mapping.initialDescriptor.buffer = 100.0
mapping.targetDescriptionType.buffer = 100.0
mapping.targetDescriptor.buffer = 100.0
mappings = correspondence.distinguishingConceptMappings()
urgency = sum([mapping.strength() for mapping in mappings])
numberOfMappings = len(mappings)
if urgency:
urgency /= numberOfMappings
binn = getUrgencyBin(urgency)
logging.info('urgency: %s, number: %d, bin: %d', urgency,
numberOfMappings, binn)
self.newCodelet('correspondence-strength-tester', oldCodelet, urgency,
correspondence)
def proposeDescription(self, objekt, type_, descriptor, oldCodelet):
from description import Description
description = Description(objekt, type_, descriptor)
descriptor.buffer = 100.0
urgency = type_.activation
self.newCodelet('description-strength-tester', oldCodelet, urgency,
description)
def proposeSingleLetterGroup(self, source, codelet):
self.proposeGroup([source], [], slipnet.samenessGroup, None,
slipnet.letterCategory, codelet)
def proposeGroup(self, objects, bondList, groupCategory, directionCategory,
bondFacet, oldCodelet):
from group import Group
bondCategory = groupCategory.getRelatedNode(slipnet.bondCategory)
bondCategory.buffer = 100.0
if directionCategory:
directionCategory.buffer = 100.0
group = Group(objects[0].string, groupCategory, directionCategory,
bondFacet, objects, bondList)
urgency = bondCategory.bondDegreeOfAssociation()
self.newCodelet('group-strength-tester', oldCodelet, urgency, group)
def proposeBond(self, source, destination, bondCategory, bondFacet,
sourceDescriptor, destinationDescriptor, oldCodelet):
from bond import Bond
bondFacet.buffer = 100.0
sourceDescriptor.buffer = 100.0
destinationDescriptor.buffer = 100.0
bond = Bond(source, destination, bondCategory, bondFacet,
sourceDescriptor, destinationDescriptor)
urgency = bondCategory.bondDegreeOfAssociation()
self.newCodelet('bond-strength-tester', oldCodelet, urgency, bond)
def chooseOldCodelet(self):
# selects an old codelet to remove from the coderack
# more likely to select lower urgency codelets
if not len(self.codelets):
return None
urgencies = []
for codelet in self.codelets:
urgency = ((coderack.codeletsRun - codelet.timeStamp) *
(7.5 - codelet.urgency))
urgencies += [urgency]
threshold = random.random() * sum(urgencies)
sumOfUrgencies = 0.0
for i in range(0, len(self.codelets)):
sumOfUrgencies += urgencies[i]
if sumOfUrgencies > threshold:
return self.codelets[i]
return self.codelets[0]
def postInitialCodelets(self):
for name in self.initialCodeletNames:
for _ in range(0, workspaceFormulas.numberOfObjects()):
codelet = Codelet(name, 1, self.codeletsRun)
self.post(codelet)
codelet2 = Codelet(name, 1, self.codeletsRun)
self.post(codelet2)
def tryRun(self, newCodelet):
if self.removeTerracedScan:
self.run(newCodelet)
else:
self.post(newCodelet)
def getCodeletmethods(self):
import codeletMethods
self.codeletMethodsDir = dir(codeletMethods)
knownCodeletNames = (
'breaker',
'bottom-up-description-scout',
'top-down-description-scout',
'description-strength-tester',
'description-builder',
'bottom-up-bond-scout',
'top-down-bond-scout--category',
'top-down-bond-scout--direction',
'bond-strength-tester',
'bond-builder',
'top-down-group-scout--category',
'top-down-group-scout--direction',
'group-scout--whole-string',
'group-strength-tester',
'group-builder',
'replacement-finder',
'rule-scout',
'rule-strength-tester',
'rule-builder',
'rule-translator',
'bottom-up-correspondence-scout',
'important-object-correspondence-scout',
'correspondence-strength-tester',
'correspondence-builder',
)
self.methods = {}
for codeletName in knownCodeletNames:
methodName = re.sub('[ -]', '_', codeletName)
if methodName not in self.codeletMethodsDir:
raise NotImplementedError('Cannot find %s in codeletMethods' %
methodName)
method = getattr(codeletMethods, methodName)
self.methods[methodName] = method
def chooseAndRunCodelet(self):
if not len(coderack.codelets):
coderack.postInitialCodelets()
codelet = self.chooseCodeletToRun()
if codelet:
self.run(codelet)
def chooseCodeletToRun(self):
if not self.codelets:
return None
temp = formulas.Temperature
scale = (100.0 - temp + 10.0) / 15.0
urgsum = 0.0
for codelet in self.codelets:
urg = codelet.urgency**scale
urgsum += urg
r = random.random()
threshold = r * urgsum
chosen = None
urgencySum = 0.0
logging.info('temperature: %f', formulas.Temperature)
logging.info('actualTemperature: %f', formulas.actualTemperature)
logging.info('Slipnet:')
for node in slipnet.slipnodes:
logging.info("\tnode %s, activation: %d, buffer: %d, depth: %s",
node.get_name(), node.activation, node.buffer,
node.conceptualDepth)
logging.info('Coderack:')
for codelet in self.codelets:
logging.info('\t%s, %d', codelet.name, codelet.urgency)
from workspace import workspace
workspace.initial.log("Initial: ")
workspace.target.log("Target: ")
for codelet in self.codelets:
urgencySum += codelet.urgency**scale
if not chosen and urgencySum > threshold:
chosen = codelet
break
if not chosen:
chosen = self.codelets[0]
self.removeCodelet(chosen)
logging.info('chosen codelet\n\t%s, urgency = %s', chosen.name,
chosen.urgency)
return chosen
def run(self, codelet):
methodName = re.sub('[ -]', '_', codelet.name)
self.codeletsRun += 1
self.runCodelets[methodName] = self.runCodelets.get(methodName, 0) + 1
#if self.codeletsRun > 2000:
#import sys
#print "running too many codelets"
#for name,count in self.postings.iteritems():
#print '%d:%s' % (count,name)
#raise ValueError
#else:
# print 'running %d' % self.codeletsRun
if not self.codeletMethodsDir:
self.getCodeletmethods()
#if not self.codeletMethodsDir:
method = self.methods[methodName]
if not method:
raise ValueError('Found %s in codeletMethods, but cannot get it',
methodName)
if not callable(method):
raise RuntimeError('Cannot call %s()' % methodName)
args, _varargs, _varkw, _defaults = inspect.getargspec(method)
#global codeletsUsed
#codeletsUsed[methodName] = codeletsUsed.get(methodName,0) + 1
try:
if 'codelet' in args:
method(codelet)
else:
method()
except AssertionError:
pass