def find_most_violated_constraint(x, y, sm, sparm):
"""Return ybar associated with x's most violated constraint.
Returns the label ybar for pattern x corresponding to the most
violated constraint according to SVM^struct cost function. To
find which cost function you should use, check sparm.loss_type for
whether this is slack or margin rescaling (1 or 2 respectively),
and check sparm.slack_norm for whether the slack vector is in an
L1-norm or L2-norm in the QP (1 or 2 respectively).
If this function is not implemented, this function is equivalent
to 'classify(x, sm, sparm)'. The optimality guarantees of
Tsochantaridis et al. no longer hold, since this doesn't take the
loss into account at all, but it isn't always a terrible
approximation. One still technically maintains the empirical
risk bound condition, but without any regularization.
score = classify_example(x,sm,sparm)
discy, discny = y*score, -y*score + 1
if discy > discny: return y
return -y"""
import os
import os.path as path
import jnius_config
from jnius import autoclass
global x_to_file_dictionary
jnius_config.add_classpath(os.path.dirname(__file__) + "/*")
print jnius_config.expand_classpath()
System = autoclass('java.lang.System')
print System.getProperty('java.class.path')
IHT = autoclass('edu.albany.cs.ssvmCSD.IHT_Bridge')
file_name = x_to_file_dictionary[str(x)]
print 'constrain func:', file_name
iht_ins = IHT(
path.abspath(path.join(__file__, "../../../../../..")) + "/data/" +
file_name)
ybar = iht_ins.getX()
print 'ybar:-', ybar
return ybar
def expand_classpath():
return jnius_config.expand_classpath()
from pprint import pprint
from unicorn.arm_const import UC_ARM_REG_PC
from oputil.opsim import MemoryMap
from oputil.opsim import firmware
# noinspection PyUnresolvedReferences
__all__ = ["ThumbSJ", "run_sj"]
cwd = os.getcwd()
os.chdir(r"C:\Program Files\Java\jdk1.8.0_171\jre\bin\server")
import jnius_config
jnius_config.expand_classpath()
jnius_config.add_classpath(
r"C:\Users\EcmaXp\Dropbox\Projects\ThumbSJ\out\production\ThumbSJ")
jnius_config.options += [
"-agentlib:jdwp=transport=dt_socket,server=y,suspend=y,address=5005"
# "-XX:+UnlockDiagnosticVMOptions",
# "-XX:+PrintCompilation",
# "-XX:+PrintInlining",
]
# noinspection PyUnresolvedReferences
import java
with java:
# noinspection PyUnresolvedReferences
from kr.pe.ecmaxp.thumbsj import CPU, MemoryFlag, Handler
import os
import os.path as path
import jnius_config
jnius_config.add_classpath(os.path.dirname(__file__) + "/*")
print jnius_config.expand_classpath()
from jnius import autoclass
System = autoclass('java.lang.System')
print System.getProperty('java.class.path')
IHT = autoclass('edu.albany.cs.ssvmCSD.IHT_Bridge')
iht_ins = IHT(
path.abspath(path.join(__file__, "../../../../../..")) +
"/data/APDM-GridData-100-precen_0.05-noise_0-numCC_1_0.txt")
print iht_ins.getX()