crfsuite-0.12.Windows.amd64.crfsuite.dll Maven / Gradle / Ivy

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Jcrfsuite is a Java interface for crfsuite, a fast implementation of Conditional Random Fields, using SWIG and class injection technique
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?f???u?????????Operation successfulInvalid argument to functionInsufficient memory to complete operationcEntry does not existNo more entries in rangecEntry already existsUNKNOWN ERRORtypetypetypeThe strategy for updating feature weights: {
    0: PA without slack variables,
    1: PA type I,
    2: PA type II
}.
The aggressiveness parameter.cc: %f

error_sensitiveerror_sensitiveConsider the number of incorrect labels to the cost function.error_sensitiveaveraging
averagingmax_iterationsThe maximum number of iterations.Compute the average of feature weights (similarly to Averaged Perceptron).
averaging
max_iterationsmax_iterationsepsilonepsilonThe stopping criterion (the mean loss).epsilonPassive Aggressive

type: %d

error_sensitive: %d
averaging: %d
max_iterations: %d

epsilon: %f
***** Iteration #%d *****
%f
Loss: %f

Feature norm: %f
c2Seconds required for this iteration: %.3f
c2Terminated with the stopping criterion
Total seconds required for training: %.3f
c2Feature generation

type: CRF1d
feature.minfreq: %f
feature.possible_states: %d
feature.possible_transitions: %d
period
Number of features: %d
Seconds required: %.3f
Storing the model

Number of active features: %d (%d)

Number of active attributes: %d (%d)
Number of active labels: %d (%d)
period
Writing labels
Writing attributes

Writing feature references for transitions

Writing feature references for attributes

Seconds required: %.3f
feature.minfreqfeature.minfreqThe minimum frequency of features.
feature.minfreqfeature.possible_statesfeature.possible_statesForce to generate possible state features.
feature.possible_statesfeature.possible_transitionsfeature.possible_transitionsForce to generate possible transition features.feature.possible_transitions***** Epoch #%d *****
ERROR: overflow loss
Loss: %f
period%dImprovement ratio: %f
Feature L2-norm: %f
Learning rate (eta): %f
delta%fTotal number of feature updates: %.0f
Seconds required for this iteration: %.3f
intSGD terminated with the stopping criteria

SGD terminated with the maximum number of iterations
SGD terminated with error code (%d)
Calibrating the learning rate (eta)
calibration.eta: %f
calibration.rate: %f
calibration.samples: %d
deltastringc1calibration.candidates: %d
c1calibration.max_trials: %d
c1Initial loss: %f
c2Trial #%d (eta = %f): %f (worse)
c2Best learning rate (eta): %f
Seconds required: %.3f
Coefficient for L2 regularization.c2max_iterationsmax_iterationsThe maximum number of iterations (epochs) for SGD optimization.max_iterationsThe duration of iterations to test the stopping criterion.The threshold for the stopping criterion; an optimization process stops when
the improvement of the log likelihood over the last ${period} iterations is no
greater than this threshold.deltaperiod
calibration.etacalibration.etaThe initial value of learning rate (eta) used for calibration.calibration.etacalibration.rategammaperiod
calibration.rateThe rate of increase/decrease of learning rate for calibration.calibration.rategammaperiodwbcalibration.samplesrbcalibration.samples}
The number of instances used for calibration.calibration.samples
calibration.candidatescalibration.candidatesThe number of candidates of learning rate.}
calibration.candidatescalibration.max_trialscalibration.max_trialscalibration.max_trialsThe maximum number of trials of learning rates for calibration.Stochastic Gradient Descent (SGD)

c2: %f
max_iterations: %d
}
period: %d

delta: %f
}
Loss: %f

Total seconds required for training: %.3f
}
max_iterationsmax_iterationsThe maximum number of iterations.
max_iterationsepsilonepsilonThe stopping criterion (the ratio of incorrect label predictions).
epsilonAveraged perceptron
max_iterations: %d
0epsilon: %f
***** Iteration #%d *****
%dLoss: %f
train/.Feature norm: %f
crf1d/
Seconds required for this iteration: %.3f
Terminated with the stopping criterion
Total seconds required for training: %.3f
variancevarianceThe initial variance of every feature weight.varianceTradeoff parameter.gammamax_iterationsmax_iterationsThe maximum number of iterations.max_iterationsepsilonepsilonThe stopping criterion (the mean loss).epsilonAdaptive Regularization of Weights (AROW)
variance: %f
gamma: %f
max_iterations: %d
epsilon: %f
***** Iteration #%d *****
Loss: %f
Feature norm: %f
Seconds required for this iteration: %.3f
Terminated with the stopping criterion
Total seconds required for training: %.3f
floatunknown***** Iteration #%d *****
Loss: %f
Feature norm: %f
Error norm: %f
Active features: %d
Line search trials: %d
Line search step: %f
Seconds required for this iteration: %.3f
Coefficient for L1 regularization.Coefficient for L2 regularization.max_iterationsmax_iterationsThe maximum number of iterations for L-BFGS optimization.max_iterationsnum_memoriesnum_memoriesThe number of limited memories for approximating the inverse hessian matrix.num_memoriesepsilonepsilonEpsilon for testing the convergence of the objective.epsilonThe duration of iterations to test the stopping criterion.deltadeltaThe threshold for the stopping criterion; an L-BFGS iteration stops when the
improvement of the log likelihood over the last ${period} iterations is no
greater than this threshold.deltalinesearchlinesearchThe line search algorithm used in L-BFGS updates:
{   'MoreThuente': More and Thuente's method,
    'Backtracking': Backtracking method with regular Wolfe condition,
    'StrongBacktracking': Backtracking method with strong Wolfe condition
}
MoreThuentelinesearchmax_linesearchmax_linesearchThe maximum number of trials for the line search algorithm.max_linesearchL-BFGS optimization
c1: %f
c2: %f
num_memories: %d
max_iterations: %d
epsilon: %f
stop: %d
delta: %f
linesearch: %s
linesearch.max_iterations: %d
BacktrackingStrongBacktrackingL-BFGS resulted in convergence
L-BFGS terminated with the stopping criteria
L-BFGS terminated with the maximum number of iterations
L-BFGS terminated with error code (%d)
Total seconds required for training: %.3f
OK (%f)
FAIL: %f (%f)
Check for the partition factor... Check for the sequence %d-%d-%d... Check for the marginal probability (0,%d)... Check for the marginal probability (1,%d)... Check for the marginal probability (2,%d)... Check for the marginal probability (0,%d)-(1,%d)... Check for the marginal probability (1,%d)-(2,%d)... lCRFFOMCLFRFAFRFFEATFILEHEADER = {
  magic: %c%c%c%c
  size: %d
  type: %c%c%c%c
  version: %d
  num_features: %d
  num_labels: %d
  num_attrs: %d
  off_features: 0x%X
  off_labels: 0x%X
  off_attrs: 0x%X
  off_labelrefs: 0x%X
  off_attrrefs: 0x%X
LABELS = {
  %5d: %s
ATTRIBUTES = {
  %5d: %s
TRANSITIONS = {
  (%d) %s --> %s: %f
STATE_FEATURES = {
  (%d) %s --> %s: %f
Holdout group: %d
lbfgsl2sgdaveraged-perceptronpassive-aggressivearow%Y-%m-%dT%H:%M:%SZdictionaryPerformance by label (#match, #model, #ref) (precision, recall, F1):
[UNKNOWN]    %s: (%d, %d, %d) (******, ******, ******)
    %s: (%d, %d, %d) (%1.4f, %1.4f, %1.4f)
Macro-average precision, recall, F1: (%f, %f, %f)
Item accuracy: %d / %d (%1.4f)
Instance accuracy: %d / %d (%1.4f)
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