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| import os | |
| import cloudpickle | |
| import multiprocessing as mp | |
| class RunAsCUDASubprocess: | |
| def __init__(self, num_gpus=0, memory_fraction=0.8): | |
| self._num_gpus = num_gpus | |
| self._memory_fraction = memory_fraction | |
| @staticmethod |
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| import numpy as np | |
| from keras.models import Model, Sequential | |
| from keras.layers import Input, Dense, Activation | |
| from keras.utils.data_utils import Sequence | |
| from keras.losses import categorical_crossentropy | |
| from keras.optimizers import SGD | |
| class CustomSequence(Sequence): | |
| def __init__(self, x_set, y_set, batch_size): | |
| self.X,self.y = x_set,y_set |
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| BEGIN { FS=OFS="," } | |
| { | |
| for (rowNr=1;rowNr<=NF;rowNr++) { | |
| cell[rowNr,NR] = $rowNr | |
| } | |
| maxRows = (NF > maxRows ? NF : maxRows) | |
| maxCols = NR | |
| } | |
| END { | |
| for (rowNr=1;rowNr<=maxRows;rowNr++) { |
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| #!/bin/bash | |
| # call: "renameOffFilesByLst.sh norm/157" | |
| runnum=${1##*/} | |
| class=${1%/*} | |
| destdir="${class}_off_named/$runnum" | |
| listfile="0000${runnum}_c2.lst" | |
| echo $listfile | |
| liststring=$(cat $listfile |tr "\n" " ") |
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| module.exports = class BaseCtrl | |
| @register: (module, name) -> | |
| name ?= @name || @toString().match(/function\s*(.*?)\(/)?[1] | |
| module.controller name, @ | |
| @inject: (annotations...) -> | |
| ANNOTATION_REG = /^(\S+)(\s+as\s+(\w+))?$/ | |
| @annotations = annotations.map (annotation) -> |
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| #!/bin/bash | |
| lines=1 | |
| while read -r line; do | |
| loniresults="/Users/alex/Projects/AtheyLab/LONI_Results/ShapeTranslator_2.ShapeOutputDirectory-" | |
| printf -v idx "%02d" $lines | |
| currdir=$loniresults$idx | |
| filename="/182_QEM_SubDiv.off" | |
| target=$currdir$filename | |
| destdir=${1%_c0.lst} |
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| for i in $(ls | egrep '*g000_mask-[[:digit:]]{3}\.nii.gz'); do | |
| m=${i%.nii.gz}; | |
| echo $m; | |
| mm="$m-nucleoli-[[:digit:]]{4,10}\.nii.gz$"; | |
| nn=$(ls | egrep $mm | wc -l); | |
| echo $nn; | |
| done |
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| // Viterbi algorithm for finding hidden relationships | |
| function Viterbi(data) { | |
| var V = [{}]; | |
| var path = {}; | |
| // Initialize base cases (t == 0) | |
| for(var i=0;i<data.states.length;i++) { | |
| var state = data.states[i]; | |
| V[0][state] = data.start_probability[state] * data.emission_probability[state][data.observations[0]]; | |
| path[state] = [state]; |