|
|
|
|
@ -1,18 +1,11 @@ |
|
|
|
|
#!flask/bin/python |
|
|
|
|
|
|
|
|
|
import sys |
|
|
|
|
import os |
|
|
|
|
|
|
|
|
|
from flask import Flask, request, Response, jsonify |
|
|
|
|
from flask import Flask, request, jsonify |
|
|
|
|
from flask_cors import CORS |
|
|
|
|
from multiprocessing import Pool |
|
|
|
|
from scipy.spatial import procrustes |
|
|
|
|
from scipy.spatial import distance |
|
|
|
|
from sklearn_extra.cluster import KMedoids |
|
|
|
|
from sklearn import metrics |
|
|
|
|
from sklearn.decomposition import PCA |
|
|
|
|
from sklearn.linear_model import LogisticRegression |
|
|
|
|
from sklearn.model_selection import GridSearchCV, train_test_split |
|
|
|
|
from sklearn.neighbors import KNeighborsClassifier |
|
|
|
|
from scipy import spatial |
|
|
|
|
from scipy import stats |
|
|
|
|
@ -22,7 +15,7 @@ from joblib import Memory |
|
|
|
|
import numpy as np |
|
|
|
|
import time |
|
|
|
|
import pandas as pd |
|
|
|
|
import random, json |
|
|
|
|
import json |
|
|
|
|
import bhtsne |
|
|
|
|
|
|
|
|
|
app = Flask(__name__) |
|
|
|
|
@ -210,7 +203,6 @@ preprocess = memory.cache(preprocess) |
|
|
|
|
|
|
|
|
|
def multi_run_wrapper(args): |
|
|
|
|
projectionsAllLoc, betasL, cppL, cpiL = bhtsne.run_bh_tsne(*args) |
|
|
|
|
|
|
|
|
|
return projectionsAllLoc, betasL, cppL, cpiL |
|
|
|
|
|
|
|
|
|
location = './cachedir' |
|
|
|
|
|
