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openai_embedding.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
eda.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
TextCleaning.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
timeseries.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
ts_arima_eion.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
timeseriesDLMultivariate.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
tsDLMultiVrtInUniVrtOut.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
ts_modelvalidation.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
tsStationarySeasonalityTest.py
import pandas as pd import numpy as np from statsmodels.tsa.stattools import adfuller from statsmodels.tsa.stattools import kpss from statsmodels.tsa.seasonal import seasonal_decompose import logging import os import warnings warnings.filterwarnings('ignore') ## Main class to find out seassonality and stationary in ti...
timeseriesDLUnivariate.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
aion_fbprophet.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
generic_feature_statistics_generator_test.py
# Copyright 2017 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or a...
generic_feature_statistics_generator.py
# Copyright 2017 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or a...
__init__.py
# Copyright 2017 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or a...
feature_statistics_generator_test.py
# Copyright 2017 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or a...
feature_statistics_generator.py
# Copyright 2017 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or a...
base_generic_feature_statistics_generator.py
# Copyright 2017 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or a...
base_feature_statistics_generator.py
# Copyright 2017 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or a...
feature_statistics_pb2.py
# Copyright 2017 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or a...
run_modelService.py
#from BaseHTTPServer import BaseHTTPRequestHandler,HTTPServer from http.server import BaseHTTPRequestHandler,HTTPServer #from SocketServer import ThreadingMixIn from socketserver import ThreadingMixIn ''' from augustus.core.ModelLoader import ModelLoader from augustus.strict import modelLoader ''' import pandas as pd...
runService.py
#from BaseHTTPServer import BaseHTTPRequestHandler,HTTPServer from http.server import BaseHTTPRequestHandler,HTTPServer #from SocketServer import ThreadingMixIn from socketserver import ThreadingMixIn ''' from augustus.core.ModelLoader import ModelLoader from augustus.strict import modelLoader ''' import pandas as pd...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
model_service.py
''' from AION_185 import aion_prediction from AION_185 import featureslist from AION_185 import aion_drift from AION_185 import aion_performance ''' #from BaseHTTPServer import BaseHTTPRequestHandler,HTTPServer from http.server import BaseHTTPRequestHandler,HTTPServer #from SocketServer import ThreadingMixIn from sock...
dl_aion_predict.py
import sys import os import pickle import json import traceback import warnings warnings.filterwarnings("ignore") import numpy as np import pandas as pd import dask.dataframe as dd import scipy from pandas import json_normalize import dask.distributed from dask_ml.wrappers import ParallelPostFit class incBatchPredicto...
heBinary.py
# -*- coding: utf-8 -*- """ Created on Sat Sep 10 23:57:56 2022 @author: jayaramakrishnans """ import numpy as np import pandas as pd from secrets import token_bytes from ppxgboost import PaillierAPI as paillier from ppxgboost import BoosterParser as boostparser from ppxgboost import PPBooster as ppbooster ...
heRegression.py
# -*- coding: utf-8 -*- """ Created on Sat Sep 10 23:57:56 2022 """ import numpy as np import pandas as pd from secrets import token_bytes from ppxgboost import PaillierAPI as paillier from ppxgboost import BoosterParser as boostparser from ppxgboost import PPBooster as ppbooster from ppxgboost.PPBoost...
heMulticlass.py
# -*- coding: utf-8 -*- """ Created on Sat Sep 10 23:57:56 2022 """ import numpy as np import sqlite3 import sys import pandas as pd from secrets import token_bytes from ppxgboost import PaillierAPI as paillier from ppxgboost import BoosterParser as boostparser from ppxgboost import PPBooster as ppbooster ...
aion_hebinaryclient.py
# -*- coding: utf-8 -*- # -*- coding: utf-8 -*- import pandas as pd import numpy as np import logging import os import sys from logging import INFO from script.heBinary import client_ppxgboost from script.aion_predict import selector from script.inputprofiler import inputprofiler ## Client main class for binary classi...
aion_hemulticlient.py
# -*- coding: utf-8 -*- # -*- coding: utf-8 -*- import pandas as pd import numpy as np import logging import os import sys from logging import INFO from script.heMulticlass import client_ppxgboost from script.aion_predict import selector from script.inputprofiler import inputprofiler import argparse class aion_hemulti...
aion_heregressionclient.py
# -*- coding: utf-8 -*- # -*- coding: utf-8 -*- import pandas as pd import numpy as np import logging import os import sys from logging import INFO from script.heRegression import client_ppxgboost from script.aion_predict import selector from script.inputprofiler import inputprofiler import argparse class aion_hemulti...
heBinary.py
# -*- coding: utf-8 -*- import pandas as pd from sklearn.model_selection import train_test_split import numpy as np from secrets import token_bytes from ppxgboost import PaillierAPI as paillier from ppxgboost import BoosterParser as boostparser from ppxgboost import PPBooster as ppbooster from ppxgboo...
heRegression.py
# -*- coding: utf-8 -*- import pandas as pd from sklearn.model_selection import train_test_split import numpy as np from secrets import token_bytes from ppxgboost import PaillierAPI as paillier from ppxgboost import BoosterParser as boostparser from ppxgboost import PPBooster as ppbooster from ppxgboo...
heMulticlass.py
# -*- coding: utf-8 -*- import pandas as pd from sklearn.model_selection import train_test_split import numpy as np from secrets import token_bytes from ppxgboost import PaillierAPI as paillier from ppxgboost import BoosterParser as boostparser from ppxgboost import PPBooster as ppbooster from ppxgboo...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
explainable_ai.py
from script.inputprofiler import inputprofiler def preprocessing(data): profilerobj = inputprofiler() data = profilerobj.run(data) data = data.astype(np.float64) return(data) import matplotlib.pyplot as plt try: from sklearn.externals import joblib except: import joblib import os,sys import pandas as pd...
explainabledl_ai.py
from script.inputprofiler import inputprofiler def preprocessing(data): profilerobj = inputprofiler() data = profilerobj.run(data) data = data.astype(np.float64) return(data) import matplotlib.pyplot as plt try: from sklearn.externals import joblib except: import joblib import os,sys import pandas as pd fr...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
dataProfiler.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023,2023 * Proprietary and confidential. All information contained herein is, and * re...
data_profiler_functions.py
import os import sys import numpy as np import scipy import pandas as pd from pathlib import Path default_config = { 'misValueRatio': '1.0', 'numericFeatureRatio': '1.0', 'categoryMaxLabel': '20', 'str_to_cat_len_max': 10 } target_encoding_method_change = {'targetencoding': 'labelencoding'} supported...
aionfls.py
# -*- coding: utf-8 -*- import pandas as pd import numpy as np import logging import os import sys from flwr.common.logger import log from logging import INFO from flserver import flserver class aionfls: def __init__(self): self.confdata=None def configLoad(self,jsonfile): ...
dl_model.py
import tensorflow as tf def dl_regression_model(input_shape, output_shape, optimizer, loss_func, act_func): inputs = tf.keras.Input(shape=(input_shape,)) x = tf.keras.layers.Dense(64, kernel_initializer='he_normal', bias_initializer='zer...
flserver.py
# -*- coding: utf-8 -*- """ Created on Wed Jun 15 14:36:11 2022 @author: @aionteam """ import flwr import flwr as fl import tensorflow as tf from typing import Any, Callable, Dict, List, Optional, Tuple import utils from sklearn.metrics import log_loss from sklearn.linear_model import LogisticRegression from sklearn.l...
utils.py
from typing import Tuple, Union, List import numpy as np from sklearn.linear_model import LogisticRegression from sklearn.linear_model import LinearRegression from sklearn.naive_bayes import GaussianNB from sklearn.linear_model import SGDClassifier from sklearn.neighbors import KNeighborsClassifier from sklearn.tree im...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
incBatchLearning.py
import sys import os import pickle import json import timeit import warnings import traceback import logging from pathlib import Path warnings.filterwarnings("ignore") import numpy as np import pandas as pd import matplotlib.pyplot as plt from pandas import json_normalize import shutil from word2number import w2n fr...
incBatchPrediction.py
import sys import os import pickle import json import traceback import warnings warnings.filterwarnings("ignore") import numpy as np import pandas as pd import scipy from pandas import json_normalize from word2number import w2n from river import stream class incBatchPredictor(): def __init__(self): self.home =...
dl_model.py
import tensorflow as tf def dl_regression_model(input_shape, output_shape, optimizer, loss_func, act_func): inputs = tf.keras.Input(shape=(input_shape,)) x = tf.keras.layers.Dense(64, kernel_initializer='he_normal', bias_initializer='zer...
aionflc.py
# -*- coding: utf-8 -*- """ Created on Wed May 25 21:16:54 2022 @author: @aionteam """ import tensorflow as tf import warnings import flwr as flower import numpy as np import pandas as pd import os from sklearn.linear_model import LogisticRegression from sklearn.linear_model import LinearRegression from sklearn.metri...
utils.py
from typing import Tuple, Union, List import numpy as np from sklearn.linear_model import LogisticRegression from sklearn.linear_model import LinearRegression from sklearn.naive_bayes import GaussianNB from sklearn.linear_model import SGDClassifier from sklearn.neighbors import KNeighborsClassifier from sklearn.tree im...
parameters.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
machinelearning.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
anomalyDetectionAE.py
# -*- coding: utf-8 -*- #Py Libraries import import numpy as np import pandas as pd import tensorflow as tf import matplotlib import matplotlib.pyplot as plt from sklearn.metrics import accuracy_score from tensorflow.keras.optimizers import Adam,SGD # from sklearn.preprocessing import MinMaxScaler from tensorflow.keras...
anomalyDetector.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
regressionModel.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
defaultAlgos.py
import numpy as np # from learner.classificationModel import ClassifierModel from learner.aion_matrix import aion_matrix from sklearn.metrics import r2_score from sklearn.metrics import mean_absolute_error,make_scorer from sklearn.metrics import mean_squared_error class defaultParams(): def __init__(self, modelNa...
objectDetector.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
optimizetechnique.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
cloudServer.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
classificationModel.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
aion_matrix.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
ImageLearning.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
image_eda.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
predict.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
predict_single.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023,2023 * Proprietary and confidential. All information contained herein is, and * re...
incMachineLearning.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
incRegressionModel.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
incClassificationModel.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * rema...
incProfiler.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
riverML.py
import logging import pickle import os import sys import pandas as pd from river import stream from river.linear_model import LogisticRegression, SoftmaxRegression, LinearRegression from river.tree import ExtremelyFastDecisionTreeClassifier, HoeffdingAdaptiveTreeRegressor # from river.ensemble import AdaptiveRandomFo...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
ensemble_bagging.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
ensemble_voting.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
ensemble_stacking.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
__init__.py
from .genetic_optimization import GeneticOptimizationCV
genetic_optimization.py
from sklearn.linear_model import LogisticRegression from sklearn.naive_bayes import GaussianNB from sklearn.linear_model import SGDClassifier from sklearn.tree import DecisionTreeClassifier from sklearn.ensemble import RandomForestClassifier from sklearn.ensemble import GradientBoostingClassifier from sklearn.neighbors...
pipelines.py
import itertools import logging from typing import Optional, Dict, Union from nltk import sent_tokenize import torch from transformers import( AutoModelForSeq2SeqLM, AutoTokenizer, PreTrainedModel, PreTrainedTokenizer, ) logger = logging.getLogger(__name__) class QGPipeline: """Poor man's QG pi...
DRL_train.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
DRL_predict.py
import os import numpy as np import pandas as pd import time from DeepRL.agents.ddqn import TrainDDQN from DeepRL.agents.dqn import TrainDQN from DeepRL.dataprocess import get_train_test_val from DeepRL.utils import rounded_dict from tensorflow.keras.layers import Dense, Dropout from sklearn.model_selection import t...
metrics.py
import matplotlib.pyplot as plt import numpy as np import seaborn as sns from sklearn.metrics import (auc, average_precision_score, confusion_matrix, f1_score, precision_recall_curve, roc_curve,precision_score,recall_score) from tensorflow import constant from tf_agents.trajectories import ...
utils.py
import os from typing import List import numpy as np import pandas as pd from sklearn.model_selection import train_test_split def split_csv(fp: str = "./data/creditcard.csv", fp_dest: str = "./data", name: str = "credit", test_size: int = 0.5, strat_col: str = "Class") -> None: """Splits a csv file...
dataprocess.py
import os from typing import List, Tuple import numpy as np from pandas import read_csv from sklearn.model_selection import train_test_split from sklearn.utils import shuffle from tensorflow.keras.datasets import cifar10, fashion_mnist, imdb, mnist from tensorflow.keras.preprocessing.sequence import pad_sequences Tr...
dqn.py
import os import pickle from datetime import datetime import numpy as np import tensorflow as tf from reinforcement.environments.classifierenv import ClassifierEnv from reinforcement.metrics import (classification_metrics, decision_function, network_predictions, plot_pr_curve, plot_roc_curv...
ddqn.py
import os import pickle from datetime import datetime import numpy as np import tensorflow as tf from reinforcement.environments.classifierenv import ClassifierEnv from reinforcement.metrics import (classification_metrics, decision_function, network_predictions, plot_pr_curve, plot_roc_curv...
classifierenv.py
import numpy as np from tf_agents.environments.py_environment import PyEnvironment from tf_agents.specs.array_spec import ArraySpec, BoundedArraySpec from tf_agents.trajectories import time_step as ts class ClassifierEnv(PyEnvironment): """ Custom `PyEnvironment` environment for imbalanced classification. ...
aionMlopsService.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
baseline.py
import joblib import pandas as pd import sys import math import time import pandas as pd import numpy as np from sklearn.metrics import confusion_matrix from sklearn.metrics import precision_score, recall_score, f1_score, accuracy_score from sklearn.metrics import r2_score,mean_absolute_error,mean_squared_error from sk...
item_rating.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
text_similarity.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
pipelines.py
import itertools import logging from typing import Optional, Dict, Union from nltk import sent_tokenize import torch from transformers import( AutoModelForSeq2SeqLM, AutoTokenizer, PreTrainedModel, PreTrainedTokenizer, ) logger = logging.getLogger(__name__) class QGPipeline: """Poor man's QG pi...
__init__.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
aionNAS.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...
pushrecords.py
''' * * ============================================================================= * COPYRIGHT NOTICE * ============================================================================= * @ Copyright HCL Technologies Ltd. 2021, 2022,2023 * Proprietary and confidential. All information contained herein is, and * remains...