repo stringlengths 1 99 | file stringlengths 13 215 | code stringlengths 12 59.2M | file_length int64 12 59.2M | avg_line_length float64 3.82 1.48M | max_line_length int64 12 2.51M | extension_type stringclasses 1
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HPOBench | HPOBench-master/tests/test_server.py | import importlib
import logging
import os
def set_log_level(debug):
os.environ['HPOBENCH_DEBUG'] = 'true' if debug else 'false'
import hpobench.container.client_abstract_benchmark as client
importlib.reload(client)
def test_debug_env_variable_1():
set_log_level(False)
from hpobench.container.cli... | 1,141 | 28.282051 | 100 | py |
HPOBench | HPOBench-master/tests/test_container_availbable.py | import subprocess
import logging
# from hpobench import config_file
# Currently, the gitlab registry does not easily support the search functionality.
# The container are still available on sylabs (old registry), in case the gitlab registry is somehow not reachable.
# TODO: Write a search functionality for the gitlab ... | 1,558 | 35.255814 | 115 | py |
HPOBench | HPOBench-master/tests/test_whitebox.py | import logging
import numpy as np
import pytest
logging.basicConfig(level=logging.DEBUG)
try:
import Pyro4
skip_container_test = False
except ImportError:
skip_container_test = True
def test_whitebox_without_container_xgb():
from hpobench.benchmarks.ml.xgboost_benchmark_old import XGBoostBenchmark... | 2,853 | 35.589744 | 122 | py |
HPOBench | HPOBench-master/tests/test_utils.py | import numpy as np
import pytest
def test_example_utils():
from hpobench.util.example_utils import get_travis_settings
res = get_travis_settings('smac')
assert res['runcount-limit'] == 5
res = get_travis_settings('bohb')
assert res['max_budget'] == 2
with pytest.raises(ValueError):
... | 3,305 | 29.611111 | 109 | py |
HPOBench | HPOBench-master/hpobench/benchmarks/od/od_ae.py | import logging
import time
from typing import Union, Dict
import ConfigSpace as CS
import ConfigSpace.hyperparameters as CSH
import numpy as np
import pytorch_lightning as pl
import hpobench.util.rng_helper as rng_helper
from hpobench.abstract_benchmark import AbstractBenchmark
from hpobench.dependencies.od.backbones... | 16,810 | 37.645977 | 118 | py |
HPOBench | HPOBench-master/hpobench/benchmarks/ml/xgboost_benchmark_old.py | """
Changelog:
==========
0.0.3
* New container release due to a general change in the communication between container and HPOBench.
Works with HPOBench >= v0.0.8
0.0.2:
* Change the search space definiton to match the paper: (https://arxiv.org/pdf/1802.09596.pdf)
eta: [1e-5, 1] (def: 0.3) -> ... | 19,783 | 44.902552 | 119 | py |
HPOBench | HPOBench-master/hpobench/benchmarks/ml/xgboost_benchmark.py | """
Changelog:
==========
0.0.1:
* First implementation of the new XGB Benchmarks.
"""
from typing import Union, Tuple, Dict
import ConfigSpace as CS
import numpy as np
import xgboost as xgb
from ConfigSpace.hyperparameters import Hyperparameter
from hpobench.dependencies.ml.ml_benchmark_template import MLBenchmark
... | 4,909 | 35.917293 | 120 | py |
HPOBench | HPOBench-master/hpobench/benchmarks/ml/__init__.py | from hpobench.benchmarks.ml.histgb_benchmark import HistGBBenchmark, HistGBBenchmarkBB, HistGBBenchmarkMF
from hpobench.benchmarks.ml.lr_benchmark import LRBenchmark, LRBenchmarkBB, LRBenchmarkMF
from hpobench.benchmarks.ml.nn_benchmark import NNBenchmark, NNBenchmarkBB, NNBenchmarkMF
from hpobench.benchmarks.ml.rf_ben... | 1,191 | 50.826087 | 113 | py |
HPOBench | HPOBench-master/hpobench/container/client_abstract_benchmark.py | #!/usr/bin/python3
# -*- coding: utf-8 -*-
""" Defines the client-side for using benchmarks with containers
AbstractBenchmarkClient defines the client side for the communication between
the containers and the client.
It is used to download (if not already) and start containers in the background.
To reduce download t... | 24,713 | 46.98835 | 120 | py |
HPOBench | HPOBench-master/hpobench/container/server_abstract_benchmark.py | #!/usr/bin/python3
# -*- coding: utf-8 -*-
""" Defines the server-side for using benchmarks with containers
BenchmarkServer defines the server side for the communication between the
container (benchmark) and the client.
It starts the Pyro4 server and awaits commands from the client. Make sure
that all payloads are js... | 5,291 | 38.789474 | 113 | py |
HPOBench | HPOBench-master/hpobench/container/benchmarks/ml/xgboost_benchmark_old.py | #!/usr/bin/python3
# -*- coding: utf-8 -*-
""" Benchmark for the XGBoost Benchmark from hpobench/benchmarks/ml/xgboost_benchmark """
from hpobench.container.client_abstract_benchmark import AbstractBenchmarkClient
class XGBoostBenchmark(AbstractBenchmarkClient):
def __init__(self, task_id: int, **kwargs):
... | 1,090 | 42.64 | 91 | py |
HPOBench | HPOBench-master/hpobench/container/benchmarks/ml/svm_benchmark_old.py | #!/usr/bin/python3
# -*- coding: utf-8 -*-
""" Benchmark for the XGBoost Benchmark from hpobench/benchmarks/ml/xgboost_benchmark """
from hpobench.container.client_abstract_benchmark import AbstractBenchmarkClient
class SupportVectorMachine(AbstractBenchmarkClient):
def __init__(self, task_id: int, **kwargs):
... | 649 | 39.625 | 89 | py |
HPOBench | HPOBench-master/hpobench/container/benchmarks/ml/xgboost_benchmark.py | #!/usr/bin/python3
# -*- coding: utf-8 -*-
""" Benchmark for the XGB Benchmarks from hpobench/benchmarks/ml_mmfb/xgboost_benchmark.py """
from hpobench.container.client_abstract_benchmark import AbstractBenchmarkClient
class XGBoostBenchmark(AbstractBenchmarkClient):
def __init__(self, **kwargs):
kwargs... | 1,806 | 42.02381 | 95 | py |
HPOBench | HPOBench-master/hpobench/container/benchmarks/ml/__init__.py | from hpobench.container.benchmarks.ml.histgb_benchmark import HistGBBenchmark, HistGBBenchmarkBB, HistGBBenchmarkMF
from hpobench.container.benchmarks.ml.lr_benchmark import LRBenchmark, LRBenchmarkBB, LRBenchmarkMF
from hpobench.container.benchmarks.ml.nn_benchmark import NNBenchmark, NNBenchmarkBB, NNBenchmarkMF
from... | 1,209 | 66.222222 | 119 | py |
HPOBench | HPOBench-master/hpobench/dependencies/od/data_manager.py | import os
from typing import Union
from urllib.request import urlretrieve
import numpy as np
import scipy.io
import torch
from torch.utils.data import Dataset, DataLoader
import hpobench
from hpobench.util.data_manager import CrossvalidationDataManager
from hpobench.util.rng_helper import get_rng
ODDS_PATH = 'https:... | 14,595 | 41.803519 | 118 | py |
HPOBench | HPOBench-master/hpobench/dependencies/od/callbacks/checkpoint_saver.py | import pytorch_lightning as pl
class CheckpointSaver(pl.Callback):
def __init__(self):
self.best_checkpoint = None
def save(self, trainer, model):
"""
Saves the best weights locally.
"""
checkpoint = {
'should_stop': trainer.should_stop,
'curre... | 1,222 | 28.829268 | 67 | py |
HPOBench | HPOBench-master/hpobench/dependencies/od/callbacks/earlystopping.py | import pytorch_lightning as pl
class EarlyStopping(pl.Callback):
def __init__(self, activated: bool, patience: int, worst_loss: float):
self.patience = patience
self.lowest_loss = worst_loss
self.counter = 0
self.activated = activated
def setup(self, trainer, model, stage):
... | 775 | 26.714286 | 74 | py |
HPOBench | HPOBench-master/hpobench/dependencies/od/models/autoencoder.py | import numpy as np
import pytorch_lightning as pl
import torch
import torch.nn.functional as F
from sklearn.metrics import precision_recall_curve, auc
from torch import nn
class Autoencoder(pl.LightningModule):
def __init__(self, backbone, config):
super().__init__()
self.config = config
... | 3,008 | 27.121495 | 84 | py |
HPOBench | HPOBench-master/hpobench/dependencies/od/utils/activations.py | import torch
import torch.nn as nn
from torch.nn.parameter import Parameter
class Swish(nn.Module):
def __init__(self, train_beta=False):
super(Swish, self).__init__()
if train_beta:
self.weight = Parameter(torch.Tensor([1.]))
else:
self.weight = 1.0
def forwar... | 520 | 20.708333 | 57 | py |
HPOBench | HPOBench-master/hpobench/dependencies/od/backbones/mlp.py | import torch
from torch import nn
from hpobench.dependencies.od.utils.activations import ACTIVATIONS
class Block(nn.Module):
def __init__(self, in_channels, out_channels, activation, batch_normalization=False, dropout_rate=0.0):
super().__init__()
self.batch_normalization = batch_normalization
... | 5,475 | 33.878981 | 107 | py |
ogb-geniepath-bs | ogb-geniepath-bs-master/models.py | import numpy as np
import tensorflow as tf
flags = tf.app.flags
FLAGS = flags.FLAGS
def attention_mechanism(name, v, W_s, W_d, V, cur_embed, left, right, n2n):
# a_{i,j} \propto v^\top tanh (W_s (\mu_i + \mu_j))
if name == 'linear':
t = tf.sparse_tensor_dense_matmul(sp_a=edge, b=cur_embed) # edge \in... | 17,225 | 42.5 | 125 | py |
REINVENT | REINVENT-master/train_agent.py | #!/usr/bin/env python
import torch
import pickle
import numpy as np
import time
import os
from shutil import copyfile
from model import RNN
from data_structs import Vocabulary, Experience
from scoring_functions import get_scoring_function
from utils import Variable, seq_to_smiles, fraction_valid_smiles, unique
from v... | 7,944 | 45.461988 | 115 | py |
REINVENT | REINVENT-master/utils.py | import torch
import numpy as np
from rdkit import Chem
def Variable(tensor):
"""Wrapper for torch.autograd.Variable that also accepts
numpy arrays directly and automatically assigns it to
the GPU. Be aware in case some operations are better
left to the CPU."""
if isinstance(tensor, np.ndar... | 1,554 | 33.555556 | 97 | py |
REINVENT | REINVENT-master/model.py | #!/usr/bin/env python
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
from utils import Variable
class MultiGRU(nn.Module):
""" Implements a three layer GRU cell including an embedding layer
and an output linear layer back to the size of the vocabulary"""
def __in... | 4,805 | 34.338235 | 80 | py |
REINVENT | REINVENT-master/data_structs.py | import numpy as np
import random
import re
import pickle
from rdkit import Chem
import sys
import time
import torch
from torch.utils.data import Dataset
from utils import Variable
class Vocabulary(object):
"""A class for handling encoding/decoding from SMILES to an array of indices"""
def __init__(self, init_... | 12,006 | 36.639498 | 107 | py |
REINVENT | REINVENT-master/train_prior.py | #!/usr/bin/env python
import torch
from torch.utils.data import DataLoader
import pickle
from rdkit import Chem
from rdkit import rdBase
from tqdm import tqdm
from data_structs import MolData, Vocabulary
from model import RNN
from utils import Variable, decrease_learning_rate
rdBase.DisableLog('rdApp.error')
def pre... | 2,622 | 34.445946 | 107 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/train_qpskofdm_dnn.py | import os
os.environ['PYTHONHASHSEED'] = '0'
import numpy as np
from tqdm import tqdm
import pickle
from tqdm import tqdm
import rfcutils
import rfcutils.ofdm_helper_fn as ofdmfn
from src.densenn import get_dnn_model
import tensorflow as tf
import random
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyS... | 1,268 | 32.394737 | 192 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/train_qpskofdm_vae.py | import os
os.environ['PYTHONHASHSEED'] = '0'
import numpy as np
from tqdm import tqdm
import pickle
from tqdm import tqdm
import rfcutils
import rfcutils.ofdm_helper_fn as ofdmfn
from src.vae import get_encoder_model, get_decoder_model, get_vae_model
import tensorflow as tf
import random
from tensorflow.keras.callba... | 1,760 | 36.468085 | 192 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/train_qpskofdm_unet.py | import os
os.environ['PYTHONHASHSEED'] = '0'
import numpy as np
from tqdm import tqdm
import pickle
from tqdm import tqdm
import rfcutils
import rfcutils.ofdm_helper_fn as ofdmfn
from src import unet_model as unet
import tensorflow as tf
import random
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStop... | 2,584 | 42.813559 | 213 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/train_qpskofdm_waveunet.py | import os
os.environ['PYTHONHASHSEED'] = '0'
import numpy as np
from tqdm import tqdm
import pickle
from tqdm import tqdm
import rfcutils
import rfcutils.ofdm_helper_fn as ofdmfn
from src import waveunet_model as unet
import tensorflow as tf
import random
from tensorflow.keras.callbacks import ModelCheckpoint, Early... | 1,718 | 34.8125 | 207 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/train_qpskofdm_rnn.py | import os
os.environ['PYTHONHASHSEED'] = '0'
import numpy as np
from tqdm import tqdm
import pickle
from tqdm import tqdm
import rfcutils
import rfcutils.ofdm_helper_fn as ofdmfn
from src.rnn import get_rnn_model
import tensorflow as tf
import random
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopp... | 1,269 | 32.421053 | 193 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/train_qpskofdm_vae_longksz.py | import os
os.environ['PYTHONHASHSEED'] = '0'
import numpy as np
from tqdm import tqdm
import pickle
from tqdm import tqdm
import rfcutils
import rfcutils.ofdm_helper_fn as ofdmfn
from src.vae import get_encoder_model, get_decoder_model, get_vae_model
import tensorflow as tf
import random
from tensorflow.keras.callba... | 1,769 | 36.659574 | 192 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/src/waveunet_model.py | import tensorflow as tf
import tensorflow.keras as k
from tensorflow.keras import layers
from tensorflow.keras.models import Model
import numpy as np
import matplotlib.pyplot as plt
from tqdm import tqdm
def get_wunet_model(input_shape, k_sz=15, merge_k_sz=5, lr=0.0003, k_neurons=32):
n_window = input_shape[0]
... | 1,641 | 35.488889 | 96 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/src/unet_model.py | import tensorflow as tf
import tensorflow.keras as k
from tensorflow.keras import layers
from tensorflow.keras.models import Model
import numpy as np
import matplotlib.pyplot as plt
from tqdm import tqdm
def get_unet_model0(input_shape, k_sz=3, long_k_sz=101, lr=0.0003, k_neurons = 16):
n_window = inpu... | 2,162 | 32.796875 | 98 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/src/vae.py | import tensorflow as tf
import tensorflow.keras as k
from tensorflow.keras import layers
from tensorflow.keras.models import Model
import numpy as np
import matplotlib.pyplot as plt
from tqdm import tqdm
import time
import pickle
import os
# ==================== Sampling Functions ==================== #
def sampling(... | 6,009 | 32.764045 | 151 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/src/densenn.py | import tensorflow as tf
import tensorflow.keras as k
from tensorflow.keras import layers
from tensorflow.keras.models import Model
import numpy as np
import matplotlib.pyplot as plt
from tqdm import tqdm
import time
import pickle
import os
import tensorflow as tf
import tensorflow.keras as k
from tensorflow.keras impo... | 1,891 | 29.031746 | 62 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/src/rnn.py | import tensorflow as tf
import tensorflow.keras as k
from tensorflow.keras import layers
from tensorflow.keras.models import Model
import numpy as np
import matplotlib.pyplot as plt
from tqdm import tqdm
import time
import pickle
import os
def get_rnn_model(input_shape, n_gru=512, lr=0.0003):
input_window = in... | 983 | 27.941176 | 80 | py |
SCSS_DNN_Comparison | SCSS_DNN_Comparison-main/src/cvae.py | import tensorflow as tf
import tensorflow.keras as k
from tensorflow.keras import layers
from tensorflow.keras.models import Model
import numpy as np
import matplotlib.pyplot as plt
from tqdm import tqdm
import time
import pickle
import os
# ==================== Sampling Functions ==================== #
def sampling(... | 8,821 | 33.326848 | 151 | py |
panther | panther-main/src/tcga_ncp_ortho_transductive.py | import pandas as pd
import pickle
from scipy.sparse import coo_matrix
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import auc, roc_curve, accuracy_score, precision_score, recall_score, log_loss
from math import floor, ceil
import numpy as np
import os
import os.path
import sys
import importl... | 5,643 | 35.888889 | 152 | py |
panther | panther-main/src/utils.py | import torch
import torch.nn
eps = 1e-7
def l2(x,y):
return torch.nn.MSELoss()(x,y)
def kl_div(x,y):
x = x+eps
y = y+eps
return (x * torch.log(x/y) - x + y).mean()
def l2s(x,y):
return torch.nn.MSELoss(reduction='sum')(x,y)
def l2_sparse(x,y):
return torch.nn.MSELoss()(torch.masked_selec... | 358 | 20.117647 | 86 | py |
panther | panther-main/src/NCPotr.py | import torch
from torch import nn
from collections import defaultdict
import torch.nn.functional as F
import numpy as np
import utils
import pandas as pd
from sklearn.metrics import f1_score
import tensorly as tl
from tensorly.kruskal_tensor import kruskal_to_tensor
tl.set_backend('pytorch')
## this implements the tra... | 4,432 | 32.08209 | 178 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/tools/pip_package/pip_smoke_test.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 5,882 | 39.572414 | 126 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/tools/docs/generate_lib.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 17,656 | 33.086873 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/__init__.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 3,418 | 38.755814 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/learn/python/learn/datasets/text_datasets.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 2,703 | 37.628571 | 94 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/__init__.py | # -*- coding: utf-8 -*-
# Copyright 2015 The TensorFlow Authors. 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
#
# Un... | 1,261 | 33.108108 | 84 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,935 | 42.022222 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/callbacks/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,766 | 46.756757 | 81 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/constraints/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,854 | 44.243902 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/initializers/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 2,349 | 46.959184 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/models/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,365 | 41.6875 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/backend/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 10,372 | 62.25 | 89 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/metrics/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 2,356 | 49.148936 | 89 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/datasets/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,271 | 40.032258 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/datasets/imdb/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,064 | 38.444444 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/datasets/cifar10/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 980 | 36.730769 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/datasets/mnist/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 983 | 36.846154 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/datasets/cifar100/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 982 | 36.807692 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/datasets/reuters/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,065 | 38.481481 | 81 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/datasets/boston_housing/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 984 | 36.884615 | 83 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/layers/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 8,271 | 55.657534 | 93 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/wrappers/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,002 | 37.576923 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/wrappers/scikit_learn/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,066 | 38.518519 | 87 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/optimizers/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,718 | 41.975 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/utils/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,890 | 50.108108 | 96 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/regularizers/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,573 | 39.358974 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/losses/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 2,097 | 46.681818 | 88 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/preprocessing/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,094 | 38.107143 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/preprocessing/sequence/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,172 | 40.892857 | 92 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/preprocessing/image/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 2,087 | 52.538462 | 90 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/preprocessing/text/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,152 | 40.178571 | 90 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/applications/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,657 | 46.371429 | 84 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/applications/xception/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,148 | 40.035714 | 90 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/applications/inception_v3/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,167 | 40.714286 | 94 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/applications/resnet50/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,148 | 40.035714 | 90 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/applications/vgg19/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,133 | 39.5 | 87 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/applications/vgg16/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,133 | 39.5 | 87 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/api/keras/activations/__init__.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 1,815 | 43.292683 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/initializers.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 6,752 | 28.880531 | 94 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/optimizers_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 4,904 | 36.159091 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/losses_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 3,551 | 38.910112 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/losses.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 3,777 | 28.061538 | 94 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/callbacks.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 36,836 | 32.795413 | 88 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/testing_utils.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 6,180 | 36.23494 | 93 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/optimizers.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 25,537 | 31.326582 | 94 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/backend_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 17,425 | 36.882609 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/initializers_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 6,264 | 37.67284 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/integration_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 10,028 | 40.614108 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/models_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 7,066 | 31.869767 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/metrics_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 3,195 | 39.974359 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/callbacks_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 20,037 | 29.780338 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/constraints_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 3,896 | 36.471154 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/regularizers_test.py | # Copyright 2016 The TensorFlow Authors. 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 applica... | 2,781 | 35.12987 | 80 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/regularizers.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 2,778 | 25.980583 | 94 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/constraints.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 6,482 | 31.415 | 94 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/backend.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 114,497 | 27.285079 | 84 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/models.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 44,238 | 34.306464 | 119 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/metrics.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 3,596 | 36.082474 | 94 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/activations.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 3,483 | 25.59542 | 94 | py |
tensorflow-allreduce | tensorflow-allreduce-master/tensorflow/contrib/keras/python/keras/__init__.py | # Copyright 2015 The TensorFlow Authors. 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 applica... | 1,926 | 46 | 80 | py |
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