code stringlengths 114 1.05M | path stringlengths 3 312 | quality_prob float64 0.5 0.99 | learning_prob float64 0.2 1 | filename stringlengths 3 168 | kind stringclasses 1
value |
|---|---|---|---|---|---|
from datetime import timedelta
from typing import (
Any,
Callable,
Dict,
Hashable,
List,
Literal,
Optional,
Union,
)
from pandas._libs.tslibs import BaseOffset
from pandas.core.window.indexers import BaseIndexer
import pandas as pd
import pandas._typing as pdt
from sarus_data_spec.data... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/pandas/groupby.py | 0.768516 | 0.155335 | groupby.py | pypi |
from datetime import datetime, timedelta
from typing import (
Any,
Callable,
Dict,
Hashable,
Iterable,
List,
Literal,
Mapping,
Optional,
Sequence,
Tuple,
Type,
Union,
)
import typing as t
from pandas._libs import lib
from pandas._libs.tslibs import BaseOffset
from pa... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/pandas/pandas.py | 0.830491 | 0.21766 | pandas.py | pypi |
from typing import Any, List, Optional, Tuple, Union
from numpy import ndarray
from pandas import DataFrame
import numpy as np
import pandas as pd
from sarus_data_spec.dataspec_validator.parameter_kind import DATASPEC, STATIC
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSign... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/shap/plots.py | 0.831964 | 0.280644 | plots.py | pypi |
from typing import Any, Callable, Dict, Optional, Union
import numpy as np
import pandas as pd
from sarus_data_spec.dataspec_validator.parameter_kind import DATASPEC, STATIC
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusParameterArray,
SarusSignature,
SarusSignatureVa... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/shap/maskers.py | 0.744935 | 0.201165 | maskers.py | pypi |
from typing import Any, Callable, List, Optional, Tuple, Union
from numpy import ndarray
from pandas import DataFrame
import numpy as np
import pandas as pd
from sarus_data_spec.dataspec_validator.parameter_kind import DATASPEC, STATIC
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/shap/explainer.py | 0.859649 | 0.201912 | explainer.py | pypi |
from typing import Any, Dict, List, Optional, Union
import numpy.typing as npt
from sarus_data_spec.dataspec_validator.parameter_kind import DATASPEC, STATIC
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSignature,
SarusSignatureValue,
)
from ..external_op import Externa... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/shap/Explanation.py | 0.842507 | 0.225779 | Explanation.py | pypi |
from typing import Any, List, Optional
import numpy as np
from sarus_data_spec.dataspec_validator.parameter_kind import DATASPEC, STATIC
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSignature,
SarusSignatureValue,
)
from ..external_op import ExternalOpImplementation
tr... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/shap/utils.py | 0.831759 | 0.184143 | utils.py | pypi |
from typing import (
Any,
Callable,
Dict,
Iterable,
List,
Literal,
Optional,
Sequence,
Union,
)
import numpy as np
import numpy.typing as npt
import pandas as pd
from sarus_data_spec.dataspec_validator.parameter_kind import DATASPEC, STATIC
from sarus_data_spec.dataspec_validator.s... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/sklearn/model_selection.py | 0.801237 | 0.213705 | model_selection.py | pypi |
from typing import Any, Callable, Dict, List, Literal, Optional, Union
import numpy.typing as npt
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSignature,
SarusSignatureValue,
)
from ..external_op import ExternalOpImplementation
try:
from scipy.sparse import spmatri... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/sklearn/preprocessing.py | 0.842118 | 0.240139 | preprocessing.py | pypi |
from typing import Any, Callable, Dict, List, Optional, Tuple, Union
import numpy as np
import numpy.typing as npt
import pandas as pd
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSignature,
SarusSignatureValue,
)
from ..external_op import ExternalOpImplementation
try:... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/sklearn/inspection.py | 0.771499 | 0.211173 | inspection.py | pypi |
from typing import Any, List, Literal, Optional, Union
import numpy.typing as npt
from sarus_data_spec.dataspec_validator.parameter_kind import DATASPEC, STATIC
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSignature,
SarusSignatureValue,
)
from ..external_op import Exte... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/sklearn/metrics.py | 0.871639 | 0.172799 | metrics.py | pypi |
from typing import Any, Literal, Optional, Union
import numpy as np
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSignature,
SarusSignatureValue,
)
from ..external_op import ExternalOpImplementation
try:
from sklearn import svm
except ModuleNotFoundError:
pass ... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/sklearn/svm.py | 0.833494 | 0.191649 | svm.py | pypi |
from typing import (
Any,
Callable,
Dict,
Iterable,
List,
Literal,
Optional,
Sequence,
Set,
Tuple,
Union,
)
from numpy.typing import ArrayLike
import numpy as np
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSignature,
SarusSign... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/sklearn/ensemble.py | 0.834946 | 0.216074 | ensemble.py | pypi |
from typing import Any, Callable, Literal, Optional, Tuple, Union
from numpy.typing import ArrayLike
import numpy as np
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSignature,
SarusSignatureValue,
)
from ..external_op import ExternalOpImplementation
try:
from sklea... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/sklearn/cluster.py | 0.842992 | 0.207335 | cluster.py | pypi |
from typing import Any, Optional, Union
import numpy.typing as npt
from sarus_data_spec.dataspec_validator.signature import (
SarusParameter,
SarusSignature,
SarusSignatureValue,
)
from ..external_op import ExternalOpImplementation
try:
from scipy.sparse import spmatrix
from sklearn.base import ... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/ops/processor/external/sklearn/lib.py | 0.849847 | 0.212457 | lib.py | pypi |
import logging
import time
import traceback
import typing as t
from sarus_data_spec import typing as st
from sarus_data_spec.constants import SCHEMA_TASK
from sarus_data_spec.dataset import Dataset
from sarus_data_spec.manager.computations.local.base import (
LocalComputationWithLRU,
)
from sarus_data_spec.schema ... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/manager/computations/local/schema.py | 0.49048 | 0.151655 | schema.py | pypi |
from __future__ import annotations
from enum import Enum
from typing import Collection, List, Optional, Protocol
import logging
from sarus_data_spec.storage.typing import Storage
import sarus_data_spec.typing as st
logger = logging.getLogger(__name__)
class DataspecPrivacyPolicy(Enum):
WHITE_LISTED = "Whitelis... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/dataspec_validator/typing.py | 0.9314 | 0.512571 | typing.py | pypi |
from __future__ import annotations
from typing import Collection, List, Optional, cast
import json
import logging
from sarus_data_spec.attribute import attach_properties
from sarus_data_spec.constants import (
IS_VALID,
NO_TOKEN,
PEP_TOKEN,
PRIVATE_QUERY,
PUBLIC,
)
from sarus_data_spec.dataspec_va... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/dataspec_validator/base.py | 0.886574 | 0.312921 | base.py | pypi |
from __future__ import annotations
from enum import Enum, auto
import itertools as it
import typing as t
class Operator(Enum):
AND = auto()
OR = auto()
class AcceptanceCondition:
"""Maintain a Sum Of Product (SOP) form of the condition.
The Python representation is a list of sets.
"""
pro... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/dataspec_validator/parameter_kind.py | 0.88819 | 0.272605 | parameter_kind.py | pypi |
from __future__ import annotations
from enum import Enum, auto
import logging
import time
import typing as t
import pyarrow as pa
from sarus_data_spec.arrow.admin_utils import (
async_admin_data,
validate_admin_data,
)
from sarus_data_spec.dataspec_validator.parameter_kind import (
DATASET,
DATASPEC,... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/dataspec_validator/signature.py | 0.839043 | 0.175467 | signature.py | pypi |
from typing import Collection, List, Optional, Tuple, cast
import logging
from sarus_data_spec.constants import (
IS_PUBLIC,
IS_SYNTHETIC,
NO_TOKEN,
PEP_TOKEN,
SALT,
)
import sarus_data_spec.typing as st
ArgStruct = Tuple[List[int], List[str]]
logger = logging.getLogger(__name__)
def verifies(
... | /sarus_data_spec_public-3.5.16.tar.gz/sarus_data_spec_public-3.5.16/sarus_data_spec/dataspec_validator/simple_rules.py | 0.864739 | 0.244464 | simple_rules.py | pypi |
from __future__ import annotations
import os
import urllib.parse
from airflow.exceptions import AirflowFailException
from airflow.models import BaseOperator
from sas_airflow_provider.hooks.sas import SasHook
from sas_airflow_provider.util.util import dump_logs
class SASJobExecutionOperator(BaseOperator):
"""
... | /sas_airflow_provider-0.0.8-py3-none-any.whl/sas_airflow_provider/operators/sas_jobexecution.py | 0.711631 | 0.162148 | sas_jobexecution.py | pypi |
from __future__ import annotations
from airflow.exceptions import AirflowException
from airflow.models import BaseOperator
from sas_airflow_provider.hooks.sas import SasHook
from sas_airflow_provider.util.util import \
create_or_connect_to_session, find_named_compute_session, end_compute_session
class SASComput... | /sas_airflow_provider-0.0.8-py3-none-any.whl/sas_airflow_provider/operators/sas_delete_session.py | 0.803598 | 0.229244 | sas_delete_session.py | pypi |
from __future__ import annotations
from airflow.exceptions import AirflowException
from airflow.models import BaseOperator
from sas_airflow_provider.hooks.sas import SasHook
from sas_airflow_provider.util.util import \
create_or_connect_to_session
class SASComputeCreateSession(BaseOperator):
"""
Create ... | /sas_airflow_provider-0.0.8-py3-none-any.whl/sas_airflow_provider/operators/sas_create_session.py | 0.813127 | 0.286955 | sas_create_session.py | pypi |
import sys
stdout = sys.stdout
stderr = sys.stderr
import struct
import numpy as np
from mayavi import mlab
import pandas as pd
import matplotlib.pylab as plt
from cvpy.utils.ImageUtils import ImageUtils
sys.stdout = stdout
sys.stderr = stderr
def __mapping(val):
'''
"A simple mapping from int to int.
... | /sas-cvpy-1.1.1.tar.gz/sas-cvpy-1.1.1/cvpy/visualization.py | 0.718693 | 0.592313 | visualization.py | pypi |
from typing import List
import numpy as np
import matplotlib.pylab as plt
from matplotlib import cm
from matplotlib.figure import Figure
from cvpy.base.CASServerMode import CASServerMode
from cvpy.base.Statistic import Statistic
class CASThreadTunerResults(object):
'''
Store and present results for the CAS ... | /sas-cvpy-1.1.1.tar.gz/sas-cvpy-1.1.1/cvpy/base/CASThreadTunerResults.py | 0.950157 | 0.403978 | CASThreadTunerResults.py | pypi |
from typing import Dict
from swat import CASTable, CAS
from cvpy.base.ImageType import ImageType
from cvpy.utils.RandomNameGenerator import RandomNameGenerator
class ImageTable(object):
'''
Base class for NaturalImageTable and BiomedImageTable classes.
table:
Specifies the input table that cont... | /sas-cvpy-1.1.1.tar.gz/sas-cvpy-1.1.1/cvpy/base/ImageTable.py | 0.907611 | 0.430207 | ImageTable.py | pypi |
from typing import Dict, List
import struct
import numpy
from swat import CASTable
from cvpy.base.ImageTable import ImageTable
from cvpy.biomedimage.LabelConnectivity import LabelConnectivity
from cvpy.utils.RandomNameGenerator import RandomNameGenerator
from cvpy.utils.ImageUtils import ImageUtils
class BiomedImageT... | /sas-cvpy-1.1.1.tar.gz/sas-cvpy-1.1.1/cvpy/biomedimage/BiomedImageTable.py | 0.934215 | 0.530784 | BiomedImageTable.py | pypi |
import sys
import struct
import numpy as np
from warnings import warn
from swat.cas import CAS
from cvpy.base.ImageDataType import ImageDataType
class ImageUtils(object):
@staticmethod
def __reverse(a, axis=0):
'''
Reverses a numpy array along a given axis.
Parameters
------... | /sas-cvpy-1.1.1.tar.gz/sas-cvpy-1.1.1/cvpy/utils/ImageUtils.py | 0.845145 | 0.599632 | ImageUtils.py | pypi |
from typing import Callable
import numpy as np
from swat.cas import CAS
from cvpy.base.CASServerMode import CASServerMode
from cvpy.base.Statistic import Statistic
from cvpy.base.CASThreadTunerResults import CASThreadTunerResults
class CASThreadTuner(object):
@staticmethod
def tune_thread_count(action_func... | /sas-cvpy-1.1.1.tar.gz/sas-cvpy-1.1.1/cvpy/utils/CASThreadTuner.py | 0.851968 | 0.280704 | CASThreadTuner.py | pypi |
from cvpy.annotation.base.Project import Project
from cvpy.base.ImageTable import ImageTable
class Task(object):
def __init__(self, image_table: ImageTable = None, project: Project = None) -> None:
self._task_id = None
self._project = project
self._image_table = image_table
self._... | /sas-cvpy-1.1.1.tar.gz/sas-cvpy-1.1.1/cvpy/annotation/base/Task.py | 0.860574 | 0.274476 | Task.py | pypi |
from __future__ import annotations
import json
from typing import List
from swat.cas import CAS, CASTable
from cvpy.annotation.base.AnnotationLabel import AnnotationLabel
from cvpy.annotation.base.AnnotationType import AnnotationType
from cvpy.annotation.base.Credentials import Credentials
from cvpy.base.ImageTable ... | /sas-cvpy-1.1.1.tar.gz/sas-cvpy-1.1.1/cvpy/annotation/base/Project.py | 0.934739 | 0.307226 | Project.py | pypi |
from pathlib import Path
class Credentials(object):
"""
Construct an object that contains authentication information.
The auth_file with a token is recommended for a higher level of security.
This auth file must not be readable or writable by the group or others. The file should have a single l... | /sas-cvpy-1.1.1.tar.gz/sas-cvpy-1.1.1/cvpy/annotation/base/Credentials.py | 0.891593 | 0.349838 | Credentials.py | pypi |
from swat.cas.table import CASTable
from .images import ImageTable
from .utils import random_name
def two_way_split(tbl, test_rate=20, stratify=True, im_table=True, stratify_by='_label_',
image_col='_image_', train_name=None, test_name=None, columns=None,
**kwargs):
'''
Spl... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/splitting.py | 0.838349 | 0.466116 | splitting.py | pypi |
import math
from dlpy.utils import DLPyDict
class _LRScheduler(DLPyDict):
"""
Learning rate scheduler
Parameters
----------
learning_rate_policy : string, optional
Specifies the learning rate policy for the deep learning algorithm.
Valid Values: FIXED, STEP, POLY, INV, MULTISTEP
... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/lr_scheduler.py | 0.919917 | 0.749706 | lr_scheduler.py | pypi |
from __future__ import (print_function, division, absolute_import, unicode_literals)
from swat.cas.table import CASTable
from .utils import random_name, get_cas_host_type, char_to_double, int_to_double
from dlpy.utils import DLPyError
from swat.cas import datamsghandlers
import numpy as np
import pandas as pd
import ma... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/timeseries.py | 0.78345 | 0.450299 | timeseries.py | pypi |
import os
import platform
import numpy as np
import pandas as pd
import swat as sw
import string
import warnings
import struct
from dlpy.model import DataSpec
from dlpy.layers import Layer
from dlpy.utils import DLPyError
def create_extended_attributes(conn, model_name, layers, data_spec, label_file_name=None):
'... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/attribute_utils.py | 0.692434 | 0.441011 | attribute_utils.py | pypi |
from swat import *
import pandas as pd
from dlpy.model import *
from dlpy.applications import *
from dlpy.images import ImageTable
import matplotlib.image as mpimg
from dlpy.utils import DLPyError
import random
def get_image_features(conn, model, image_table, dense_layer, target='_filename_0'):
'''
Generate ... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/image_captioning.py | 0.81604 | 0.454291 | image_captioning.py | pypi |
import matplotlib.pyplot as plt
import numpy as np
from swat.cas.table import CASTable
from .utils import random_name, image_blocksize, caslibify_context, get_server_path_sep, get_cas_host_type
from warnings import warn
class ImageTable(CASTable):
'''
Specialized CASTable for Image Data
Parameters
... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/images.py | 0.802285 | 0.405184 | images.py | pypi |
from .layers import (Conv2d, BN, Res, Concat, Recurrent, InputLayer)
from dlpy.utils import DLPyError
class ResBlock(object):
'''
Base class for the residual blocks.
Parameters
----------
kernel_sizes : list-of-ints, optional
Specifies the size of the kernels. This assumes the kernels are... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/blocks.py | 0.952031 | 0.512388 | blocks.py | pypi |
import random
from dlpy.utils import DLPyError, random_name
import wave
import audioop
import os
def read_audio(path):
"""
Read the audio from path into a wave_read object.
Parameters
----------
path : string
Specifies path of the audio file.
Returns
-------
wave_reader : cl... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/speech_utils.py | 0.889174 | 0.439086 | speech_utils.py | pypi |
from dlpy.speech_utils import *
from dlpy.audio import AudioTable
from dlpy.model import Model
from dlpy.utils import get_server_path_sep, get_cas_host_type, caslibify
import os
import platform
class Speech:
"""
Class to do speech recognition using SAS Viya.
Parameters
----------
conn : CAS Conne... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/speech.py | 0.77586 | 0.260589 | speech.py | pypi |
from __future__ import print_function
from dlpy.model import Model
from dlpy.layers import Layer
from dlpy.utils import DLPyError
from dlpy.blocks import Bidirectional
class Sequential(Model):
'''
Model for sequentially building of deep learning models
Parameters
----------
conn : CAS
Spe... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/sequential.py | 0.812867 | 0.415254 | sequential.py | pypi |
import os
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import collections
import sys
from .utils import image_blocksize, unify_keys, input_table_check, random_name, check_caslib, caslibify
from .utils import filter_by_image_id, filter_by_filename, isnotebook
from dlpy.timeseries import Timeser... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/model.py | 0.702326 | 0.398875 | model.py | pypi |
from ..utils import input_table_check
def VGG19_Model(s, model_table='VGG19', n_channels=3, width=224, height=224,
random_crop=None, offsets=None,
random_flip=None, random_mutation=None):
'''
VGG19 model definition
Parameters
----------
s : CAS
Specifies th... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/caffe_models/model_vgg19.py | 0.884744 | 0.673366 | model_vgg19.py | pypi |
from ..utils import input_table_check
def ResNet152_Model(s, model_table='RESNET152', n_channels=3, width=224, height=224,
random_crop=None, offsets=None,
random_flip=None, random_mutation=None,
reshape_after_input=None):
'''
ResNet152 model definiti... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/caffe_models/model_resnet152.py | 0.890526 | 0.643497 | model_resnet152.py | pypi |
from ..utils import input_table_check
def ResNet50_Model(s, model_table='RESNET50', n_channels=3, width=224, height=224,
random_crop=None, offsets=None,
random_flip=None, random_mutation=None, reshape_after_input=None):
'''
ResNet50 model definition
Parameters
--... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/caffe_models/model_resnet50.py | 0.898143 | 0.698747 | model_resnet50.py | pypi |
from ..utils import input_table_check
def VGG16_Model(s, model_table='VGG16', n_channels=3, width=224, height=224,
random_crop=None, offsets=None,
random_flip=None, random_mutation=None,
reshape_after_input=None):
'''
VGG16 model definition
Parameters
-... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/caffe_models/model_vgg16.py | 0.868423 | 0.665954 | model_vgg16.py | pypi |
def LeNet_Model(s, model_name='LeNet'):
'''
LeNet model definition (batch normalization version)
Parameters
----------
s : CAS
Specifies the CAS connection object
model_name : string, optional
Specifies the name of CAS table to store the model
Returns
-------
None
... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/caffe_models/model_lenet.py | 0.908882 | 0.491761 | model_lenet.py | pypi |
from dlpy.model import Model
from dlpy.sequential import Sequential
from dlpy.layers import (Conv2d, Input, Pooling, BN, Conv2DTranspose, Concat, Segmentation)
from .application_utils import get_layer_options, input_layer_options
def UNet(conn, model_table='UNet', n_classes = 2, n_channels=1, width=256, height=256, ... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/applications/unet.py | 0.964246 | 0.66938 | unet.py | pypi |
from dlpy.model import Model
from dlpy.sequential import Sequential
from dlpy.layers import (Conv2d, Input, Pooling, RegionProposal, ROIPooling, Dense, FastRCNN)
from .application_utils import get_layer_options, input_layer_options, rpn_layer_options, fast_rcnn_options
from dlpy.utils import DLPyError
def Faster_RC... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/applications/rcnn.py | 0.944625 | 0.659912 | rcnn.py | pypi |
from dlpy.sequential import Sequential
from dlpy.blocks import Bidirectional
from dlpy.layers import (InputLayer, Conv2d, Pooling, Dense, OutputLayer, Recurrent)
from dlpy.utils import DLPyError
def TextClassification(conn, model_table='text_classifier', neurons=10, n_blocks=3, rnn_type='gru'):
'''
Generates ... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/applications/applications.py | 0.953329 | 0.591782 | applications.py | pypi |
from dlpy.sequential import Sequential
from dlpy.layers import InputLayer, Conv2d, BN, Pooling, Detection, Dense, Reshape, Concat
from dlpy.utils import DLPyError
from .application_utils import get_layer_options, input_layer_options, not_supported_feature
def YoloV2(conn, anchors, model_table='YoloV2', n_channels=3... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/applications/yolo.py | 0.960851 | 0.62621 | yolo.py | pypi |
import os
from dlpy.sequential import Sequential
from dlpy.layers import InputLayer, Conv2d, BN, Pooling, Concat, OutputLayer, GlobalAveragePooling2D
from dlpy.blocks import DenseNetBlock
from .application_utils import get_layer_options, input_layer_options
from dlpy.model import Model
from dlpy.utils import DLPyErro... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/applications/densenet.py | 0.918576 | 0.689655 | densenet.py | pypi |
import warnings
from dlpy.sequential import Sequential
from dlpy.model import Model
from dlpy.layers import InputLayer, Conv2d, BN, Pooling, GlobalAveragePooling2D, OutputLayer, Reshape
from dlpy.blocks import ResBlockBN, ResBlock_Caffe
from dlpy.utils import DLPyError, check_layer_class
from dlpy.caffe_models import ... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/applications/resnet.py | 0.903091 | 0.63202 | resnet.py | pypi |
from dlpy.sequential import Sequential
from dlpy.layers import InputLayer, Conv2d, BN, Pooling, GlobalAveragePooling2D, OutputLayer
from .application_utils import get_layer_options, input_layer_options
def Darknet_Reference(conn, model_table='Darknet_Reference', n_classes=1000, act='leaky',
n_c... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/applications/darknet.py | 0.958905 | 0.693038 | darknet.py | pypi |
import warnings
from dlpy.sequential import Sequential
from dlpy.model import Model
from dlpy.layers import InputLayer, Conv2d, BN, Pooling, OutputLayer, Dense, Reshape
from dlpy.utils import DLPyError, check_layer_class
from dlpy.caffe_models import (model_vgg16, model_vgg19)
from .application_utils import get_layer... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/applications/vgg.py | 0.926187 | 0.684837 | vgg.py | pypi |
# model/input layer definition
def write_input_layer(model_name='sas', layer_name='data', channels='-1',
width='-1', height='-1', scale='1.0', offsets=None,
std=None, model_type='CNN'):
'''
Generate Python code defining a SAS deep learning input layer
Parameters
... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/model_conversion/write_sas_code.py | 0.864625 | 0.536677 | write_sas_code.py | pypi |
from onnx import defs
from onnx import helper, numpy_helper
from onnx import TensorProto
import numpy as np
class OnnxWriteError(ValueError):
'''
Used to indicate an error in parsing ONNX model definition
'''
def sas_to_onnx(layers, model_table, model_weights):
'''
Convert DLPy model to ONNX
... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/model_conversion/write_onnx_model.py | 0.779448 | 0.377311 | write_onnx_model.py | pypi |
import os
import caffe
import caffe.draw
from caffe.proto import caffe_pb2
from caffe.pycaffe import *
from google.protobuf import text_format
from .write_caffe_model_parm import write_caffe_hdf5
from .write_sas_code import (write_input_layer, write_convolution_layer,
write_batch_norm_lay... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/model_conversion/sas_caffe_parse.py | 0.521959 | 0.301619 | sas_caffe_parse.py | pypi |
import numpy as np
import onnx
from onnx import helper, numpy_helper, shape_inference, mapping
from onnx import AttributeProto, TensorProto, GraphProto
from dlpy.model_conversion.onnx_graph import OnnxNode
class OpTypePattern(object):
'''
A tree pattern of operators to match in an ONNX graph
Parameters
... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/model_conversion/onnx_transforms.py | 0.954671 | 0.478833 | onnx_transforms.py | pypi |
from dlpy.utils import DLPyError
''' Model conversion utilities '''
def replace_forward_slash(layer_name):
'''
Replaces forward slash (/) in layer names with _
Parameters
----------
layer_name : string
Layer name
Returns
-------
string
Layer name with / replaced with ... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/model_conversion/model_conversion_utils.py | 0.853027 | 0.262616 | model_conversion_utils.py | pypi |
import h5py
class HDF5WriteError(IOError):
'''
Used to indicate an error in writing HDF5 file
'''
# write Caffe model parameters in HDF5 format
def write_caffe_hdf5(net, layer_list, file_name):
'''
Generate a SAS deep learning model from Caffe definition
Parameters
----------
net :... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/model_conversion/write_caffe_model_parm.py | 0.482185 | 0.301491 | write_caffe_model_parm.py | pypi |
import keras
from keras.layers import LSTM, Bidirectional, GRU
from dlpy.utils import DLPyError
''' Keras-specific utilities '''
def remove_layer_wrapper(layer):
'''
Determines underlying layer type for wrapped layers
Parameters
----------
layer : Layer object
Current layer object
Re... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/model_conversion/keras_utils.py | 0.774711 | 0.183502 | keras_utils.py | pypi |
import onnx
from onnx import helper, numpy_helper, mapping
from onnx import NodeProto
def _convert_onnx_attribute_proto(attr_proto):
'''
Convert ONNX AttributeProto into Python object
'''
if attr_proto.HasField('f'):
return attr_proto.f
elif attr_proto.HasField('i'):
return attr_pr... | /sas-dlpy-1.2.0.tar.gz/sas-dlpy-1.2.0/dlpy/model_conversion/onnx_graph.py | 0.737536 | 0.190649 | onnx_graph.py | pypi |
# SAS Event Stream Processing Python Interface
The ESPPy package enables you to create
[SAS Event Stream Processing (ESP)](https://www.sas.com/en_us/software/event-stream-processing.html)
models programmatically in Python. Using ESPPy, you can connect to
an ESP server and interact with projects and their components a... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/README.md | 0.538983 | 0.946646 | README.md | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import six
import weakref
from .utils.rest import RESTHelpers
def attribute(name, dtype=None, values=None):
'''
Create an XML attribute-based property
Parameters
----------
name : string
The name of the XM... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/base.py | 0.879432 | 0.350922 | base.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import io
import numpy as np
import pandas as pd
import re
import six
from PIL import Image
def _bgr2rgb(pil_image):
return Image.fromarray(np.asarray(pil_image)[:,:,::-1])
def bgr2rgb(data, columns=None):
'''
Convert BG... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/transformers.py | 0.903794 | 0.542863 | transformers.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import collections
import os
import re
import requests
import six
from six.moves import urllib
from .base import ESPObject
from .utils import xml
from .utils.rest import get_params
from .utils.data import get_project_data, gen_name
cl... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/router.py | 0.779783 | 0.223356 | router.py | pypi |
import logging
import sys
import matplotlib
from base64 import b16encode, b64encode
from esppy.espapi.tools import Options
from matplotlib import cm
import matplotlib.colors as mcolors
import numpy as np
class Gradient(Options):
def __init__(self,color,**kwargs):
Options.__init__(self,**kwargs)
... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/espapi/colors.py | 0.472927 | 0.396302 | colors.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .features import SchemaFeature, PatternsFeature
from .utils import get_args
class PatternWindow(Window, SchemaFeature, PatternsFeature):
'''
Pattern window
Parameters
--------... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/pattern.py | 0.884657 | 0.31127 | pattern.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .features import (SchemaFeature, OpcodeFeature, FunctionContextFeature,
GenerateFeature, EventLoopFeature)
from .utils import get_args
class FunctionalWindow(Window, Sch... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/functional.py | 0.897387 | 0.311257 | functional.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import BaseWindow, attribute, INDEX_TYPES
from .features import (ParametersFeature, SchemaFeature, InputMapFeature,
OutputMapFeature, MASMapFeature, ConnectorsFeature)
from .utils import get_args
cla... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/calculate.py | 0.859678 | 0.206754 | calculate.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import copy
import re
import six
from .base import Window, attribute
from .features import InitializeExpressionFeature
from .utils import get_args, ensure_element, connectors_to_end
from ..utils import xml
class FieldExpression(objec... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/join.py | 0.897564 | 0.283533 | join.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import collections
import copy
import re
import six
import inspect
from .utils import ensure_element
from ..connectors import Connector
from ..connectors.base import get_connector_class
from ..schema import Schema
from ..utils.data imp... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/features.py | 0.821044 | 0.225705 | features.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .features import SchemaFeature
from .utils import get_args, ensure_element, connectors_to_end
from ..utils import xml
class FieldPlugin(object):
'''
Aggregate field plugin
Paramet... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/aggregate.py | 0.906627 | 0.21211 | aggregate.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import six
from .base import Window, attribute
from .utils import ensure_element, get_args, connectors_to_end
from ..utils import xml
class Geometry(object):
'''
Geofence geometry
Parameters
----------
desc_field... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/geofence.py | 0.936008 | 0.455259 | geofence.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import collections
import copy
import csv
import datetime
import functools
import itertools
import os
import pandas as pd
import re
import requests
import six
import sys
import threading
import types
import weakref
import xml.etree.Elem... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/subscriber.py | 0.76986 | 0.179351 | subscriber.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .utils import get_args
class TextCategoryWindow(Window):
'''
Text category window
Parameters
----------
name : string, optional
The name of the window
pubsub :... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/textcategory.py | 0.876105 | 0.309467 | textcategory.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import collections
import copy
import csv
import datetime
import functools
import itertools
import os
import pandas as pd
import re
import requests
import six
import sys
import threading
import types
import weakref
import xml.etree.Elem... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/publisher.py | 0.745398 | 0.180666 | publisher.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .features import (ExpressionFeature, InitializeExpressionFeature,
PluginFeature)
from .utils import get_args
class FilterWindow(Window, InitializeExpressionFeature, Expr... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/filter.py | 0.878796 | 0.267647 | filter.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import six
from .base import Window, attribute
from .features import InitializeExpressionFeature, SchemaFeature
from .utils import get_args, ensure_element, connectors_to_end
from ..utils import xml
class FieldPlugin(object):
'''... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/compute.py | 0.863219 | 0.257491 | compute.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .utils import get_args
import inspect
from .base import BaseWindow, attribute, INDEX_TYPES
from .features import (ParametersFeature, SchemaFeature, InputMapFeature,
OutputMapFeature, MASMapFeature, Connector... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/pythonmas.py | 0.880129 | 0.287583 | pythonmas.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .utils import get_args
class TextContextWindow(Window):
'''
Text context window
Parameters
----------
name : string, optional
The name of the window
pubsub : b... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/textcontext.py | 0.86923 | 0.291217 | textcontext.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import re
from .base import BaseWindow, attribute
from .features import (FinalizedCallbackFeature, SchemaFeature,
FunctionContextFeature)
from .utils import get_args, ensure_element, listify, connectors_to_end
fr... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/notification.py | 0.846514 | 0.18188 | notification.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .features import RetentionFeature, SchemaFeature
from .utils import get_args
class SourceWindow(Window, SchemaFeature, RetentionFeature):
'''
Source Window
Parameters
--------... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/source.py | 0.874908 | 0.347565 | source.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .utils import get_args
class TextTopicWindow(Window):
'''
Text topic window
Parameters
----------
name : string, optional
The name of the window
pubsub : bool,... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/texttopic.py | 0.866909 | 0.283444 | texttopic.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .utils import get_args
class CounterWindow(Window):
'''
Counter window
Parameters
----------
name : string, optional
The name of the window
pubsub : bool, opti... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/counter.py | 0.886654 | 0.309943 | counter.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import copy
from .base import Window, attribute
from .features import (SchemaFeature, CXXPluginContextFeature, CXXPluginFeature,
DS2TableServerFeature, DSExternalFeature, MASMapFeature)
from .utils import get_arg... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/procedural.py | 0.825379 | 0.193204 | procedural.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from .base import Window, attribute
from .utils import get_args
class TextSentimentWindow(Window):
'''
Text sentiment window
Parameters
----------
name : string, optional
The name of the window
pubsub... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/textsentiment.py | 0.864639 | 0.295668 | textsentiment.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from xml.etree import ElementTree as xml
from .base import Window, attribute
from .features import WindowFeature
from .utils import get_args
class TrackerFeature(WindowFeature):
def __init__(self):
pass
def set(self,m... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/objectTracker.py | 0.863823 | 0.208864 | objectTracker.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
from xml.etree import ElementTree as xml
from .base import Window, BaseWindow, attribute
from .utils import get_args
class TransposeWindow(Window):
'''
Transpose Window
Parameters
----------
name : string, optiona... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/transpose.py | 0.807916 | 0.179602 | transpose.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import os
import pandas as pd
import six
from .base import BaseWindow, attribute
from .features import SchemaFeature, ModelsFeature, ConnectorsFeature
from .utils import get_args, ensure_element
class ScoreWindow(BaseWindow, SchemaFe... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/windows/score.py | 0.821188 | 0.177597 | score.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import numbers
import re
import six
from .base import Connector, prop, map_properties
from ..utils import xml
from ..utils.data import gen_name
class TimerPublisher(Connector):
'''
Publish events on regular intervals
Para... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/connectors/timer.py | 0.869313 | 0.249464 | timer.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import numbers
import re
import six
from .base import Connector, prop, map_properties
from ..utils import xml
from ..utils.data import gen_name
class SnifferPublisher(Connector):
'''
Publish local area network packet events
... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/connectors/sniffer.py | 0.845624 | 0.34895 | sniffer.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import numbers
import re
import six
from .base import Connector, prop, map_properties
from ..utils import xml
from ..utils.data import gen_name
class NuregoSubscriber(Connector):
'''
Subscribe to Nurego metering window
Pa... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/connectors/nurego.py | 0.784567 | 0.232539 | nurego.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import numbers
import re
import six
from .base import Connector, prop, map_properties
from ..utils import xml
from ..utils.data import gen_name
class BacnetPublisher(Connector):
'''
Publish Bacnet events
Parameters
--... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/connectors/bacnet.py | 0.823399 | 0.221277 | bacnet.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import numbers
import re
import six
from .base import Connector, prop, map_properties
from ..utils import xml
from ..utils.data import gen_name
class KafkaSubscriber(Connector):
'''
Subscribe to events from a Kafka broker
... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/connectors/kafka.py | 0.790288 | 0.277748 | kafka.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import numbers
import re
import six
from .base import Connector, prop, map_properties
from ..utils import xml
from ..utils.data import gen_name
class PISubscriber(Connector):
'''
Subscribe to operations from a PI Asset Framewo... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/connectors/pi.py | 0.852368 | 0.214733 | pi.py | pypi |
from __future__ import print_function, division, absolute_import, unicode_literals
import numbers
import re
import six
from .base import Connector, prop, map_properties
from ..utils import xml
from ..utils.data import gen_name
class SolaceSubscriber(Connector):
'''
Subscribe to Solace events
Parameters
... | /sas-esppy-7.1.16.tar.gz/sas-esppy-7.1.16/esppy/connectors/solace.py | 0.846641 | 0.210584 | solace.py | pypi |
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