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PySyft
PySyft-master/packages/syft/tests/syft/lib/torch/module_serde_test.py
# third party import pytest import torch as th # syft absolute import syft as sy from syft.lib.python.collections import OrderedDict @pytest.mark.slow def test_linear_module() -> None: alice = sy.VirtualMachine() alice_client = alice.get_root_client() # Linear fc = th.nn.Linear(4, 2) # send ...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/torch/weight_bias_test.py
# third party import pytest import torch # syft absolute import syft as sy input_list = [torch.nn.Linear(100, 10)] @pytest.mark.parametrize("target_layer", input_list) def test_weights_and_bias( root_client: sy.VirtualMachineClient, target_layer: torch.nn.Module ) -> None: original_bias = target_layer.bias ...
1,011
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py
PySyft
PySyft-master/packages/syft/tests/syft/lib/torch/device_test.py
# stdlib from typing import Any # third party import pytest import torch as th # syft absolute import syft as sy from syft.core.common.uid import UID from syft.lib.python import String def test_device() -> None: device = th.device("cuda") assert device.type == "cuda" assert device.index is None def te...
1,037
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PySyft
PySyft-master/packages/syft/tests/syft/lib/torch/tensor_util_test.py
# third party import pytest import torch as th # syft absolute import syft as sy @pytest.fixture(scope="function") def tensor() -> th.Tensor: t1 = th.tensor([[1.0, -1.0], [1.0, -1.0]]) scale, zero_point = 1e-4, 2 dtype = th.qint32 tensor = th.quantize_per_tensor(t1, scale, zero_point, dtype) retu...
771
29.88
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py
PySyft
PySyft-master/packages/syft/tests/syft/lib/torch/parameter_test.py
# stdlib import gc # third party import pytest import torch as th # syft absolute import syft as sy @pytest.mark.slow def test_parameter_vm_remote_operation( node: sy.VirtualMachine, client: sy.VirtualMachineClient ) -> None: x = th.nn.Parameter(th.randn(3, 3)) xp = x.send(client, pointable=False) ...
1,967
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PySyft
PySyft-master/packages/syft/tests/syft/lib/torch/client_torch_test.py
# stdlib from typing import List as TypeList from typing import Type as TypeType # third party import pytest import torch as th # syft absolute import syft as sy @pytest.mark.slow def test_torch_function(client: sy.VirtualMachineClient) -> None: x = th.tensor([[-0.1, 0.1], [0.2, 0.3]]) ptr_x = x.send(client...
990
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PySyft
PySyft-master/packages/syft/tests/syft/lib/torch/tensor/grad_test.py
# third party import torch # syft absolute import syft as sy def torch_grad_test(client: sy.VirtualMachineClient) -> None: x = client.torch.Tensor([[1, 1], [1, 1]]) x.requires_grad = True gt = client.torch.Tensor([[1, 1], [1, 1]]) * 16 - 0.5 loss_fn = client.torch.nn.MSELoss() v = x + 2 y =...
516
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PySyft
PySyft-master/packages/syft/tests/syft/lib/torch/tensor/tensor_remote_and_serde_test.py
# stdlib import gc # third party import pytest import torch as th # syft absolute import syft as sy from syft.core.node.common.service.auth import AuthorizationException @pytest.mark.slow def test_torch_remote_tensor_register( node: sy.VirtualMachine, client: sy.VirtualMachineClient ) -> None: """Test if se...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/python/list/list_serde_test.py
# third party import torch as th # syft absolute import syft as sy from syft.lib.python.list import List from syft.proto.lib.python.list_pb2 import List as List_PB def test_list_serde() -> None: t1 = th.tensor([1, 2]) t2 = th.tensor([1, 3]) syft_list = List([t1, t2]) serialized = syft_list._object2...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/python/slice/slice_serde_test.py
# third party import torch as th # syft absolute import syft as sy from syft.lib.python.slice import Slice from syft.proto.lib.python.slice_pb2 import Slice as Slice_PB def test_slice_serde() -> None: syft_slice = Slice(1, 3, -1) serialized = syft_slice._object2proto() assert isinstance(serialized, Slic...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/python/dict/dict_serde_test.py
# stdlib from collections import UserDict # third party import pytest import torch as th # syft absolute import syft as sy from syft.core.common.uid import UID from syft.lib.python.dict import Dict from syft.lib.python.int import Int from syft.lib.python.string import String from syft.proto.lib.python.dict_pb2 import...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/python/collections/ordered_dict/ordered_dict_serde_test.py
# stdlib from collections import OrderedDict as PyOrderectDict # third party import pytest import torch as th # syft absolute import syft as sy from syft.core.common.uid import UID from syft.lib.python.collections.ordered_dict import OrderedDict from syft.lib.python.int import Int from syft.lib.python.string import S...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/xgboost/model_test.py
# stdlib from sys import platform # third party import pytest # syft absolute import syft as sy try: np = pytest.importorskip("numpy") xgb = pytest.importorskip("xgboost") sy.load("xgboost") sy.load("numpy") _SKIP_XGB = platform == "darwin" except Exception: _SKIP_XGB = True # this current...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/torchvision/allowlist_test.py
# stdlib import json import os from os import path from typing import Any from typing import Dict from typing import Union # third party from packaging import version import pytest import torch import torchvision as tv # syft absolute import syft as sy from syft.lib.torchvision.allowlist import allowlist TORCHVISION...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/pytorch_lightning/boring_test.py
# stdlib from typing import Any from typing import List from typing import Optional # third party import pytest import torch # syft absolute import syft as sy SyTensorProxyType = Any # Union[torch.Tensor, Any] # cant use lib_ast during test search time DataLoaderPointerType = Any # sy.lib_ast.torch.utils.data.Data...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/tensor/tensorbase_test.py
# stdlib from typing import Any from typing import List # third party import torch # syft absolute from syft.lib.tensor.tensorbase import DataTensor from syft.lib.tensor.tensorbase import FloatTensor from syft.lib.tensor.tensorbase import SyftTensor def get_children_types(t: Any, types: Any = None) -> List[Any]: ...
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PySyft
PySyft-master/packages/syft/tests/syft/lib/sympc/sympc_test.py
# third party import pytest import torch as th # syft absolute import syft as sy sympc = pytest.importorskip("sympc") Session = sympc.session.Session SessionManager = sympc.session.SessionManager MPCTensor = sympc.tensor.MPCTensor sy.load("sympc") @pytest.mark.asyncio @pytest.mark.vendor(lib="sympc") def test_load...
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PySyft
PySyft-master/packages/syft/docs/conf.py
# -*- coding: utf-8 -*- # # This file is execfile()d with the current directory set to its containing dir. # # Note that not all possible configuration values are present in this # autogenerated file. # # All configuration values have a default; values that are commented out # serve to show the default. # stdlib impor...
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PySyft
PySyft-master/packages/grid/apps/worker/src/main/core/database/store_disk.py
# stdlib from copy import deepcopy from io import StringIO from json import loads from os.path import getsize from typing import Iterable from typing import Optional # third party from flask import current_app as app from loguru import logger import numpy as np import pandas as pd from syft import deserialize from syf...
8,985
32.405204
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PySyft
PySyft-master/packages/grid/apps/worker/src/main/core/services/transfer_service.py
# stdlib import secrets from threading import Thread import traceback from typing import List from typing import Type from typing import Union # third party from nacl.encoding import HexEncoder from nacl.signing import VerifyKey from syft.core.common.message import ImmediateSyftMessageWithReply from syft.core.common.s...
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PySyft
PySyft-master/packages/grid/apps/worker/src/main/core/services/tensor_service.py
# stdlib import secrets from typing import List from typing import Type from typing import Union # third party from nacl.encoding import HexEncoder from nacl.signing import SigningKey from nacl.signing import VerifyKey # syft relative from syft.core.common.group import VerifyAll from syft.core.common.message import I...
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PySyft
PySyft-master/packages/grid/apps/network/src/main/core/database/store_disk.py
# stdlib from copy import deepcopy from io import StringIO from json import loads from os.path import getsize from typing import Iterable from typing import Optional # third party from flask import current_app as app from loguru import logger import numpy as np import pandas as pd from syft import deserialize from syf...
8,985
32.405204
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PySyft
PySyft-master/packages/grid/apps/network/src/main/core/services/transfer_service.py
# stdlib import secrets from threading import Thread import traceback from typing import List from typing import Type from typing import Union # third party from nacl.encoding import HexEncoder from nacl.signing import VerifyKey from syft.core.common.message import ImmediateSyftMessageWithReply from syft.core.common.s...
3,630
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PySyft
PySyft-master/packages/grid/apps/network/src/main/core/services/tensor_service.py
# stdlib import secrets from typing import List from typing import Type from typing import Union # third party from nacl.encoding import HexEncoder from nacl.signing import SigningKey from nacl.signing import VerifyKey # syft relative from syft.core.common.group import VerifyAll from syft.core.common.message import I...
7,678
29.351779
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py
PySyft
PySyft-master/packages/grid/apps/domain/src/main/core/database/store_disk.py
# stdlib from typing import Iterable from typing import KeysView from typing import Optional from typing import ValuesView # third party from flask import current_app as app from nacl.encoding import HexEncoder from nacl.signing import VerifyKey import syft from syft.core.common.group import VERIFYALL from syft.core.c...
4,762
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PySyft
PySyft-master/packages/grid/apps/domain/src/main/core/database/bin_storage/bin_obj.py
# third party from syft import deserialize from syft import serialize from syft.proto.lib.pandas.frame_pb2 import PandasDataFrame as PandasDataFrame_PB from syft.proto.lib.torch.tensor_pb2 import TensorProto as TensorProto_PB # grid relative from .. import BaseModel from .. import db bin_to_proto = { TensorProto_...
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PySyft
PySyft-master/packages/grid/apps/domain/src/main/core/model_centric/cycles/cycle_manager.py
# stdlib from datetime import datetime from datetime import timedelta from functools import reduce import json import logging # third party import torch as th # grid relative from ...exceptions import CycleNotFoundError from ...manager.database_manager import DatabaseManager from ..models import model_manager from .....
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py
PySyft
PySyft-master/packages/grid/apps/domain/src/main/core/model_centric/syft_assets/plan.py
# grid relative from ...database import BaseModel from ...database import db class Plan(BaseModel): """Plan table that represents Syft Plans. Columns: id (Integer, Primary Key): Plan ID. name (String): Plan name. value (Binary): String (List of operations) value_ts (Binary): ...
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PySyft
PySyft-master/packages/grid/apps/domain/src/main/core/model_centric/syft_assets/protocol.py
# grid relative from ...database import BaseModel from ...database import db class Protocol(BaseModel): """Protocol table that represents Syft Protocols. Columns: id (Integer, Primary Key): Protocol ID. name (String): protocol name. value: String (List of operations) value_ts...
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PySyft
PySyft-master/packages/grid/apps/domain/src/main/core/services/transfer_service.py
# stdlib import secrets from threading import Thread import traceback from typing import List from typing import Type from typing import Union # third party from nacl.encoding import HexEncoder from nacl.signing import VerifyKey from syft.core.common.message import ImmediateSyftMessageWithReply from syft.core.common.s...
3,630
30.573913
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py
PySyft
PySyft-master/packages/grid/apps/domain/src/main/core/services/tensor_service.py
# stdlib import secrets from typing import List from typing import Type from typing import Union # third party from nacl.encoding import HexEncoder from nacl.signing import SigningKey from nacl.signing import VerifyKey # syft relative from syft.core.common.group import VerifyAll from syft.core.common.message import I...
7,678
29.351779
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py
PySyft
PySyft-master/packages/grid/apps/domain/src/main/core/datasets/dataset_ops.py
# stdlib from copy import deepcopy import csv from io import StringIO import tarfile from typing import Iterable from typing import Optional # third party from nacl.encoding import HexEncoder from nacl.signing import SigningKey import numpy as np import pandas as pd from pandas import DataFrame from syft.core.common.g...
7,525
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PySyft
PySyft-master/packages/grid/apps/domain/src/main/routes/model_centric/routes.py
# stdlib import io import json import logging from math import floor from random import random # third party from flask import Response from flask import current_app from flask import render_template from flask import request from flask import send_file import numpy as np from requests_toolbelt import MultipartEncoder...
20,059
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py
PySyft
PySyft-master/packages/grid/apps/domain/tests/test_database/test_disk_store.py
# stdlib from json import dumps from json import loads # third party import pytest import numpy as np import torch as th from flask import current_app as app from syft.core.common.uid import UID from sqlalchemy.exc import NoResultFound from syft.core.store.storeable_object import StorableObject from src.main.core.dat...
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py
MRNet
MRNet-master/src/criteria.py
import torch import torch.nn.functional as F def calculate_acc(output, target): pred = output.data.max(1)[1] correct = pred.eq(target.data).cpu().sum().numpy() return correct * 100.0 / target.size()[0] def calculate_correct(output, target): pred = output.data.max(1)[1] correct = pred.eq(target.d...
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py
MRNet
MRNet-master/src/train.py
import argparse import os import sys import time import numpy as np import torch from trainer import Trainer parser = argparse.ArgumentParser(description='baseline') parser.add_argument('--data_dir', type=str) parser.add_argument('--exp_dir', type=str, default='./experiments') parser.add_argument('--exp_name', type=...
3,987
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MRNet
MRNet-master/src/trainer.py
import os import pickle import shutil import numpy as np import torch import torch.optim as optim import yaml from torch import nn from tqdm import tqdm import criteria from data.data_utils import get_data from networks.mrnet import MRNet from report_acc_regime import init_acc_regime, update_acc_regime torch.backend...
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py
MRNet
MRNet-master/src/networks/mrnet.py
import torch import torch.nn.functional as F from .blocks import * def conv1x1(in_channel, out_channel, stride=1): return nn.Conv2d(in_channel, out_channel, kernel_size=1, stride=stride, bias=False) def conv3x3(in_channel, out_channel, stride=1): return nn.Conv2d(in_channel, out_channel, kernel_size=3, str...
20,978
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py
MRNet
MRNet-master/src/networks/blocks.py
import torch.nn as nn def conv1x1(in_channel, out_channel, stride=1): return nn.Conv2d(in_channel, out_channel, kernel_size=1, stride=stride, bias=False) def conv3x3(in_channel, out_channel, stride=1): return nn.Conv2d(in_channel, out_channel, kernel_size=3, stride=stride, padding=1, bias=False) class Res...
1,545
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MRNet
MRNet-master/src/data/raven_dataset.py
import os import random import glob import numpy as np import skimage.transform import skimage.io import torch from torch.utils.data import Dataset import warnings class ToTensor(object): def __call__(self, sample): to_tensor(sample) def to_tensor(sample): return torch.tensor(sample, dtype=torch.f...
7,020
35.952632
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py
MRNet
MRNet-master/src/data/pgm_dataset.py
import os import random import glob import numpy as np import skimage.transform import skimage.io import torch from torch.utils.data import Dataset import warnings class ToTensor(object): def __call__(self, sample): to_tensor(sample) def to_tensor(sample): return torch.tensor(sample, dtype=torch.f...
7,995
38.004878
114
py
MRNet
MRNet-master/src/data/data_utils.py
import os import random import torch import warnings import torch.utils.data def get_data_path(data_root, dataname: str): if data_root is None: return None # using cached data if os.path.isdir(os.path.join(data_root, dataname)): return os.path.join(data_root, dataname) if os.path.isdir(o...
2,461
41.448276
114
py
LaBo
LaBo-main/main.py
import os import utils import json import argparse import pytorch_lightning as pl import torch as th import numpy as np from sklearn.metrics import confusion_matrix import random proj_name = 'Food-Fixed-Seed' check_interval = 10 def linear_probe_sklearn_main(cfg): "Adapted from: https://github.com/KaiyangZhou/CoO...
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42.868571
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py
LaBo
LaBo-main/data_lp.py
import utils import random import torch as th from PIL import Image from pathlib import Path import pytorch_lightning as pl from torch.utils.data import Dataset, DataLoader from torchvision.transforms import Compose, Resize, CenterCrop, ToTensor, Normalize from torchvision.transforms import InterpolationMode try: ...
7,223
35.301508
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py
LaBo
LaBo-main/utils.py
import mmcv from mmcv import Config import os import os.path as osp import time import glob import argparse import pickle import torch import tqdm import numpy as np import clip from PIL import Image """ Start an experiment """ def pre_exp(cfg_file, work_dir): """ Load the config from cfg_file, create a folder...
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py
LaBo
LaBo-main/data.py
""" This is a cleaned version of data loader for new interfaces; The datamodule here handles all data processing including concept selection. For the model, it only loads data processed and save in data_root. """ import torch as th import numpy as np from torch.utils.data import Dataset, DataLoader import pytorch_ligh...
15,970
39.535533
212
py
LaBo
LaBo-main/models/select_concept/select_algo.py
import torch as th import random from tqdm import tqdm import numpy as np from sklearn.manifold import TSNE import matplotlib.pyplot as plt def get_tSNE_embed(x): tSNE = TSNE(n_components=2, init='random') return tSNE.fit_transform(x) def clip_score(img_feat, concept_feat, n_shots, num_images_per_class): ...
7,542
39.12234
167
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LaBo
LaBo-main/models/linear_probe/linear_probe.py
""" Linear probing following example in https://github.com/openai/CLIP """ import clip import torch import torch.nn as nn import torch.nn.functional as F import pickle from torch.utils.data import DataLoader, Dataset from tqdm import tqdm import numpy as np import pytorch_lightning as pl from pytorch_lightning.callback...
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LaBo
LaBo-main/models/asso_opt/asso_opt.py
import torchmetrics import wandb import torch as th import pytorch_lightning as pl import torch.nn.functional as F import numpy as np from pathlib import Path class AssoConcept(pl.LightningModule): def init_weight_concept(self, concept2cls): self.init_weight = th.zeros((self.cfg.num_cls, len(self.select_i...
8,883
37.293103
124
py
LaBo
LaBo-main/cfg/linear_probe/ImageNet.py
steps = 8 n_runs = 1 img_path = 'datasets/ImageNet/images/' data_root = 'exp/linear_probe/ImageNet' img_split_path = 'datasets/ImageNet/splits' num_cls = 1000 unfreeze_clip = False paper = True clip_model='ViT-B/32' #['RN50', 'RN101', 'RN50x4', 'RN50x16', 'RN50x64', 'ViT-B/32', 'ViT-B/16', 'ViT-L/14', 'ViT-L/14@336px...
14,762
67.032258
126
py
SPAA
SPAA-main/src/python/main.py
""" Set up ProCams and capture data """ import os from os.path import join, abspath import cv2 as cv import numpy as np import torch from omegaconf import DictConfig, OmegaConf import classifier import utils as ut import matplotlib.pyplot as plt from classifier import query_multi_classifiers from img_proc import checke...
12,495
54.292035
217
py
SPAA
SPAA-main/src/python/reproduce_paper_results.py
""" Script to reproduce SPAA (IEEE VR'22) paper/supplementary results on the benchmark dataset (13 setups). 1. We start by setting the training environment to GPU (if any). 2. Setups are listed in 'setup_list', more setups can be found in SPAA/data/setups folder. 3. You need to start visdom first. 4. Run the script by...
3,043
38.532468
151
py
SPAA
SPAA-main/src/python/test_digital_one_pixel_attack.py
""" Test digital one-pixel attacks """ import os from os.path import join, abspath os.environ['CUDA_VISIBLE_DEVICES'] = '0' import torch from classifier import Classifier, load_imagenet_labels from one_pixel_attacker import DigitalOnePixelAttacker import utils as ut # %% Digital-based one-pixel attack # set which GPU...
1,784
37.804348
150
py
SPAA
SPAA-main/src/python/utils.py
''' Useful helper functions ''' import os from os.path import join, abspath import sys import warnings import platform import math import random import pandas as pd import skimage.util import numpy as np import cv2 as cv import torch import torch.nn as nn import torch.nn.functional as F import torchvision.transforms f...
29,434
38.299065
262
py
SPAA
SPAA-main/src/python/classifier.py
""" A wrapper for image classification models """ import torch import torch.nn.functional as F from torch.hub import load_state_dict_from_url from torchvision import models, transforms as T from img_proc import resize, center_crop as cc, expand_4d # A general classifier class, can be initialized by model name class C...
5,095
42.555556
169
py
SPAA
SPAA-main/src/python/img_proc.py
import sys import numpy as np import cv2 as cv import torch import torch.nn.functional as F import copy import torchvision.transforms from PIL import ImageFont, ImageDraw, ImageOps from skimage.filters import threshold_multiotsu def threshold_im(im_in, compensation=False): # find the direct light binary mask for...
7,753
36.100478
134
py
SPAA
SPAA-main/src/python/pytorch_tps.py
# Obtained from https://github.com/cheind/py-thin-plate-spline/blob/master/thinplate/pytorch.py # ============================================================ # MIT License # # Copyright (c) 2018 Christoph Heindl # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and ass...
7,316
30.813043
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py
SPAA
SPAA-main/src/python/train_network.py
''' PCNet and CompenNet++ training functions ''' import os from os.path import join import warnings import numpy as np import cv2 as cv import math import random import torch import torch.nn as nn import torch.nn.functional as F import torch.optim as optim import time import pytorch_ssim import models from img_proc im...
37,120
49.573569
173
py
SPAA
SPAA-main/src/python/models.py
import numpy as np import torch, math import torch.nn as nn import torch.nn.init as init import torch.nn.functional as F import copy import pytorch_tps # CompenNet class CompenNet(nn.Module): def __init__(self): super(CompenNet, self).__init__() self.name = 'CompenNet' self.relu = nn.ReLU(...
13,630
38.395954
158
py
SPAA
SPAA-main/src/python/projector_based_attack.py
""" Useful functions for projector-based adversarial attack """ import os from os.path import join import numpy as np import cv2 as cv import pandas as pd import torch from omegaconf import DictConfig from torchvision.utils import make_grid from train_network import load_setup_info, train_eval_pcnet, train_eval_compenn...
35,019
55.850649
209
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SPAA
SPAA-main/src/python/perc_al/__init__.py
# Original code obtained from https://github.com/ZhengyuZhao/PerC-Adversarial # Zhengyu Zhao, Zhuoran Liu, Martha Larson, "Towards Large yet Imperceptible Adversarial Image Perturbations with Perceptual Color Distance", CVPR 2020. # Extended to work for SPAA and PerC-AL+CompenNet++ # from typing import Tuple, Optional ...
13,448
51.535156
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py
SPAA
SPAA-main/src/python/perc_al/differential_color_functions.py
""" Code obtrained from https://github.com/ZhengyuZhao/PerC-Adversarial Zhengyu Zhao, Zhuoran Liu, Martha Larson, "Towards Large yet Imperceptible Adversarial Image Perturbations with Perceptual Color Distance", CVPR 2020. """ import numpy as np import torch from img_proc import expand_4d def rgb2xyz(rgb_image, dev...
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SPAA
SPAA-main/src/python/one_pixel_attacker/__init__.py
''' Digital and projector-based One-pixel adversarial attacker code modified from: https://github.com/Hyperparticle/one-pixel-attack-keras/blob/92c8506acdcb7807c46dd7404c214ebaaa3d26ad/attack.py ''' # Helper functions import os import torch import numpy as np import cv2 as cv import pandas as pd from scipy.optimize im...
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SPAA
SPAA-main/src/python/pytorch_ssim/__init__.py
# Author: Po-Hsun Su (https://github.com/Po-Hsun-Su/pytorch-ssim) # Modified by: Bingyao Huang import torch import torch.nn.functional as F from torch.autograd import Variable from math import exp def gaussian(window_size, sigma): gauss = torch.Tensor( [exp(-(x - window_size // 2) ** 2 / float(2 * sigma *...
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m3ae_public
m3ae_public-master/m3ae/jax_utils.py
import os import time from typing import Any, Mapping, Text, Tuple, Union from functools import partial import dill import flax import jax import jax.numpy as jnp import numpy as np from absl import logging from flax import jax_utils class JaxRNG(object): """ A convenient stateful Jax RNG wrapper. Can be used to...
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m3ae_public
m3ae_public-master/m3ae/mae_main.py
import dataclasses import pprint from functools import partial import absl.app import absl.flags import flax import jax import jax.numpy as jnp import numpy as np import optax import torch import wandb from flax import linen as nn from flax.jax_utils import prefetch_to_device from flax.training.train_state import Tr...
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m3ae_public
m3ae_public-master/m3ae/utils.py
import os import pprint import random import tempfile import time import uuid from copy import copy from socket import gethostname import absl.flags import cloudpickle as pickle import gcsfs import numpy as np import wandb from absl import logging from ml_collections import ConfigDict from ml_collections.config_dict i...
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m3ae_public
m3ae_public-master/m3ae/model.py
from typing import Callable, Optional, Any import flax import flax.linen as nn from flax.training.train_state import TrainState import jax import jax.numpy as jnp from ml_collections import ConfigDict from ml_collections.config_dict import config_dict from functools import partial def mask_union(mask1, mask2): r...
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m3ae_public
m3ae_public-master/m3ae/data.py
import threading from io import BytesIO from queue import Queue import gcsfs import h5py import numpy as np import skimage.io import torch import torchvision import transformers from ml_collections import ConfigDict from PIL import Image from skimage.color import gray2rgb, rgba2rgb from timm.data import create_transfo...
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m3ae_public
m3ae_public-master/m3ae/vqgan.py
# This file is taken from https://github.com/google-research/maskgit with modifications. # Copyright 2022 Google LLC # # 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...
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m3ae_public
m3ae_public-master/m3ae/finetune_main.py
from typing import Callable, Optional, Any import dataclasses import os import pprint from functools import partial from copy import deepcopy import absl.app import absl.flags import flax import jax import jax.numpy as jnp import numpy as np import optax import torch import wandb from flax import linen as nn from fla...
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m3ae_public
m3ae_public-master/m3ae/linear_main.py
from typing import Callable, Optional, Any import dataclasses import os import pprint from functools import partial import absl.app import absl.flags import flax import jax import jax.numpy as jnp import numpy as np import optax import torch import wandb from flax import linen as nn from flax.jax_utils import prefetc...
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m3ae_public
m3ae_public-master/m3ae/m3ae_main.py
import dataclasses import pprint from functools import partial import absl.app import absl.flags import flax import jax import jax.numpy as jnp import numpy as np import optax import torch import wandb from flax import linen as nn from flax.jax_utils import prefetch_to_device from tqdm.auto import tqdm, trange from ...
16,249
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PQsim
PQsim-master/pqsim/experimental/jaxQC.py
import jax.numpy as jnp from jax import jit import numpy as np def do_circ(nq, names, qargs, parms, vec): idx_parm = 0 idx_arr = jnp.arange(2**nq, dtype=int) for idx, n in enumerate(names): if n=='cz': q0 = qargs[idx] % nq q1 = ((qargs[idx] - q0)//nq) % nq vec = ...
2,441
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py
BDF
BDF-main/utils_filereader.py
import argparse import json import os import pandas as pd import time import torch import numpy as np # ============================================================================== # Utility Functions # ============================================================================== def format_config(args): """ ...
5,167
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142
py
BDF
BDF-main/query_methods.py
import argparse import json import os import pandas as pd import time import torch import numpy as np from bhmtorch_cpu import BHM_VELOCITY_PYTORCH from utils_filereader import read_frame_velocity from utils_metrics import calc_scores_velocity def load_mdl(args, path): """ @param path (str): path relative to...
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py
BDF
BDF-main/train_methods.py
import argparse import json import os import pandas as pd import time import torch import numpy as np from bhmtorch_cpu import BHM_VELOCITY_PYTORCH def save_mdl(args, model, path, train_time): """ @param model: BHM Module to save @param path (str): path relative to the mdl folder to save to """ md...
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py
BDF
BDF-main/bhmtorch_cpu.py
""" # 3D Bayesian Dynamic Fields with pytorch # Ransalu Senanayake, Jason Zheng, and Kyle Hatch """ import math import numpy as np import torch import statsmodels.api as sm from kernel import rbf_kernel_conv, rbf_kernel_wasserstein, rbf_kernel class BHM_VELOCITY_PYTORCH: def __init__(self, alpha=None, beta=None, ...
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py
BDF
BDF-main/spatun.py
import argparse import json import os import pandas as pd import time import torch import numpy as np import train_methods import query_methods import utils_filereader from plot_methods import BHM_PLOTTER def load_query_data(path): """ @param path (str): path relative to query_data folder to save data ""...
8,424
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py
BDF
BDF-main/plot_methods.py
import argparse import json import os import pandas as pd import plotly import plotly.graph_objects as go import time import torch #vivian import plotly.figure_factory as ff import trimesh import time import torch import numpy as np from skimage import measure import utils_filereader from plotly.subplots import make_...
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BDF
BDF-main/kernel.py
import math import numpy as np import torch from sklearn.metrics.pairwise import euclidean_distances, rbf_kernel as sklearn_kernel DEFAULT_DEVICE = torch.device("cpu") # ============================================================================== # Kernel Method Implementations using PyTorch # ====================...
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py
unlikelihood_training
unlikelihood_training-main/custom/baseline_cross_entropy.py
# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. # import math import torch.nn.functional as F from fairseq import utils from fairseq.criterions import FairseqCriterion, ...
3,557
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py
unlikelihood_training
unlikelihood_training-main/custom/sequence_penalty_loss.py
# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. # import math import torch from collections import defaultdict from fairseq import utils from fairseq.criterions import F...
4,763
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unlikelihood_training
unlikelihood_training-main/custom/sequence_generator.py
# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. # import math import torch import torch.nn.functional as F class SequenceGenerator(object): def __init__(self, tgt_d...
6,709
42.012821
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py
unlikelihood_training
unlikelihood_training-main/custom/candidate_penalty_ce_loss.py
# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. # import math import torch.nn.functional as F import torch from fairseq import utils from fairseq.criterions import Fairs...
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unlikelihood_training
unlikelihood_training-main/custom/evaluate_utils.py
# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. # import torch from fairseq import checkpoint_utils, options, progress_bar, tasks, utils from fairseq.meters import Stopwatc...
6,679
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py
unlikelihood_training
unlikelihood_training-main/custom/metrics.py
# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. # import numpy as np import torch import torch.nn.functional as F from collections import defaultdict, Counter from fairse...
9,037
44.878173
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py
unlikelihood_training
unlikelihood_training-main/custom/language_modeling_with_generation.py
# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. # from fairseq.tasks import register_task from fairseq.tasks.language_modeling import LanguageModelingTask from fairseq.cus...
5,069
44.675676
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py
unlikelihood_training
unlikelihood_training-main/custom/gpt2/run_gpt2.py
# Copyright (c) Facebook, Inc. and its affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. # import argparse import logging import json import os import re import random import torch import torch.nn.functional as F...
22,458
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py
TESAR-CDE
TESAR-CDE-main/main.py
# Adapted from: https://github.com/seedatnabeel/TE-CDE/blob/main/main.py import argparse import os import traceback import wandb import numpy as np import torch from scipy.stats import sem from src.utils.cancer_simulation import get_cancer_sim_data from src.utils.data_utils import process_data, read_from_file, write_...
11,489
42.688213
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py
TESAR-CDE
TESAR-CDE-main/trainer.py
# Adapted from: https://github.com/seedatnabeel/TE-CDE/blob/main/trainer.py import argparse import logging import os import pickle from copy import deepcopy import numpy as np import torch import torch.nn as nn import torchcde from torch.nn import functional as F from tqdm import tqdm import matplotlib.pyplot as plt ...
34,276
41.265105
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py
TESAR-CDE
TESAR-CDE-main/src/models/CDE_model.py
# Adapted from: https://github.com/patrick-kidger/torchcde # Adapted from: https://github.com/seedatnabeel/TE-CDE/blob/main/src/models/CDE_model.py import logging import torch import torch.nn as nn import torchcde ###################### # A CDE model is defined as # # z_t = z_0 + \int_0^t f_\theta(z_s) dX_s # # Whe...
8,665
37.6875
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py
TESAR-CDE
TESAR-CDE-main/src/utils/losses.py
# Adapted from: https://github.com/seedatnabeel/TE-CDE/blob/main/src/utils/losses.py import torch from torch.nn import functional as F import math def mse(ground_truth_outputs, predictions, active_entries, obs_prob=None, norm=1150): """ Computes normed MSE Loss Args: outputs (torch.tensor): list of ...
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py
TESAR-CDE
TESAR-CDE-main/src/utils/training_tools.py
# Adapted from: https://github.com/seedatnabeel/TE-CDE/blob/main/src/utils/training_tools.py import numpy as np import torch class EarlyStopping: """Early stopping: stop training if validation loss doesn't improve after n patience steps""" def __init__(self, patience=5, delta=0.001, path="checkpoint.pt"): ...
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py
TESAR-CDE
TESAR-CDE-main/src/utils/data_utils.py
# Adapted from: https://github.com/seedatnabeel/TE-CDE/blob/main/src/utils/data_utils.py import pickle import random import numpy as np import torch import torchcde from scipy.stats import boxcox def get_processed_data(raw_sim_data, scaling_params): """ It takes the raw simulation data and the scaling parame...
11,195
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py
NRG_AI_NeuroOnco_preproc
NRG_AI_NeuroOnco_preproc-master/src/classifier2_image.py
import warnings warnings.simplefilter(action='ignore') warnings.simplefilter(action='ignore', category=FutureWarning) from tensorflow.keras.models import load_model import numpy as np import data_IO as data_IO import tensorflow as tf import yaml import os from pathlib import Path import pandas as pd import sys from n...
7,658
43.52907
153
py
NRG_AI_NeuroOnco_preproc
NRG_AI_NeuroOnco_preproc-master/src/classifier1_metadata.py
import warnings warnings.simplefilter(action='ignore') warnings.simplefilter(action='ignore', category=FutureWarning) import csv import glob import json import matplotlib.pyplot as plt import numpy as np import os import pandas as pd import pickle import pprint import pydicom import re import sys import tensorflow as ...
15,259
45.666667
185
py
NRG_AI_NeuroOnco_preproc
NRG_AI_NeuroOnco_preproc-master/src/train_classifier2_image/train.py
import tensorflow as tf from tensorflow.keras.callbacks import TensorBoard, ReduceLROnPlateau, EarlyStopping import numpy as np import yaml import os import datetime from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Input, Dropout from tensorflow.keras.models import Model from tensorflow.keras....
6,268
37.460123
163
py
NRG_AI_NeuroOnco_preproc
NRG_AI_NeuroOnco_preproc-master/src/train_classifier1_metadata/train.py
import csv import os import pickle import re from datetime import datetime import numpy as np import tensorflow from sklearn.feature_extraction.text import CountVectorizer from sklearn.model_selection import train_test_split from tensorflow.keras import layers from tensorflow.keras.models import Sequential class HOF...
5,459
39.746269
198
py
dtr-prototype
dtr-prototype-master/checkmate_comp/setup.py
from setuptools import setup setup( name='remat', version='0.1.0', description='Optimal tensor rematerialization research project', packages=['remat'], # find_packages() python_requires='>=3.6', install_requires=[ "numpy", "pandas", "redis", "matplotlib", ...
647
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py