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ColBERT
ColBERT-master/colbert/modeling/tokenization/doc_tokenization.py
import torch from transformers import BertTokenizerFast from colbert.modeling.tokenization.utils import _split_into_batches, _sort_by_length class DocTokenizer(): def __init__(self, doc_maxlen): self.tok = BertTokenizerFast.from_pretrained('bert-base-uncased') self.doc_maxlen = doc_maxlen ...
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ColBERT
ColBERT-master/colbert/modeling/tokenization/query_tokenization.py
import torch from transformers import BertTokenizerFast from colbert.modeling.tokenization.utils import _split_into_batches class QueryTokenizer(): def __init__(self, query_maxlen): self.tok = BertTokenizerFast.from_pretrained('bert-base-uncased') self.query_maxlen = query_maxlen self.Q_...
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ColBERT
ColBERT-master/colbert/modeling/tokenization/utils.py
import torch def tensorize_triples(query_tokenizer, doc_tokenizer, queries, positives, negatives, bsize): assert len(queries) == len(positives) == len(negatives) assert bsize is None or len(queries) % bsize == 0 N = len(queries) Q_ids, Q_mask = query_tokenizer.tensorize(queries) D_ids, D_mask = d...
1,833
34.269231
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tools/test.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import os import mmcv import torch from mmcv import Config, DictAction from mmcv.parallel import MMDataParallel from mmcv.runner import get_dist_info, init_dist, load_checkpoint from mmedit.apis import multi_gpu_test, set_random_seed, single_gpu_test fro...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tools/onnx2tensorrt.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import os import os.path as osp import warnings from typing import Iterable, Optional import cv2 import mmcv import numpy as np import onnxruntime as ort import torch from mmcv.ops import get_onnxruntime_op_path from mmcv.tensorrt import (TRTWrapper, is_t...
9,445
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tools/publish_model.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import subprocess import torch from packaging import version def parse_args(): parser = argparse.ArgumentParser( description='Process a checkpoint to be published') parser.add_argument('in_file', help='input checkpoint filename') par...
1,256
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tools/pytorch2onnx.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import warnings import cv2 import mmcv import numpy as np import onnx import onnxruntime as rt import torch from mmcv.onnx import register_extra_symbolics from mmcv.runner import load_checkpoint from mmedit.datasets.pipelines import Compose from mmedit.m...
7,975
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tools/deploy_test.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import warnings from typing import Any import mmcv import torch from mmcv import Config, DictAction from mmcv.parallel import MMDataParallel from torch import nn from mmedit.apis import single_gpu_test from mmedit.core.export import ONNXRuntimeEditing fr...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tools/train.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import copy import os import os.path as osp import time import mmcv import torch import torch.distributed as dist from mmcv import Config, DictAction from mmcv.runner import init_dist from mmedit import __version__ from mmedit.apis import init_random_see...
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tools/deployment/mmedit_handler.py
# Copyright (c) OpenMMLab. All rights reserved. import os import random import string from io import BytesIO import PIL.Image as Image import torch from ts.torch_handler.base_handler import BaseHandler from mmedit.apis import init_model, restoration_inference from mmedit.core import tensor2img class MMEditHandler(B...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tools/deployment/mmedit2torchserve.py
# Copyright (c) OpenMMLab. All rights reserved. from argparse import ArgumentParser, Namespace from pathlib import Path from tempfile import TemporaryDirectory import mmcv try: from model_archiver.model_packaging import package_model from model_archiver.model_packaging_utils import ModelExportUtils except Imp...
3,725
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_inference.py
# Copyright (c) OpenMMLab. All rights reserved. import os import shutil import pytest import torch from mmedit.apis import (init_model, restoration_video_inference, video_interpolation_inference) def test_restoration_video_inference(): if torch.cuda.is_available(): # recurrent f...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_runtime/test_optimizer.py
# Copyright (c) OpenMMLab. All rights reserved. import torch import torch.nn as nn from mmedit.core import build_optimizers class ExampleModel(nn.Module): def __init__(self): super().__init__() self.model1 = nn.Conv2d(3, 8, kernel_size=3) self.model2 = nn.Conv2d(3, 4, kernel_size=3) ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_runtime/test_visual_hook.py
# Copyright (c) OpenMMLab. All rights reserved. import os.path as osp import tempfile from unittest.mock import MagicMock import mmcv import numpy as np import pytest import torch import torch.nn as nn from torch.utils.data import DataLoader, Dataset from mmedit.core import VisualizationHook from mmedit.utils import ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_runtime/test_dataset_builder.py
# Copyright (c) OpenMMLab. All rights reserved. import math from torch.utils.data import ConcatDataset, RandomSampler, SequentialSampler from mmedit.datasets import (DATASETS, RepeatDataset, build_dataloader, build_dataset) from mmedit.datasets.samplers import DistributedSampler @DATASE...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_runtime/test_eval_hook.py
# Copyright (c) OpenMMLab. All rights reserved. import logging import tempfile from unittest.mock import MagicMock import mmcv.runner import pytest import torch import torch.nn as nn from mmcv.runner import obj_from_dict from torch.utils.data import DataLoader, Dataset from mmedit.core import EvalIterHook class Exa...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_runtime/test_apis.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.apis.train import init_random_seed, set_random_seed def test_init_random_seed(): init_random_seed(0, device='cpu') init_random_seed(device='cpu') # test on gpu if torch.cuda.is_available(): init_random_seed(0, device='cu...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_runtime/test_ema_hook.py
# Copyright (c) OpenMMLab. All rights reserved. from copy import deepcopy import pytest import torch import torch.nn as nn from packaging import version from torch.nn.parallel import DataParallel from mmedit.core.hooks import ExponentialMovingAverageHook class SimpleModule(nn.Module): def __init__(self): ...
8,288
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_base_model.py
# Copyright (c) OpenMMLab. All rights reserved. import unittest from unittest.mock import patch import pytest import torch from mmedit.models import BaseModel class TestBaseModel(unittest.TestCase): @patch.multiple(BaseModel, __abstractmethods__=set()) def test_parse_losses(self): self.base_model =...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_generation_backbones/test_generators.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import pytest import torch from mmedit.models import build_backbone from mmedit.models.common import (ResidualBlockWithDropout, UnetSkipConnectionBlock) def test_unet_skip_connection_block(): _cfg = ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_real_basicvsr_net.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.backbones.sr_backbones.real_basicvsr_net import \ RealBasicVSRNet def test_real_basicvsr_net(): """Test RealBasicVSR.""" # cpu # is_fix_cleaning = False real_basicvsr = RealBasicVSRNet(is_fix_cleaning=F...
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_sr_backbones.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from mmedit.models.backbones import EDSR, SRCNN, MSRResNet, RRDBNet from mmedit.models.components import ModifiedVGG def test_srresnet_backbone(): """Test SRResNet backbone.""" # x2 model MSRResNet( in_...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_duf.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.backbones.sr_backbones.duf import DynamicUpsamplingFilter def test_dynamic_upsampling_filter(): """Test DynamicUpsamplingFilter.""" with pytest.raises(TypeError): # The type of filter_size must be tuple ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_liif_net.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.models import build_backbone def test_liif_edsr(): model_cfg = dict( type='LIIFEDSR', encoder=dict( type='EDSR', in_channels=3, out_channels=3, mid_channels=64, nu...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_iconvsr.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.backbones.sr_backbones.iconvsr import IconVSR def test_iconvsr(): """Test IconVSR.""" # gpu (since IconVSR contains DCN, only GPU mode is available) if torch.cuda.is_available(): iconvsr = IconVSR( ...
1,695
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_tdan_net.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.backbones.sr_backbones.tdan_net import TDANNet def test_tdan_net(): """Test TDANNet.""" # gpu (DCN is available only on GPU) if torch.cuda.is_available(): tdan = TDANNet().cuda() input_tensor = ...
772
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_basicvsr_net.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.backbones.sr_backbones.basicvsr_net import BasicVSRNet def test_basicvsr_net(): """Test BasicVSR.""" # cpu basicvsr = BasicVSRNet( mid_channels=64, num_blocks=30, spynet_pretrained=None) input_tenso...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_dic_net.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch import torch.nn as nn from mmedit.models import build_backbone from mmedit.models.backbones.sr_backbones.dic_net import ( FeedbackBlock, FeedbackBlockCustom, FeedbackBlockHeatmapAttention) def test_feedback_block(): x1 = torch.rand(2,...
2,496
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_glean_net.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.backbones.sr_backbones.glean_styleganv2 import \ GLEANStyleGANv2 class TestGLEANNet: @classmethod def setup_class(cls): cls.default_cfg = dict(in_size=16, out_size=256, style_channels=512) cls.s...
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_edvr_net.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.backbones.sr_backbones.edvr_net import (EDVRNet, PCDAlignment, TSAFusion) def test_pcd_alignment(): "...
4,187
27.489796
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_tof.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.backbones import TOFlow def test_tof(): """Test TOFlow.""" # cpu tof = TOFlow(adapt_official_weights=True) input_tensor = torch.rand(1, 7, 3, 32, 32) tof.init_weights(pretrained=None) output = tof(i...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_rdn.py
# Copyright (c) OpenMMLab. All rights reserved. import torch import torch.nn as nn from mmedit.models import build_backbone def test_rdn(): scale = 4 model_cfg = dict( type='RDN', in_channels=3, out_channels=3, mid_channels=64, num_blocks=16, upscale_factor=s...
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_sr_backbones/test_basicvsr_plusplus.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.backbones.sr_backbones.basicvsr_pp import BasicVSRPlusPlus def test_basicvsr_plusplus(): """Test BasicVSR++.""" # cpu model = BasicVSRPlusPlus( mid_channels=64, num_blocks=7, is_low_res_...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_vfi_backbones/test_cain_net.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models import build_backbone def test_cain_net(): model_cfg = dict(type='CAINNet') # build model model = build_backbone(model_cfg) # test attributes assert model.__class__.__name__ == 'CAINNet' # prepar...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_vfi_backbones/test_tof_vfi_net.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models import build_backbone def test_tof_vfi_net(): model_cfg = dict(type='TOFlowVFINet') # build model model = build_backbone(model_cfg) # test attributes assert model.__class__.__name__ == 'TOFlowVFINet' ...
1,371
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_encoder_decoders/test_gl_model.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models import build_backbone, build_component from mmedit.models.backbones import GLDilationNeck from mmedit.models.common import SimpleGatedConvModule def test_gl_encdec(): input_x = torch.randn(1, 4, 256, 256) template_c...
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_encoder_decoders/test_deepfill_encoder.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.models.backbones import ContextualAttentionNeck, DeepFillEncoder from mmedit.models.common import SimpleGatedConvModule def test_deepfill_enc(): encoder = DeepFillEncoder() x = torch.randn((2, 5, 256, 256)) outputs = encoder(x) ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_encoder_decoders/test_aot_model.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.models import build_backbone from mmedit.models.backbones.encoder_decoders.necks import AOTBlockNeck def test_gl_encdec(): input_x = torch.randn(1, 4, 256, 256) template_cfg = dict(type='AOTEncoderDecoder') aot_encdec = build_backb...
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_encoder_decoders/test_deepfill_decoder.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.models.backbones import DeepFillDecoder def test_deepfill_dec(): decoder = DeepFillDecoder(128, out_act_cfg=None) assert not decoder.with_out_activation decoder = DeepFillDecoder(128) x = torch.randn((2, 128, 64, 64)) inpu...
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_encoder_decoders/test_decoders.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from mmedit.models.backbones import (VGG16, FBADecoder, IndexedUpsample, IndexNetDecoder, IndexNetEncoder, PlainDecoder, ResGCADecoder, ...
8,503
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_encoder_decoders/test_encoder_decoder.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmedit.models.backbones import SimpleEncoderDecoder def assert_dict_keys_equal(dictionary, target_keys): """Check if the keys of the dictionary is equal to the target key set.""" assert isinstance(dictionary, dict) asser...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_encoder_decoders/test_encoders.py
# Copyright (c) OpenMMLab. All rights reserved. from collections.abc import Iterable import numpy as np import pytest import torch from mmcv.utils.parrots_wrapper import _BatchNorm from mmedit.models.backbones import (VGG16, DepthwiseIndexBlock, FBAResnetDilated, HolisticIndexBloc...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_encoder_decoders/test_pconv_encdec.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmcv.utils.parrots_wrapper import _BatchNorm from mmedit.models.backbones import PConvEncoder, PConvEncoderDecoder def test_pconv_encdec(): pconv_enc_cfg = dict(type='PConvEncoder') pconv_dec_cfg = dict(type='PConvDecoder') ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_backbones/test_encoder_decoders/test_deepfill_encdec.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.models.backbones import DeepFillEncoderDecoder, GLEncoderDecoder from mmedit.models.components import DeepFillRefiner def test_deepfill_encdec(): encdec = DeepFillEncoderDecoder() assert isinstance(encdec.stage1, GLEncoderDecoder) a...
961
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_extractors/test_feedback_hour_glass.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models import build_component from mmedit.models.extractors import Hourglass from mmedit.models.extractors.feedback_hour_glass import ( ResBlock, reduce_to_five_heatmaps) def test_res_block(): res_block = ResBlock(16, 32)...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_extractors/test_lte.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models import build_component def test_lte(): model_cfg = dict( type='LTE', requires_grad=False, pixel_range=1., pretrained=None, load_pretrained_vgg=False) lte = build_component(mo...
863
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_synthesizers/test_cyclegan.py
# Copyright (c) OpenMMLab. All rights reserved. import copy from unittest.mock import patch import mmcv import pytest import torch from mmcv.parallel import DataContainer as DC from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import ResnetGenerator from mmedit.m...
23,294
40.747312
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_basicvsr_model.py
# Copyright (c) OpenMMLab. All rights reserved. import tempfile import mmcv import pytest import torch from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones.sr_backbones import BasicVSRNet from mmedit.models.losses import MSELoss def test_basicvsr_model(): mod...
6,854
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_real_basicvsr.py
# Copyright (c) OpenMMLab. All rights reserved. from unittest.mock import patch import pytest import torch from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import RealBasicVSRNet from mmedit.models.components import UNetDiscriminatorWithSpectralNorm from mmedit....
8,475
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_tdan.py
# Copyright (c) OpenMMLab. All rights reserved. import tempfile import mmcv import pytest import torch from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import TDANNet from mmedit.models.losses import MSELoss def test_tdan_model(): model_cfg = dict( ...
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_real_esrgan.py
# Copyright (c) OpenMMLab. All rights reserved. from unittest.mock import patch import pytest import torch from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import MSRResNet from mmedit.models.components import ModifiedVGG from mmedit.models.losses import GANLoss...
10,264
38.480769
79
py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_glean.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import pytest import torch from mmedit.models import build_model def test_glean(): model_cfg = dict( type='GLEAN', generator=dict( type='GLEANStyleGANv2', in_size=16, out_size=64, style_ch...
2,269
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_liif.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch import torch.nn as nn from mmcv.runner import obj_from_dict from mmcv.utils.config import Config from mmedit.models import build_model from mmedit.models.registry import COMPONENTS @COMPONENTS.register_module() class BP(nn.Module): "...
4,114
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_dic_model.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from mmcv.runner import obj_from_dict from mmcv.utils.config import Config from mmedit.models.builder import build_model def test_dic_model(): pretrained = 'https://download.openmmlab.com/mmediting/' + \ 'restor...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_ttsr.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.runner import obj_from_dict from mmcv.utils.config import Config from mmedit.models import build_backbone, build_model from mmedit.models.backbones.sr_backbones.ttsr_net import (CSFI2, CSFI3, SFE, ...
7,308
33.63981
77
py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_esrgan.py
# Copyright (c) OpenMMLab. All rights reserved. from unittest.mock import patch import torch from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import MSRResNet from mmedit.models.components import ModifiedVGG from mmedit.models.losses import GANLoss, L1Loss def...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_edvr_model.py
# Copyright (c) OpenMMLab. All rights reserved. import tempfile import mmcv import pytest import torch from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import EDVRNet from mmedit.models.losses import L1Loss def test_edvr_model(): model_cfg = dict( ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_srgan.py
# Copyright (c) OpenMMLab. All rights reserved. from unittest.mock import patch import pytest import torch from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import MSRResNet from mmedit.models.components import ModifiedVGG from mmedit.models.losses import GANLoss...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_restorers/test_basic_restorer.py
# Copyright (c) OpenMMLab. All rights reserved. import tempfile import mmcv import pytest import torch from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import MSRResNet from mmedit.models.losses import L1Loss def test_basic_restorer(): model_cfg = dict( ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_video_interpolator/test_basic_interpolator.py
# Copyright (c) OpenMMLab. All rights reserved. import tempfile import mmcv import pytest import torch import torch.nn as nn from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.losses import L1Loss from mmedit.models.registry import COMPONENTS @COMPONENTS.register_module()...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_video_interpolator/test_cain.py
# Copyright (c) OpenMMLab. All rights reserved. import tempfile import mmcv import pytest import torch from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import CAINNet from mmedit.models.losses import L1Loss def test_cain(): model_cfg = dict( type='...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_mattors/test_mattors.py
# Copyright (c) OpenMMLab. All rights reserved. import os.path as osp from unittest.mock import patch import mmcv import numpy as np import pytest import torch from mmedit.models import BaseMattor, build_model def _get_model_cfg(fname): """ Grab configs necessary to create a model. These are deep copied to ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_losses/test_losses.py
# Copyright (c) OpenMMLab. All rights reserved. import math from unittest.mock import patch import numpy import numpy.testing as npt import pytest import torch from mmedit.models import (CharbonnierCompLoss, CharbonnierLoss, DiscShiftLoss, GANLoss, GaussianBlur, GradientLoss, ...
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py
BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_losses/test_feature_loss.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.losses import LightCNNFeatureLoss def test_light_cnn_feature_loss(): pretrained = 'https://download.openmmlab.com/mmediting/' + \ 'restorers/dic/light_cnn_feature.pth' pred = torch.rand((3, 3, 128, 128)) ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_common/test_common_module.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch import torch.nn as nn from mmedit.models.common import (ASPP, DepthwiseSeparableConvModule, GCAModule, LinearModule, MaskConvModule, PartialConv2d, SimpleGatedConvModule) def...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_common/test_img_normalize.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.models.common import ImgNormalize def test_normalize_layer(): rgb_mean = (1, 2, 3) rgb_std = (1, 0.5, 0.25) layer = ImgNormalize(1, rgb_mean, rgb_std) x = torch.randn((2, 3, 64, 64)) y = layer(x) x = x.permute((1, 0, 2, ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_common/test_sampling.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.common import PixelShufflePack, pixel_unshuffle def test_pixel_shuffle(): # test on cpu model = PixelShufflePack(3, 3, 2, 3) model.init_weights() x = torch.rand(1, 3, 16, 16) y = model(x) assert y.s...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_common/test_flow_warp.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models import flow_warp def tensor_shift(x, shift=(1, 1), fill_val=0): """Shift tensor for testing flow_warp. Args: x (Tensor): the input tensor. The shape is (b, c, h, w]. shift (tuple): shift pixel. ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_common/test_model_utils.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import pytest import torch import torch.nn as nn from mmedit.models.common import (GANImageBuffer, extract_around_bbox, extract_bbox_patch, generation_init_weights, set_re...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_common/test_ensemble.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch import torch.nn as nn from mmedit.models.common import SpatialTemporalEnsemble def test_ensemble_cpu(): model = nn.Identity() # spatial ensemble of an image ensemble = SpatialTemporalEnsemble(is_temporal_ensemb...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_transformer/test_search_transformer.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.models.builder import build_component def test_search_transformer(): model_cfg = dict(type='SearchTransformer') model = build_component(model_cfg) lr_pad_level3 = torch.randn((2, 32, 32, 32)) ref_pad_level3 = torch.randn((2, 32...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_components/test_stylegan2.py
# Copyright (c) OpenMMLab. All rights reserved. from copy import deepcopy import pytest import torch import torch.nn as nn from mmedit.models.components.stylegan2.common import get_module_device from mmedit.models.components.stylegan2.generator_discriminator import ( StyleGAN2Discriminator, StyleGANv2Generator) f...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_components/test_refiners/test_mlp_refiner.py
# Copyright (c) OpenMMLab. All rights reserved. import torch import torch.nn as nn from mmedit.models.builder import build_component def test_mlp_refiner(): model_cfg = dict( type='MLPRefiner', in_dim=8, out_dim=3, hidden_list=[8, 8, 8, 8]) mlp = build_component(model_cfg) # test attributes ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_components/test_refiners/test_matting_refiners.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmedit.models import PlainRefiner def assert_dict_keys_equal(dictionary, target_keys): """Check if the keys of the dictionary is equal to the target key set.""" assert isinstance(dictionary, dict) assert set(dictionary.k...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_components/test_refiners/test_deepfill_refiner.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.models import (ContextualAttentionNeck, DeepFillDecoder, DeepFillEncoder, DeepFillRefiner, GLDilationNeck) def test_deepfill_refiner(): refiner = DeepFillRefiner() x = torch.rand((2, 5, 256, 256)) mask = ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_components/test_discriminators/test_unet_disc.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.components import UNetDiscriminatorWithSpectralNorm def test_unet_disc_with_spectral_norm(): # cpu disc = UNetDiscriminatorWithSpectralNorm(in_channels=3) img = torch.randn(1, 3, 16, 16) disc(img) with ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_components/test_discriminators/test_light_cnn.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.builder import build_component from mmedit.models.components.discriminators.light_cnn import MaxFeature def test_max_feature(): # cpu conv2d = MaxFeature(16, 16, filter_type='conv2d') x1 = torch.rand(3, 16, 16, ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_components/test_discriminators/test_discriminators.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import pytest import torch from mmedit.models import build_component def test_ttsr_dict(): cfg = dict(type='TTSRDiscriminator', in_channels=3, in_size=160) net = build_component(cfg) net.init_weights(pretrained=None) # cp...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_components/test_discriminators/test_deepfill_disc.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmedit.models.components import (DeepFillv1Discriminators, MultiLayerDiscriminator) def test_deepfillv1_disc(): model_config = dict( global_disc_cfg=dict( type='MultiLayerDisc...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_components/test_discriminators/test_multi_layer_disc.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch import torch.nn as nn from mmedit.models.components import MultiLayerDiscriminator def test_multi_layer_disc(): with pytest.raises(AssertionError): # fc_in_channels must be greater than 0 multi_disc = MultiLayerDiscriminat...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_inpaintors/test_deepfill_inpaintor.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import os import tempfile import pytest import torch from mmcv import Config from mmedit.core import build_optimizers from mmedit.models import DeepFillv1Inpaintor def test_two_stage_inpaintor(): model = dict( disc_input_with_mask=True, ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_inpaintors/test_gl_inpaintor.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv import Config from mmedit.models import build_model def test_gl_inpaintor(): cfg = Config.fromfile('tests/data/inpaintor_config/gl_test.py') gl = build_model(cfg.model, train_cfg=cfg.train_cfg, test_cfg=cfg.test_cfg) assert gl.__cla...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_inpaintors/test_pconv_inpaintor.py
# Copyright (c) OpenMMLab. All rights reserved. import os import tempfile from unittest.mock import patch import pytest import torch from mmcv import Config from mmedit.models import build_model from mmedit.models.losses import PerceptualVGG @patch.object(PerceptualVGG, 'init_weights') def test_pconv_inpaintor(init...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_inpaintors/test_two_stage_inpaintor.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import os import tempfile import pytest import torch from mmcv import Config from mmedit.core import build_optimizers from mmedit.models import TwoStageInpaintor def test_two_stage_inpaintor(): model = dict( disc_input_with_mask=True, e...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_inpaintors/test_one_stage_inpaintor.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import os import tempfile from unittest.mock import patch import pytest import torch from mmcv import Config from mmedit.models import build_model from mmedit.models.backbones import GLEncoderDecoder def test_one_stage_inpaintor(): cfg = Config.fromfil...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_models/test_inpaintors/test_aot_inpaintor.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import os import tempfile import pytest import torch from mmcv import Config from mmedit.models import build_model from mmedit.models.backbones.encoder_decoders import AOTEncoderDecoder def test_aot_inpaintor(): cfg = Config.fromfile('tests/data/inpain...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_data/test_datasets/test_repeat_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. from torch.utils.data import Dataset from mmedit.datasets import RepeatDataset def test_repeat_dataset(): class ToyDataset(Dataset): def __init__(self): super().__init__() self.members = [1, 2, 3, 4, 5] def __len__(self): ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_data/test_pipelines/test_formating.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from mmedit.datasets.pipelines import (Collect, FormatTrimap, GetMaskedImage, ImageToTensor, ToTensor) from mmedit.datasets.pipelines.formating import FramesToTensor def check_keys_con...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_data/test_pipelines/test_generate_assistant.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmedit.datasets.pipelines import (GenerateCoordinateAndCell, GenerateHeatmap) def test_generate_heatmap(): inputs = dict(landmark=[(1, 2), (3, 4)]) generate_heatmap = GenerateHeatmap('landmark', 4, 16) ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_data/test_pipelines/test_pipeline_utils.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from mmedit.datasets.pipelines.utils import (adjust_gamma, dtype_range, make_coord) def test_adjust_gamma(): """Test Gamma Correction Adpted from # https://github.co...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_data/test_pipelines/test_augmentation.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import os.path as osp import numpy as np import pytest import torch # yapf: disable from mmedit.datasets.pipelines import (BinarizeImage, ColorJitter, CopyValues, Flip, GenerateFrameIndices, ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_utils/test_tensor2img.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from torchvision.utils import make_grid from mmedit.core import tensor2img def test_tensor2img(): tensor_4d_1 = torch.FloatTensor(2, 3, 4, 4).uniform_(0, 1) tensor_4d_2 = torch.FloatTensor(1, 3, 4, 4).uniform_(0, 1)...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_utils/test_pix2pix.py
# Copyright (c) OpenMMLab. All rights reserved. import copy from unittest.mock import patch import mmcv import pytest import torch from mmcv.parallel import DataContainer as DC from mmcv.runner import obj_from_dict from mmedit.models import build_model from mmedit.models.backbones import UnetGenerator from mmedit.mod...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/tests/test_utils/test_onnx_wraper.py
# Copyright (c) OpenMMLab. All rights reserved. import os import mmcv import numpy as np import pytest import torch from packaging import version from mmedit.models import build_model @pytest.mark.skipif(torch.__version__ == 'parrots', reason='skip parrots.') @pytest.mark.skipif( version.parse(torch.__version__...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/demo/restoration_video_demo.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import os import cv2 import mmcv import numpy as np import torch from mmedit.apis import init_model, restoration_video_inference from mmedit.core import tensor2img from mmedit.utils import modify_args VIDEO_EXTENSIONS = ('.mp4', '.mov') def parse_args...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/mmedit/apis/test.py
# Copyright (c) OpenMMLab. All rights reserved. import os.path as osp import pickle import shutil import tempfile import mmcv import torch import torch.distributed as dist from mmcv.runner import get_dist_info def single_gpu_test(model, data_loader, save_image=False, ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/mmedit/apis/restoration_face_inference.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.parallel import collate, scatter from mmedit.datasets.pipelines import Compose try: from facexlib.utils.face_restoration_helper import FaceRestoreHelper has_facexlib = True except ImportError: has_facexlib = False ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/mmedit/apis/generation_inference.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.parallel import collate, scatter from mmedit.core import tensor2img from mmedit.datasets.pipelines import Compose def generation_inference(model, img, img_unpaired=None): """Inference image with the model. Args: ...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/mmedit/apis/inpainting_inference.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.parallel import collate, scatter from mmedit.datasets.pipelines import Compose def inpainting_inference(model, masked_img, mask): """Inference image with the model. Args: model (nn.Module): The loaded model. masked_img (s...
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BasicVSR_PlusPlus
BasicVSR_PlusPlus-master/mmedit/apis/restoration_inference.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.parallel import collate, scatter from mmedit.datasets.pipelines import Compose def restoration_inference(model, img, ref=None): """Inference image with the model. Args: model (nn.Module): The loaded model. img (str): File...
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