repo_id stringclasses 400
values | commit_sha stringclasses 400
values | commit_index int32 0 951 | in_repo_split stringclasses 1
value | cross_repo_split stringclasses 1
value | test_file stringlengths 7 121 | test_function stringlengths 1 108 | assertion_type stringclasses 32
values | difficulty stringclasses 8
values | context_lines int32 3 600 | prefix large_stringlengths 44 113k | target large_stringlengths 1 498 | anchor_sha stringclasses 400
values | anchor_index int32 0 951 | qna_source stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/loss/test_NTXentLoss.py | test_with_values | self.assertAlmostEqual | variable | 43 | import unittest
import numpy as np
import pytest
import torch
from pytest_mock import MockerFixture
from torch import distributed as dist
from lightly.loss import NTXentLoss
class TestNTXentLossUnitTest(unittest.TestCase):
def test_with_values(self):
for n_samples in [1, 2, 4]:
for dimension... | l1_manual) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/loss/test_NTXentLoss.py | test_with_values | self.assertAlmostEqual | variable | 44 | import unittest
import numpy as np
import pytest
import torch
from pytest_mock import MockerFixture
from torch import distributed as dist
from lightly.loss import NTXentLoss
class TestNTXentLossUnitTest(unittest.TestCase):
def test_with_values(self):
for n_samples in [1, 2, 4]:
for dimension... | l2_manual) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/modules/masked_vision_transformer_test.py | test_encode | assert | variable | 73 | from abc import ABC, abstractmethod
from typing import Optional, Tuple
import pytest
import torch
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Parameter
from lightly.models import utils
from lightly.models.modules.masked_vision_transformer import MaskedVisionTransformer
class M... | batch_size | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_swagger_rest_client.py | test_request__timeout | assert | numeric_literal | 26 | import pickle
from pytest_mock import MockerFixture
from urllib3 import PoolManager, Timeout
from lightly.api.swagger_rest_client import LightlySwaggerRESTClientObject
from lightly.openapi_generated.swagger_client.configuration import Configuration
class TestLightlySwaggerRESTClientObject:
def test_request__tim... | 5 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_swagger_rest_client.py | test_request__connection_read_timeout | assert | numeric_literal | 24 | import pickle
from pytest_mock import MockerFixture
from urllib3 import PoolManager, Timeout
from lightly.api.swagger_rest_client import LightlySwaggerRESTClientObject
from lightly.openapi_generated.swagger_client.configuration import Configuration
class TestLightlySwaggerRESTClientObject:
def test_request__con... | 1 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_swagger_rest_client.py | test_request__connection_read_timeout | assert | numeric_literal | 25 | import pickle
from pytest_mock import MockerFixture
from urllib3 import PoolManager, Timeout
from lightly.api.swagger_rest_client import LightlySwaggerRESTClientObject
from lightly.openapi_generated.swagger_client.configuration import Configuration
class TestLightlySwaggerRESTClientObject:
def test_request__con... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_compute_worker.py | test_selection_config_from_dict | assert | numeric_literal | 82 | import json
import random
from typing import Any, List
from unittest import mock
from unittest.mock import MagicMock
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_compute_worker
from lightly.api.api_workflow_compute_worker import (
STATE_SCHEDULED_ID_... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_compute_worker.py | test_get_compute_worker_runs | assert | numeric_literal | 55 | import json
import random
from typing import Any, List
from unittest import mock
from unittest.mock import MagicMock
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_compute_worker
from lightly.api.api_workflow_compute_worker import (
STATE_SCHEDULED_ID_... | 0 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_compute_worker.py | test_get_compute_worker_run_tags__single_tag | assert | numeric_literal | 75 | import json
import random
from typing import Any, List
from unittest import mock
from unittest.mock import MagicMock
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_compute_worker
from lightly.api.api_workflow_compute_worker import (
STATE_SCHEDULED_ID_... | 1 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasets.py | test_get_datasets__shared | assert | numeric_literal | 51 | from typing import List
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasets
from lightly.openapi_generated.swagger_client.api import DatasetsApi
from lightly.openapi_generated.swagger_client.models import (
Creator,
DatasetCreateRequest,
Dat... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasets.py | test_get_datasets__shared_None | assert | numeric_literal | 44 | from typing import List
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasets
from lightly.openapi_generated.swagger_client.api import DatasetsApi
from lightly.openapi_generated.swagger_client.models import (
Creator,
DatasetCreateRequest,
Dat... | 3 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasets.py | test_get_datasets_by_name__own_existing | assert | numeric_literal | 45 | from typing import List
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasets
from lightly.openapi_generated.swagger_client.api import DatasetsApi
from lightly.openapi_generated.swagger_client.models import (
Creator,
DatasetCreateRequest,
Dat... | 1 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasources.py | test_get_processed_until_timestamp | assert | numeric_literal | 40 | import pytest
import tqdm
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasources
from lightly.openapi_generated.swagger_client.models import (
DatasourceConfigAzure,
DatasourceConfigGCS,
DatasourceConfigLOCAL,
DatasourceConfigS3,
DatasourceConfigS3... | 5 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasources.py | test__download_raw_files_iter | assert | numeric_literal | 86 | import pytest
import tqdm
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasources
from lightly.openapi_generated.swagger_client.models import (
DatasourceConfigAzure,
DatasourceConfigGCS,
DatasourceConfigLOCAL,
DatasourceConfigS3,
DatasourceConfigS3... | 4 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_download_dataset.py | test_download_dataset__ok | assert | numeric_literal | 87 | import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_download_dataset
from lightly.openapi_generated.swagger_client.models import (
DatasetData,
DatasetEmbeddingData,
DatasetType,
ImageType,
TagData,
)
from tests.api_workflow import utils
def ... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_upload_custom_metadata.py | test_upload_custom_metadata | assert | numeric_literal | 70 | from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_upload_metadata
from lightly.openapi_generated.swagger_client.models import (
SampleDataModes,
SamplePartialMode,
SampleUpdateRequest,
)
from lightly.utils.io import COCO_ANNOTATION_KEYS
from tests.api_workflow im... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/cli/test_cli_crop.py | parse_cli_string | assert | numeric_literal | 86 | import os
import random
import re
import sys
import tempfile
import hydra
import torchvision
import yaml
from hydra.experimental import compose
import lightly
from lightly.data import LightlyDataset
from lightly.utils.bounding_box import BoundingBox
from lightly.utils.cropping.crop_image_by_bounding_boxes import (
... | 0 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/cli/test_cli_get_lighty_config.py | test_get_lightly_config | assert | numeric_literal | 10 | from lightly.cli.config.get_config import get_lightly_config
def test_get_lightly_config() -> None:
conf = get_lightly_config()
# Assert some default values
assert conf.checkpoint == ""
assert conf.loader.batch_size == 16
assert conf.trainer.weights_summary is None
assert conf.summary_callback... | 1 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/cli/test_cli_magic.py | parse_cli_string | assert | numeric_literal | 54 | import os
import re
import sys
import tempfile
import hydra
import torchvision
from hydra.experimental import compose
from lightly import cli
from tests.api_workflow.mocked_api_workflow_client import (
N_FILES_ON_SERVER,
MockedApiWorkflowClient,
MockedApiWorkflowSetup,
)
class TestCLIMagic(MockedApiWorkf... | 0 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/data/test_multi_view_collate.py | test_empty_batch | assert | numeric_literal | 14 | from typing import List, Tuple, Union
from warnings import warn
import torch
from torch import Tensor
from lightly.data.multi_view_collate import MultiViewCollate
def test_empty_batch():
multi_view_collate = MultiViewCollate()
batch = []
views, labels, fnames = multi_view_collate(batch)
assert len(v... | 0 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/data/test_multi_view_collate.py | test_single_item_batch | assert | numeric_literal | 17 | from typing import List, Tuple, Union
from warnings import warn
import torch
from torch import Tensor
from lightly.data.multi_view_collate import MultiViewCollate
def test_single_item_batch():
multi_view_collate = MultiViewCollate()
img = [torch.randn((3, 224, 224)) for _ in range(5)]
label = 1
fname... | 5 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/embedding/test_callbacks.py | test_create_summary_callback__weights_summary | assert | numeric_literal | 13 | import pytest
from omegaconf import OmegaConf
from lightly.embedding import callbacks
def test_create_summary_callback__weights_summary():
# If "weights_summary" is specified, it takes precedence.
summary_cb = callbacks.create_summary_callback(
summary_callback_config=OmegaConf.create({"max_depth": 99... | 1 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/loss/test_VICRegLLoss.py | test_forward | assert | numeric_literal | 30 | import unittest
from typing import List
import numpy as np
import torch
import torch.nn.functional as F
from torch import Tensor
from lightly.loss import VICRegLLoss
class TestVICRegLLoss(unittest.TestCase):
def test_forward(self) -> None:
torch.manual_seed(0)
criterion = VICRegLLoss()
gl... | 0 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/modules/masked_vision_transformer_test.py | test_encode | assert | numeric_literal | 72 | from abc import ABC, abstractmethod
from typing import Optional, Tuple
import pytest
import torch
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Parameter
from lightly.models import utils
from lightly.models.modules.masked_vision_transformer import MaskedVisionTransformer
class M... | 3 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/modules/test_masked_vision_transformer_torchvision.py | get_masked_vit | assert | numeric_literal | 35 | from typing import Optional
import pytest
import torch
from pytest_mock import MockerFixture
from torch.nn import Parameter
from lightly.utils import dependency
from torchvision.models import VisionTransformer
from lightly.models.modules import masked_vision_transformer_torchvision
from lightly.models.modules.maske... | 0 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/test_ModelUtils.py | test_random_block_mask_image__aspect_ratio | assert | numeric_literal | 53 | import copy
import random
import unittest
from typing import List, Optional, Tuple
import pytest
import torch
import torch.nn as nn
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Identity, Parameter
from lightly.models import utils
from lightly.models.utils import (
_no_grad_t... | 0 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/test_ModelUtils.py | test_random_block_mask_image__aspect_ratio_one | assert | numeric_literal | 45 | import copy
import random
import unittest
from typing import List, Optional, Tuple
import pytest
import torch
import torch.nn as nn
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Identity, Parameter
from lightly.models import utils
from lightly.models.utils import (
_no_grad_t... | 3 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/test_ModelUtils.py | test_get_weight_decay_parameters | assert | numeric_literal | 45 | import copy
import random
import unittest
from typing import List, Optional, Tuple
import pytest
import torch
import torch.nn as nn
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Identity, Parameter
from lightly.models import utils
from lightly.models.utils import (
_no_grad_t... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/test_ModelUtils.py | test_get_weight_decay_parameters | assert | numeric_literal | 46 | import copy
import random
import unittest
from typing import List, Optional, Tuple
import pytest
import torch
import torch.nn as nn
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Identity, Parameter
from lightly.models import utils
from lightly.models.utils import (
_no_grad_t... | 8 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/test_ModelUtils.py | test_get_weight_decay_parameters__nested | assert | numeric_literal | 44 | import copy
import random
import unittest
from typing import List, Optional, Tuple
import pytest
import torch
import torch.nn as nn
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Identity, Parameter
from lightly.models import utils
from lightly.models.utils import (
_no_grad_t... | 1 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/test_ModelUtils.py | test_get_weight_decay_parameters__batch_norm | assert | numeric_literal | 41 | import copy
import random
import unittest
from typing import List, Optional, Tuple
import pytest
import torch
import torch.nn as nn
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Identity, Parameter
from lightly.models import utils
from lightly.models.utils import (
_no_grad_t... | 4 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_byol_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 17 | from PIL import Image
from lightly.transforms.byol_transform import (
BYOLTransform,
BYOLView1Transform,
BYOLView2Transform,
)
def test_multi_view_on_pil_image() -> None:
multi_view_transform = BYOLTransform(
view_1_transform=BYOLView1Transform(input_size=32),
view_2_transform=BYOLView... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_densecl_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms import DenseCLTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = DenseCLTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) == | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_dino_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.dino_transform import DINOTransform, DINOViewTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = DINOTransform(global_crop_size=32, local_crop_size=8)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
ass... | 8 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_fastsiam_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.fast_siam_transform import FastSiamTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = FastSiamTransform(num_views=3, input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) ==... | 3 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_mae_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.mae_transform import MAETransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = MAETransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) == | 1 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_mmcr_transform.py | test_num_views | assert | numeric_literal | 9 | import pytest
from PIL import Image
from lightly.transforms.mmcr_transform import MMCRTransform
def test_num_views() -> None:
multi_view_transform = MMCRTransform(k=3)
assert len(multi_view_transform.transforms) == | 3 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_moco_transform.py | test_moco_v1_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.moco_transform import MoCoV1Transform, MoCoV2Transform
def test_moco_v1_multi_view_on_pil_image() -> None:
multi_view_transform = MoCoV1Transform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output)... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_multi_view_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 19 | import unittest
import torchvision.transforms as T
from PIL import Image
from lightly.transforms.multi_view_transform import MultiViewTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = MultiViewTransform(
[
T.RandomHorizontalFlip(p=0.1),
T.RandomVerticalF... | 3 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_pirl_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.pirl_transform import PIRLTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = PIRLTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) == | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_simclr_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.simclr_transform import SimCLRTransform, SimCLRViewTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = SimCLRTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) =... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_simsiam_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.simsiam_transform import SimSiamTransform, SimSiamViewTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = SimSiamTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(outpu... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_smog_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.smog_transform import SMoGTransform, SmoGViewTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = SMoGTransform(crop_sizes=(32, 8))
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) == | 8 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_swav_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.swav_transform import SwaVTransform, SwaVViewTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = SwaVTransform(crop_sizes=(32, 8))
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) == | 8 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_vicreg_transform.py | test_multi_view_on_pil_image | assert | numeric_literal | 10 | from PIL import Image
from lightly.transforms.vicreg_transform import VICRegTransform, VICRegViewTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = VICRegTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) =... | 2 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_wmse_transform.py | test_num_views | assert | numeric_literal | 9 | import pytest
from PIL import Image
from lightly.transforms.wmse_transform import WMSETransform
def test_num_views() -> None:
multi_view_transform = WMSETransform(num_samples=3)
assert len(multi_view_transform.transforms) == | 3 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/utils/benchmarking/test_knn_classifier.py | test__reset_features_and_targets | assert | numeric_literal | 137 | from typing import Tuple
import pytest
import torch
from pytest_mock import MockerFixture
from pytorch_lightning import Trainer
from torch import Tensor, nn
from torch.utils.data import DataLoader, Dataset
from lightly.utils.benchmarking import KNNClassifier
from lightly.utils.benchmarking.knn_classifier import F
cl... | 4 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/utils/benchmarking/test_linear_classifier.py | test__finetune | assert | numeric_literal | 36 | import torch
from pytorch_lightning import Trainer
from torch import nn
from torch.utils.data import DataLoader
from torchvision.datasets import FakeData
from torchvision.transforms import ToTensor
from lightly.utils.benchmarking import LinearClassifier
class TestLinearClassifier:
def test__finetune(self) -> None... | 0 | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_serve.py | test__translate_path | assert | string_literal | 10 | from pathlib import Path
import pytest
from lightly.api import serve
def test__translate_path(tmp_path: Path) -> None:
tmp_file = tmp_path / "hello/world.txt"
assert serve._translate_path(path="/hello/world.txt", directories=[]) == | "" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasources.py | test_set_local_config | assert | string_literal | 62 | import pytest
import tqdm
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasources
from lightly.openapi_generated.swagger_client.models import (
DatasourceConfigAzure,
DatasourceConfigGCS,
DatasourceConfigLOCAL,
DatasourceConfigS3,
DatasourceConfigS3... | "" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/cli/test_cli_get_lighty_config.py | test_get_lightly_config | assert | string_literal | 7 | from lightly.cli.config.get_config import get_lightly_config
def test_get_lightly_config() -> None:
conf = get_lightly_config()
# Assert some default values
assert conf.checkpoint == | "" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_BitMask.py | test_invert | self.assertEqual | string_literal | 41 | import unittest
from copy import deepcopy
from random import randint, random, seed
from lightly.api.bitmask import BitMask
N = 10
class TestBitMask(unittest.TestCase):
def setup(self, psuccess=1.0):
pass
def assert_difference(self, bistring_1: str, bitstring_2: str, target: str):
mask_a = Bi... | "1") | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_BitMask.py | test_invert | self.assertEqual | string_literal | 43 | import unittest
from copy import deepcopy
from random import randint, random, seed
from lightly.api.bitmask import BitMask
N = 10
class TestBitMask(unittest.TestCase):
def setup(self, psuccess=1.0):
pass
def assert_difference(self, bistring_1: str, bitstring_2: str, target: str):
mask_a = Bi... | "0") | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_tags.py | test_create_tag_from_filenames | assert | string_literal | 48 | from typing import List, Optional
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient
from lightly.api.api_workflow_tags import TagDoesNotExistError
from lightly.openapi_generated.swagger_client.models import TagCreator, TagData
from tests.api_workflow import utils
def _get_... | "0x4" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/cli/test_cli_download.py | test_parse_cli_string | assert | string_literal | 64 | import os
import sys
import tempfile
import warnings
import hydra
import pytest
import torchvision
from hydra.experimental import compose
import lightly
from tests.api_workflow.mocked_api_workflow_client import (
MockedApiWorkflowClient,
MockedApiWorkflowSetup,
)
_DATASET_ID = "b2a40959eacd1c9a142ba57b"
cla... | "123" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/cli/test_cli_download.py | test_parse_cli_string | assert | string_literal | 65 | import os
import sys
import tempfile
import warnings
import hydra
import pytest
import torchvision
from hydra.experimental import compose
import lightly
from tests.api_workflow.mocked_api_workflow_client import (
MockedApiWorkflowClient,
MockedApiWorkflowSetup,
)
_DATASET_ID = "b2a40959eacd1c9a142ba57b"
cla... | "XYZ" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_version_checking.py | test_get_latest_version | assert | string_literal | 19 | import os
import time
import pytest
from pytest_mock import MockerFixture
from urllib3.exceptions import MaxRetryError
from lightly.api import _version_checking
from lightly.openapi_generated.swagger_client.api import VersioningApi
def mock_versioning_api():
return
def test_get_latest_version(mocker: MockerFixt... | "1.2.8" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_compute_worker.py | test__snake_to_camel_case | assert | string_literal | 52 | import json
import random
from typing import Any, List
from unittest import mock
from unittest.mock import MagicMock
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_compute_worker
from lightly.api.api_workflow_compute_worker import (
STATE_SCHEDULED_ID_... | "lorem" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasources.py | test_set_local_config | assert | string_literal | 46 | import pytest
import tqdm
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasources
from lightly.openapi_generated.swagger_client.models import (
DatasourceConfigAzure,
DatasourceConfigGCS,
DatasourceConfigLOCAL,
DatasourceConfigS3,
DatasourceConfigS3... | "LOCAL" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/modules/masked_vision_transformer_test.py | test__init__pos_embed_initialization | assert | string_literal | 40 | from abc import ABC, abstractmethod
from typing import Optional, Tuple
import pytest
import torch
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Parameter
from lightly.models import utils
from lightly.models.modules.masked_vision_transformer import MaskedVisionTransformer
class M... | "learn" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_BitMask.py | test_differences | assert_* | string_literal | 21 | import unittest
from copy import deepcopy
from random import randint, random, seed
from lightly.api.bitmask import BitMask
N = 10
class TestBitMask(unittest.TestCase):
def setup(self, psuccess=1.0):
pass
def assert_difference(self, bistring_1: str, bitstring_2: str, target: str):
mask_a = Bi... | "0b100") | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/cli/test_cli_crop.py | test_parse_cli_string | self.assertEqual | string_literal | 97 | import os
import random
import re
import sys
import tempfile
import hydra
import torchvision
import yaml
from hydra.experimental import compose
import lightly
from lightly.data import LightlyDataset
from lightly.utils.bounding_box import BoundingBox
from lightly.utils.cropping.crop_image_by_bounding_boxes import (
... | "/blub") | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_BitMask.py | test_bitmask_from_length | self.assertEqual | string_literal | 17 | import unittest
from copy import deepcopy
from random import randint, random, seed
from lightly.api.bitmask import BitMask
N = 10
class TestBitMask(unittest.TestCase):
def setup(self, psuccess=1.0):
pass
def test_bitmask_from_length(self):
length = 4
mask = BitMask.from_length(length... | "0b1111") | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_BitMask.py | test_differences | assert_* | string_literal | 22 | import unittest
from copy import deepcopy
from random import randint, random, seed
from lightly.api.bitmask import BitMask
N = 10
class TestBitMask(unittest.TestCase):
def setup(self, psuccess=1.0):
pass
def assert_difference(self, bistring_1: str, bitstring_2: str, target: str):
mask_a = Bi... | "0b0011") | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_BitMask.py | test_differences | assert_* | string_literal | 23 | import unittest
from copy import deepcopy
from random import randint, random, seed
from lightly.api.bitmask import BitMask
N = 10
class TestBitMask(unittest.TestCase):
def setup(self, psuccess=1.0):
pass
def assert_difference(self, bistring_1: str, bitstring_2: str, target: str):
mask_a = Bi... | "0b10011") | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasources.py | test_get_prediction_read_url | assert | string_literal | 38 | import pytest
import tqdm
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasources
from lightly.openapi_generated.swagger_client.models import (
DatasourceConfigAzure,
DatasourceConfigGCS,
DatasourceConfigLOCAL,
DatasourceConfigS3,
DatasourceConfigS3... | "read-url" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_selection.py | test_selection__too_many_errors | assert | string_literal | 75 | from typing import List
import pytest
from pytest_mock import MockerFixture
from lightly.active_learning.config.selection_config import SelectionConfig
from lightly.api import ApiWorkflowClient, api_workflow_selection
from lightly.openapi_generated.swagger_client.models import (
JobResultType,
JobState,
J... | "surprise!" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/utils/test_dist.py | test_print_rank_zero | assert | string_literal | 12 | import unittest
from unittest import mock
import torch
from pytest import CaptureFixture
from lightly.utils import dist
def test_print_rank_zero(capsys: CaptureFixture[str]) -> None:
dist.print_rank_zero("message")
assert capsys.readouterr().out == | "message\n" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_compute_worker.py | test__snake_to_camel_case | assert | string_literal | 53 | import json
import random
from typing import Any, List
from unittest import mock
from unittest.mock import MagicMock
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_compute_worker
from lightly.api.api_workflow_compute_worker import (
STATE_SCHEDULED_ID_... | "loremIpsum" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasets.py | test_dataset_exists__error | assert | string_literal | 43 | from typing import List
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasets
from lightly.openapi_generated.swagger_client.api import DatasetsApi
from lightly.openapi_generated.swagger_client.models import (
Creator,
DatasetCreateRequest,
Dat... | "some error" | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasets.py | test_get_datasets_by_name__own_not_existing | assert | collection | 44 | from typing import List
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasets
from lightly.openapi_generated.swagger_client.api import DatasetsApi
from lightly.openapi_generated.swagger_client.models import (
Creator,
DatasetCreateRequest,
Dat... | [] | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/utils/benchmarking/test_knn_classifier.py | _test__accelerator | assert | collection | 85 | from typing import Tuple
import pytest
import torch
from pytest_mock import MockerFixture
from pytorch_lightning import Trainer
from torch import Tensor, nn
from torch.utils.data import DataLoader, Dataset
from lightly.utils.benchmarking import KNNClassifier
from lightly.utils.benchmarking.knn_classifier import F
cl... | [] | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_utils.py | test_paginate_endpoint_empty | self.assertEqual | collection | 27 | import os
import unittest
from unittest import mock
import pytest
from PIL import Image
from lightly.api.utils import (
DatasourceType,
PIL_to_bytes,
get_lightly_server_location_from_env,
get_signed_url_destination,
getenv,
paginate_endpoint,
retry,
)
class TestUtils(unittest.TestCase):
... | []) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/data/test_VideoDataset.py | test_find_non_increasing_timestamps | self.assertListEqual | collection | 164 | import contextlib
import io
import os
import shutil
import tempfile
import unittest
from fractions import Fraction
from typing import List
from unittest import mock
import cv2
import numpy as np
import PIL
import torch
import torchvision
from lightly.data import LightlyDataset, NonIncreasingTimestampError
from lightl... | []) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/modules/test_memory_bank.py | test_forward | assert | collection | 20 | import re
import unittest
import pytest
import torch
from lightly.models.modules.memory_bank import MemoryBankModule
class TestMemoryBank:
def test_forward(self) -> None:
torch.manual_seed(0)
memory_bank = MemoryBankModule(size=(5, 2), feature_dim_first=False)
x0 = torch.randn(3, 2)
... | (5, 2) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/modules/test_memory_bank.py | test_forward__dim_first | assert | collection | 17 | import re
import unittest
import pytest
import torch
from lightly.models.modules.memory_bank import MemoryBankModule
class TestMemoryBank:
def test_forward__dim_first(self) -> None:
torch.manual_seed(0)
memory_bank = MemoryBankModule(size=(5, 2), feature_dim_first=True)
x0 = torch.randn(... | (2, 5) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/loss/test_MSNLoss.py | test_prototype_probabilitiy | self.assertEqual | collection | 24 | import unittest
from unittest import TestCase
import pytest
import torch
import torch.nn.functional as F
from pytest_mock import MockerFixture
from torch import distributed as dist
from torch import nn
from torch.optim import SGD
from lightly.loss import msn_loss
from lightly.loss.msn_loss import MSNLoss
from lightly... | (8, 4)) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_tags.py | test_get_filenames_in_tag__exclude_parent_tag | assert | collection | 46 | from typing import List, Optional
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient
from lightly.api.api_workflow_tags import TagDoesNotExistError
from lightly.openapi_generated.swagger_client.models import TagCreator, TagData
from tests.api_workflow import utils
def _get_... | ["file1"] | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/utils/benchmarking/test_metric_callback.py | test | assert | collection | 24 | import torch
from pytorch_lightning import LightningModule, Trainer
from torch.utils.data import DataLoader
from torchvision.datasets import FakeData
from torchvision.transforms import ToTensor
from lightly.utils.benchmarking import MetricCallback
class TestMetricCallback:
def test(self) -> None:
callback... | [0, 1, 2] | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/utils/benchmarking/test_metric_callback.py | test | assert | collection | 27 | import torch
from pytorch_lightning import LightningModule, Trainer
from torch.utils.data import DataLoader
from torchvision.datasets import FakeData
from torchvision.transforms import ToTensor
from lightly.utils.benchmarking import MetricCallback
class TestMetricCallback:
def test(self) -> None:
callback... | [0, 2, 4] | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api/test_BitMask.py | test_masked_select_from_list_example | self.assertListEqual | collection | 30 | import unittest
from copy import deepcopy
from random import randint, random, seed
from lightly.api.bitmask import BitMask
N = 10
class TestBitMask(unittest.TestCase):
def setup(self, psuccess=1.0):
pass
def assert_difference(self, bistring_1: str, bitstring_2: str, target: str):
mask_a = Bi... | [1, 3, 4]) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_compute_worker.py | test_get_compute_workers | assert | collection | 58 | import json
import random
from typing import Any, List
from unittest import mock
from unittest.mock import MagicMock
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_compute_worker
from lightly.api.api_workflow_compute_worker import (
STATE_SCHEDULED_ID_... | ["label-1"] | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_byol_transform.py | test_view_on_pil_image | assert | collection | 14 | from PIL import Image
from lightly.transforms.byol_transform import (
BYOLTransform,
BYOLView1Transform,
BYOLView2Transform,
)
def test_view_on_pil_image() -> None:
single_view_transform = BYOLView1Transform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = single_view_transform(sa... | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_densecl_transform.py | test_multi_view_on_pil_image | assert | collection | 11 | from PIL import Image
from lightly.transforms import DenseCLTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = DenseCLTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) == 2
assert output[0].shape == | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_dino_transform.py | test_view_on_pil_image | assert | collection | 10 | from PIL import Image
from lightly.transforms.dino_transform import DINOTransform, DINOViewTransform
def test_view_on_pil_image() -> None:
single_view_transform = DINOViewTransform(crop_size=32)
sample = Image.new("RGB", (100, 100))
output = single_view_transform(sample)
assert output.shape == | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_fastsiam_transform.py | test_multi_view_on_pil_image | assert | collection | 11 | from PIL import Image
from lightly.transforms.fast_siam_transform import FastSiamTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = FastSiamTransform(num_views=3, input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) == ... | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_mae_transform.py | test_multi_view_on_pil_image | assert | collection | 11 | from PIL import Image
from lightly.transforms.mae_transform import MAETransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = MAETransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) == 1
assert output[0].shape... | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_moco_transform.py | test_moco_v1_multi_view_on_pil_image | assert | collection | 11 | from PIL import Image
from lightly.transforms.moco_transform import MoCoV1Transform, MoCoV2Transform
def test_moco_v1_multi_view_on_pil_image() -> None:
multi_view_transform = MoCoV1Transform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) ... | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_msn_transform.py | test_view_on_pil_image | assert | collection | 10 | from PIL import Image
from lightly.transforms.msn_transform import MSNTransform, MSNViewTransform
def test_view_on_pil_image() -> None:
single_view_transform = MSNViewTransform(crop_size=32)
sample = Image.new("RGB", (100, 100))
output = single_view_transform(sample)
assert output.shape == | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_pirl_transform.py | test_multi_view_on_pil_image | assert | collection | 11 | from PIL import Image
from lightly.transforms.pirl_transform import PIRLTransform
def test_multi_view_on_pil_image() -> None:
multi_view_transform = PIRLTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = multi_view_transform(sample)
assert len(output) == 2
assert output[0].sh... | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_simclr_transform.py | test_view_on_pil_image | assert | collection | 10 | from PIL import Image
from lightly.transforms.simclr_transform import SimCLRTransform, SimCLRViewTransform
def test_view_on_pil_image() -> None:
single_view_transform = SimCLRViewTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = single_view_transform(sample)
assert output.shape ... | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_simsiam_transform.py | test_view_on_pil_image | assert | collection | 10 | from PIL import Image
from lightly.transforms.simsiam_transform import SimSiamTransform, SimSiamViewTransform
def test_view_on_pil_image() -> None:
single_view_transform = SimSiamViewTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = single_view_transform(sample)
assert output.sh... | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_smog_transform.py | test_view_on_pil_image | assert | collection | 10 | from PIL import Image
from lightly.transforms.smog_transform import SMoGTransform, SmoGViewTransform
def test_view_on_pil_image() -> None:
single_view_transform = SmoGViewTransform(crop_size=32)
sample = Image.new("RGB", (100, 100))
output = single_view_transform(sample)
assert output.shape == | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/transforms/test_vicreg_transform.py | test_view_on_pil_image | assert | collection | 10 | from PIL import Image
from lightly.transforms.vicreg_transform import VICRegTransform, VICRegViewTransform
def test_view_on_pil_image() -> None:
single_view_transform = VICRegViewTransform(input_size=32)
sample = Image.new("RGB", (100, 100))
output = single_view_transform(sample)
assert output.shape ... | (3, 32, 32) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/modules/masked_vision_transformer_test.py | test_images_to_tokens | assert | collection | 42 | from abc import ABC, abstractmethod
from typing import Optional, Tuple
import pytest
import torch
from pytest_mock import MockerFixture
from torch import Tensor
from torch.nn import Parameter
from lightly.models import utils
from lightly.models.modules.masked_vision_transformer import MaskedVisionTransformer
class M... | (2, 49, 768) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_datasets.py | test_get_datasets_by_name__shared__paginated | assert | collection | 57 | from typing import List
import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, api_workflow_datasets
from lightly.openapi_generated.swagger_client.api import DatasetsApi
from lightly.openapi_generated.swagger_client.models import (
Creator,
DatasetCreateRequest,
Dat... | [datasets[2]] | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/api_workflow/test_api_workflow_artifacts.py | test_download_compute_worker_run_artifacts | assert | func_call | 62 | import pytest
from pytest_mock import MockerFixture
from lightly.api import ApiWorkflowClient, ArtifactNotExist
from lightly.openapi_generated.swagger_client.api import DockerApi
from lightly.openapi_generated.swagger_client.models import (
DockerRunArtifactData,
DockerRunArtifactType,
DockerRunData,
D... | len(calls) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/data/test_data_collate.py | test_multi_view_collate | self.assertEqual | func_call | 64 | import random
import unittest
import torch
import torchvision
import torchvision.transforms as transforms
from lightly.data import (
BaseCollateFunction,
ImageCollateFunction,
MultiCropCollateFunction,
PIRLCollateFunction,
SimCLRCollateFunction,
SwaVCollateFunction,
collate,
)
from lightly... | len(batch)) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/models/modules/test_memory_bank.py | test_forward | assert | func_call | 18 | import re
import unittest
import pytest
import torch
from lightly.models.modules.memory_bank import MemoryBankModule
class TestMemoryBank:
def test_forward(self) -> None:
torch.manual_seed(0)
memory_bank = MemoryBankModule(size=(5, 2), feature_dim_first=False)
x0 = torch.randn(3, 2)
... | x0.tolist() | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
lightly-ai/lightly | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | train | train | tests/data/test_data_collate.py | test_base_collate | self.assertEqual | func_call | 52 | import random
import unittest
import torch
import torchvision
import torchvision.transforms as transforms
from lightly.data import (
BaseCollateFunction,
ImageCollateFunction,
MultiCropCollateFunction,
PIRLCollateFunction,
SimCLRCollateFunction,
SwaVCollateFunction,
collate,
)
from lightly... | len(fnames)) | 78f59fc4ed11a92218d9f8ad7b9b10006038092e | 255 | v2_extractor_at_anchor |
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