repo stringlengths 1 99 | file stringlengths 13 215 | code stringlengths 12 59.2M | file_length int64 12 59.2M | avg_line_length float64 3.82 1.48M | max_line_length int64 12 2.51M | extension_type stringclasses 1
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lightning | lightning-master/examples/app/server_with_auto_scaler/app.py | # ! pip install torch torchvision
from typing import List
import torch
import torchvision
from pydantic import BaseModel
import lightning as L
class BatchRequestModel(BaseModel):
inputs: List[L.app.components.Image]
class BatchResponse(BaseModel):
outputs: List[L.app.components.Number]
class PyTorchServ... | 3,008 | 31.706522 | 97 | py |
lightning | lightning-master/examples/app/components/python/pl_script.py | from lightning.pytorch import Trainer
from lightning.pytorch.demos.boring_classes import BoringModel
if __name__ == "__main__":
model = BoringModel()
trainer = Trainer(max_epochs=1, accelerator="cpu", devices=2, strategy="ddp")
trainer.fit(model)
trainer.validate(model)
trainer.test(model)
trai... | 339 | 29.909091 | 81 | py |
lightning | lightning-master/examples/app/components/python/component_tracer.py | from lightning.app.components import TracerPythonScript
from lightning.app.storage import Path
from lightning.app.utilities.tracer import Tracer
from lightning.pytorch import Trainer
class PLTracerPythonScript(TracerPythonScript):
"""This component can be used for ANY PyTorch Lightning script to track its progres... | 2,181 | 40.169811 | 115 | py |
lightning | lightning-master/examples/app/components/serve/gradio/app.py | from functools import partial
import gradio as gr
import requests
import torch
from PIL import Image
import lightning as L
from lightning.app.components import ServeGradio
# Credit to @akhaliq for his inspiring work.
# Find his original code there: https://huggingface.co/spaces/akhaliq/AnimeGANv2/blob/main/app.py
c... | 1,504 | 27.396226 | 156 | py |
lightning | lightning-master/examples/app/server/app.py | # !pip install torchvision pydantic
import base64
import io
import torch
import torchvision
from PIL import Image
from pydantic import BaseModel
import lightning as L
from lightning.app.components.serve import Image as InputImage
from lightning.app.components.serve import PythonServer
class PyTorchServer(PythonServ... | 1,348 | 30.372093 | 109 | py |
lightning | lightning-master/examples/app/multi_node/train_lt.py | # app.py
import lightning as L
from lightning.app.components import LightningTrainerMultiNode
from lightning.pytorch.demos.boring_classes import BoringModel
class LightningTrainerDistributed(L.LightningWork):
def run(self):
model = BoringModel()
trainer = L.Trainer(max_epochs=10, strategy="ddp")
... | 567 | 26.047619 | 63 | py |
lightning | lightning-master/examples/app/multi_node/train_fabric.py | import torch
import lightning as L
from lightning.app.components import FabricMultiNode
from lightning.fabric import Fabric
class FabricPyTorchDistributed(L.LightningWork):
def run(self):
# 1. Prepare the model
model = torch.nn.Sequential(
torch.nn.Linear(1, 1),
torch.nn.R... | 1,245 | 28.666667 | 92 | py |
lightning | lightning-master/examples/app/multi_node/pl_boring_script.py | import lightning as L
from lightning.pytorch.demos.boring_classes import BoringModel
if __name__ == "__main__":
model = BoringModel()
trainer = L.Trainer(max_epochs=1)
trainer.fit(model)
| 200 | 24.125 | 62 | py |
lightning | lightning-master/examples/app/multi_node/train_pytorch_spawn.py | import torch
from torch.nn.parallel.distributed import DistributedDataParallel
import lightning as L
from lightning.app.components import PyTorchSpawnMultiNode
class PyTorchDistributed(L.LightningWork):
def run(
self,
world_size: int,
node_rank: int,
global_rank: str,
loca... | 1,574 | 28.716981 | 105 | py |
lightning | lightning-master/examples/app/multi_node/train_pytorch.py | # app.py
# ! pip install torch
import torch
from torch.nn.parallel.distributed import DistributedDataParallel
import lightning as L
from lightning.app.components import MultiNode
def distributed_train(local_rank: int, main_address: str, main_port: int, num_nodes: int, node_rank: int, nprocs: int):
# 1. SET UP DI... | 2,358 | 37.048387 | 119 | py |
lightning | lightning-master/examples/app/hpo/objective.py | import os
import tempfile
from datetime import datetime
from typing import Optional
import pandas as pd
import torch
from optuna.distributions import CategoricalDistribution, LogUniformDistribution
from torchmetrics import Accuracy
import lightning as L
from lightning.app.components import TracerPythonScript
class ... | 2,135 | 32.375 | 97 | py |
lightning | lightning-master/examples/app/hpo/pl_script.py | import argparse
import os
import pandas as pd
import torch
from flash import Trainer
from flash.image import ImageClassificationData, ImageClassifier
# Parse arguments provided by the Work.
parser = argparse.ArgumentParser()
parser.add_argument("--train_data_path", type=str, required=True)
parser.add_argument("--subm... | 1,396 | 30.75 | 103 | py |
lightning | lightning-master/examples/data/image/imagenet.py | import os
import traceback
from argparse import ArgumentParser
from typing import Callable, Literal, Optional
import torch
import torch.nn.functional as F
import torch.optim as optim
import torch.optim.lr_scheduler as lr_scheduler
import lightning as L
from lightning.pytorch.utilities.model_helpers import get_torchvi... | 5,970 | 30.26178 | 118 | py |
lightning | lightning-master/examples/pytorch/hpu/mnist_sample.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,365 | 30.972973 | 90 | py |
lightning | lightning-master/examples/pytorch/bug_report/bug_report_model.py | import os
import torch
from torch.utils.data import DataLoader, Dataset
from lightning.pytorch import LightningModule, Trainer
class RandomDataset(Dataset):
def __init__(self, size, length):
self.len = length
self.data = torch.randn(length, size)
def __getitem__(self, index):
return... | 1,701 | 24.402985 | 78 | py |
lightning | lightning-master/examples/pytorch/domain_templates/computer_vision_fine_tuning.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 10,389 | 35.202091 | 117 | py |
lightning | lightning-master/examples/pytorch/domain_templates/reinforce_learn_Qnet.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 13,250 | 32.462121 | 116 | py |
lightning | lightning-master/examples/pytorch/domain_templates/reinforce_learn_ppo.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 17,054 | 36.401316 | 119 | py |
lightning | lightning-master/examples/pytorch/domain_templates/generative_adversarial_net.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 7,409 | 30.666667 | 115 | py |
lightning | lightning-master/examples/pytorch/domain_templates/semantic_segmentation.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 14,354 | 34.27027 | 117 | py |
lightning | lightning-master/examples/pytorch/domain_templates/imagenet.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 7,342 | 36.464286 | 119 | py |
lightning | lightning-master/examples/pytorch/basics/transformer.py | import torch
import torch.nn.functional as F
from torch.utils.data import DataLoader, random_split
import lightning as L
from lightning.pytorch.demos import Transformer, WikiText2
class LanguageModel(L.LightningModule):
def __init__(self, vocab_size):
super().__init__()
self.model = Transformer(v... | 1,913 | 29.380952 | 92 | py |
lightning | lightning-master/examples/pytorch/basics/autoencoder.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 7,129 | 35.943005 | 120 | py |
lightning | lightning-master/examples/pytorch/basics/profiler_example.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 4,249 | 36.280702 | 120 | py |
lightning | lightning-master/examples/pytorch/basics/backbone_image_classifier.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 4,511 | 31.695652 | 116 | py |
lightning | lightning-master/examples/pytorch/servable_module/production.py | import base64
from dataclasses import dataclass
from io import BytesIO
from os import path
from typing import Dict, Optional
import numpy as np
import torch
import torchvision
import torchvision.transforms as T
from PIL import Image as PILImage
from lightning.pytorch import cli_lightning_logo, LightningDataModule, Li... | 4,218 | 32.752 | 120 | py |
lightning | lightning-master/examples/pytorch/ipu/mnist_sample.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,944 | 33.647059 | 90 | py |
lightning | lightning-master/.actions/assistant.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 19,396 | 39.835789 | 120 | py |
lightning | lightning-master/src/pytorch_lightning/__setup__.py | import glob
import os.path
from importlib.util import module_from_spec, spec_from_file_location
from pathlib import Path
from types import ModuleType
from typing import Any, Dict
from pkg_resources import parse_requirements
from setuptools import find_packages
_PROJECT_ROOT = "."
_SOURCE_ROOT = os.path.join(_PROJECT_... | 5,021 | 42.669565 | 116 | py |
lightning | lightning-master/src/pytorch_lightning/__about__.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,171 | 36.448276 | 108 | py |
lightning | lightning-master/src/lightning_fabric/__setup__.py | import glob
import os
from importlib.util import module_from_spec, spec_from_file_location
from pathlib import Path
from types import ModuleType
from typing import Any, Dict
from pkg_resources import parse_requirements
from setuptools import find_packages
_PROJECT_ROOT = "."
_SOURCE_ROOT = os.path.join(_PROJECT_ROOT,... | 4,717 | 42.685185 | 105 | py |
lightning | lightning-master/src/lightning_fabric/__about__.py | import time
__author__ = "Lightning AI et al."
__author_email__ = "pytorch@lightning.ai"
__license__ = "Apache-2.0"
__copyright__ = f"Copyright (c) 2022-{time.strftime('%Y')}, {__author__}."
__homepage__ = "https://github.com/Lightning-AI/lightning"
__docs_url__ = "https://lightning.ai/docs/pytorch/stable/"
__docs__ =... | 477 | 22.9 | 74 | py |
lightning | lightning-master/src/lightning/__setup__.py | import glob
import os.path
from importlib.util import module_from_spec, spec_from_file_location
from pathlib import Path
from types import ModuleType
from typing import Any, Dict
from setuptools import find_packages
_PROJECT_ROOT = "."
_SOURCE_ROOT = os.path.join(_PROJECT_ROOT, "src")
_PACKAGE_ROOT = os.path.join(_SO... | 5,993 | 46.571429 | 117 | py |
lightning | lightning-master/src/lightning/__init__.py | """Root package info."""
import logging
import os
# explicitly don't set root logger's propagation and leave this to subpackages to manage
_logger = logging.getLogger(__name__)
_logger.setLevel(logging.INFO)
_console = logging.StreamHandler()
_console.setLevel(logging.INFO)
formatter = logging.Formatter("%(levelname... | 1,952 | 33.875 | 88 | py |
lightning | lightning-master/src/lightning/__about__.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 1,285 | 30.365854 | 95 | py |
lightning | lightning-master/src/lightning/fabric/connector.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 27,490 | 47.742908 | 120 | py |
lightning | lightning-master/src/lightning/fabric/fabric.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 46,853 | 46.471125 | 120 | py |
lightning | lightning-master/src/lightning/fabric/cli.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 7,014 | 34.790816 | 116 | py |
lightning | lightning-master/src/lightning/fabric/wrappers.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 13,203 | 42.721854 | 117 | py |
lightning | lightning-master/src/lightning/fabric/__init__.py | """Root package info."""
import logging
import os
from lightning_utilities.core.imports import package_available
if os.path.isfile(os.path.join(os.path.dirname(__file__), "__about__.py")):
from lightning.fabric.__about__ import * # noqa: F401, F403
if os.path.isfile(os.path.join(os.path.dirname(__file__), "__ver... | 1,474 | 35.875 | 111 | py |
lightning | lightning-master/src/lightning/fabric/strategies/single_xla.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,408 | 35.5 | 89 | py |
lightning | lightning-master/src/lightning/fabric/strategies/dp.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 3,972 | 37.95098 | 114 | py |
lightning | lightning-master/src/lightning/fabric/strategies/strategy.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 17,853 | 38.941834 | 119 | py |
lightning | lightning-master/src/lightning/fabric/strategies/deepspeed.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 40,930 | 45.093468 | 120 | py |
lightning | lightning-master/src/lightning/fabric/strategies/single_device.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,781 | 33.345679 | 108 | py |
lightning | lightning-master/src/lightning/fabric/strategies/fsdp.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 41,232 | 44.865406 | 120 | py |
lightning | lightning-master/src/lightning/fabric/strategies/parallel.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 4,430 | 40.027778 | 115 | py |
lightning | lightning-master/src/lightning/fabric/strategies/xla.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 10,089 | 38.881423 | 119 | py |
lightning | lightning-master/src/lightning/fabric/strategies/ddp.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 9,568 | 42.103604 | 116 | py |
lightning | lightning-master/src/lightning/fabric/strategies/launchers/subprocess_script.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 6,851 | 41.825 | 120 | py |
lightning | lightning-master/src/lightning/fabric/strategies/launchers/multiprocessing.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 8,044 | 41.342105 | 120 | py |
lightning | lightning-master/src/lightning/fabric/strategies/launchers/xla.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 5,097 | 39.460317 | 119 | py |
lightning | lightning-master/src/lightning/fabric/plugins/__init__.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 1,694 | 40.341463 | 88 | py |
lightning | lightning-master/src/lightning/fabric/plugins/io/checkpoint_io.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,584 | 36.463768 | 118 | py |
lightning | lightning-master/src/lightning/fabric/plugins/io/__init__.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 843 | 43.421053 | 74 | py |
lightning | lightning-master/src/lightning/fabric/plugins/io/torch_io.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 4,183 | 40.425743 | 118 | py |
lightning | lightning-master/src/lightning/fabric/plugins/io/xla.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,861 | 41.716418 | 118 | py |
lightning | lightning-master/src/lightning/fabric/plugins/precision/precision.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 5,347 | 37.2 | 119 | py |
lightning | lightning-master/src/lightning/fabric/plugins/precision/utils.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 810 | 35.863636 | 84 | py |
lightning | lightning-master/src/lightning/fabric/plugins/precision/deepspeed.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 3,564 | 36.526316 | 119 | py |
lightning | lightning-master/src/lightning/fabric/plugins/precision/fsdp.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 7,300 | 41.695906 | 120 | py |
lightning | lightning-master/src/lightning/fabric/plugins/precision/amp.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 5,284 | 41.96748 | 120 | py |
lightning | lightning-master/src/lightning/fabric/plugins/precision/half.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,736 | 38.1 | 119 | py |
lightning | lightning-master/src/lightning/fabric/plugins/precision/xlabf16.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 1,512 | 35.02381 | 119 | py |
lightning | lightning-master/src/lightning/fabric/plugins/precision/double.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,301 | 36.737705 | 119 | py |
lightning | lightning-master/src/lightning/fabric/plugins/precision/xla.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 1,406 | 36.026316 | 117 | py |
lightning | lightning-master/src/lightning/fabric/plugins/collectives/collective.py | from abc import ABC, abstractmethod
from typing import Any, List, Optional
from torch import Tensor
from typing_extensions import Self
from lightning.fabric.utilities.types import CollectibleGroup
class Collective(ABC):
"""Interface for collective operations.
Supports communications between multiple proces... | 3,650 | 26.044444 | 116 | py |
lightning | lightning-master/src/lightning/fabric/plugins/collectives/torch_collective.py | import datetime
import os
from typing import Any, List, Optional, Union
import torch
import torch.distributed as dist
from torch import Tensor
from typing_extensions import Self
from lightning.fabric.plugins.collectives.collective import Collective
from lightning.fabric.utilities.imports import _TORCH_GREATER_EQUAL_1... | 8,405 | 40.820896 | 118 | py |
lightning | lightning-master/src/lightning/fabric/plugins/collectives/single_device.py | from typing import Any, List
from torch import Tensor
from lightning.fabric.plugins.collectives.collective import Collective
from lightning.fabric.utilities.types import CollectibleGroup
class SingleDeviceCollective(Collective):
"""Support for collective operations on a single device (no-op).
.. warning:: ... | 2,315 | 25.62069 | 116 | py |
lightning | lightning-master/src/lightning/fabric/plugins/collectives/__init__.py | from lightning.fabric.plugins.collectives.collective import Collective
from lightning.fabric.plugins.collectives.single_device import SingleDeviceCollective
from lightning.fabric.plugins.collectives.torch_collective import TorchCollective
__all__ = [
"Collective",
"TorchCollective",
"SingleDeviceCollective... | 325 | 31.6 | 85 | py |
lightning | lightning-master/src/lightning/fabric/plugins/environments/kubeflow.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,402 | 34.338235 | 117 | py |
lightning | lightning-master/src/lightning/fabric/plugins/environments/lsf.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 7,574 | 39.945946 | 119 | py |
lightning | lightning-master/src/lightning/fabric/plugins/environments/lightning.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 3,662 | 34.911765 | 119 | py |
lightning | lightning-master/src/lightning/fabric/plugins/environments/torchelastic.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,779 | 36.066667 | 119 | py |
lightning | lightning-master/src/lightning/fabric/plugins/environments/__init__.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 1,309 | 58.545455 | 102 | py |
lightning | lightning-master/src/lightning/fabric/plugins/environments/xla.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,767 | 32.349398 | 113 | py |
lightning | lightning-master/src/lightning/fabric/utilities/device_dtype_mixin.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 4,119 | 35.785714 | 114 | py |
lightning | lightning-master/src/lightning/fabric/utilities/seed.py | import logging
import os
import random
from random import getstate as python_get_rng_state
from random import setstate as python_set_rng_state
from typing import Any, Dict, Optional
import numpy as np
import torch
from lightning.fabric.utilities.rank_zero import _get_rank, rank_prefixed_message, rank_zero_only, rank_... | 5,500 | 41.643411 | 119 | py |
lightning | lightning-master/src/lightning/fabric/utilities/cloud_io.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,616 | 34.849315 | 113 | py |
lightning | lightning-master/src/lightning/fabric/utilities/logger.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 4,757 | 32.272727 | 114 | py |
lightning | lightning-master/src/lightning/fabric/utilities/data.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 20,349 | 45.674312 | 120 | py |
lightning | lightning-master/src/lightning/fabric/utilities/types.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 3,844 | 28.128788 | 114 | py |
lightning | lightning-master/src/lightning/fabric/utilities/init.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 1,923 | 33.357143 | 94 | py |
lightning | lightning-master/src/lightning/fabric/utilities/distributed.py | import logging
import os
import sys
from contextlib import nullcontext
from typing import Any, Iterable, Iterator, List, Optional, Sized, Tuple, Union
import torch
import torch.nn.functional as F
from lightning_utilities.core.imports import package_available
from torch import Tensor
from torch.utils.data import Datase... | 12,735 | 39.820513 | 120 | py |
lightning | lightning-master/src/lightning/fabric/utilities/device_parser.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 7,239 | 35.38191 | 115 | py |
lightning | lightning-master/src/lightning/fabric/utilities/spike.py | import json
import operator
import os
import warnings
from typing import Any, Dict, List, Literal, Optional, TYPE_CHECKING, Union
import torch
from lightning_utilities.core.imports import compare_version
from lightning.fabric.utilities.types import _PATH
if TYPE_CHECKING:
from lightning.fabric.fabric import Fabr... | 7,644 | 41.709497 | 115 | py |
lightning | lightning-master/src/lightning/fabric/utilities/optimizer.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 1,382 | 38.514286 | 107 | py |
lightning | lightning-master/src/lightning/fabric/utilities/apply_func.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 4,635 | 35.793651 | 119 | py |
lightning | lightning-master/src/lightning/fabric/utilities/imports.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 1,619 | 44 | 96 | py |
lightning | lightning-master/src/lightning/fabric/utilities/testing/_runif.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 5,153 | 38.646154 | 116 | py |
lightning | lightning-master/src/lightning/fabric/loggers/tensorboard.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 12,913 | 39.996825 | 120 | py |
lightning | lightning-master/src/lightning/fabric/loggers/logger.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 4,500 | 32.589552 | 115 | py |
lightning | lightning-master/src/lightning/fabric/loggers/csv_logs.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 7,827 | 33.484581 | 120 | py |
lightning | lightning-master/src/lightning/fabric/accelerators/mps.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,973 | 33.581395 | 120 | py |
lightning | lightning-master/src/lightning/fabric/accelerators/cuda.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 14,090 | 37.395095 | 120 | py |
lightning | lightning-master/src/lightning/fabric/accelerators/accelerator.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 1,882 | 29.868852 | 111 | py |
lightning | lightning-master/src/lightning/fabric/accelerators/cpu.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 2,778 | 30.579545 | 94 | py |
lightning | lightning-master/src/lightning/fabric/accelerators/xla.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 6,349 | 38.197531 | 117 | py |
lightning | lightning-master/src/lightning/app/cli/cmd_pl_init.py | # Copyright The Lightning AI team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | 6,726 | 34.781915 | 117 | py |
lightning | lightning-master/src/lightning/app/cli/pl-app-template/core/callbacks.py | import inspect
from typing import Any, Dict, TYPE_CHECKING, Union
from core.state import ProgressBarState, TrainerState
import lightning.pytorch as pl
from lightning.app.storage import Path
from lightning.app.utilities.app_helpers import Logger
from lightning.pytorch import Callback
from lightning.pytorch.callbacks.p... | 12,991 | 39.855346 | 117 | py |
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