{"cells":[{"cell_type":"markdown","source":[" Основы работы с Lightning"],"metadata":{"id":"j10FAv-olwbU"}},{"cell_type":"markdown","source":["# Мотивация множить сущности"],"metadata":{"id":"U_HVimyhntYg"}},{"cell_type":"markdown","source":["Перед тем, как вводить новую сущность, давайте обсудим, зачем она нужна.\n","\n","Lightning представляет собой легковесную обёртку над PyTorch, которая расширяет его множеством удобных инструментов для обучения любых нейронных сетей. Вот краткий список:\n","- улучшение читаемости кода: универсальные названия функций (вы всегда знаете, куда смотреть, чтобы найти нужную часть кода);\n","- интеграция с TorchMetrics упрощает валидацию моделей: никаких вручную написанных расчетов `accuracy` и агрегации результатов — все происходит внутри готовых проверенных классов;\n","- удобная система логирования: при выполнении вашей научной работы вы столкнетесь с необходимостью контроля воспроизводимости экспериментов, и Lightning предоставляет набор готовых решений для этого;\n","- возможность восстановления: возможность легко продолжить обучение с сохраненной точки в случае отключения среды;\n","- простота управления ресурсами: распараллеливание вычислений на несколько устройств или выбор устройства, на котором происходят вычисления, осуществляется одной строкой;\n","- обратная совместимость с PyTorch: при помощи Lightning мы обучаем уже известные нам PyTorch модели, и при желании всегда сможем продолжить с ними работу на \"чистом\" PyTorch.\n","\n","Надеемся, этого списка будет достаточно, чтобы вы дочитали блокнот до конца."],"metadata":{"id":"9nx-3i4hoswu"}},{"cell_type":"markdown","source":["Чтобы убедить вас, что Lightning — это не страшно, ниже приведена визуализация процесса переноса кода с PyTorch на Lightning. Видно, что большая часть переноса — это копирование кода и удаление “лишнего”. Lightning не меняет логику работы кода, но добавляет ему структуру."],"metadata":{"id":"5OAfDS283384"}},{"cell_type":"markdown","source":["![](\"https://edunet.kea.su/repo/EduNet-additions/LB/pl_quick_start_full_compressed.gif\")
\n","\n","Пример переноса PyTorch кода на Lightning\n","\n","Source: https://github.com/Lightning-AI/pytorch-lightning/"],"metadata":{"id":"08cobAcTkqbw"}},{"cell_type":"markdown","source":["## Структура блокнота"],"metadata":{"id":"qEqXbooG5CVw"}},{"cell_type":"markdown","source":["Блокнот содержит 3 основных части:\n","- Pipeline обучения в PyTorch — пример обучения на PyTorch,\n","- Lightning — базовая информация, необходимая для работы с Lightning,\n","- Plug & play — итоговый код, который вы можете использовать в своем проекте с минимальными изменениями.\n"],"metadata":{"id":"3aGRfLvG7yrA"}},{"cell_type":"markdown","source":["## Особенности именования"],"metadata":{"id":"2z9BzVvb4Ipf"}},{"cell_type":"markdown","source":["Существует небольшая путаница в именовании функций и импортов. Есть два варианта импорта.\n","\n","**Вариант 1**\n","```\n","import lightning.pytorch as pl\n","```\n","При нем к`LightningModule`, `Trainer` и `TensorBoardLogger` можно обратиться так:\n","```\n","pl.Trainer\n","pl.LightningModule\n","pl.loggers.tensorboard.TensorBoardLogger\n","```\n","\n","**Вариант 2**\n","```\n","import lightning as L\n","```\n","При нем к`LightningModule` и `Trainer` можно обратиться так:\n","```\n","L.LightningModule\n","L.Trainer\n","```\n","Но ряд модулей (например, `TensorBoardLogger`) требуют дополнительное слово `pytorch`:\n","```\n","L.pytorch.loggers.tensorboard.TensorBoardLogger\n","```\n","\n","**Откуда путаница**\n","\n","Летом 2023 года разработчики библиотеки поменяли точку входа в библиотеку. При этом старые именования сохранились.\n","\n","**Что используем**\n","\n","В данном блокноте **мы используем второй вариант именования** из [последней версии документации](https://lightning.ai/docs/pytorch/stable/) (недоступна в РФ) и [официального git](https://github.com/Lightning-AI/pytorch-lightning/tree/master). В [предыдущей версии (2.0.1)](https://pytorch-lightning.readthedocs.io/en/2.0.1/index.html) **был рекомендован первый вариант именования** (иногда мы будем приводить ссылки на документацию предыдущей версии 2.0.1, т.к. она доступна в РФ). По этой причине многие примеры, которые вы найдете в интернете, будут использовать его.\n","При этом вы можете получать ошибку:\n","```\n","AttributeError: module 'lightning' has no attribute 'loggers'\n","```\n","Она исправляется заменой `L` на `L.pytorch`.\n","\n"],"metadata":{"id":"bZFwNLyew_2q"}},{"cell_type":"markdown","source":["# Pipeline обучения в чистом PyTorch"],"metadata":{"id":"9mGNlo0k5HZ3"}},{"cell_type":"markdown","metadata":{"id":"Urmm9r2fhobS"},"source":["При работе с PyTorch базовый pipeline обучения выглядит примерно так."]},{"cell_type":"markdown","metadata":{"id":"SAXuZmIHhobS"},"source":["## Подготовка данных"]},{"cell_type":"markdown","source":["Все начинается с подготовки данных. У нас будет датасет MNIST, от которого мы, для ускорения расчетов, возьмем небольшой кусочек — 10 000 картинок для обучения и 3 000 для валидации (всего в `train` части датасета 60 000 картинок)."],"metadata":{"id":"lB4gf1Vi-jU6"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"Qnh2gwYChobS"},"outputs":[],"source":["import torch\n","from torchvision import datasets, transforms, utils\n","\n","transform = transforms.Compose(\n"," [transforms.ToTensor(), transforms.Normalize((0.13), (0.3))]\n",")\n","\n","mnist = datasets.MNIST(root=\"./\", train=True, download=True, transform=transform)\n","\n","# Reduce size of dataset to speedup training\n","train_set, val_set, _ = torch.utils.data.random_split(mnist, [10000, 3000, 47000])\n","\n","testset = datasets.MNIST(\n"," root=\"./\", train=False, download=True, transform=transform\n",")\n","\n","# Data Loader\n","val_loader = torch.utils.data.DataLoader(\n"," val_set, batch_size=256, shuffle=False, num_workers=2\n",")\n","train_loader = torch.utils.data.DataLoader(\n"," train_set, batch_size=256, shuffle=True, num_workers=2\n",")\n","test_loader = torch.utils.data.DataLoader(\n"," testset, batch_size=512, shuffle=False, num_workers=2\n",")"]},{"cell_type":"markdown","metadata":{"id":"T96yh2trhobT"},"source":["## Создание модели"]},{"cell_type":"markdown","source":["Далее определяем модель. В качестве модели возьмем простой MLP."],"metadata":{"id":"YFitBvvI_CQ0"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"cAXdMiuXhobT"},"outputs":[],"source":["from torch import nn\n","\n","\n","class SimpleModel(nn.Module):\n"," def __init__(self):\n"," super().__init__()\n"," self.core = nn.Sequential(\n"," nn.Flatten(),\n"," nn.Linear(28 * 28, 256),\n"," nn.ReLU(),\n"," nn.Linear(256, 10)\n"," )\n","\n"," def forward(self, x):\n"," return self.core(x)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"jYjtjD5NhobT"},"outputs":[],"source":["model = SimpleModel()"]},{"cell_type":"markdown","metadata":{"id":"NE8qk2hVhobT"},"source":["## Код для валидации"]},{"cell_type":"markdown","source":["Нам нужно следить за состоянием модели в процессе обучения. Для этого мы пишем код для валидации. Обратите внимание на то, что тут accuracy считается вручную."],"metadata":{"id":"evrCQjO3_fDC"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"dLIwhNVAhobT"},"outputs":[],"source":["import torch\n","\n","\n","@torch.inference_mode() # this annotation disable grad computation\n","def validate(model, test_loader, device):\n"," correct, total = 0, 0\n"," for imgs, labels in test_loader:\n"," pred = model(imgs.to(device))\n"," total += labels.size(0)\n"," _, predicted = torch.max(pred.data, 1) # shape = batch_size, class_count\n"," correct_predictions = (predicted.cpu() == labels.cpu()).sum()\n"," correct += correct_predictions.sum().item()\n"," return correct / total"]},{"cell_type":"markdown","source":["## Код для обучения (train loop)"],"metadata":{"id":"CutEEx4C4oW7"}},{"cell_type":"markdown","metadata":{"id":"Q9_NVzoehobU"},"source":["Напишем код обучения. Базовый цикл обучения состоит из 3 частей:\n","1. Прямой проход, расчет `loss`.\n","2. Обратный проход, расчет градиентов.\n","3. Шаг оптимизатора.\n","\n","Обратим внимание, что при написании кода на PyTorch нам необходимо вручную обнулять градиенты для оптимизатора и перекладывать данные и модели с устройства на устройство.\n","\n","После прохода **одной эпохи обучения** запускается **эпоха валидации**. При этом расчет метрик, сохранение моделей и его условия и логирование прописываются вручную.\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VIuaculQhobU","outputId":"921e6812-4cdd-4504-de5f-1f2f61893421"},"outputs":[{"output_type":"stream","name":"stderr","text":[" 20%|██ | 1/5 [00:03<00:13, 3.34s/it]"]},{"output_type":"stream","name":"stdout","text":[" Epoch 0 val accuracy: 0.87\n"]},{"output_type":"stream","name":"stderr","text":["\r 40%|████ | 2/5 [00:08<00:13, 4.37s/it]"]},{"output_type":"stream","name":"stdout","text":[" Epoch 1 val accuracy: 0.89\n"]},{"output_type":"stream","name":"stderr","text":["\r 60%|██████ | 3/5 [00:12<00:08, 4.40s/it]"]},{"output_type":"stream","name":"stdout","text":[" Epoch 2 val accuracy: 0.91\n"]},{"output_type":"stream","name":"stderr","text":["\r 80%|████████ | 4/5 [00:18<00:04, 4.71s/it]"]},{"output_type":"stream","name":"stdout","text":[" Epoch 3 val accuracy: 0.91\n"]},{"output_type":"stream","name":"stderr","text":["100%|██████████| 5/5 [00:22<00:00, 4.53s/it]"]},{"output_type":"stream","name":"stdout","text":[" Epoch 4 val accuracy: 0.92\n"]},{"output_type":"stream","name":"stderr","text":["\n"]}],"source":["import torch\n","from tqdm import tqdm\n","\n","# managing device\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","\n","model = SimpleModel()\n","model.to(device)\n","\n","# define optimizer and loss\n","optimizer = torch.optim.SGD(model.parameters(), lr=0.01, momentum=0.9)\n","criterion = nn.CrossEntropyLoss() # Loss function\n","epochs = 5\n","\n","for epoch in tqdm(range(epochs)):\n"," for batch in train_loader:\n"," # Processing one batch\n"," imgs, labels = batch\n"," optimizer.zero_grad()\n"," out = model(imgs)\n"," loss = criterion(out, labels.to(device))\n"," loss.backward()\n","\n"," # Optional: Calclulate metrics\n"," # Optional: Save metrics to logs\n","\n"," optimizer.step()\n","\n"," # Validation step\n"," print(f\" Epoch {epoch} val accuracy: {validate(model, val_loader, device):.2f}\")\n"," # Optional: Save checkpoint"]},{"cell_type":"markdown","source":["## Test"],"metadata":{"id":"WhTJXpVIMvX1"}},{"cell_type":"markdown","metadata":{"id":"ZsjA3lmYhobU"},"source":["После обучения проверим качество на отложенной выборке:"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8t6BU_gVhobU","outputId":"05905052-cb94-44c5-8983-4f7be974cbbe"},"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy on TEST 0.92\n"]}],"source":["accuracy = validate(model, test_loader, device)\n","\n","print(f\"Accuracy on TEST {accuracy:.2f}\")"]},{"cell_type":"markdown","source":["# Lightning"],"metadata":{"id":"-dnne-bo5Rb3"}},{"cell_type":"markdown","metadata":{"id":"7I_sp477hobU"},"source":["При обучении моделей в PyTorch нам часто приходится переписывать цикл обучения (train loop). Это дублирование кода, которое нарушает принцип [DRY](https://en.wikipedia.org/wiki/Don%27t_repeat_yourself).\n","\n","Кроме того, нам нужно следить за процессом обучения модели. Например, если loss взрывается или выходит на плато, как правило, есть смысл остановить обучение. Чтобы контролировать этот процесс, приходится добавлять дополнительный код для вывода и/или логирования метрик.\n","\n","При проведении реальных экспериментов логирование результатов станет необходимым. Фреймворк [Lightning](https://lightning.ai/) облегчает написание train loop, логирование результатов, и выполняет за нас ряд других задач."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"gkjVZpM0hobU"},"outputs":[],"source":["from IPython.display import clear_output\n","!pip install lightning\n","clear_output()"]},{"cell_type":"markdown","metadata":{"id":"GGBEVP77hobU"},"source":["Первым делом зафиксируем все seed:"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5a13XgaZhobU","outputId":"260d1037-7066-43fd-cae8-3aff313d508e"},"outputs":[{"output_type":"stream","name":"stderr","text":["INFO: Seed set to 42\n","INFO:lightning.fabric.utilities.seed:Seed set to 42\n"]},{"output_type":"execute_result","data":{"text/plain":["42"]},"metadata":{},"execution_count":29}],"source":["import lightning as L\n","\n","L.seed_everything(42)"]},{"cell_type":"markdown","source":["## Последовательность выполнения функций"],"metadata":{"id":"2gOmt_1M5ke_"}},{"cell_type":"markdown","metadata":{"id":"uJOVxc2vhobU"},"source":["Базовая задача, которую решает Lightning, — это реализация train loop.\n","\n","Типичный цикл обучения разбит на фрагменты, каждый из которых помещен в соответствующий метод класса `LightningModule`. Посмотрим на последовательность их вызовов:"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"j3HXo3ybhobV"},"outputs":[],"source":["class LDemo(L.LightningModule):\n"," def __init__(self):\n"," super().__init__()\n","\n"," def configure_optimizers(self):\n"," print(\"#DEMO: configure_optimizers\")\n"," # return optimizer\n","\n"," def on_train_epoch_start(self):\n"," print(\"#DEMO: on_train_epoch_start\")\n","\n"," def training_step(self, batch, batch_idx):\n"," #print(\"#DEMO: training_step\")\n"," pass\n"," # return loss\n","\n"," def on_validation_epoch_start(self):\n"," # called only if validation_step implemented\n"," print(\"#DEMO: on_validation_epoch_start\")\n","\n"," def validation_step(self, batch, batch_idx):\n"," # print(\"#DEMO: validation_step\")\n"," pass\n","\n"," def on_validation_epoch_end(self):\n"," print(\"#DEMO: on_validation_epoch_end\")\n","\n"," def on_train_epoch_end(self):\n"," print(\"#DEMO: on_train_epoch_end\")"]},{"cell_type":"markdown","metadata":{"id":"Ghawgmh2hobV"},"source":["Чтобы воспользоваться таким модулем, надо передать его в объект класса `Trainer`:"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":746,"referenced_widgets":["b349398f15954553a196f8618778500a","7bb9abb08d4049bf8e52ae87a08cb29b","b7ee5e4f07ad4b4ab26f7293562047c2","21bf8750a55a49b58c0c5ffd7ed8e8cb","05274fbe1c21487a9caf9f5d3e165638","33df72c32a56431bb45b7d5e2bda7ba6","9a61334f7e0e448c954bfba24fb28980","e0c203d21e284e99a81cb5ad518c53ba","2a4e01ed0dad40be86e00576f3261c83","eb9bc47058764b50b6131470f64571f9","963ce332378446908d8b5c760239b1b2","61c99b8776d04c4184017ce22b184dae","6afa743f51274a37a5de62c0914cd76b","ca5035970d164cc3ac18de559e57b222","74754c5b9be9435b807b508c15a750eb","dd0e3bdbcfdd4b11bb188227f07f6b5c","424a7784e29b484f8832ce04d5c3aec7","77cb51f04ad84d9fa1da2a2d1eeb4bc6","6f52d4c2d1fe45949c67b1d43db2a894","074e0260eb6743f28cab21cc94f369d8","5c8c7cc8684648528715631ed78995c7","3085e95b94c34bd78d83cc76ca4e1a62","e9fc9be235c747e3abac555cdb921ee7","fc28d2f7fe924eaa909f96984286e8bb","0e516d73756c4bdd80e8e3b91ae4d64b","4229cc91493e420b9be26060f84381a6","5a49dbc5afa84029902178a5f00c5267","43a5588f86264be0a74f106f4ae86a9a","51ca390b80484a55967c33e9d4edb0b3","bf471ea334df48de85b989c48e49419b","4b055f97b5a444c8b159d81b042a146e","61ec34f349504b28b50904a1a8f407b9","fb153f73691c41b0afe08574be842e3d"]},"id":"D-npSiCThobV","outputId":"93a4e826-0940-40a3-d1ac-6bfa22540dfe"},"outputs":[{"output_type":"stream","name":"stderr","text":["INFO: GPU available: False, used: False\n","INFO:lightning.pytorch.utilities.rank_zero:GPU available: False, used: False\n","INFO: TPU available: False, using: 0 TPU cores\n","INFO:lightning.pytorch.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n","INFO: IPU available: False, using: 0 IPUs\n","INFO:lightning.pytorch.utilities.rank_zero:IPU available: False, using: 0 IPUs\n","INFO: HPU available: False, using: 0 HPUs\n","INFO:lightning.pytorch.utilities.rank_zero:HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.10/dist-packages/lightning/pytorch/core/optimizer.py:180: `LightningModule.configure_optimizers` returned `None`, this fit will run with no optimizer\n","INFO: \n"," | Name | Type | Params\n","------------------------------\n","------------------------------\n","0 Trainable params\n","0 Non-trainable params\n","0 Total params\n","0.000 Total estimated model params size (MB)\n","INFO:lightning.pytorch.callbacks.model_summary:\n"," | Name | Type | Params\n","------------------------------\n","------------------------------\n","0 Trainable params\n","0 Non-trainable params\n","0 Total params\n","0.000 Total estimated model params size (MB)\n"]},{"output_type":"stream","name":"stdout","text":["===== Model creation =====\n","===== Trainer creation =====\n","===== Trainer fit =====\n","#DEMO: configure_optimizers\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: | | 0/? [00:00 configure_optimizers\n","optimizer = torch.optim.SGD(model.parameters(), lr=0.01, momentum=0.9)\n","# Loss function -> __init__\n","criterion = nn.CrossEntropyLoss() \n","# number epoch -> L.trainer(max_epochs=...)\n","epochs = 5\n","\n","--for epoch in tqdm(range(epochs)):--\n"," --for batch in train_loader:--\n"," # Processing one batch -> training_step\n"," imgs, labels = batch\n"," --optimizer.zero_grad()--\n"," out = model(imgs)\n"," loss = criterion(out, labels.--to(device)--)\n"," --loss.backward()--\n"," --optimizer.step()--\n","```\n","символами `--` помечены части кода, от которых мы избавимся благодаря автоматической оптимизации."]},{"cell_type":"markdown","source":["Посмотрим на этот код на Lightning:"],"metadata":{"id":"2MqHwEeD5VR0"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"qpRIus5chobV"},"outputs":[],"source":["class LMinimal(L.LightningModule):\n"," def __init__(self, model):\n"," super().__init__()\n"," self.model = model\n"," self.criterion = nn.CrossEntropyLoss()\n","\n"," def configure_optimizers(self):\n"," optimizer = torch.optim.SGD(self.parameters(), lr=0.01, momentum=0.9)\n"," return optimizer\n","\n"," def training_step(self, batch, batch_idx):\n"," x, y = batch\n"," out = self.model(x)\n"," loss = self.criterion(out, y)\n"," return loss"]},{"cell_type":"markdown","metadata":{"id":"MT-dK44vhobV"},"source":["Класс `L.LightningModule` наследуется от класса `torch.nn.Module`. Поэтому в оптимизатор можно передавать не `self.model.parameters()`, а `self.parameters()`. Во втором случае в оптимизатор передаются параметры всех `nn.Module` блоков, определенных в `__init__`, что не всегда удобно.\n","\n","В `L.LightningModule`, аналогично `torch.nn.Module`, можно прописать `.forward(...)` модели, [пример из старой документации](https://pytorch-lightning.readthedocs.io/en/2.0.1/advanced/transfer_learning.html#example-bert-nlp).\n"]},{"cell_type":"markdown","source":["Запустим обучение:"],"metadata":{"id":"MvthuGI39RAd"}},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":642,"referenced_widgets":["3a56399fc8e34cbc80cec6d1648c0a08","9b33f0e4501d4e7fbcf6873fb1f4b6f4","af8da8391a1e4aa49c8973dc113ac42b","9c55b297f6cf4fc69cc13d3396aaa973","20cb85f69db044259d475288bd944d77","4466fad27d9e4ff7aa81f4d8a9e74c5d","ee415744abde4e93b96ba42fbc92bed5","3ff1e88db93f4ea397f766fbc3edcf0e","c7ad6ca379044889a7e3a8c18e59e566","37080806ebac4d628ac065b48fdaca25","addbac18c55041a684999d681daffd58"]},"id":"ZpFkhr3PhobV","outputId":"2e765b6e-63d0-4be2-a25a-75d1b7864070"},"outputs":[{"output_type":"stream","name":"stderr","text":["INFO: Seed set to 42\n","INFO:lightning.fabric.utilities.seed:Seed set to 42\n","INFO: GPU available: False, used: False\n","INFO:lightning.pytorch.utilities.rank_zero:GPU available: False, used: False\n","INFO: TPU available: False, using: 0 TPU cores\n","INFO:lightning.pytorch.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n","INFO: IPU available: False, using: 0 IPUs\n","INFO:lightning.pytorch.utilities.rank_zero:IPU available: False, using: 0 IPUs\n","INFO: HPU available: False, using: 0 HPUs\n","INFO:lightning.pytorch.utilities.rank_zero:HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/configuration_validator.py:72: You passed in a `val_dataloader` but have no `validation_step`. Skipping val loop.\n","INFO: \n"," | Name | Type | Params\n","-----------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","-----------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n","INFO:lightning.pytorch.callbacks.model_summary:\n"," | Name | Type | Params\n","-----------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","-----------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Training: | | 0/? [00:00"],"application/javascript":["\n"," (async () => {\n"," const url = new URL(await google.colab.kernel.proxyPort(6006, {'cache': true}));\n"," url.searchParams.set('tensorboardColab', 'true');\n"," const iframe = document.createElement('iframe');\n"," iframe.src = url;\n"," iframe.setAttribute('width', '100%');\n"," iframe.setAttribute('height', '800');\n"," iframe.setAttribute('frameborder', 0);\n"," document.body.appendChild(iframe);\n"," })();\n"," "]},"metadata":{}}],"source":["# %reload_ext tensorboard\n","\n","%tensorboard --logdir lightning_logs"]},{"cell_type":"markdown","source":["### Test"],"metadata":{"id":"P4CSOslxOhRE"}},{"cell_type":"markdown","metadata":{"id":"kUOL9A_0hobY"},"source":["Аналогично добавляются методы для прогона на тестовом датасете. Подробнее об этом можно почитать [тут](https://lightning-ai.webpkgcache.com/doc/-/s/lightning.ai/docs/pytorch/stable//common/lightning_module.html) или [тут](https://pytorch-lightning.readthedocs.io/en/2.0.1/common/lightning_module.html#testing) (предыдущая версия документации)."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"PwzojyazhobY"},"outputs":[],"source":["class LWithTest(LWithVal):\n"," def test_step(self, batch, batch_idx):\n"," x, y = batch\n"," out = self.model(x)\n"," self.metrics.update(out, y)\n","\n"," def on_test_epoch_end(self):\n"," self.log_dict(self.metrics.compute())\n"," self.metrics.reset()"]},{"cell_type":"markdown","metadata":{"id":"u8hwU3q8hobY"},"source":["Сначала обучим:"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":746,"referenced_widgets":["ceb53525b1cd4128a9be3e1f62679124","046fc11447ac4a26aaa712e6bffe07a7","d6d53040b28a46dba642bc7385e49290","49c16f0571c4432a9e7250e6c00a9f53","eb0a238f765241369a8d5b48aa407e71","001a05faa2ce42c4933c5f284e591ded","fad09192f9a44d55a88a8744165c1f46","483f24bec8734a1ab708d42ae3f81880","121f2926e06b46e0ad4ea7d6a4802bb5","e60421eb95934f0ebaa369d3bbeae578","724418fb34924b3abc3551a5bbfb9f41","58f5793164014996b3a2f5b857dfd2e8","9c78afbb21cf40e094b191148e93e6be","f0ebbf4711aa405c939b169549fa0228","aee500e0eb1946bfaa245486ec4613eb","3a5847c210c7464792541acd1d316279","5a6d8c7fb93940af89521c6ac61673d6","55dcec1632cb488b8705373140fb467b","feb937026fcd462a8b875f69641a7bb8","0af715cc36014971af12ffbbdc44d70b","82d6611300244b7b9e585161ad5ff810","80324affad2f45e5992693285ce590c4","cc39aadec67241e4a354ad3c431c2ad8","c3c161c8a13b4b3dbc9bfa7f5f833007","2ff014549f1c4e38be2767707dffe266","89d4e2febd454aacb7f64b28fba23197","d1800c79f24f49e998de7460969a57a6","f4f89bafcdb14b87884fa7ad5b60ab5d","72ea8704f29f47f0a0832b4c24ed29c1","0010c3bacca246e0b41ca49f2be1b96b","eda9437331f84df9953f9e9f113c9598","97ee6f4168414a1093c0f49e97e0edc1","4362f215f6cd4a6b94132387f81cbfb6","594b0b61bc6245bfaabe8b2a98a3d000","82f3713de50f4cb3ace4c96cec1c7cf7","8c51902f54af4553a491c8f8c6f437ca","2223681f8f8a4c24a6cb5541bd4da729","e49acf8b4c434af5b254e5725889de55","66315eda7e8a4b1c9748c0141e7dfa6f","270c12425343466493a0956af3a4034a","8032fe8b1ab94fdda1ef559198658ed5","907f0576bbd547c09ca5f1d58da9fd02","4da705664c01477fbba24339eaf3d011","6cde216ff7ba4336b8c3b498731747dd","de2e72a4c8ce426ba1c54983fc003e09","a78dcdc3e55d442e821cd05ab5ef0cb9","39e7e6f225bd4fbc907e4b088eb11f16","3b3730be78d8431b94d68610c933e2c1","48415845985c40989cb6f735a9d7c8bf","f0d823a7b65e4490bdabb4160e151e70","80e909e408d8464aa78eeff8427ad229","fc9dff0ec79a465599e52af4f72ff617","55103d2bd64d4d7c8dbb515261630f05","3b49db2b7903462082078ea25f5ba33f","fa669cb78d464caca5b9af661126db59","bd9afc90b12f4ebf857297428147c710","c7336fcfb3054b99b6e9a537f771c4f8","4c6925cca97f499c9046584cefecb5b2","4dbff189e1d747da8d0d6fe6be658918","eb73b7656bfb43aea3a39950fa2cf5ce","25a3691d08284056b7c81dc82c0d69bf","1c807af6586d4bfe8c7be9594579f7e3","f7df1da0fce14f68b8e7192d48556218","e00cffc441454b5d80a3883fd6be9803","3a2ead01be06458e8e94d37f83a4fe7d","d8d4ff4ba75a460ab2d9c1dc2e32d905","5d05f2387ab54ada80466c0ae8f25df1","740a05c50f8f4823a6617f9b917aa313","5af237cc68b64d7dbb0718da6dd89afb","dea13ab4f4b6405c82572184ca1b9433","541bae48a1624c32871e1de38b6fc68e","6b4b62fa0e994ccb9efac0817668eb2e","a0c4d8566bed466e855f82a3cbb0eef5","b6e757cbb525473896499fb817db1011","4b09cd3c1d4447ce98891976a1c70b00","1359f45d509a4d1fa247952eab005aa9","c2cf8997fc954fbdbcd57f33fbbe5f2f"]},"id":"z0ac9OOchobY","outputId":"a444e422-e0dd-4e19-c735-3848ed388172"},"outputs":[{"output_type":"stream","name":"stderr","text":["INFO: Seed set to 42\n","INFO:lightning.fabric.utilities.seed:Seed set to 42\n","INFO: GPU available: False, used: False\n","INFO:lightning.pytorch.utilities.rank_zero:GPU available: False, used: False\n","INFO: TPU available: False, using: 0 TPU cores\n","INFO:lightning.pytorch.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n","INFO: IPU available: False, using: 0 IPUs\n","INFO:lightning.pytorch.utilities.rank_zero:IPU available: False, using: 0 IPUs\n","INFO: HPU available: False, using: 0 HPUs\n","INFO:lightning.pytorch.utilities.rank_zero:HPU available: False, using: 0 HPUs\n","INFO: \n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n","INFO:lightning.pytorch.callbacks.model_summary:\n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Sanity Checking: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n","┃ Test metric ┃ DataLoader 0 ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n","│ MulticlassAUROC │ 0.9946133494377136 │\n","│ MulticlassAccuracy │ 0.917493462562561 │\n","│ MulticlassF1Score │ 0.91791170835495 │\n","└───────────────────────────┴───────────────────────────┘\n","\n"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["[{'MulticlassAccuracy': 0.917493462562561,\n"," 'MulticlassF1Score': 0.91791170835495,\n"," 'MulticlassAUROC': 0.9946133494377136}]"]},"metadata":{},"execution_count":49}],"source":["trainer.test(model=pl_model, dataloaders=test_loader)"]},{"cell_type":"markdown","source":["## Дополнительно"],"metadata":{"id":"5QJItTDi1Xxk"}},{"cell_type":"markdown","source":["### Планировщик скорости обучения"],"metadata":{"id":"Efs4tw_kDT4j"}},{"cell_type":"markdown","source":["В автоматическом цикле обучения Lightning, так же как и в PyTorch, можно использовать планировщики скорости обучения. Скорость обучения может обновляться каждую эпоху или каждый шаг оптимизатора."],"metadata":{"id":"EliS40BQHelm"}},{"cell_type":"code","source":["class LWithSched(LWithTest):\n"," def configure_optimizers(self):\n"," optimizer = torch.optim.AdamW(\n"," self.model.parameters(),\n"," lr=0.001,\n"," )\n"," scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(\n"," optimizer,\n"," )\n"," return {\n"," \"optimizer\": optimizer,\n"," \"lr_scheduler\": {\n"," \"scheduler\": scheduler,\n"," \"interval\": \"epoch\", # or 'step'\n"," \"monitor\": \"loss\"\n"," },\n"," }"],"metadata":{"id":"5glssUcgGdpG"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Мы можем использовать `monitor` с любым логируемым c помощью `self.log('KEY', value)` скаляром по ключу логирования `'KEY'`."],"metadata":{"id":"kHX_5EDOvi1T"}},{"cell_type":"markdown","source":["### Особенности логирования"],"metadata":{"id":"zM9MH-9z3PT-"}},{"cell_type":"markdown","source":["#### Именование экспериментов"],"metadata":{"id":"LUerk5QIApOW"}},{"cell_type":"markdown","metadata":{"id":"F0sIUVKghobY"},"source":["Чтобы различать эксперименты, нужно инициализировать logger вручную. Мы будем использовать [TensorBoard](https://pytorch-lightning.readthedocs.io/en/2.0.1/api/lightning.pytorch.loggers.tensorboard.html#module-lightning.pytorch.loggers.tensorboard) (предыдущая документация)."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":743,"referenced_widgets":["87af61a405c74e579800b88abcae9887","7196f96d28824263993841eaf654b90e","ed9198c0202e4e31918f3b39804ed22e","95ca946883fa43e5ab64dcb5794f39d9","2db56b46e49b402faf0b701e915178e4","acd9fb6eebe94a628f3182fc9191cf34","b5af8ae65b0b41d48c4602d811a02617","64fa24daba2543fa88b1fe52d65b710b","a9110f5046e84107a057a53961b0f6e8","5164f6a14179484f9b5020c8bfafb041","1a8b66e2409f453c87b6fed7bec39fe7","7dc5a5205b714d9ab95aac4248d48898","1b17d4a62b9e494b8b1d9895e99d32ad","a44059eab3384030a80980b4c2fa3298","165b0d151bb044aeb3a8cfbf3188503a","bccfd3080876421cabea6d7f8d95fe55","7a887711b97644768fb354e1a38841f0","85673f180a494c3699f5ce02095dc8b3","13b812c2eb464cc2a744cc27d903e46d","9521a95ccb4f41858a7b466ce3917646","83d8dde35cae4941a651f6006db9f6df","c81ab04cc8f04cb4b43557457faa2f57","d95b27436277405db35a63ef922b92d1","f2e185fc56bf4428bcccdb164a87579e","13d95f50ac8b402da56e14bafb97191d","c9d70e79ef8d491ca4a2a6c789f5ad08","4899fe998c0b438d83e7fd949b530624","4cf725c7abc54e8db0e9657616491783","6b05ec5ffae7460cb7b5a6d91b4594dd","cfea91984fd242dbb80ab4844db30c7e","a9371b8b96904e99b8aae108ba9641d3","674f87c204e34aa0b898c2aaf0f1f250","f43a20e4d1594425bce89f51b4a784de","10908432b0664f53ab48bbd1d85a0c0d","53ea7e1be1584514b13584264d55b8ed","8e990172797f4c959df8d3543eada538","95cd8e55795b4701a1e22eda0df39671","7205c7fdcaee41979e38688cb5a8f36f","6d5c73bebebc4eb8aa1570abe86e10ef","1612565d45664678ad1d028cbbac2139","4eb4b6c9d6d6496ea8220fec09e46d83","33b2527e9bb34dd483b2787b1adb9155","ed60d62485cb45c38d2de20a57f68e6b","b760c9607a6b410dbb230a8d8cdbbf42","e819b958ea8742bb8660a0b9154de4f7","b002fd97cc4c4be6b5025dd6d4d7e267","e92ff567a2074cdd99c359cb4e6f90be","223cee9e75ac49cb8a6c8249a8196d3c","67bbd0a076dc46ea884670382d89c02d","b7eb79a3901c44a59606e538dc1a81f6","024698e677814c4d8ddec0c12cae72c1","4529addc17b141009834dfcf2cb2224c","317a23e1a0ec4073a0eb24c871248f00","784ef8b05079488da472f19c415eedeb","cd28da971f7f47018c6573b1fa6be461","f703bfe30ae749c59e7e1a21e5b4239a","bbe05a52f1ad40609c57604d3dc72928","e3022482dd934ce2a1104ee235ed3d30","4090cf9f3c7c4db5b5d0401281d22c66","02bc66f2ec364fe88b0892d91d403bbb","06f1ef05da8a4a47bef26f8f872a4729","0a951c9272c24a02811e41eec5042a13","ea7c5f796ed5476792c0ea0a335c3d44","9658a9b2625f489e96fa057b254dafe2","230024a5cddc464fa0bb395ac07baae6","905c4e59a1a24739819ba2767607bf39"]},"id":"wdn-RI2lhobY","outputId":"62860048-6675-42b5-c3b3-33be2636ce65"},"outputs":[{"output_type":"stream","name":"stderr","text":["INFO: Seed set to 42\n","INFO:lightning.fabric.utilities.seed:Seed set to 42\n","INFO: GPU available: False, used: False\n","INFO:lightning.pytorch.utilities.rank_zero:GPU available: False, used: False\n","INFO: TPU available: False, using: 0 TPU cores\n","INFO:lightning.pytorch.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n","INFO: IPU available: False, using: 0 IPUs\n","INFO:lightning.pytorch.utilities.rank_zero:IPU available: False, using: 0 IPUs\n","INFO: HPU available: False, using: 0 HPUs\n","INFO:lightning.pytorch.utilities.rank_zero:HPU available: False, using: 0 HPUs\n","WARNING: Missing logger folder: lightning_logs/MNIST\n","WARNING:lightning.pytorch.loggers.tensorboard:Missing logger folder: lightning_logs/MNIST\n","INFO: \n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n","INFO:lightning.pytorch.callbacks.model_summary:\n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Training: | | 0/? [00:00"]},"metadata":{},"execution_count":58}]},{"cell_type":"code","source":["pl_model = LTB(model)\n","trainer.test(model=pl_model, dataloaders=test_loader)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":213,"referenced_widgets":["4e40e40654bd4418950375a3c2cc3b8a","42893b540d354b969a313a0c2d1990d5","1ca2192621a8456eb8992eefa15a3b82","3ce845b85a8c4810b6d528550e93f1c4","406e4c135c424c51bafba814bc10f6ec","c10759954a6e496dbb0e73394cd634dd","1ff25b9c696247d7ab812bc8e1c6908e","55c14f5652e84777866469b3de1b9827","d076f181051447aaaa026206fa0b641f","64ef20e9778c4d008199343bcbeb8976","641c81526c284ab98e356db57230006d"]},"id":"noMGcjNO23n7","outputId":"a0a5a13e-2339-47a8-ac62-8f1a9212b73a"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Testing: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n","┃ Test metric ┃ DataLoader 0 ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n","│ MulticlassAUROC │ 0.9967935681343079 │\n","│ MulticlassAccuracy │ 0.9301283359527588 │\n","│ MulticlassF1Score │ 0.9308347702026367 │\n","└───────────────────────────┴───────────────────────────┘\n","\n"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["[{'MulticlassAccuracy': 0.9301283359527588,\n"," 'MulticlassF1Score': 0.9308347702026367,\n"," 'MulticlassAUROC': 0.9967935681343079}]"]},"metadata":{},"execution_count":59}]},{"cell_type":"markdown","source":["Видно, что метрики соответствуют обученной модели.\n","\n","Продолжим тренировку с нашей checkpoint. Для этого обозначим `max_epochs=10` и передадим тренеру `ckpt_path`. Тогда `Trainer` начнет обучение с 5 эпохи (сохранено в checkpoint) и сделает еще 5 эпох (при параметре `max_epochs=10`):"],"metadata":{"id":"hkgCG0Jq3o3u"}},{"cell_type":"code","source":["L.seed_everything(42)\n","\n","model = SimpleModel()\n","\n","pl_model = LTB(model)\n","logger = TensorBoardLogger(\"lightning_logs\", name=\"MNIST\")\n","trainer = L.Trainer(logger=logger, max_epochs=10, num_sanity_val_steps=0)\n","\n","trainer.fit(\n"," model=pl_model,\n"," train_dataloaders=train_loader,\n"," val_dataloaders=val_loader,\n"," ckpt_path=ckpt_path,\n",")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":815,"referenced_widgets":["a6dfc19eeb66439cacabd21f90e5253a","2c9b573594544a3b920ff5b1cc9a79ed","0d5dd6ab418c4332a3060e1674fd785c","458ea452f33b4d219e9615d04e8f2e36","3ab4ff993a9d4a138aa0e4ac84aa3506","6889cd1a25244f15be24b24daed2de7c","f533028998d64ab0a4f69b7a60af5c37","acf013efbf444338a31f96e9b968f0a7","fdcd80fc72f946e8b01f71b76379ad3a","da482a58766643bb84146b17af4b5c2b","21a92621ea9d4e718f3298bfc2595eda","bc0f0deb30fb47baa4695b1af5e86752","b86af205e8dc43b7bf1f8d3edb96a41b","40ac9d1b107244e1836185bac9800adc","2595ccda8af54066a894d013863ea4ad","af4fd7b8571a4958af181e9788bd6789","b49b5cd99227406691b97192fa0d6fe3","8d04b5134be34c1e9f1993730bd9b41a","8265ba9b7eca495fab0fa66e21f98b78","c01a381833454aaeaca9cc6036da929f","eb147a08bd334b0a8617f8eb41cc3653","f7a57632d1354f7ca574b212a074ad9c","54b3f40363d6440698d933d7d9b19301","b6eb38889f9c4708b9098b7db4b5e996","6da1f348b88a477da4b6255364849ed6","3e7495ffc3cf4c8b82d3eeb8a11bed8d","5c531483f9334e46abf60db92770907b","627a4a4d80b34758bf47de559b3107d9","b5db4b721a074681870402444a14593c","ddc7de20748646c7a9eac0f4782f9522","09249e86dcb843279cca5e51155943bf","53e221a7b4814712841f1bd32ed9764c","093e10590a3b4c5882f6e1fac578f5f8","9966395b4b9c4e29938232be0db0c4e0","a847c477f7554ec6a41d3ff23cdc0898","99ea1523d6324f22be14d684be99b462","19f661c7ad2640408712ab5015aeb686","25477b2d60e748c9b14db0a7057cf752","6a59fc9ce2754bf29d1ab305abf9d86f","81143ed5712448ec877e906c10a4ac75","237979fb568a478f9ac98db6b54d224f","85c86f0048bd45f7bd46e078373278ce","017239af8b9c4054ad9edbdcd8082260","fd618bbda8534f5f829347a2aeee8e23","0195c61cf40445b9a5282696dcf6638e","5d6cd8437825497287b40082091989e9","0169b9dc7fd8421894f042f086405416","53b3a2bde3df4b3da22e7e223724cf31","e0ebfaeac47c456094b9e85a1bf0a5e9","528e98da9f54478d91db8a98168ba8bb","5680c7a2e24f4b81a95353afabc6169b","93249b08ec7040c7a9b7b22e4938cf9b","9027efe3a6d543e9ab4aea9b295cfc1e","c5af4a329dab4f809ce5b6564bdc17c9","93e2a587310e4f8ea3939723b203a93f","9fdf89e8b20243d49d76617da1823e9b","e06b00b6f87141458da37b5f1c6f51eb","fbcf02afa21645eabf9f48fb5ca8b344","a42ae20b83cf45699288751761b9aebf","f865eb43dc294ee587ba7606e280b8ea","f6bb8d75a5f049daa37530b1c5ca171c","1580bba36d8441c2aeee2e0bba7c5e1f","eede1941e0d34d36b172578358ee75a7","0bc8f538cfd446bb94a23a8d782b25bb","6a257a314bc540e887da35502db0a82d","9d826f1edb304b11b07677292726f988"]},"id":"-gtzsOqt3y1a","outputId":"9a99b49a-ed33-47a0-ea21-82db5117ad51"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["INFO: Seed set to 42\n","INFO:lightning.fabric.utilities.seed:Seed set to 42\n","INFO: GPU available: False, used: False\n","INFO:lightning.pytorch.utilities.rank_zero:GPU available: False, used: False\n","INFO: TPU available: False, using: 0 TPU cores\n","INFO:lightning.pytorch.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n","INFO: IPU available: False, using: 0 IPUs\n","INFO:lightning.pytorch.utilities.rank_zero:IPU available: False, using: 0 IPUs\n","INFO: HPU available: False, using: 0 HPUs\n","INFO:lightning.pytorch.utilities.rank_zero:HPU available: False, using: 0 HPUs\n","INFO: Restoring states from the checkpoint path at lightning_logs/MNIST/version_0/checkpoints/epoch=4-step=200.ckpt\n","INFO:lightning.pytorch.utilities.rank_zero:Restoring states from the checkpoint path at lightning_logs/MNIST/version_0/checkpoints/epoch=4-step=200.ckpt\n","/usr/local/lib/python3.10/dist-packages/lightning/pytorch/callbacks/model_checkpoint.py:347: The dirpath has changed from 'lightning_logs/MNIST/version_0/checkpoints' to 'lightning_logs/MNIST/version_1/checkpoints', therefore `best_model_score`, `kth_best_model_path`, `kth_value`, `last_model_path` and `best_k_models` won't be reloaded. Only `best_model_path` will be reloaded.\n","INFO: \n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n","INFO:lightning.pytorch.callbacks.model_summary:\n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n","INFO: Restored all states from the checkpoint at lightning_logs/MNIST/version_0/checkpoints/epoch=4-step=200.ckpt\n","INFO:lightning.pytorch.utilities.rank_zero:Restored all states from the checkpoint at lightning_logs/MNIST/version_0/checkpoints/epoch=4-step=200.ckpt\n"]},{"output_type":"display_data","data":{"text/plain":["Training: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n","┃ Test metric ┃ DataLoader 0 ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n","│ MulticlassAUROC │ 0.9982739686965942 │\n","│ MulticlassAccuracy │ 0.9532777667045593 │\n","│ MulticlassF1Score │ 0.953340470790863 │\n","└───────────────────────────┴───────────────────────────┘\n","\n"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["[{'MulticlassAccuracy': 0.9532777667045593,\n"," 'MulticlassF1Score': 0.953340470790863,\n"," 'MulticlassAUROC': 0.9982739686965942}]"]},"metadata":{},"execution_count":69}]},{"cell_type":"markdown","source":["### CallBack"],"metadata":{"id":"qs01nhZaCYHw"}},{"cell_type":"markdown","source":["`callbacks` — это специальные модули, расширяющие возможности LightningModule. Они позволяют, например, сохранять одну или несколько лучших моделей, отслеживать скорость обучения или останавливать расчеты, если вычисления занимают слишком много времени. Список встроенных в Lightning callback-ов и инструкцию по написанию собственного можно найти [тут](https://lightning-ai.webpkgcache.com/doc/-/s/lightning.ai/docs/pytorch/stable//extensions/callbacks.html)."],"metadata":{"id":"-ChJm7BUBRBm"}},{"cell_type":"markdown","source":["#### Сохранение лучшей модели"],"metadata":{"id":"-M1H2Y1DChmt"}},{"cell_type":"markdown","metadata":{"id":"DroG38kghoba"},"source":["Можно сохранять только определенные состояния модели. Например, те, в которых значение метрики было лучшим. Для этого используется механизм `callback` совместно с классом `ModelCheckpoint`"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HY6ZnEjghoba"},"outputs":[],"source":["# from L.pytorch.callbacks import ModelCheckpoint #- don't work\n","from lightning.pytorch.callbacks import ModelCheckpoint\n","\n","checkpoint_callback = ModelCheckpoint(\n"," # dirpath='best_ckp/'\n"," save_last=True,\n"," every_n_epochs=1,\n"," save_top_k=1,\n"," save_weights_only=True,\n"," monitor=\"MulticlassAccuracy/val\",\n"," filename=\"model\",\n"," mode=\"max\",\n",")"]},{"cell_type":"markdown","metadata":{"id":"yeULNCH1hoba"},"source":["Попробуем обучить модель:"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"LYJcdw9xhoba","colab":{"base_uri":"https://localhost:8080/","height":674,"referenced_widgets":["fe43564ccffe42a4875c47e8b7f9509f","f36f6feae4904784830bce693abce22e","38699b6d70754f73968585abd1b1d11c","3e5b8a5b2c5941c1b117d1eebf563383","95020434c59f457f8c69a97eb5f46cb3","20d61628f5064411892d03281e8c4477","74ea8ec146ad4618ad41fa7feac2439f","6ef92549179449038997411b512132e7","699ea1ee839b4606b0faf893f847e94b","b4bb8a4b2ab6404898d7ca208465ff36","5e086ce7d0b94654801b022d5f4d1865","64c86b68e4f5451ca54b961340bdd8d2","4cc2498ea2c249019be2ad7ff541d5e5","230e76d31d4149c7ba60c8e3a3e2b421","99501079890642b3a368032c12f8809b","71fe88a26a774037b464fc9c7ff0ec7a","c349a4d40f7645638cd6c1f38feb6627","490db6c115ee4043856a499064de411e","63fe1389f3e0426995b8c216bc5944a3","afd109fd142f495098ad2a0f98e211e2","cbdac06384f44bbaa66012032a279c6c","5f2135828b5d40f6887f299cf082ddfc","1da36c17b9274bd3a96de5470c9288a5","b6ec87e97c194de59daa44c4bd53db34","e54fd214f21a46798d2a455fd153a902","a07606a0a7cf4cc299ef7ddcea106220","9bed97b8526c43e4b7cedef156b29169","d602767e1d83427e947da2751c319e9c","6fdee848f9ee442e939efc2da400d4b2","7620a2899c9340939565440914748912","b4f8a371dd1f465ba35396e5921ad489","793f3d2b3af946d7b293679716efa541","cd5906c28901443eb1078f58c0f4a349","281bf5ccd47b4801995f06e0f3d91afd","486d7d9497cd43aa8b2aba0bf84d68c6","500517b38e0842449498e78f20ae5b97","db76efa345984c69bcc54a736b946a8a","9007d35ba4534f49bd0cc859243ecf68","bd56a182371b46a4ab9a43fd010c9eb0","3ad64b313d4b42b19ff26383b74ae6ef","649ad8ab894e4b30836bbbf716504772","ac9e7bb83e24423792c67e96d8c6c0c4","fa90e2ca40b9447c99bf5fc886e5c519","560317bbb0954d98a03a8aefc3afa3e9","b831da6aae7b44159aa82f79dc9ca9e6","d44d42abe88a45c894a0325e87c7167f","8809b4bc27b64544bc55794ecf362dcd","0e60d4e1730a40cba5d6da16f0b74ade","afe45dcd37ff419e9365b5fd2340b7cf","1a40d5436c77427997f75d2da2e548bf","9eea902c025144958d1dbd698c3eb507","aae0c50afb5146cd87c69f4f6a7c6f95","bfb3a34e463f4e62876ef81543c84046","0c9e97e6b9424baa974c3ecb36effacc","a2d532fec03849f9b314bf746341d278","1f90e17a689d4618b261f69ad0d3b5e2","844119a384b044f59f84008afb7ff5c4","bec50f6d830b464b90d3552792134102","9487a46075564e44b0b710b8814236c5","bfa6b6e891864b2b8212e25d250a20cd","5b72a0c887fc44ceaae366d4f188d989","238d102463d54ef896fdbb6889d1fc1f","a0c797be374b45ceaaebc0c8da4b4898","0d59a8b2af73435ea396f170639b9555","c50d994bc8dd49a2974438c782007d0f","2329dae4645246a6a2a49ea09e5ac8ef","ee68851e02304de1867e2c5932fc43be","6aa242cf55f045f085831ec55cff3f75","9c678080562643aa96e5592c5b3070db","86da9c70d24143978f07cf573cbc771e","237be36c02c0451ca202738ebd48a72f","8f0c864b81a34f5cbae4e7295772ca63","2a77fdec6aa746a69c172873db3e3a12","f3a76be20ee64cf1b0be8ab3835a9410","70497b5b585a407e899c1ffcdb8a9691","99d68233a80441a0b1c44a2e79d70024","429b3565080348bf980da1f3352280a3","95aaa2d6bc244289b1019ff2293acd7a","f007b2ce532f451597429ebf44b1173c","ffe9278817fd4005a88eb1881dc43585","e0900b342dc5492cbb4eb6e7290de4f3","3c53cc45124648b2b46d24acc7db6479","6f5aaefb6f5a47678dd6aaa2001a308d","e69eef49996646c5bfdb7e82719fd87d","3b0b736b253f4a21aa9c878c6746b685","d7a0100e4f48421c9b3a3e8bfcdf63dd","acfbc6241a834900b2be9c514c740cdf","6e70b168b22a46e78dcf11659c238100","4eee5511574f4cf6a61b90c3dcaaa3c6","d61fac2728db4f4082ce1e8087738721","b09e82a7b5ad4865a0b521bf3a473242","069967002c914b6b9d90771bd903af3a","a9e6860e77f3426db5e88d5cb5bcc848","5fcc332a5635419183737e4c6b588931","60eddbd077b646a8bc3842bff2f6627d","00ca12b5585447a79a2f9af9b6cea9e2","969f959b697c4c82919a59a34215e7a0","cef25b20942b4d379e7434b996809ed0","7594bb3316014414a7242812d31b860b","00429eeabcf44221bec09fc426c04058","8b8cff2c1a274ac1b4406beb03fc1d73","4c39efeb48de49c88b8a49a20d1cdf9d","dac3a6380ed44859b00274c1516a0e6c","ce9c8f73766a4db39553f7cfa7ab223b","2b3f9159e0fe45db80c8ae65ec834174","019884574e1e4220a37674df53b762cc","3279ca00744b47cb8b2c26e90275651f","780d597b09b44d3784ba8bd7176c9a90","995184533af44182b5bea39665a969c6","97b1870073a04894955601f719427ada","5e8fe333cf994d76ac8cac8d359da6c3","98a869b975d44108bc2f14b903c28b79","63fbdbad81f34223931e9ca838c3214b","477fa54b0dfc413e8cb823c44790ee73","b05f1515522a48869481ad5f8647c681","bbf583d784214b1f9b8016441ced596c","08ab3aa6b6794a19acaf47aaf629cdaf","24e69502714541edbbd9c8a27cc9ef65","9da5f37e71d24edb8196e1873f834928","b227fc28608947cc83ea2312d54a9d94","686508a62cd24e538e1ce5a15d537e72"]},"outputId":"11208e59-772d-431f-f391-7d88f9bd7eb9"},"outputs":[{"output_type":"stream","name":"stderr","text":["INFO: GPU available: False, used: False\n","INFO:lightning.pytorch.utilities.rank_zero:GPU available: False, used: False\n","INFO: TPU available: False, using: 0 TPU cores\n","INFO:lightning.pytorch.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n","INFO: IPU available: False, using: 0 IPUs\n","INFO:lightning.pytorch.utilities.rank_zero:IPU available: False, using: 0 IPUs\n","INFO: HPU available: False, using: 0 HPUs\n","INFO:lightning.pytorch.utilities.rank_zero:HPU available: False, using: 0 HPUs\n","INFO: \n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n","INFO:lightning.pytorch.callbacks.model_summary:\n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Training: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n","┃ Test metric ┃ DataLoader 0 ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n","│ MulticlassAUROC │ 0.9982739686965942 │\n","│ MulticlassAccuracy │ 0.9532777667045593 │\n","│ MulticlassF1Score │ 0.953340470790863 │\n","└───────────────────────────┴───────────────────────────┘\n","\n"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["[{'MulticlassAccuracy': 0.9532777667045593,\n"," 'MulticlassF1Score': 0.953340470790863,\n"," 'MulticlassAUROC': 0.9982739686965942}]"]},"metadata":{},"execution_count":70}],"source":["trainer.test(model=pl_model, dataloaders=test_loader, ckpt_path=\"best\")"]},{"cell_type":"markdown","source":["###Управление ресурсами"],"metadata":{"id":"JP7z3XDVGCCa"}},{"cell_type":"markdown","source":["При обучении модели на Lightning, он автоматически смотрит на доступные ресурсы и использует их. Иногда может возникнуть необходимость разделения ресурсов между несколькими потоками обучения или переноса обучения на `cpu`. Как это делать, описано [тут (общая информация)](https://lightning-ai.webpkgcache.com/doc/-/s/lightning.ai/docs/pytorch/stable//common/trainer.html) и\n","[тут (GPU)](https://lightning.ai/docs/pytorch/stable/accelerators/gpu_basic.html)."],"metadata":{"id":"cU6C1joyKQs-"}},{"cell_type":"markdown","metadata":{"id":"iPeEOI3Thoba"},"source":["#Plug & play"]},{"cell_type":"markdown","source":["В конце блокнота соберем базовый Pipeline обучения на Lightning, используя все, что мы узнали:\n"],"metadata":{"id":"kSFfxqjaMHOf"}},{"cell_type":"code","source":["import lightning as L\n","\n","from torch import nn\n","from torchmetrics import MetricCollection\n","from torchmetrics.classification import (\n"," MulticlassAccuracy, MulticlassF1Score, MulticlassAUROC,\n",")\n","\n","class LModel(L.LightningModule):\n"," def __init__(self, model, lr=0.001, gamma=0.9):\n"," super().__init__()\n"," self.save_hyperparameters(logger=False)\n","\n"," # for optimizer and shaduler\n"," self.lr = lr\n"," self.gamma = gamma\n","\n"," # model\n"," self.model = model\n"," self.criterion = nn.CrossEntropyLoss()\n","\n"," # metrics\n"," self.metrics = MetricCollection([\n"," MulticlassAccuracy(num_classes=10,),\n"," MulticlassF1Score(num_classes=10,),\n"," MulticlassAUROC(num_classes=10,)\n"," ])\n"," self.train_metrics = self.metrics.clone(postfix='/train')\n"," self.val_metrics = self.metrics.clone(postfix='/val')\n","\n"," def configure_optimizers(self):\n"," # set optimizer\n"," optimizer = torch.optim.AdamW(\n"," self.model.parameters(),\n"," lr=self.lr,\n"," )\n"," scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(\n"," optimizer,\n"," )\n"," return {\n"," \"optimizer\": optimizer,\n"," \"lr_scheduler\": {\n"," \"scheduler\": scheduler,\n"," \"interval\": \"epoch\", # or 'step'\n"," \"monitor\": \"loss\" # only for self.log\n"," },\n"," }\n","\n"," def training_step(self, batch, batch_idx):\n"," x, y = batch\n"," out = self.model(x)\n"," loss = self.criterion(out, y)\n"," self.train_metrics.update(out, y)\n"," self.log(\"loss\", loss, prog_bar=True)\n"," return loss\n","\n"," def validation_step(self, batch, batch_idx):\n"," x, y = batch\n"," out = self.model(x)\n"," self.val_metrics.update(out, y)\n","\n"," def on_train_epoch_end(self):\n"," self.log_dict(self.train_metrics.compute())\n"," self.train_metrics.reset()\n","\n"," val_metrics = self.val_metrics.compute()\n"," self.log_dict(val_metrics)\n"," self.val_metrics.reset()\n","\n"," def test_step(self, batch, batch_idx):\n"," x, y = batch\n"," out = self.model(x)\n"," self.metrics.update(out, y)\n","\n"," def on_test_epoch_end(self):\n"," self.log_dict(self.metrics.compute())\n"," self.metrics.reset()"],"metadata":{"id":"LSYhUuK_MIcT"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Запустим обучение:"],"metadata":{"id":"ypOVWwWuO-69"}},{"cell_type":"code","source":["from lightning.pytorch.callbacks import ModelCheckpoint\n","\n","checkpoint_callback = ModelCheckpoint(\n"," # dirpath='best_ckp/'\n"," save_last=True,\n"," every_n_epochs=1,\n"," save_top_k=1,\n"," save_weights_only=True,\n"," monitor=\"MulticlassAccuracy/val\",\n"," filename=\"model\",\n"," mode=\"max\",\n",")\n","\n","L.seed_everything(42)\n","\n","model = SimpleModel()\n","pl_model = LModel(model)\n","trainer = L.Trainer(\n"," max_epochs=20,\n"," callbacks=[checkpoint_callback],\n"," num_sanity_val_steps=0,\n"," log_every_n_steps=10,\n"," logger=L.pytorch.loggers.TensorBoardLogger(save_dir=\"./final_log/\"),\n",")\n","\n","trainer.fit(\n"," model=pl_model,\n"," train_dataloaders=train_loader,\n"," val_dataloaders=val_loader\n",")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":743,"referenced_widgets":["068fa7a725e443f9a7d0e9d2e4b264ea","aec6be7e5bca404b8eddfdaea302e514","e403eeae0f6642d3945bf98bc2b79d32","36e6cb554a5c42f28cda961396485102","a0665a80c5404c0c9a45ef51cd392a72","13fb945f48e74874b9fa8dec4994469b","2b4336afc1714ecd9c649eb9492bd682","2f83a5c3054541bdab7e23e1997888fd","8a053157eb76447d8a8c88a0e58d07f9","a0fc133ddc744627b8cb4f24ae28fcd0","2df68c3da0674442a937b2fadcf49a29","96bd0e67719b46608ecc863c65ad6da4","46984f57f00c4f02be2d1f286be0ecbb","55ac6e01b2ff405aaf2f6dbb5c21c46f","19ede1e33fef4304bc8a1189ce969393","96194c9274ac41e995a0dd874de88269","b60c32cc7a26467db07483e29e0c163f","1dcc7c5d16ca4f7f927a702789ee67cc","7507a42c7b2e465693106ec31df3996d","74edc7ea5d8d4ebd82321a53b47cb1e0","6eb68cf0e5c3464db74d4b8aed1293e6","1566196ad7f04801b426477083f310b2","2d9151edb85e4fb5a90325a3d60c6a2b","42a2a81f002e4ab490d40bc1cd88dc03","347140e23ef945d9a163847203e008a6","4372d3d799074c3db1e6364ffb655897","0b61cc5dfdbb4ecfb67922c1d1da0e0c","2fe63e4b92384f3aacc19b8b8c7e993c","89c25940983849809c4b26f57524efb3","6b5eda97f95240a1bf671c0b550f7d4a","5f1fc6bc6cc943b0a5e5aca24eb62569","d8ae04f5a24c42d8b9b73a88f03f8ae0","82a39449d9d34395b2c7be9915e243bb","61e235be784f449295c3a5ac1a229069","5a17aeb573d64162aa984ae29e87389b","2d134c85530c4ad3aca1be2497cf089c","6c4ca904d5b64275ac0c418d5ee5a86d","d8366b21e7a947d1a8f269a9f860b173","c27b7f291db746f9ac4ce6693ad4c757","370e9afae46a41a0b73e0bcdea319386","02e160ea4fab4fd19fdc0922f05ffbd9","86a0938b6aeb43fd9639fb62ab6fe67a","6f452c7168734ee7a321f23da6dd1f27","a4e185a8e47c49fe92439075917c199b","25d4edc73a0448cdb61cb3aef7d158e8","546a66b9ffc04dfda0afded5465389f9","87ccaee101b24636bc132d4ab35ffa9f","b6ceba7804b7402c8b1768ca51c2d8a1","230e137532814f8a82399fac29fb253c","097f9df297994eaba19288c8af17028f","66f3209b53ec4e27845fe415c80ab28b","c4496575fe47476c8bb9a5e92c0e2106","8b935ca16c5a41abaa890fa6f49dda6a","02eac532e79a464db26d01ab54908cdb","440e89b8da814bd8a2d4e29feb9a08a5","a529bb4440da4f9bb5554ee14a9f90b2","cfe5f25d15154ba2aed03f1eee4ec890","4e2b50a79e9f4336969dbd4217d054c7","040860e7bbfb4f0e9f802435fab17159","ab4ba938efb147b39abb402b89e29370","5b19dac9be8e46368c4483ed25100b65","4b18cf18d28e46a5b5c3512b29f2650e","8b217aa408614e07b324b3397e0ed1c1","1f4b04a9794544aa97a8823ccf099754","3efe0e3bdaed4a269753b60881494ce2","41ef70f9ae654f8690176d60b84f8e45","15568c2f170d4f89aeabcf35c227a097","3965a06eb76e435e8742bd520c5609bd","f722c78ed4b8499d91a59095c5e78d4b","b53ad7304027482a92c8b6a50d3c8fdd","95f02736fec343d4962e7696e56b9e00","462947200d514e07af1332160f1ea2da","78dfdc34392f4340ac6d9167ad2b60eb","e09d499f07e1412980857c528601dbdc","5d7f6e697234421997efd0135546c856","ae789686c70542ae8c96d1191af5c1af","08958036eac54e2a9c5f48bcd142b02e","4371a3077a0443caa617d068872d7eda","b352a577fa8b45d888e53ce5d7c486ba","29117be9a0784d479671dabcc1b8cd22","c275b28c52d94860be2908f7bb0eb6ce","d15cc3e122334124a37d4f7793bcb739","e0dd2137a7904c5cbafa924d8fb480bd","f6069f5ce1e347ef8aa83352c4da32a3","481ea8b900ee4255ae60de9051643313","f2cc68f87ec0464e829220bfcae1aadd","08b198940f68494ba85c315ac639597a","27395923e09c4312806ad806f9a2434a","5f965ce8cd5a423f95e28b3c7ee578b2","190df3f20bf94aff878d6f1f66f783ed","5a9401975b954f9ab6e4c70951d6034f","f04635d2e5fe405e8548ceecc7866623","35c11f22996c4335a99a543e09ede7c3","334eff23a57447669d643eb0919bf017","aead2e31641742ddb8d3c8f89be1342c","8a98dda73caf43a2b200a7ce77ed8887","9fd16a9d8f3447a5bfb147b290a1cef7","9dd3e56ab9c14d56bee02a61396ffc4f","9def99854e3244979abb1561608a6caf","486509fb50ff4f4e8f958fba77e73d8e","c31d27e61ba34f70aa36650b3d1c97c9","4166d75045b647b3b70916e19417b0f3","6f4ab34364534a85af85e34e0e2ed0f4","fb7c97f99c634c6592a6982a0442fb69","7115711d8cbb421fbae13421002eed46","90ee1713fb2c4aa0bb1543de0ab8012d","ed2fe5fc55c0432d95292d0b5c05aa7b","c0613b256f1a4e939b8cb12393bcf225","b58ad1085d1547eeabc81135f2ecc5e2","62a081716ade440b9e77eac0e0249fd3","8a4ac80b4881423c8493368966850b31","10f9280c8f634df2b7a2732acbe37bcb","4163ccd4b9a94a758b4bf507c5058a55","09345c0b214c4c9b8949509e874a7a81","775b63f08a144998a3696603f4dd7351","660797c775b64325b790354ffb5fe008","75c0d81683e64303a857ceadbc31a924","cbaf586c718d461092d9d2fb3d4e5a55","1b3b0aa8127046f2801d38d7d044878e","6f5fde8a20c04dbb8ab5553205815b34","eb2eb7314958486a93a5e21c3afc034c","5cc2080398ab4e30b26db5a810581a4d","76e2d88eb57f42d38c4eaeeb2b092997","3bf5bb3f15e443c3b3a493c69c91dfb3","ec37bd85f8c847539d4106748dfbc5f0","ee3037376de7449bb4962f194a38df58","2f94324de7264d2385ba6aaed11f318f","c9035ba2fd8a48ee9fb14d57c7de690b","134ed3a0bfd24d4f8953782c808315ab","e4201f9abeba4d2a97aba0883a4fdd9c","9fff21b957b64fa78de4f0800307845d","47c348bee77c4341b8c8ba656a2e3136","7459d9f040884b80b9d0a51c0613d0ef","803db22c5fd94d8cbff1b8551e4a3cce","f086344605f44424a0c8bf365d9abbe7","75f7bbbb1d6841b0bed79a8ae2e75e43","d151d1a1d4fc40ce901338a8a4277cd9","0f9096629ba34c1097cb4fd7ec129f6d","3e930febd2b641f1ab8e253f4d7b2970","05def1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Seed set to 42\n","INFO:lightning.fabric.utilities.seed:Seed set to 42\n","INFO: GPU available: False, used: False\n","INFO:lightning.pytorch.utilities.rank_zero:GPU available: False, used: False\n","INFO: TPU available: False, using: 0 TPU cores\n","INFO:lightning.pytorch.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n","INFO: IPU available: False, using: 0 IPUs\n","INFO:lightning.pytorch.utilities.rank_zero:IPU available: False, using: 0 IPUs\n","INFO: HPU available: False, using: 0 HPUs\n","INFO:lightning.pytorch.utilities.rank_zero:HPU available: False, using: 0 HPUs\n","WARNING: Missing logger folder: ./final_log/lightning_logs\n","WARNING:lightning.pytorch.loggers.tensorboard:Missing logger folder: ./final_log/lightning_logs\n","INFO: \n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n","INFO:lightning.pytorch.callbacks.model_summary:\n"," | Name | Type | Params\n","---------------------------------------------------\n","0 | model | SimpleModel | 203 K \n","1 | criterion | CrossEntropyLoss | 0 \n","2 | metrics | MetricCollection | 0 \n","3 | train_metrics | MetricCollection | 0 \n","4 | val_metrics | MetricCollection | 0 \n","---------------------------------------------------\n","203 K Trainable params\n","0 Non-trainable params\n","203 K Total params\n","0.814 Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"text/plain":["Training: | | 0/? [00:00"],"application/javascript":["\n"," (async () => {\n"," const url = new URL(await google.colab.kernel.proxyPort(6007, {'cache': true}));\n"," url.searchParams.set('tensorboardColab', 'true');\n"," const iframe = document.createElement('iframe');\n"," iframe.src = url;\n"," iframe.setAttribute('width', '100%');\n"," iframe.setAttribute('height', '800');\n"," iframe.setAttribute('frameborder', 0);\n"," document.body.appendChild(iframe);\n"," })();\n"," "]},"metadata":{}}]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283,"referenced_widgets":["ed983ed92ded4976bf4e7dc8e660f6cb","01ce63f384484b6485622c7882ecddd8","3c2c0ff5655444b8b9dbbb43f7457f9d","cf85bc9e0d904c9d9763ae0f42a0ac05","185b9aa63da047eaac57dbe38dc3fd6e","3739a201c6e945b6914cd1f6a9a41363","c790c5c35b8c462a9bd10fc124f30f45","1eef5dca22f64836872fe10222eb4d88","f14c7dedf6fb4f34bd8beac7a6ad7d4e","cf85263ccf95485786be9513fa171f6b","5642bcd2393644dc97afdcf48e344039"]},"id":"L2GtGbEua0sp","outputId":"adb1b593-db81-4822-a11f-5c14b9161f01"},"outputs":[{"output_type":"stream","name":"stderr","text":["INFO: Restoring states from the checkpoint path at ./final_log/lightning_logs/version_0/checkpoints/model.ckpt\n","INFO:lightning.pytorch.utilities.rank_zero:Restoring states from the checkpoint path at ./final_log/lightning_logs/version_0/checkpoints/model.ckpt\n","INFO: Loaded model weights from the checkpoint at ./final_log/lightning_logs/version_0/checkpoints/model.ckpt\n","INFO:lightning.pytorch.utilities.rank_zero:Loaded model weights from the checkpoint at ./final_log/lightning_logs/version_0/checkpoints/model.ckpt\n"]},{"output_type":"display_data","data":{"text/plain":["Testing: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n","┃ Test metric ┃ DataLoader 0 ┃\n","┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n","│ MulticlassAUROC │ 0.9917482137680054 │\n","│ MulticlassAccuracy │ 0.900489091873169 │\n","│ MulticlassF1Score │ 0.9004141092300415 │\n","└───────────────────────────┴───────────────────────────┘\n","\n"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["[{'MulticlassAccuracy': 0.900489091873169,\n"," 'MulticlassF1Score': 0.9004141092300415,\n"," 'MulticlassAUROC': 0.9917482137680054}]"]},"metadata":{},"execution_count":50}],"source":["trainer.test(model=pl_model, dataloaders=test_loader, ckpt_path=\"best\")"]},{"cell_type":"markdown","metadata":{"id":"FwHxgccehobb"},"source":["# Дополнительно:\n","Этот блокнот дает базовое понимание Lightning. Для перехода на следующий уровень советуем ознакомиться с [примерами в документации](https://pytorch-lightning.readthedocs.io/en/2.0.1/index.html#current-lightning-users)."]}],"metadata":{"colab":{"provenance":[],"toc_visible":true},"language_info":{"name":"python"},"kernelspec":{"name":"python3","display_name":"Python 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