{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\kofb\\AppData\\Local\\anaconda3\\envs\\newBPMN\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "100%|██████████| 308/308 [00:00<00:00, 1597.41it/s]\n", "100%|██████████| 102/102 [00:00<00:00, 2434.76it/s]\n", "100%|██████████| 92/92 [00:01<00:00, 91.08it/s]\n" ] } ], "source": [ "from yamlu import ls\n", "from yamlu.coco_read import CocoReader\n", "from pathlib import Path\n", "import cv2\n", "from modules.utils import *\n", "from modules.eval import *\n", "#from modules.dataset_loader import *\n", "\n", "dataset_path = Path(\"../BPMN to XML/data/hdBPMN-COCO\")\n", "ls(dataset_path)\n", "\n", "\n", "bpmn_reader = CocoReader(\n", " dataset_root=dataset_path,\n", " arrow_categories=[\"sequenceFlow\", \"messageFlow\", \"dataAssociation\"],\n", ")\n", "\n", "train_anot = bpmn_reader.parse_split(\"train\")\n", "train_anot2 = bpmn_reader.parse_split(\"val\")\n", "test_anot = bpmn_reader.parse_split(\"test\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from torchvision import transforms\n", "\n", "blur_prob = 0.01\n", "color_jitter_prob = 0.02\n", "\n", "transformation = transforms.Compose([\n", " transforms.RandomApply([\n", " transforms.GaussianBlur(kernel_size=(3, 5), sigma=(1, 3)),\n", " ], p=blur_prob),\n", " transforms.RandomApply([\n", " transforms.ColorJitter(brightness=0.5, contrast=0.3, saturation=0.3),\n", " ], p=color_jitter_prob),\n", " transforms.ToTensor()\n", "])\n", "\n", "transformation_test = transforms.Compose([\n", " transforms.ToTensor()\n", "])\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded 308 annotations.\n", "Loaded 102 annotations.\n", "Loaded 92 annotations.\n" ] } ], "source": [ "from modules.dataset_loader import create_loader, collate_fn\n", "from torch.utils.data import DataLoader, Subset\n", "\n", "\n", "parameters = {\n", " 'batch_size': 4,\n", " 'crop_prob': 0.2,\n", " 'rotate_90_proba': 0.2,\n", " 'h_flip_prob': 0.2,\n", " 'v_flip_prob': 0.2,\n", " 'max_rotate_deg': 3,\n", " 'rotate_proba': 0.2,\n", " 'keep_ratio': 0.8\n", "}\n", "\n", "new_size = (1333,1333)\n", "model_type='object'\n", "\n", "train_loader = create_loader(new_size,transformation,train_anot,train_anot2, batch_size=parameters['batch_size'], crop_prob=parameters['crop_prob'], rotate_90_proba=parameters['rotate_90_proba'], h_flip_prob=parameters['h_flip_prob'], v_flip_prob=parameters['v_flip_prob'], max_rotate_deg=parameters['max_rotate_deg'], rotate_proba=parameters['rotate_proba'], keep_ratio=parameters['keep_ratio'], model_type = model_type)\n", "\n", "test_loader = create_loader(new_size, transformation_test, test_anot, batch_size=1, model_type = model_type)\n", "\n", "original_test_dataset = test_loader.dataset\n", "indices = list(range(50))\n", "subset_test_dataset = Subset(original_test_dataset, indices)\n", "subset_test_loader = DataLoader(subset_test_dataset, batch_size=1, shuffle=False, collate_fn=collate_fn)\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "#from modules.utils import draw_annotations\n", "\n", "image, target = train_loader.dataset[17]\n", "\n", "draw_annotations(image, target=target, draw_keypoints=True, draw_boxes=False, write_class=False, axis=False)\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model 'model_object' loaded\n" ] } ], "source": [ "from modules.train import *\n", "\n", "\n", "opti='Adam'\n", "\n", "\n", "if model_type == 'arrow':\n", " model_dict = arrow_dict\n", "elif model_type == 'object':\n", " model_dict = object_dict\n", "\n", "model_to_load = None\n", "model_to_load = 'model_object'\n", "model, optimizer, device = prepare_model(model_dict,opti,learning_rate= 0.0001,model_to_load=model_to_load,model_type=model_type)\n", "\n", "#for name, param in model.named_parameters():\n", " # Disable all gradients first\n", " #param.requires_grad = False\n", "\n", "loss_config = {\n", " 'loss_classifier': True,\n", " 'loss_box_reg': True,\n", " 'loss_objectness': True,\n", " 'loss_rpn_box_reg': True\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "num_epochs = 1\n", "#information about the training\n", "information_training = 'finetune'\n", "early_stop_f1_score = 0.99\n", "score_threshold = 0.5\n", "if model_to_load is None or model_to_load == 'model_object' or model_to_load == 'model_arrow':\n", " start_epoch = 0\n", "eval_metric='f1_score'\n", "model = training_model(num_epochs, model, train_loader, test_loader,\n", " optimizer, model_to_load, change_learning_rate=100, start_key=100, parameters=parameters, blur_prob=blur_prob, save_every=1,\n", " score_threshold=score_threshold, iou_threshold=0.6, early_stop_f1_score=early_stop_f1_score, eval_metric=eval_metric,\n", " information_training=information_training, loss_config=loss_config, start_epoch=start_epoch, device=device, model_type = model_type)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "BPMN", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 2 }