{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "dc7ba249", "metadata": { "execution": { "iopub.execute_input": "2023-06-05T23:44:16.864091Z", "iopub.status.busy": "2023-06-05T23:44:16.862616Z", "iopub.status.idle": "2023-06-05T23:44:16.872423Z", "shell.execute_reply": "2023-06-05T23:44:16.872043Z" }, "papermill": { "duration": 0.020828, "end_time": "2023-06-05T23:44:16.873354", "exception": false, "start_time": "2023-06-05T23:44:16.852526", "status": "completed" }, "tags": [ "parameters" ] }, "outputs": [], "source": [ "file_path = \"./example.jpg\"" ] }, { "cell_type": "code", "execution_count": 2, "id": "6bda2582", "metadata": { "execution": { "iopub.execute_input": "2023-06-05T23:44:16.877146Z", "iopub.status.busy": "2023-06-05T23:44:16.877000Z", "iopub.status.idle": "2023-06-05T23:44:18.160694Z", "shell.execute_reply": "2023-06-05T23:44:18.160150Z" }, "papermill": { "duration": 1.286942, "end_time": "2023-06-05T23:44:18.161887", "exception": false, "start_time": "2023-06-05T23:44:16.874945", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import os\n", "import cv2\n", "\n", "from detectron2.config import CfgNode as CN\n", "from detectron2.utils.visualizer import ColorMode, Visualizer\n", "from detectron2.data import MetadataCatalog" ] }, { "attachments": {}, "cell_type": "markdown", "id": "91288630", "metadata": { "papermill": { "duration": 0.001362, "end_time": "2023-06-05T23:44:18.164664", "exception": false, "start_time": "2023-06-05T23:44:18.163302", "status": "completed" }, "tags": [] }, "source": [ "### Step 1: instantiate config" ] }, { "cell_type": "code", "execution_count": 3, "id": "383001f6", "metadata": { "execution": { "iopub.execute_input": "2023-06-05T23:44:18.168148Z", "iopub.status.busy": "2023-06-05T23:44:18.167711Z", "iopub.status.idle": "2023-06-05T23:44:18.512879Z", "shell.execute_reply": "2023-06-05T23:44:18.512210Z" }, "papermill": { "duration": 0.348173, "end_time": "2023-06-05T23:44:18.514086", "exception": false, "start_time": "2023-06-05T23:44:18.165913", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from detectron2.config import get_cfg\n", "from dit.ditod import add_vit_config\n", "\n", "cfg = get_cfg()\n", "add_vit_config(cfg)\n", "cfg.merge_from_file(\"publaynet_configs/cascade/cascade_dit_base.yaml\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "452b33bd", "metadata": { "papermill": { "duration": 0.001339, "end_time": "2023-06-05T23:44:18.516804", "exception": false, "start_time": "2023-06-05T23:44:18.515465", "status": "completed" }, "tags": [] }, "source": [ "### Step 2: add model weights URL to config" ] }, { "cell_type": "code", "execution_count": 4, "id": "60680734", "metadata": { "execution": { "iopub.execute_input": "2023-06-05T23:44:18.520206Z", "iopub.status.busy": "2023-06-05T23:44:18.520022Z", "iopub.status.idle": "2023-06-05T23:44:18.522304Z", "shell.execute_reply": "2023-06-05T23:44:18.521960Z" }, "papermill": { "duration": 0.005235, "end_time": "2023-06-05T23:44:18.523232", "exception": false, "start_time": "2023-06-05T23:44:18.517997", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "cfg.MODEL.WEIGHTS = \"https://layoutlm.blob.core.windows.net/dit/dit-fts/publaynet_dit-b_cascade.pth\"" ] }, { "attachments": {}, "cell_type": "markdown", "id": "1d26062e", "metadata": { "papermill": { "duration": 0.00123, "end_time": "2023-06-05T23:44:18.525673", "exception": false, "start_time": "2023-06-05T23:44:18.524443", "status": "completed" }, "tags": [] }, "source": [ "### Step 3: set device" ] }, { "cell_type": "code", "execution_count": 5, "id": "c5390e4a", "metadata": { "execution": { "iopub.execute_input": "2023-06-05T23:44:18.529048Z", "iopub.status.busy": "2023-06-05T23:44:18.528783Z", "iopub.status.idle": "2023-06-05T23:44:18.542579Z", "shell.execute_reply": "2023-06-05T23:44:18.541872Z" }, "papermill": { "duration": 0.016716, "end_time": "2023-06-05T23:44:18.543736", "exception": false, "start_time": "2023-06-05T23:44:18.527020", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import torch\n", "\n", "cfg.MODEL.DEVICE = \"cuda\" if torch.cuda.is_available() else \"cpu\"" ] }, { "attachments": {}, "cell_type": "markdown", "id": "722d10cd", "metadata": { "papermill": { "duration": 0.001366, "end_time": "2023-06-05T23:44:18.546468", "exception": false, "start_time": "2023-06-05T23:44:18.545102", "status": "completed" }, "tags": [] }, "source": [ "### Step 4: define model" ] }, { "cell_type": "code", "execution_count": 6, "id": "a7f4015f", "metadata": { "execution": { "iopub.execute_input": "2023-06-05T23:44:18.550260Z", "iopub.status.busy": "2023-06-05T23:44:18.550022Z" }, "papermill": { "duration": 317.594304, "end_time": "2023-06-05T23:49:36.142079", "exception": false, "start_time": "2023-06-05T23:44:18.547775", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\r", 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"text": [ "\r", "publaynet_dit-b_cascade.pth: 39%|██████████████████████████████████████████████▊ | 218M/564M [02:14<04:59, 1.15MB/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r", "publaynet_dit-b_cascade.pth: 39%|██████████████████████████████████████████████▊ | 218M/564M [02:14<04:43, 1.22MB/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r", "publaynet_dit-b_cascade.pth: 39%|███████████████████████████████████████████████▏ | 218M/564M [05:15<08:18, 693kB/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from detectron2.engine import DefaultPredictor\n", "\n", "predictor = DefaultPredictor(cfg)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.6" }, "papermill": { "default_parameters": {}, "duration": 320.504393, "end_time": "2023-06-05T23:49:36.289037", "environment_variables": {}, "exception": null, "input_path": "inference.ipynb", "output_path": "output.ipynb", "parameters": {}, "start_time": "2023-06-05T23:44:15.784644", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }