{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import bpy\n", "from IPython.display import display, Image\n", "\n", "bpy.context.scene.render.engine = 'BLENDER_WORKBENCH'\n", "bpy.context.scene.render.resolution_x = 500\n", "bpy.context.scene.render.resolution_y = 200\n", "\n", "path = \"test.png\"\n", "bpy.ops.render.render()\n", "bpy.data.images[\"Render Result\"].save_render(filepath=path)\n", "\n", "display(Image(filename=path))\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jan-hendrik/projects/bpy-nvidia-T4/.venv/lib/python3.11/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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running on local URL: http://127.0.0.1:7860\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import gradio as gr\n", "\n", "def show_image():\n", " # Return the path or URL to your image\n", " # For demonstration, we'll use a sample image from Gradio's examples\n", " return \"test.png\"\n", "\n", "demo = gr.Interface(\n", " fn=show_image,\n", " inputs=None,\n", " outputs=gr.Image()\n", ")\n", "\n", "demo.launch()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on local URL: http://127.0.0.1:7861\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import bpy\n", "from IPython.display import display, Image\n", "import gradio as gr\n", "\n", "# Set up Blender rendering parameters\n", "bpy.context.scene.render.engine = 'BLENDER_WORKBENCH'\n", "bpy.context.scene.render.resolution_x = 500\n", "bpy.context.scene.render.resolution_y = 200\n", "\n", "# Render the image and save it to a file\n", "path = \"test.png\"\n", "bpy.ops.render.render()\n", "bpy.data.images[\"Render Result\"].save_render(filepath=path)\n", "\n", "# Function to show the rendered image\n", "def show_image():\n", " return path\n", "\n", "# Create a Gradio interface to display the image\n", "demo = gr.Interface(\n", " fn=show_image,\n", " inputs=None,\n", " outputs=gr.Image()\n", ")\n", "\n", "# Launch the Gradio interface\n", "demo.launch()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }