{ "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/root/anaconda3/lib/python3.9/site-packages/diffusers/utils/outputs.py:63: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n", " torch.utils._pytree._register_pytree_node(\n" ] } ], "source": [ "#!/usr/bin/env python\n", "# coding: utf-8\n", "import torch\n", "from diffusers import StableDiffusionXLPipeline, DDIMScheduler, AutoencoderKL\n", "from PIL import Image\n", "\n", "from ip_adapter import IPAdapterPlusXL\n", "from ip_adapter.custom_pipelines import StableDiffusionXLCustomPipeline\n", "import wandb\n", "from ip_adapter.utils import register_cross_attention_hook, get_net_attn_map, attnmaps2images" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "base_model_path = \"stabilityai/stable-diffusion-xl-base-1.0\"\n", "image_encoder_path = \"models/image_encoder/\"\n", "vae_model_path = \"stabilityai/sd-vae-ft-mse\"\n", "ip_ckpt = \"sdxl_models/ip-adapter-plus-face_sdxl_vit-h.bin\" # a experimental version\n", "device = \"cuda\"" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Cannot initialize model with low cpu memory usage because `accelerate` was not found in the environment. Defaulting to `low_cpu_mem_usage=False`. It is strongly recommended to install `accelerate` for faster and less memory-intense model loading. You can do so with: \n", "```\n", "pip install accelerate\n", "```\n", ".\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9863bfcfcc2f4a448b9a917cd9c23041", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Loading pipeline components...: 0%| | 0/7 [00:00" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "face_image = Image.open(\"assets/images/ai_face.png\")\n", "# generate image\n", "prompt = \"photo of a beautiful girl wearing casual shirt in a garden\"\n", "negative_prompt = \"monochrome, lowres, bad anatomy, worst quality, low quality, blurry\"\n", "face_image.resize((256, 256))\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "20eb7dabcecf4b50874d58b755dd2867", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/30 [00:00" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "images = ip_model.generate(\n", " pil_image=face_image,\n", " prompt=prompt,\n", " num_samples=1,\n", " num_inference_steps=30,\n", " width=512, height=768,\n", " seed=420)\n", "images[0]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([16, 768, 512])\n" ] } ], "source": [ "attn_maps = get_net_attn_map((768, 512))\n", "print(attn_maps.shape)\n", "attn_hot = attnmaps2images(attn_maps)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "#axes[0].imshow(attn_hot[0], cmap='gray')\n", "display_images = [face_image] + attn_hot + [images[0]]\n", "fig, axes = plt.subplots(1, len(display_images), figsize=(12, 4))\n", "for axe, image in zip(axes, display_images):\n", " axe.imshow(image, cmap='gray')\n", " axe.axis('off')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 2 }