{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "411c59b3-f177-4a10-8925-d931ce572eaa", "metadata": {}, "outputs": [], "source": [ "import torch\n", "from diffusers import StableDiffusionPipeline, StableDiffusionImg2ImgPipeline, StableDiffusionInpaintPipelineLegacy, DDIMScheduler, AutoencoderKL\n", "from PIL import Image\n", "\n", "from ip_adapter import IPAdapterPlus" ] }, { "cell_type": "code", "execution_count": 2, "id": "6b6dc69c-192d-4d74-8b1e-f0d9ccfbdb49", "metadata": {}, "outputs": [], "source": [ "base_model_path = \"runwayml/stable-diffusion-v1-5\"\n", "vae_model_path = \"stabilityai/sd-vae-ft-mse\"\n", "image_encoder_path = \"models/image_encoder/\"\n", "ip_ckpt = \"models/ip-adapter-plus-face_sd15.bin\"\n", "device = \"cuda\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "63ec542f-8474-4f38-9457-073425578073", "metadata": {}, "outputs": [], "source": [ "def image_grid(imgs, rows, cols):\n", " assert len(imgs) == rows*cols\n", "\n", " w, h = imgs[0].size\n", " grid = Image.new('RGB', size=(cols*w, rows*h))\n", " grid_w, grid_h = grid.size\n", " \n", " for i, img in enumerate(imgs):\n", " grid.paste(img, box=(i%cols*w, i//cols*h))\n", " return grid\n", "\n", "noise_scheduler = DDIMScheduler(\n", " num_train_timesteps=1000,\n", " beta_start=0.00085,\n", " beta_end=0.012,\n", " beta_schedule=\"scaled_linear\",\n", " clip_sample=False,\n", " set_alpha_to_one=False,\n", " steps_offset=1,\n", ")\n", "vae = AutoencoderKL.from_pretrained(vae_model_path).to(dtype=torch.float16)" ] }, { "cell_type": "code", "execution_count": 4, "id": "3849f9d0-5f68-4a49-9190-69dd50720cae", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "36b3aff864e64a0aa1026cf3d1a61a9c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Loading pipeline components...: 0%| | 0/5 [00:00 by passing `safety_checker=None`. Ensure that you abide to the conditions of the Stable Diffusion license and do not expose unfiltered results in services or applications open to the public. Both the diffusers team and Hugging Face strongly recommend to keep the safety filter enabled in all public facing circumstances, disabling it only for use-cases that involve analyzing network behavior or auditing its results. For more information, please have a look at https://github.com/huggingface/diffusers/pull/254 .\n" ] } ], "source": [ "# load SD pipeline\n", "pipe = StableDiffusionPipeline.from_pretrained(\n", " base_model_path,\n", " torch_dtype=torch.float16,\n", " scheduler=noise_scheduler,\n", " vae=vae,\n", " feature_extractor=None,\n", " safety_checker=None\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "ec09e937-3904-4d8e-a559-9066502ded36", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read image prompt (face, here we use a ai-generation face)\n", "image = Image.open(\"assets/images/ai_face.png\")\n", "image.resize((256, 256))" ] }, { "cell_type": "code", "execution_count": 6, "id": "a23de3d2-169e-470b-8012-960e3d07b04b", "metadata": {}, "outputs": [], "source": [ "# load ip-adapter\n", "ip_model = IPAdapterPlus(pipe, image_encoder_path, ip_ckpt, device, num_tokens=16)" ] }, { "cell_type": "code", "execution_count": 7, "id": "d83df45f-717d-4bb3-a5fd-0ea30930a431", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cd393288c7b4466ca74d8db8b3097233", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/50 [00:00" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "images = ip_model.generate(pil_image=image, num_samples=4, num_inference_steps=50, seed=420,\n", " prompt=\"photo of a beautiful girl wearing casual shirt in a garden\")\n", "grid = image_grid(images, 1, 4)\n", "grid" ] }, { "cell_type": "code", "execution_count": 8, "id": "69558e7a-92e7-4821-8ae6-42d9f020e0c5", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "32353ab74b2e4b958c1c8fbd6f892766", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Loading pipeline components...: 0%| | 0/5 [00:00" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "images = ip_model.generate(pil_image=image, num_samples=4, num_inference_steps=50, seed=420,\n", " prompt=\"photo of a beautiful girl wearing casual shirt in a garden\")\n", "grid = image_grid(images, 1, 4)\n", "grid" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }