{ "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 IPAdapter" ] }, { "cell_type": "code", "execution_count": 2, "id": "6b6dc69c-192d-4d74-8b1e-f0d9ccfbdb49", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/modelzoo/IP-Adapter\n" ] } ], "source": [ "import os\n", "\n", "current_dir = os.getcwd()\n", "print(current_dir)\n", "\n", "base_model_path = f\"{current_dir}/pretrained_models/sd1.5/Realistic_Vision_v4.0_noVAE\"\n", "vae_model_path = f\"{current_dir}/pretrained_models/sd1.5/sd-vae-ft-mse\"\n", "image_encoder_path = f\"{current_dir}/pretrained_models/models/image_encoder/\"\n", "ip_ckpt = f\"{current_dir}/pretrained_models/models/ip-adapter_sd15.safetensors\"\n", "device = \"cuda\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "63ec542f-8474-4f38-9457-073425578073", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "An error occurred while trying to fetch /home/modelzoo/IP-Adapter/pretrained_models/sd1.5/sd-vae-ft-mse: Error no file named diffusion_pytorch_model.safetensors found in directory /home/modelzoo/IP-Adapter/pretrained_models/sd1.5/sd-vae-ft-mse.\n", "Defaulting to unsafe serialization. Pass `allow_pickle=False` to raise an error instead.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.10/site-packages/torch/_utils.py:831: UserWarning: TypedStorage is deprecated. It will be removed in the future and UntypedStorage will be the only storage class. This should only matter to you if you are using storages directly. To access UntypedStorage directly, use tensor.untyped_storage() instead of tensor.storage()\n", " return self.fget.__get__(instance, owner)()\n" ] } ], "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": "024f4fbef59a4408b4af0f2d910f1ca4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Loading pipeline components...: 0%| | 0/5 [00:00" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read image prompt\n", "image = Image.open(\"assets/images/woman.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 = IPAdapter(pipe, image_encoder_path, ip_ckpt, device)" ] }, { "cell_type": "code", "execution_count": 7, "id": "d83df45f-717d-4bb3-a5fd-0ea30930a431", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b98a708c2007494f9108509c04a66cbb", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/50 [00:00" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# only image prompt\n", "images = ip_model.generate(pil_image=image, num_samples=4, num_inference_steps=50, seed=42)\n", "grid = image_grid(images, 1, 4)\n", "grid" ] }, { "cell_type": "code", "execution_count": 8, "id": "b77f52de-a9e4-44e1-aeec-8165414f1273", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "147d5c0f7b1c4b76b75b8561bd87ec85", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/50 [00:00" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# multimodal prompts\n", "images = ip_model.generate(pil_image=image, num_samples=4, num_inference_steps=50, seed=42,\n", " prompt=\"best quality, high quality, wearing a hat on the beach\", scale=0.6)\n", "grid = image_grid(images, 1, 4)\n", "grid" ] }, { "cell_type": "code", "execution_count": 9, "id": "1e411dbc-423a-4c14-bf93-6423c2444341", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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ScEqSOSCPlH4+3Fc9c3LT21xI1xKsTKDDbxsVXaDjc2MHn0z0x61gWaL3qhSjE7HO0jOOa1dJjt4ipjjVSRycc/nXBT3Qld4S+A/IY9m9TXRaFqXn2TF2xLC21/UUJ2A7Ev5jKeuARxVd7j7PIZJDGmONpfqPT/PSq0rH7Ism13LHAG8qAO5bHYY9/pSMJlV5YrWNWACqdhdtvuvGD14zVNisaZlVMTR/NE4yCR09/wD61KondQRLb8+kZ/8AiqzLGaYTy287fu5G/dFxt5wM8HkAnI/KrcUptJzHJuEZOP8AcPv/AJ96ALJNyo+/CTn+6R/WlSW4DYJhH/AT/jUkkiR5L7gOoAGfyx1FJHNbyqoRiHaMOm5SMqckc+vB4ougJFabn95H+RqZfPBHzxn8xVdSd3fnnOKnjbLKfSgB0lwIEdrhggTktzjH1xUquNyqWTcGOQG7ciqpjmaFoXfHmKUyGypOOuMce4pFnkSQQ7I2IUlC4wJcdcHnBHofrSGayDKj1xiufu7uNppULAANsB9+M/0/WtqS4EED3D8IsZc+wAzXmrasDcq808SAjBEjhdzn5mHv1P5U27CSMnxPY6XqNtJcaYfNuX+WONYWBSQH7xyPlxjn1qW98NJ4m8G2OoRmVL+wRS8cblfMiHDrgdwOR9DWytzFdQR3ELb4WVRGVUnzcdDn0/wq34duPsmqXVuGAR2Eqeg3f03A/nUXKOAi8BXtyjWNrqMsGoRLvt5xIw82NuUbIOcggg/Ss+HxV4o0G5RNU1DUGjhfyriN5DuhYHG4HuP6HNesXNm8FxFHbriSIl7Tnqp+/Fn69Pw9anudNstaBu5LNJbtUC3EDp/rkHHT+8P/AK3pSGavg7XpNUgaC4mWWRUWSKTu6Hufof511NeUaDo02i+L7OCyd2sZG8y3JY8Rn7y59R09+K9XrWlJtWZE1ZhRRRWpAUUUUAFFFFABRRRQAV5/czSalqsrbD5QO4sT97qOnsBj6kV3s0ghgklboilj+FcLEqzfvVGwuScdAD9exrKp0LiZOrMHj2FxtnJUkDBEa8tz79PxrnbhX8t5GUbpTnaTjHYL+ArrLrTpmvZ57iUOjqqRqFxsUdQfXJxWfqlqZYn8qS2BwTl3C5J9z0rMqxxdzAu+J1mZyVORnCqc+nc8Dr602zv1sbxS7hY5cRSYPTJ4P51cjtLO202GC41BDcKhaY2w3/OxJY5PHU4z7ViXB042s09qjSbRtNxI+4jHoemcnsKlsdj2C3fbboO4UEGmOF2qFd1ZW3bwec/j/nFUNMnZ9Jsmcnc8Ebk+uVBqSSXIwH59q0ILtxEk8Jz16g9xUdpeLfA2kxC3ifKpbpKP7p9/Q1GtyuCCelYmtN5brcREgjqRRcZvrcSRPsDuhHy4Y44/un0NPttTESgI05IDK8ckbfKfXnP6VlaRq/8Aa8Ukd5Gd8YGbhRkEf7Q9vUVdvre4WJFyC4GLebdgOO6E9vY/5E3GaMMuSAMdO2cH35q8knbvXH6dqhZtrswmU7XVhggjqD71uRXgLD5uvSqWojcRlyrFQW6ZqWPaGZgOG6jsT6/Xis1LlWUc8jmrKXADDnimBT8aX/2DwfqE4OCYjGP+Bcf1ry3S7hJ7RXZVkbJJDDPzHoR6H3rq/izeOvgtI4z965UkeqgH+pFeWeE79bi+MQxvRSwz1xn/AOvUTKR6Fp8iw211ZIZAsMzbRFjKqwDgDP8AvGrceUvLOQL5YdHgK5yV/iUH34rG0/cuu6lCxYiRYpEwewG0/wBa172SDTtMM87iERujp5rfMzbv5kZFSB00kkd5YeZLIsWeWkJ/1Ug7/T19jUdnrOJVjuV/0iMgbkOSc9CD/Ep7GvJfE+k6nqt7/asTb7GaNcKknCkcHI6ZB/lV3TNX1Hw1pUA1HSdSngbK2s0NqykP2Cs2OCe2D7U0m9guj0/w/wCKtM1XVCIbeVArFkkkAA3E7Tgdicmu7BBAI6V5boOg+ItVDatPpVto9zdKxkguR5kb5I+YqpDI/GcdMjPGTXpWn2S2FlHbrJJIVyWkkYlnYnJJ+pJ+la01JbkSaexZooorUgKKKKACiiigAooooAbIiyxPG33WBU/Q1494si1nwjqf/Evvrie2lXeBJErqvJ4wMHtXsdYviLw+Nct1CXBt50+65QOp9iv+BBqJxuhxdjw+Xx/4gLFWt4QemREwrCv9X1HUnLzRIWBzkqQo+vNd9rOh3Wio39sfZ4gTiO4VWMLfVv4focVwup6zpts4i0+Uajd5++I/3Mf0H8RrB6O1jXdbkcWnzXKI17KywnlIgMNL747L6dzWn4l0ia004afbDNwyguijhVAzj+VTeHPC3im81ay1i902dNMjlEs81wQjNjoQhO4jOO1dbFbPd3+pzou+UqIwP9ndk/oBSldArGrJD9msbZVGfJhRCo9hWPPebGI3ZJrbWcy25TJFxHhHHfHY/iKY1rEzEsqMeucVdybHPJfOznJNOunaeArgnPtW8sNrDEZXWOKMdXfAqhceJdCtyVNwkh9E/wAaQxfDVu1vHKBwzqVwa1I7e5t7d4CrS27jDwk9PdT2NZVr4m0uWVY7Ozkmnf7qJGzsf6Y9+BWjd6/JbxqJHsopWYIImlBcZPtx+ppDKkmjTajMJYSI7xSAZj9yZOnzYztcfqPpU8Gl6qsmyRVyvGc8fhUNtrs51qW0ii3IPLVQo5ZmXdn8vywat3mr3kFnaySy28czvLEwkm2DKPjKjHPFLYe5owaTeFQfMTPpVoWN1GM43H61gWXiS5gkDylpYicblnV0/MA4/Sutt9XsrkREyeU0g+UOep9PrVqUWS00eY/FZ5o9NtY3GFJY15z4QQw6tbzbSFljZPof8ivY/ihpLahoAljUF4pFPHoeP6157p2h3cN0LYQ+XKpEse7oQOv8qmWgI0dS1qLTb0yRPi4jt2Rm2bxuPIXGR7/TNaXh/wCG+r+MdmqeJbya2tHw0UQ/1rr7dkH4ZPp3q14Q8HHUPEqT3ixPbW7mWSNskswxjtyN2D9K9nrSnDqxSl0MLQvB2geHIgumabDG/eVhvkb6sea3aKK2MwooooAKKKKACiiigAooooAKKKKACiiigBGUMpVgCp4II60yO3hhGI4o0A7KoFSUUAQXtv8AarGe36eYhXPpxXlgXybmcl/LYNtl2jBikHRvoa9arg/Gnhe8llfVtGLrcY/eogyW99v8Q9R19KznG+pUXY5G78U6ppk3l3djHcAdGxjI9ciq7fEXT4wTNpUin2uBj9Rmudn8UalDmFrezcqSpZSRgjsVzx9Ko/21eTSblFvG57xxKWH04rLlZdzpX8RnWBvt/D1xcKf+Ws74jH0LYX8qZHp5vZiH+xwYGWW2XeVHqXPA/DNZ0Fne3EDXl3K8dsgy09w2fwVe5qE6y0ii3th5VuDnBPzOf7zn+nQUr62Q7dWdfp5stPQiBQUc4dpG+aX3Y9l9hXF+I73RYbWS506yVrh58m8Ucbh2UnlvwwPrTTfSahK1vGzLCyFWk7uTxx6D+dM1exFxHa2sCbLe2XjP8Tf4VcUS2O0vxBLFHHeidkviApBb/Vqoxwe+RgfQe9aE/iqHxBrLWuoQYhtvlUYAbJ5MinsSfwIxkVzsUPlyLuXBU1NPp9zcSC6tlH2u3bEWRxOmMhD78ED8PWnZBdnoumJosVyltbTLPcSD5Rv27x3XB747ZrQjia3tbiC5hLQ/fCvxuA9D2bHb1H0rzfTIoNdQT2d7FBOCMQ3DGMhvQP0B9M4HuK9S8Py+IYoRDqGntdRsNpdioYj36g/Ws2rMpO6KFlqtzaMLffFqunEhhDM4EkePTPpU9yxu/HGkyxoEtPsJMSKQc72yTxx/CK3JdOS2R4rC2igubkbGl2qBCh6njq3oKWbS7e31uzlQEJb2y28S55Y9AKVhmt4ctfJuLyXGA0jfkTx/KuhqvZ2wtbcR5y3Vj6mrFdMVZGLd2FFFFUIKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDmPEXgXR/ELm4lt4or3H+vEYO7/AHh3/Q+9eba/4Q8Q+GozJp2lWl1ABk3EC8p/vI3T9RXuFFS4pjTsfLN2+uaiVN60sm3ouQFH0ApttplzISrhFB655r6J1Twbouqs0klt5Ex6y252E/UdD+IrzLxL4VbRNZhtLS6eVHj8xnmQDaMkADb1PB7DtWfJy9Cua5k6bpUUa7myWHrWg9hFKQDjJzge1WLa2NugDvuY4GQn/wBerUunLeyRuZp4mQcbAAM+vOeadwMC40NWXJXB7EcVgzWl7YljsZ4+1enLYBogZJ3+QZJEY+b6jNVdS8NskbPHcHPUAxjB/WhsDx29DfbHurdzDPJzIj8Bz3Ppz3z1rT0TxF4lhkW10yK/mOceRAGcfkM4r2jQPAfh/VdKtb+/sJHmdSGjeY7QQSD0xxx3rtdP0yx0m2Ftp9pDawjnZEgUE+px1NHJfcOax5/pOheMb2xhmuYrOydxylxKzyKPcKMZ9s112jeHBp8i3N5dyXt4BgSMu1U/3V7fUk1u0VagkS5NhRRRVCCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCpqd/Hpem3F9MrNHChdgoycV5Tf8AjPTNWu0uLu6iJVdiiFCeM5xXsNePeMdIOg6oxDTLZ3DF4SJVUKe6/h/KokmNFZfFugI4X/SG28ACH/GrSeN9DXgR3WRzxCM1yUssTtkPK2euZs4/SooRGSWcSkevnf8A1qi3mVc9DtvG2kuQViu8Hn/j3J/lVx/GGly5VYbzHTc1q/NcRaXFsqA/vBj1un/otbtrqdqISTMYyOha8k/+Iot5gdVoXia3e6gsbcyMrnCwm3ZSuTktkjoMnOa7Ouf8L2DxWpvZjJ5kwwoeVmwn4gdevT0roK0inYlhRRRVCCiiigAooooAKKKKACiiigAooooAKKKKACiiigA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"image/png": 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", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read image prompt\n", "image = Image.open(\"assets/images/statue.png\")\n", "image.resize((256, 256))" ] }, { "cell_type": "code", "execution_count": 10, "id": "36081858-b354-430e-9ff1-015576c0a339", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4849769ef1244c3b81551c0db17be9bd", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/50 [00:00" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# only image prompt\n", "images = ip_model.generate(pil_image=image, num_samples=4, num_inference_steps=50, seed=42)\n", "grid = image_grid(images, 1, 4)\n", "grid" ] }, { "cell_type": "code", "execution_count": 11, "id": "5d3d874a-49b2-4c7e-ad58-b0ecc085c1fd", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a211e932ce204d32812b9c366c082ff9", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/50 [00:00" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# multimodal prompts\n", "images = ip_model.generate(pil_image=image, num_samples=4, num_inference_steps=50, seed=42,\n", " prompt=\"best quality, high quality, in a garden with flowers\", scale=0.5)\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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }