From ec6db9b4efeca049b2a65f8b02176582785c4de7 Mon Sep 17 00:00:00 2001 From: Johannes Stelzer Date: Sat, 14 Jan 2023 12:41:51 +0100 Subject: [PATCH] colab update, using gradio and xformers --- latent_blending.ipynb | 1338 ++++++++++++++++++++++++++++++----------- 1 file changed, 992 insertions(+), 346 deletions(-) diff --git a/latent_blending.ipynb b/latent_blending.ipynb index deaf00a..091bf46 100644 --- a/latent_blending.ipynb +++ b/latent_blending.ipynb @@ -1,23 +1,615 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [], - "machine_shape": "hm" + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Instructions\n", + "### 1) hit the white play button below \n", + "### 2) grab yourself a coffee 🍹 (10min wait) \n", + "### 3) scroll all the way to bottom of output and open link \"Running on public URL: https://xxxxxxxxx.gradio.live\" \n", + "### 4) there are many parameters, read here what they mean: https://github.com/lunarring/latentblending/blob/main/parameters.md\n", + "👇 (start here, move cursor below finger and play button will appear)" + ], + "metadata": { + "id": "t9DPiP5BgqfF" + } }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "495e49b365db4a63b0a6c0c1a18618f1", + "0937bb0a42a04cf2a699cd0dfdb08f58", + "3cd77f4970ca4383af3793a0def99548", + "90f146b625824594bafaa2c34a985c53", + "23a8dffdfdf54dce87c1b0d06c215a19", + "f274a85e13ea4af89d6cca1ca94a2d5f", + "7393e0648acb43a995b7ef7f0bb0daaf", + "40b1274ad4124a73ac681528e2a693ad", + "a24ef8d929bd49469975a60630134ab3", + "cd09423a3d4b48f1ac9c9b618e64d233", + "74033ca88c5d4a6a8c3cb9ad739aca97", + "1eff4f1734224561a746267c4290620f", + "08d99a48efd14c1e9423eeb269f12d9a", + "e541fae739584cc3b9bbbf490f8fa2cb", + "e36754be14a6467e8afb564c87a53d51", + "93fe3baa643548b185cc1bcb7e3945d8", + 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/usr/local/lib/python3.8/dist-packages (from requests->fsspec[http]>2021.06.0->pytorch_lightning) (2.10)\n", + "Installing collected packages: protobuf\n", + " Attempting uninstall: protobuf\n", + " Found existing installation: protobuf 3.20.3\n", + " Uninstalling protobuf-3.20.3:\n", + " Successfully uninstalled protobuf-3.20.3\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "tensorflow 2.9.2 requires protobuf<3.20,>=3.9.2, but you have protobuf 3.20.1 which is incompatible.\n", + "tensorboard 2.9.1 requires protobuf<3.20,>=3.9.2, but you have protobuf 3.20.1 which is incompatible.\n", + "googleapis-common-protos 1.57.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\n", + "google-cloud-translate 3.8.4 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\n", + "google-cloud-language 2.6.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\n", + "google-cloud-firestore 2.7.3 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\n", + "google-cloud-datastore 2.11.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\n", + "google-cloud-bigquery 3.4.1 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\n", + "google-cloud-bigquery-storage 2.17.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\n", + "google-api-core 2.11.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed protobuf-3.20.1\n", + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Requirement already satisfied: transformers in /usr/local/lib/python3.8/dist-packages (4.25.1)\n", + "Requirement already satisfied: requests in /usr/local/lib/python3.8/dist-packages (from transformers) (2.25.1)\n", + "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.8/dist-packages (from transformers) (6.0)\n", + "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.8/dist-packages (from transformers) (1.21.6)\n", + "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.8/dist-packages (from transformers) (4.64.1)\n", + "Requirement already satisfied: filelock in /usr/local/lib/python3.8/dist-packages (from transformers) (3.9.0)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.8/dist-packages (from transformers) (21.3)\n", + "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.8/dist-packages (from transformers) (2022.6.2)\n", + "Requirement already satisfied: huggingface-hub<1.0,>=0.10.0 in /usr/local/lib/python3.8/dist-packages (from transformers) (0.11.1)\n", + "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /usr/local/lib/python3.8/dist-packages (from transformers) (0.13.2)\n", + "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.8/dist-packages (from huggingface-hub<1.0,>=0.10.0->transformers) (4.4.0)\n", + "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.8/dist-packages (from packaging>=20.0->transformers) (3.0.9)\n", + "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests->transformers) (2.10)\n", + "Requirement already satisfied: chardet<5,>=3.0.2 in /usr/local/lib/python3.8/dist-packages (from requests->transformers) (4.0.0)\n", + "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.8/dist-packages (from requests->transformers) (1.24.3)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests->transformers) (2022.12.7)\n", + "Cloning into 'latentblending'...\n", + "remote: Enumerating objects: 492, done.\u001b[K\n", + "remote: Counting objects: 100% (12/12), done.\u001b[K\n", + "remote: Compressing objects: 100% (9/9), done.\u001b[K\n", + "remote: Total 492 (delta 8), reused 3 (delta 3), pack-reused 480\u001b[K\n", + "Receiving objects: 100% (492/492), 8.31 MiB | 38.32 MiB/s, done.\n", + "Resolving deltas: 100% (285/285), done.\n", + "Already up to date.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.8/dist-packages/pytorch_lightning/utilities/distributed.py:258: LightningDeprecationWarning: `pytorch_lightning.utilities.distributed.rank_zero_only` has been deprecated in v1.8.1 and will be removed in v1.10.0. You can import it from `pytorch_lightning.utilities` instead.\n", + " rank_zero_deprecation(\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "--2023-01-14 11:34:36-- https://huggingface.co/stabilityai/stable-diffusion-2-1-base/resolve/main/v2-1_512-ema-pruned.ckpt\n", + "Resolving huggingface.co (huggingface.co)... 54.235.118.239, 3.231.67.228, 54.144.222.129, ...\n", + "Connecting to huggingface.co (huggingface.co)|54.235.118.239|:443... connected.\n", + "HTTP request sent, awaiting response... 302 Found\n", + "Location: https://cdn-lfs.huggingface.co/repos/24/cb/24cbc2f7542236eb613b4f16b6802d7c2bef443e86cf9d076719733866e66c3a/88ecb782561455673c4b78d05093494b9c539fc6bfc08f3a9a4a0dd7b0b10f36?response-content-disposition=attachment%3B%20filename%3D%22v2-1_512-ema-pruned.ckpt%22&Expires=1673954879&Policy=eyJTdGF0ZW1lbnQiOlt7IlJlc291cmNlIjoiaHR0cHM6Ly9jZG4tbGZzLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzI0L2NiLzI0Y2JjMmY3NTQyMjM2ZWI2MTNiNGYxNmI2ODAyZDdjMmJlZjQ0M2U4NmNmOWQwNzY3MTk3MzM4NjZlNjZjM2EvODhlY2I3ODI1NjE0NTU2NzNjNGI3OGQwNTA5MzQ5NGI5YzUzOWZjNmJmYzA4ZjNhOWE0YTBkZDdiMGIxMGYzNj9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPWF0dGFjaG1lbnQlM0IlMjBmaWxlbmFtZSUzRCUyMnYyLTFfNTEyLWVtYS1wcnVuZWQuY2twdCUyMiIsIkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTY3Mzk1NDg3OX19fV19&Signature=CQIu0p7KF1XEDsbXzzHKiKRBJl3js3tFBB7V8jHjRr8ZOdd941V4Q~8-FxaQvBwQBixQuUmZHdV41lz4eAwXUGq20iekgjpSYTt2-am3UxJMLqJ1HxWrFDxQuFZKapqJex6yNcPyXoBCXSz2q~Rmvyjrw2qrKcarYmJ2cOTGVGLxH2kf1SDB3g2O3rvRGN2IgYnwjU5f-5CnB5kR-tOFdOj~rYrhFHwirnWIYFSRQ37UMmRG60jNCOQcMhMKckFCfAfXD8F-DYucRwzJx3LzJ4gwgX10NQTQDU-U6~tKTSqtXNVL6MPa-DyyGJpCji4elKtFEmzCjHgY7P837IM4gA__&Key-Pair-Id=KVTP0A1DKRTAX [following]\n", + "--2023-01-14 11:34:36-- https://cdn-lfs.huggingface.co/repos/24/cb/24cbc2f7542236eb613b4f16b6802d7c2bef443e86cf9d076719733866e66c3a/88ecb782561455673c4b78d05093494b9c539fc6bfc08f3a9a4a0dd7b0b10f36?response-content-disposition=attachment%3B%20filename%3D%22v2-1_512-ema-pruned.ckpt%22&Expires=1673954879&Policy=eyJTdGF0ZW1lbnQiOlt7IlJlc291cmNlIjoiaHR0cHM6Ly9jZG4tbGZzLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzI0L2NiLzI0Y2JjMmY3NTQyMjM2ZWI2MTNiNGYxNmI2ODAyZDdjMmJlZjQ0M2U4NmNmOWQwNzY3MTk3MzM4NjZlNjZjM2EvODhlY2I3ODI1NjE0NTU2NzNjNGI3OGQwNTA5MzQ5NGI5YzUzOWZjNmJmYzA4ZjNhOWE0YTBkZDdiMGIxMGYzNj9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPWF0dGFjaG1lbnQlM0IlMjBmaWxlbmFtZSUzRCUyMnYyLTFfNTEyLWVtYS1wcnVuZWQuY2twdCUyMiIsIkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTY3Mzk1NDg3OX19fV19&Signature=CQIu0p7KF1XEDsbXzzHKiKRBJl3js3tFBB7V8jHjRr8ZOdd941V4Q~8-FxaQvBwQBixQuUmZHdV41lz4eAwXUGq20iekgjpSYTt2-am3UxJMLqJ1HxWrFDxQuFZKapqJex6yNcPyXoBCXSz2q~Rmvyjrw2qrKcarYmJ2cOTGVGLxH2kf1SDB3g2O3rvRGN2IgYnwjU5f-5CnB5kR-tOFdOj~rYrhFHwirnWIYFSRQ37UMmRG60jNCOQcMhMKckFCfAfXD8F-DYucRwzJx3LzJ4gwgX10NQTQDU-U6~tKTSqtXNVL6MPa-DyyGJpCji4elKtFEmzCjHgY7P837IM4gA__&Key-Pair-Id=KVTP0A1DKRTAX\n", + "Resolving cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)... 108.156.83.35, 108.156.83.76, 108.156.83.97, ...\n", + "Connecting to cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)|108.156.83.35|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 5214865159 (4.9G) [binary/octet-stream]\n", + "Saving to: ‘v2-1_512-ema-pruned.ckpt’\n", + "\n", + "v2-1_512-ema-pruned 100%[===================>] 4.86G 152MB/s in 33s \n", + "\n", + "2023-01-14 11:35:10 (151 MB/s) - ‘v2-1_512-ema-pruned.ckpt’ saved [5214865159/5214865159]\n", + "\n", + "--2023-01-14 11:35:10-- http://v2-1_512-ema-pruned.ckpt/\n", + "Resolving v2-1_512-ema-pruned.ckpt (v2-1_512-ema-pruned.ckpt)... failed: Name or service not known.\n", + "wget: unable to resolve host address ‘v2-1_512-ema-pruned.ckpt’\n", + "FINISHED --2023-01-14 11:35:10--\n", + "Total wall clock time: 33s\n", + "Downloaded: 1 files, 4.9G in 33s (151 MB/s)\n", + "LatentDiffusion: Running in eps-prediction mode\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.\n", + "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.\n", + "DiffusionWrapper has 865.91 M params.\n", + "making attention of type 'vanilla-xformers' with 512 in_channels\n", + "building MemoryEfficientAttnBlock with 512 in_channels...\n", + "Working with z of shape (1, 4, 32, 32) = 4096 dimensions.\n", + "making attention of type 'vanilla-xformers' with 512 in_channels\n", + "building MemoryEfficientAttnBlock with 512 in_channels...\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading: 0%| | 0.00/3.94G [00:00\n", - " \n", - " \n", - " \"\"\" % data_url)\n", - "\n", - "\n", - "\n", - "visualize_video_colab(fp_movie)\n", - "\n" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 557, - "referenced_widgets": [ - "4d23377adc3b4ea4a1d713f832ea1f58", - "7aba7fbd76134c8b8fc18a16a492df56", - "d69c1b35735d452c9691ef53a240ea91", - "dc0c1075746946189a4af37e0bdbee93", - "3b1b50d04a5e4c629687def09ab84cb8", - "48dd7695d798418da65858cd623310af", - "07182046b1ba48deba029ebe6e3ef220", - "aad1cb753ffd4abfa21db47798410820", - "478e72ecc1ac43e9a91b4b0e6c0242af", - "ce729b0d535142df9c7265c32fc4bc3b", - "5d47c099526e4c60adedf7a43bf35efc" - ] - }, - "id": "5QuVVl2-0xAh", - "outputId": "afd08806-35ac-4126-92a3-bf3a185056c2" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "autosetup_branching: num_inference_steps: 15 list_nmb_branches: [2, 3, 6] list_injection_idx: [0, 9, 12]\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "computing transition: 0%| | 0/11 [00:00" - ], - "text/html": [ - "\n", - " \n", - " " - ] - }, - "metadata": {}, - "execution_count": 15 - } - ] - } - ] + "nbformat": 4, + "nbformat_minor": 0 } \ No newline at end of file