min-dalle-test/min_dalle.ipynb
2022-06-30 21:02:27 -04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/kuprel/min-dalle/blob/main/min_dalle.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3WL-G_f2_ld8"
},
"source": [
"# min(DALL·E)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Zl_ZFisFApeh"
},
"source": [
"### Download models and install dependencies"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"cellView": "code",
"id": "ix_xt4X1_6F4",
"outputId": "a1b44041-6887-4f4c-d535-9de9eca173ee",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Cloning into 'min-dalle'...\n",
"remote: Enumerating objects: 420, done.\u001b[K\n",
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"remote: Compressing objects: 100% (100/100), done.\u001b[K\n",
"remote: Total 420 (delta 149), reused 179 (delta 121), pack-reused 196\u001b[K\n",
"Receiving objects: 100% (420/420), 1.33 MiB | 14.81 MiB/s, done.\n",
"Resolving deltas: 100% (245/245), done.\n",
" % Total % Received % Xferd Average Speed Time Time Time Current\n",
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"100 290M 100 290M 0 0 93.1M 0 0:00:03 0:00:03 --:--:-- 106M\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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"\u001b[K |████████████████████████████████| 186 kB 5.3 MB/s \n",
"\u001b[?25hCollecting wandb\n",
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"\u001b[K |████████████████████████████████| 140 kB 71.2 MB/s \n",
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"Collecting GitPython>=1.0.0\n",
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"\u001b[K |████████████████████████████████| 181 kB 66.4 MB/s \n",
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" Downloading setproctitle-1.2.3-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (29 kB)\n",
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"Collecting gitdb<5,>=4.0.1\n",
" Downloading gitdb-4.0.9-py3-none-any.whl (63 kB)\n",
"\u001b[K |████████████████████████████████| 63 kB 2.2 MB/s \n",
"\u001b[?25hCollecting smmap<6,>=3.0.1\n",
" Downloading smmap-5.0.0-py3-none-any.whl (24 kB)\n",
"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.0.0->wandb) (3.0.4)\n",
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"Building wheels for collected packages: pathtools\n",
" Building wheel for pathtools (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for pathtools: filename=pathtools-0.1.2-py3-none-any.whl size=8806 sha256=7699646fac65684c2ccc2b48202e402265e5b09080ae1c581d247167f3668402\n",
" Stored in directory: /root/.cache/pip/wheels/3e/31/09/fa59cef12cdcfecc627b3d24273699f390e71828921b2cbba2\n",
"Successfully built pathtools\n",
"Installing collected packages: smmap, gitdb, chex, shortuuid, setproctitle, sentry-sdk, pathtools, optax, GitPython, docker-pycreds, wandb, flax\n",
"Successfully installed GitPython-3.1.27 chex-0.1.3 docker-pycreds-0.4.0 flax-0.4.2 gitdb-4.0.9 optax-0.1.2 pathtools-0.1.2 sentry-sdk-1.6.0 setproctitle-1.2.3 shortuuid-1.0.9 smmap-5.0.0 wandb-0.12.20\n",
"\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n",
"\u001b[34m\u001b[1mwandb\u001b[0m: Downloading dataset artifact dalle-mini/dalle-mini/mini-1:v0\n",
"\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact mini-1:v0, 1673.43MB. 7 files... Done. 0:0:14.7\n",
"\u001b[34m\u001b[1mwandb\u001b[0m: Artifact downloaded to /content/min-dalle/pretrained/dalle_bart_mini\n",
"\u001b[34m\u001b[1mwandb\u001b[0m: Downloading dataset artifact dalle-mini/dalle-mini/mega-1-fp16:v14\n",
"\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact mega-1-fp16:v14, 4938.53MB. 7 files... Done. 0:0:53.4\n",
"\u001b[34m\u001b[1mwandb\u001b[0m: Artifact downloaded to /content/min-dalle/pretrained/dalle_bart_mega\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 1
}
],
"source": [
"%%shell\n",
"\n",
"git clone https://github.com/kuprel/min-dalle\n",
"mkdir -p /content/min-dalle/pretrained/vqgan/\n",
"curl https://huggingface.co/dalle-mini/vqgan_imagenet_f16_16384/resolve/main/flax_model.msgpack -L --output /content/min-dalle/pretrained/vqgan/flax_model.msgpack\n",
"pip install torch flax==0.4.2 wandb\n",
"wandb login --anonymously\n",
"wandb artifact get --root=/content/min-dalle/pretrained/dalle_bart_mega dalle-mini/dalle-mini/mega-1-fp16:v14\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kViq2dMbGDKt"
},
"source": [
"### Load Model"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "8W-L2ICFGFup",
"outputId": "a7008b7d-4c05-4860-e997-7b6e93062307"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"initializing MinDalleTorch\n",
"reading files from pretrained/dalle_bart_mega\n",
"converting params to torch\n",
"initializing DalleBartEncoderTorch\n",
"initializing DalleBartDecoderTorch\n",
"initializing VQGanDetokenizer\n"
]
}
],
"source": [
"import os\n",
"os.chdir('/content/min-dalle')\n",
"from min_dalle.min_dalle_torch import MinDalleTorch\n",
"\n",
"model = MinDalleTorch(is_mega=True, is_reusable=True)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "c52TV1GbBNgS"
},
"source": [
"### Generate an Image"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 426
},
"id": "nQ0UG05dA4p2",
"outputId": "00d01630-a892-4018-d5b2-ee0ea2047b98"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"tokenizing text\n",
"['Ġartificial']\n",
"['Ġintelligence']\n",
"text tokens [0, 6316, 7815, 2]\n",
"encoding text tokens\n",
"sampling image tokens\n",
"detokenizing image\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<PIL.Image.Image image mode=RGB size=256x256 at 0x7F0671709D10>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"CPU times: user 7.4 s, sys: 8.11 ms, total: 7.41 s\n",
"Wall time: 7.38 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"text = \"artificial intelligence\" #@param {type:\"string\"}\n",
"seed = 10 #@param {type:\"integer\"}\n",
"\n",
"image = model.generate_image(text, seed)\n",
"display(image)"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"collapsed_sections": [
"Zl_ZFisFApeh"
],
"name": "min-dalle",
"provenance": [],
"include_colab_link": true
},
"gpuClass": "standard",
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}