min-dalle-test/min_dalle.ipynb

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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": null,
"metadata": {
"id": "ix_xt4X1_6F4",
"cellView": "code"
},
"outputs": [],
"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_mini dalle-mini/dalle-mini/mini-1:v0\n",
"wandb artifact get --root=/content/min-dalle/pretrained/dalle_bart_mega dalle-mini/dalle-mini/mega-1-fp16:v14\n"
]
},
{
"cell_type": "markdown",
"source": [
"### Load Model\n",
"Check \"reusable\" if you are using a high RAM runtime. This allows the model to be reused for multiple text prompts."
],
"metadata": {
"id": "kViq2dMbGDKt"
}
},
{
"cell_type": "code",
"source": [
"import os\n",
"os.chdir('/content/min-dalle')\n",
"from min_dalle.min_dalle_torch import MinDalleTorch\n",
"from min_dalle.min_dalle_flax import MinDalleFlax\n",
"\n",
"mega = True #@param {type:\"boolean\"}\n",
"torch = True #@param {type:\"boolean\"}\n",
"reusable = False #@param {type:\"boolean\"}\n",
"model_class = MinDalleTorch if torch else MinDalleFlax\n",
"model = model_class(mega, not expendable)\n"
],
"metadata": {
"id": "8W-L2ICFGFup",
"outputId": "b2bba56a-2904-4b83-9c10-b1f7518a9737",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"reading files from pretrained/dalle_bart_mega\n",
"initializing MinDalleTorch\n",
"initializing DalleBartEncoderTorch\n",
"initializing DalleBartDecoderTorch\n",
"initializing VQGanDetokenizer\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "c52TV1GbBNgS"
},
"source": [
"### Generate an Image"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 528
},
"id": "nQ0UG05dA4p2",
"outputId": "2e7111bc-0de3-4ddc-bfa4-c7a8131ce1dd"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"tokenizing text\n",
"['Ġa']\n",
"['Ġcomfy']\n",
"['Ġchair']\n",
"['Ġthat']\n",
"['Ġlooks']\n",
"['Ġlike']\n",
"['Ġan']\n",
"['Ġavocado']\n",
"text tokens [0, 58, 29872, 2408, 766, 4126, 1572, 101, 16632, 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 0x7F47EE696D50>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"CPU times: user 16.3 s, sys: 39.3 ms, total: 16.3 s\n",
"Wall time: 16.2 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"text = \"a comfy chair that looks like an avocado\" #@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": [],
"authorship_tag": "ABX9TyMtWeoRGqaMmLjAXcNCf4AW",
"include_colab_link": true
},
"gpuClass": "standard",
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}