diff --git "a/notebooks/test_vae.ipynb" "b/notebooks/test_vae.ipynb" --- "a/notebooks/test_vae.ipynb" +++ "b/notebooks/test_vae.ipynb" @@ -2,8 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, - "id": "e6e6a100", + "execution_count": null, + "id": "8f33ecf4", "metadata": {}, "outputs": [], "source": [ @@ -13,19 +13,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "b451ab22", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-10-14 22:12:12.695851: E external/org_tensorflow/tensorflow/compiler/xla/stream_executor/cuda/cuda_driver.cc:267] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n", - "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" - ] - } - ], + "outputs": [], "source": [ "import torch\n", "import random\n", @@ -37,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "324cef44", "metadata": {}, "outputs": [], @@ -47,92 +38,30 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "da55ce79", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "FrozenDict([('in_channels', 3),\n", - " ('out_channels', 3),\n", - " ('down_block_types',\n", - " ['DownEncoderBlock2D',\n", - " 'DownEncoderBlock2D',\n", - " 'DownEncoderBlock2D']),\n", - " ('up_block_types',\n", - " ['UpDecoderBlock2D', 'UpDecoderBlock2D', 'UpDecoderBlock2D']),\n", - " ('block_out_channels', [128, 256, 512]),\n", - " ('layers_per_block', 2),\n", - " ('act_fn', 'silu'),\n", - " ('latent_channels', 3),\n", - " ('norm_num_groups', 32),\n", - " ('sample_size', 256),\n", - " ('_class_name', 'AutoencoderKL'),\n", - " ('_diffusers_version', '0.4.1'),\n", - " ('_name_or_path', '../vae_model')])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "vae.config" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "5fea99ff", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:datasets.builder:Using custom data configuration teticio--audio-diffusion-256-90642b08dc2c6e33\n", - "WARNING:datasets.builder:Found cached dataset parquet (/home/teticio/.cache/huggingface/datasets/teticio___parquet/teticio--audio-diffusion-256-90642b08dc2c6e33/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8ef85ddefbe34f91b1296e78b45eb18f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/1 [00:00" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "image = random.choice(ds['train'])['image']\n", "image" @@ -140,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "d123f8a0", "metadata": {}, "outputs": [], @@ -149,29 +78,18 @@ "input_image = np.frombuffer(image.convert('RGB').tobytes(), dtype=\"uint8\").reshape(\n", " (image.height, image.width, 3))\n", "input_image = ((input_image / 255) * 2 - 1).transpose(2, 0, 1)\n", - "latents = vae.encode(torch.tensor([input_image], dtype=torch.float32)).latent_dist.sample()" + "posterior = vae.encode(torch.tensor([input_image], dtype=torch.float32)).latent_dist\n", + "latents = posterior.sample()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "482c458f", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "# decode\n", + "# reconstruct\n", "output_image = vae.decode(latents)['sample']\n", "output_image = torch.clamp(output_image, -1., 1.)\n", "output_image = (output_image + 1.0) / 2.0 # -1,1 -> 0,1; c,h,w\n", @@ -182,69 +100,24 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "f10db020", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([[[[-2.5930e+00, -1.7283e+00, -3.6402e+00, ..., -2.5861e+00,\n", - " -3.1459e+00, -1.0318e+00],\n", - " [-2.4231e+00, -4.7899e+00, -6.2406e+00, ..., -7.1454e+00,\n", - " -5.9106e+00, -4.1793e+00],\n", - " [-2.9896e+00, -5.8155e+00, -7.9317e+00, ..., -5.5414e+00,\n", - " -5.6294e+00, -2.4182e+00],\n", - " ...,\n", - " [-6.5948e-01, -5.9849e-01, -9.5139e-01, ..., 2.0617e+00,\n", - " -1.3945e+00, -1.0137e+00],\n", - " [-8.4291e-01, 1.3487e+00, 3.0778e+00, ..., 3.4672e-01,\n", - " 1.0537e+00, -4.3472e-01],\n", - " [-5.0941e-01, 1.0762e-01, -3.0224e-01, ..., 1.6669e+00,\n", - " 1.2937e+00, -8.2453e-01]],\n", - "\n", - " [[-3.3128e-01, 9.2456e-02, -1.3289e-01, ..., 5.1540e-01,\n", - " 1.3166e-01, -7.9131e-01],\n", - " [ 2.3325e-01, 7.1368e-01, 7.8702e-01, ..., 9.9718e-01,\n", - " 5.4440e-01, 2.9425e-01],\n", - " [ 2.9543e-01, 1.0873e+00, 7.9517e-01, ..., 7.4579e-01,\n", - " 4.1816e-01, 2.4818e-01],\n", - " ...,\n", - " [-7.0468e-01, -1.6722e+00, -1.4462e+00, ..., -6.2470e-01,\n", - " -1.2278e+00, -7.9313e-03],\n", - " [-1.1823e-01, -1.4453e+00, -1.3279e+00, ..., -2.0777e+00,\n", - " -2.2003e+00, 6.9555e-01],\n", - " [-2.7938e-01, -1.8101e+00, -9.3392e-01, ..., -2.5402e+00,\n", - " -6.1703e-01, -4.0629e-02]],\n", - "\n", - " [[ 7.5787e-01, 1.1487e+00, 1.0422e+00, ..., 1.4814e+00,\n", - " 1.0880e+00, 4.5958e-01],\n", - " [ 1.1204e+00, 9.4082e-01, 1.0283e+00, ..., 1.7083e+00,\n", - " 2.2199e+00, 1.3299e+00],\n", - " [-2.7033e-01, -6.6926e-01, 2.2700e+00, ..., 6.8387e-01,\n", - " 1.3166e+00, 8.9664e-01],\n", - " ...,\n", - " [ 1.8181e+00, 2.6594e+00, 2.1424e+00, ..., 2.6168e+00,\n", - " 2.7767e+00, 1.7277e+00],\n", - " [ 1.8690e+00, 2.6244e+00, 2.4330e+00, ..., 2.5051e+00,\n", - " 2.5229e+00, 1.0217e+00],\n", - " [ 8.9330e-01, 1.8565e+00, 1.6446e+00, ..., 1.4067e+00,\n", - " 1.8673e+00, 7.4138e-01]]]], grad_fn=)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "latents" + "# sample\n", + "output_image = vae.decode(torch.randn_like(posterior.sample()))['sample']\n", + "output_image = torch.clamp(output_image, -1., 1.)\n", + "output_image = (output_image + 1.0) / 2.0 # -1,1 -> 0,1; c,h,w\n", + "output_image = (output_image.detach().cpu().numpy() *\n", + " 255).round().astype(\"uint8\").transpose(0, 2, 3, 1)[0]\n", + "Image.fromarray(output_image)" ] }, { "cell_type": "code", "execution_count": null, - "id": "8b236178", + "id": "46019770", "metadata": {}, "outputs": [], "source": []