{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "VHvuI4dpcxYM" }, "source": [ "# Part 1" ] }, { "cell_type": "markdown", "metadata": { "id": "OHttLFAGRCX0" }, "source": [ "Note: Before running the code, make sure you upload the images you want to edit to Colab." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "tEWYSTAiPUgA" }, "outputs": [], "source": [ "%pip install --quiet --upgrade diffusers transformers scipy ftfy" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "krtAPL7tKA-J" }, "outputs": [], "source": [ "%pip install --quiet --upgrade accelerate" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "U7eXBBRZPqel" }, "outputs": [], "source": [ "import numpy as np\n", "from tqdm import tqdm\n", "from PIL import Image\n", "\n", "import torch\n", "from torch import autocast\n", "\n", "from transformers import CLIPTextModel, CLIPTokenizer\n", "from transformers import DPTForDepthEstimation, DPTFeatureExtractor\n", "\n", "from diffusers import AutoencoderKL, UNet2DConditionModel\n", "from diffusers.schedulers.scheduling_pndm import PNDMScheduler" ] }, { "cell_type": "markdown", "metadata": { "id": "0B1NCql5jkmo" }, "source": [ "## Model definition" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "fK0Cu4xnPe4E" }, "outputs": [], "source": [ "class DiffusionPipeline:\n", "\n", " def __init__(self, \n", " vae, \n", " tokenizer, \n", " text_encoder, \n", " unet, \n", " scheduler):\n", " \n", " self.vae = vae\n", " self.tokenizer = tokenizer\n", " self.text_encoder = text_encoder\n", " self.unet = unet\n", " self.scheduler = scheduler\n", " self.device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", " \n", " \n", " def get_text_embeds(self, text):\n", " # tokenize the text\n", " text_input = self.tokenizer(text, \n", " padding='max_length', \n", " max_length=tokenizer.model_max_length, \n", " truncation=True, \n", " return_tensors='pt')\n", " # embed the text\n", " with torch.no_grad():\n", " text_embeds = self.text_encoder(text_input.input_ids.to(self.device))[0]\n", " return text_embeds\n", "\n", "\n", " def get_prompt_embeds(self, prompt):\n", " if isinstance(prompt, str):\n", " prompt = [prompt]\n", " # get conditional prompt embeddings\n", " cond_embeds = self.get_text_embeds(prompt)\n", " # get unconditional prompt embeddings\n", " uncond_embeds = self.get_text_embeds([''] * len(prompt))\n", " # concatenate the above 2 embeds\n", " prompt_embeds = torch.cat([uncond_embeds, cond_embeds])\n", " return prompt_embeds\n", "\n", "\n", "\n", " def decode_img_latents(self, img_latents):\n", " img_latents = 1 / self.vae.config.scaling_factor * img_latents\n", " with torch.no_grad():\n", " img = self.vae.decode(img_latents).sample\n", " \n", " img = (img / 2 + 0.5).clamp(0, 1)\n", " img = img.cpu().permute(0, 2, 3, 1).float().numpy()\n", " return img\n", "\n", "\n", "\n", " def transform_img(self, img):\n", " # scale images to the range [0, 255] and convert to int\n", " img = (img * 255).round().astype('uint8')\n", " # convert to PIL Image objects\n", " img = [Image.fromarray(i) for i in img]\n", " return img\n", "\n", "\n", " def encode_img_latents(self, img, latent_timestep):\n", " if not isinstance(img, list):\n", " img = [img]\n", " \n", " img = np.stack([np.array(i) for i in img], axis=0)\n", " # scale images to the range [-1, 1]\n", " img = 2 * ((img / 255.0) - 0.5)\n", " img = torch.from_numpy(img).float().permute(0, 3, 1, 2)\n", " img = img.to(self.device)\n", "\n", " # encode images\n", " img_latents_dist = self.vae.encode(img)\n", " img_latents = img_latents_dist.latent_dist.sample()\n", " \n", " # scale images\n", " img_latents = self.vae.config.scaling_factor * img_latents\n", " \n", " # add noise to the latents\n", " noise = torch.randn(img_latents.shape).to(self.device)\n", " img_latents = self.scheduler.add_noise(img_latents, noise, latent_timestep)\n", "\n", " return img_latents\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "2uME1Fs7Vq8y" }, "outputs": [], "source": [ "class Depth2ImgPipeline(DiffusionPipeline):\n", " def __init__(self, \n", " vae, \n", " tokenizer, \n", " text_encoder, \n", " unet, \n", " scheduler, \n", " depth_feature_extractor, \n", " depth_estimator):\n", " \n", " super().__init__(vae, tokenizer, text_encoder, unet, scheduler)\n", "\n", " self.depth_feature_extractor = depth_feature_extractor\n", " self.depth_estimator = depth_estimator\n", "\n", "\n", " def get_depth_mask(self, img):\n", " if not isinstance(img, list):\n", " img = [img]\n", "\n", " width, height = img[0].size\n", " \n", " # pre-process the input image and get its pixel values\n", " pixel_values = self.depth_feature_extractor(img, return_tensors=\"pt\").pixel_values\n", "\n", " # use autocast for automatic mixed precision (AMP) inference\n", " with autocast('cuda'):\n", " depth_mask = self.depth_estimator(pixel_values).predicted_depth\n", " \n", " # get the depth mask\n", " depth_mask = torch.nn.functional.interpolate(depth_mask.unsqueeze(1),\n", " size=(height//8, width//8),\n", " mode='bicubic',\n", " align_corners=False)\n", " \n", " # scale the mask to range [-1, 1]\n", " depth_min = torch.amin(depth_mask, dim=[1, 2, 3], keepdim=True)\n", " depth_max = torch.amax(depth_mask, dim=[1, 2, 3], keepdim=True)\n", " depth_mask = 2.0 * (depth_mask - depth_min) / (depth_max - depth_min) - 1.0\n", " depth_mask = depth_mask.to(self.device)\n", "\n", " # replicate the mask for classifier free guidance \n", " depth_mask = torch.cat([depth_mask] * 2)\n", " return depth_mask\n", "\n", "\n", "\n", " \n", " def denoise_latents(self, \n", " img,\n", " prompt_embeds,\n", " depth_mask,\n", " strength,\n", " num_inference_steps=50,\n", " guidance_scale=7.5,\n", " height=512, width=512):\n", " \n", " # clip the value of strength to ensure strength lies in [0, 1]\n", " strength = max(min(strength, 1), 0)\n", "\n", " # compute timesteps\n", " self.scheduler.set_timesteps(num_inference_steps)\n", "\n", " init_timestep = int(num_inference_steps * strength)\n", " t_start = num_inference_steps - init_timestep\n", " \n", " timesteps = self.scheduler.timesteps[t_start: ]\n", " num_inference_steps = num_inference_steps - t_start\n", "\n", " latent_timestep = timesteps[:1].repeat(1)\n", "\n", " latents = self.encode_img_latents(img, latent_timestep)\n", "\n", " # use autocast for automatic mixed precision (AMP) inference\n", " with autocast('cuda'):\n", " for i, t in tqdm(enumerate(timesteps)):\n", " latent_model_input = torch.cat([latents] * 2)\n", " latent_model_input = torch.cat([latent_model_input, depth_mask], dim=1)\n", " \n", " # predict noise residuals\n", " with torch.no_grad():\n", " noise_pred = self.unet(latent_model_input, t, encoder_hidden_states=prompt_embeds)['sample']\n", "\n", " # separate predictions for unconditional and conditional outputs\n", " noise_pred_uncond, noise_pred_text = noise_pred.chunk(2)\n", " \n", " # perform guidance\n", " noise_pred = noise_pred_uncond + guidance_scale * (noise_pred_text - noise_pred_uncond)\n", "\n", " # remove the noise from the current sample i.e. go from x_t to x_{t-1}\n", " latents = self.scheduler.step(noise_pred, t, latents)['prev_sample']\n", "\n", " return latents\n", "\n", "\n", " def __call__(self, \n", " prompt, \n", " img, \n", " strength=0.8,\n", " num_inference_steps=50,\n", " guidance_scale=7.5,\n", " height=512, width=512):\n", "\n", "\n", " prompt_embeds = self.get_prompt_embeds(prompt)\n", "\n", " depth_mask = self.get_depth_mask(img)\n", "\n", " latents = self.denoise_latents(img,\n", " prompt_embeds,\n", " depth_mask,\n", " strength,\n", " num_inference_steps,\n", " guidance_scale,\n", " height, width)\n", "\n", " img = self.decode_img_latents(latents)\n", "\n", " img = self.transform_img(img)\n", " \n", " return img\n" ] }, { "cell_type": "markdown", "metadata": { "id": "IQ0YObQCjbUU" }, "source": [ "## Create instance of the model" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "SjVpjMXOPe6h" }, "outputs": [], "source": [ "device = 'cuda'\n", "\n", "# Load autoencoder\n", "vae = AutoencoderKL.from_pretrained('stabilityai/stable-diffusion-2-depth', subfolder='vae').to(device)\n", "\n", "# Load tokenizer and the text encoder\n", "tokenizer = CLIPTokenizer.from_pretrained('stabilityai/stable-diffusion-2-depth', subfolder='tokenizer')\n", "text_encoder = CLIPTextModel.from_pretrained('stabilityai/stable-diffusion-2-depth', subfolder='text_encoder').to(device)\n", "\n", "# Load UNet model\n", "unet = UNet2DConditionModel.from_pretrained('stabilityai/stable-diffusion-2-depth', subfolder='unet').to(device)\n", "\n", "# Load scheduler\n", "scheduler = PNDMScheduler(beta_start=0.00085, \n", " beta_end=0.012, \n", " beta_schedule='scaled_linear', \n", " num_train_timesteps=1000)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "H5FipQQOKbiS", "outputId": "ff6719d7-cc17-4e3b-ff60-9342fe911af1" }, "outputs": [], "source": [ "# Load DPT Depth Estimator\n", "depth_estimator = DPTForDepthEstimation.from_pretrained('stabilityai/stable-diffusion-2-depth', subfolder='depth_estimator')\n", "\n", "# Load DPT Feature Extractor\n", "depth_feature_extractor = DPTFeatureExtractor.from_pretrained('stabilityai/stable-diffusion-2-depth', subfolder='feature_extractor')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "IgWXvP7TPe8p" }, "outputs": [], "source": [ "depth2img = Depth2ImgPipeline(vae, \n", " tokenizer, \n", " text_encoder, \n", " unet, \n", " scheduler,\n", " depth_feature_extractor,\n", " depth_estimator)" ] }, { "cell_type": "markdown", "metadata": { "id": "u3End173jf5D" }, "source": [ "## Examples" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 497 }, "id": "PvdI6VVnPfAE", "outputId": "6ddb97f9-ef83-4430-eecb-3f156fe0c3dd" }, "outputs": [], "source": [ "import urllib.parse as parse\n", "import os\n", "import requests\n", "\n", "# a function to determine whether a string is a URL or not\n", "def is_url(string):\n", " try:\n", " result = parse.urlparse(string)\n", " return all([result.scheme, result.netloc, result.path])\n", " except:\n", " return False\n", "\n", "\n", "# a function to load an image\n", "def load_image(image_path):\n", " if is_url(image_path):\n", " return Image.open(requests.get(image_path, stream=True).raw)\n", " elif os.path.exists(image_path):\n", " return Image.open(image_path)\n", "\n", "\n", "url = \"http://images.cocodataset.org/val2017/000000039769.jpg\"\n", "img = load_image(url)\n", "img" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 514 }, "id": "B1FRHDHtFZ2x", "outputId": "b10b39ee-4ba5-4769-920f-1ea71c5de282" }, "outputs": [], "source": [ "depth2img(\"two tigers\", img)[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 529 }, "id": "WMLYkwDoGKUk", "outputId": "8e5d015f-187c-49b1-f863-4fba0abd2f45" }, "outputs": [], "source": [ "img = load_image(\"image16.png\")\n", "img" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 546 }, "id": "bjBvAVZVGKWr", "outputId": "ad13f40d-de3a-480c-843c-b4e481a8b7a2" }, "outputs": [], "source": [ "prompt = \"A boulder with gemstones falling down a hill\"\n", "depth2img(prompt, img)[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 529 }, "id": "6eTFNAewGKZJ", "outputId": "4f906958-c76a-4cfe-dc2a-ca60272d1d08" }, "outputs": [], "source": [ "img = load_image(\"image11.png\").resize((512, 512))\n", "img" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DlJv2-1eN0da", "outputId": "a879b4b6-9c03-47be-8834-494365cb58b3" }, "outputs": [], "source": [ "import gc\n", "import torch\n", "\n", "# Run this cell if you get OOM - Out of Memory - errors\n", "torch.cuda.empty_cache()\n", "gc.collect()\n", "torch.cuda.empty_cache()\n", "gc.collect()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AhvSACo4N6g2", "outputId": "6292f90c-aaf7-4c73-9384-d5e59bf59b5b" }, "outputs": [], "source": [ "# just to check GPU memory\n", "!nvidia-smi" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 546 }, "id": "Uy0ziM_xGKbP", "outputId": "aa03b031-d5f7-48fa-ad48-22e7edcee10a" }, "outputs": [], "source": [ "prompt = \"A futuristic city on the edge of space, a robotic bionic singularity portal, sci fi, utopian, tim hildebrandt, wayne barlowe, bruce pennington, donato giancola, larry elmore\"\n", "depth2img(prompt, img)[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "RryrZSIucvee" }, "source": [ "# Part 2" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "37BGMrgkbgOX" }, "outputs": [], "source": [ "import torch\n", "import requests\n", "from PIL import Image\n", "from diffusers import StableDiffusionDepth2ImgPipeline" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "1jqWIRGBbgR8" }, "outputs": [], "source": [ "pipe = StableDiffusionDepth2ImgPipeline.from_pretrained(\n", " \"stabilityai/stable-diffusion-2-depth\",\n", " torch_dtype=torch.float16,\n", ").to(\"cuda\")" ] }, { "cell_type": "markdown", "metadata": { "id": "a11H5bbvfjs1" }, "source": [ "## Impact of negative prompt example" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 382 }, "id": "7_HoqLyqrlta", "outputId": "26b03e01-d07d-4a6f-e9f5-642ddbb299f2" }, "outputs": [], "source": [ "img = load_image(\"https://images.pexels.com/photos/406152/pexels-photo-406152.jpeg?auto=compress&cs=tinysrgb&w=600\")\n", "img" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 409, "referenced_widgets": [ "b168918d31b34653897402751e9bbecc", "ed9bd4313a1a477a820abec0b6f911f6", "889529d86c064f73844e8074765f2cf0", "95ebc05ee7f640af86a54aadcd40ddbe", "a654808c82cc4672a19728ac22f26e5e", "f228ea9baedf457985c032deab6b96df", "665e483725974558b1712ef1fa235a7d", "2540be75baeb49769f279ad95778a857", "b2a6584f8d6f4c2ab221f8f90a1a560a", "ed5435b53cb646d080918c6720e222bd", "cd0e13f6e6dc444c80f7464747846e21" ] }, "id": "mBngqY_Q7zRb", "outputId": "8c7a6992-514c-4bbf-dcb3-4b6f5774d311" }, "outputs": [], "source": [ "prompt = \"A salad with tomatoes and guanas chips mixed with ketchup and mustard and bay leaf and guacamole and onions and ketchup and luscious patty with sesame seeds and cashews and onions and ketchup, ethereal,\"\n", "pipe(prompt=prompt, image=img, negative_prompt=None, strength=0.7).images[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 409, "referenced_widgets": [ "71f962cddf284a1fbc5f882dc61d673a", "2ad534b30374491ca6b99f035efa1004", "db69c9d0fd214da8b42b854d71b87f54", "6041b74d03bd48f0adea3662f0b9bc27", "8ec8c55bace044fd885ed6ada6c3cd23", "b3c65e0ad46a4fdcb639e3c98983f1b7", "7d12e7d3738f4094a2c1d7a56a03c928", "5e4d7e7e89cf4b8e9cab8d34d88d662e", "5066ac8781ec4f00b27ec6be27eb8506", "a3a361916b864a3cadb650a563842b16", "279e8805d1a8468496bf091b2854683e" ] }, "id": "aj197V-_RYWl", "outputId": "038b263c-01d7-4e7d-f49b-5b26d3661152" }, "outputs": [], "source": [ "prompt = \"A salad with tomatoes and guanas chips mixed with ketchup and mustard and bay leaf and guacamole and onions and ketchup and luscious patty with sesame seeds and cashews and onions and ketchup, ethereal,\"\n", "n_prompt = \"ugly, deformed, not detailed, bad architectures, blurred, too much blurred, motion blur\"\n", "pipe(prompt=prompt, image=img, negative_prompt=n_prompt, strength=0.7).images[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 785 }, "id": "qnPTkMvOQeM0", "outputId": "ce7d32c7-fac1-4df7-b9e2-ea9cedd12b5a" }, "outputs": [], "source": [ "img = load_image(\"image15.png\")\n", "img" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817, "referenced_widgets": [ "3f2e54c7185e4251962269369e30a9ec", "f037d2a0f68e4647ab8d1e3c278aac8f", "77bdcf219f2e4aa8ba1725329011f2bc", "bf5ffbefc35449659cc9aae956e9a292", "6186ca097ee64f289f1becdd180cf1aa", "f50555e1470b4a8e95ea430871af77cf", "9f6a32585a514034975b71b2954b639f", "41c7ad82fa3f4a24a13a09f384e8fd51", "3cd041ccf57c46ff91b714b7c572f581", "7d60b538a6e248369d2df053e9548a14", "a2bc87dd43e14ee0abba026d57cb349f" ] }, "id": "8thR1RQ08HPI", "outputId": "5b9c661a-e291-4d68-8fde-5bb6f081d8f9" }, "outputs": [], "source": [ "prompt = \"Last remaining old man on earth\"\n", "n_prompt = \"bad anatomy, ugly, wrinkles\"\n", "pipe(prompt=prompt, image=img, negative_prompt=n_prompt, strength=0.7).images[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "_HH2z2bXfaYV" }, "source": [ "## Changing strength - Futuristic city example" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "cNIgur9_91-8" }, "outputs": [], "source": [ "img = load_image(\"image11.png\")\n", "img" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817, "referenced_widgets": [ "95b5dce9d5e140e78849c5aae374f27c", "606165cb16e74f20a46035ca4ba95e5c", "a83bca5872324f19a6a024c536141795", "0f79744697af4a53835dee31a1b4f748", "7dd5be64da7a41f8875765186bdd0b10", "8dccd6692afc41caa28072f35667bfac", "9e67bf17f1d64768954b47e3e1001b41", "70b8ac7c48d14a08b0d0eb840d37d410", "650ea058ba304da9b8febd6a72e10260", "f3d5fc14999740b2bb7e4c21d1413b37", "b274cfa1678e49938e163e2d17d7f179" ] }, "id": "aQBJTWJG92Mr", "outputId": "d612403b-593c-4796-af26-bbd61e1c1ee6" }, "outputs": [], "source": [ "prompt = \"A futuristic city\"\n", "pipe(prompt=prompt, image=img, negative_prompt=None, strength=0.7).images[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817, "referenced_widgets": [ "c33aa07ac5a741adbef140e57b9702e2", "3b4ca1a9965f4aeabff645cc5d6aa92e", "71d6d4c2b61d4739ae78f77f4bababc3", "80e10875f83e4889ad1840255ef9c49d", "e7da8d3d63f740968550b2852880ccc1", "6f02e4b70ac145a1a9b0d9a97f8a0d6b", "61e7f8494b86497fbe3d96f37206d930", "fe00c60d6a684ade8f1faf85cd0a825e", "89174c17b503496ca0652319664f6084", "8d89224fff864932a91dc1d1545e1ea6", "07d4c54ed84242068b64353eec6593fa" ] }, "id": "bbgJ1lQw92PO", "outputId": "c35afeb3-e07f-406e-9088-2b032292e405" }, "outputs": [], "source": [ "prompt = \"Futuristic city, modern, highly detailed, aesthetic, octane render, 8K, UHD, photoshopped\"\n", "n_prompt = \"ugly, deformed, not detailed, bad architectures, blurred, too much blurred, motion blur\"\n", "pipe(prompt=prompt, image=img, negative_prompt=n_prompt, strength=0.7).images[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817, "referenced_widgets": [ "cdcc3550ed8340ebb2e8f0f903500c9c", "42b12e19632c48e8809ccc1dfde61417", "acc1e1e48c2b4c0a8c765978c5211c4a", "b86219c801bb4d2e8395ce17518fa432", "3ff6eda7d146478880b0d26670caa23c", "7a282eb45d6f4d5da0c6f5241b023b32", "af74c20beba94d84b5cf97818b6bd191", "fff5255694d74756a08b556c51affbd9", "890360c4bd374d74943cb359ba838ab7", "96aed170045943a28f42d6b825c66cf3", "2cc5cba3a49842fab50519d9968a4e53" ] }, "id": "kjubi4RD92Sn", "outputId": "3717a51a-63b1-45a9-df8a-f096aa533ded" }, "outputs": [], "source": [ "pipe(prompt=prompt, image=img, negative_prompt=n_prompt, strength=0.1).images[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817, "referenced_widgets": [ "5d7dd248760841d9b95a356cdcdd6797", "e9454ab1e9034e908b84be5c6bf6f069", "970fd0cc56d748ccb2ee2287b33ec5fa", "52ee43cf76e948e4944d0539462e41f4", "9d8254d8917c4874b980ae8e4c72b324", "7f58a5010d77407ca459b1d7209e9280", "af2c00007cd34322be1faf9aa4925e2d", "75193c4a20844ca2988c9f9a3ffc66c5", "c9ca13d641734c4e956555fcbfe2156a", "d97e3dc3965247c3b5f19925e1a481f2", "6c4f2c3e26614dce84bc1bf63b1e263f" ] }, "id": "fHqLC7NGALi9", "outputId": "96b0fda0-40a3-4d7a-f702-19c48230c2c9" }, "outputs": [], "source": [ "pipe(prompt=prompt, image=img, negative_prompt=n_prompt, strength=0.5).images[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817, "referenced_widgets": [ "11fb8904566f4751beffc60b2785b97e", "e9797440d4904681b6d32ba13e38cf69", "a2d89cde3ec1423798f3591a2aadbaef", "e9de6d1bfc2541fbaf1c5315be405904", "07a62b7083044ede9ec79902d595e4b9", "23e3dc5b455d445a957cf44e6c913b30", "fd80da5cf56c463ca277dafa9792c922", "62dbb831c6af4a369214dbe8c8a41c77", "bb79f73fb99f4d5885400f7f69c8edcc", "b6001677e22a4bf1b3565b55bebf0be1", "b3dba2bfc0c9401a908c7a25a8fbe952" ] }, "id": "dqMjMcJMARNr", "outputId": "b07157f3-ece3-428b-b595-53f2a4304898" }, "outputs": [], "source": [ "pipe(prompt=prompt, image=img, negative_prompt=n_prompt, strength=0.9).images[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817, "referenced_widgets": [ "7174c6d2b8844dde9ab72574b22b9767", "3f267dc1656b4c2e9a0496da73081b15", "fd926a30faed41618593cdb01204d0cc", "708184f7d3b240a38f17656f8bbfd8ae", "a9651ab87eae4180a9729b7e28f11376", "061de01186f440bea0491134ff347c86", "15b2d929ce0a4c70a156302db442e1a9", "4c55892c8dd3450a9904bce9e9b80057", "02dae045c1e7433cbdd872206d35e2f4", "d75aad33f36b432c8175e076ce4cc99e", "a3073940c26743b79c7477cbc92cb8e0" ] }, "id": "HRkexFAEALls", "outputId": "0905b122-6f11-41c2-8982-6167973e70fd" }, "outputs": [], "source": [ "pipe(prompt=prompt, image=img, negative_prompt=n_prompt, strength=1).images[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "IXvOug64fM6H" }, "source": [ "## Article beginning examples" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 785 }, "id": "HhA7oF_OA6SY", "outputId": "66afe568-50ff-4bc1-fe07-ca1807fec2bc" }, "outputs": [], "source": [ "img = load_image(\"image12.png\")\n", "img" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817, "referenced_widgets": [ "f7214d3edc9c4b38af73090d49d89ddf", "0e19b13015304e75abe29a63bd8a9052", "c2bf3e4561894b4f98047c14c8c6fcaf", "3758340ddeb543a9854df0e5502725eb", "eb34aef46c21431bbca887976b630a88", "253c99a742054b8aa6f2e8e20093cfce", "13263d08c8324e46a5661cca111e6bb4", "91cb9127553d41719924473661d25b51", "040ee5bc127a48a3b3a8727aefac4ae8", "92ef2a1653944c10b5515f618811f749", "3db5acc140324a6e9ac259a13595b65e" ] }, "id": "T58XQSFpDEfZ", "outputId": "a6f4a271-6a91-4578-e7f0-89800ed684f8" }, "outputs": [], "source": [ "prompt = \"World war, aesthetic\"\n", "n_prompt = \"bad looking, deformed, wholesome\"\n", "pipe(prompt=prompt, image=img, negative_prompt=n_prompt, strength=0.9).images[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "5HvyI95eDEmU" }, "outputs": [], "source": [ "img = load_image(\"image3.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 817, "referenced_widgets": [ "0110098fd7ba45ada215e579d7a659b4", "a548fd49eb4a451386b340a677f93073", "1a80f747d4b4437099554768298a7b4a", "f8ed4f4a78df426aa227ef4e1dda7063", "0030fdc5270147c7a9cf0574fedab275", "3394e6e9924e4f2bb791976994169806", "81b7286bea0841e6b54dba275f5c71b5", "5c5b46c826a546008a4c8767c40bb1c9", "cef46b7bd56547bd87478e9c3eaa2aa7", "40b3e69446974dccb4675c68b6b3db6e", "66ec2664ae9049548c50a0729a79b3bc" ] }, "id": "td1Jm19GIMzA", "outputId": "15685051-9943-4f05-cd5b-71b7830870d1" }, "outputs": [], "source": [ "prompt = \"Beautiful anime landscape\"\n", "n_prompt = \"bad, deformed, ugly\"\n", "pipe(prompt=prompt, image=img, negative_prompt=n_prompt, strength=0.7).images[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "nybmdyVoSelv" }, "outputs": [], "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "provenance": [] }, "gpuClass": "standard", "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "0030fdc5270147c7a9cf0574fedab275": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "0110098fd7ba45ada215e579d7a659b4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_a548fd49eb4a451386b340a677f93073", "IPY_MODEL_1a80f747d4b4437099554768298a7b4a", "IPY_MODEL_f8ed4f4a78df426aa227ef4e1dda7063" ], "layout": "IPY_MODEL_0030fdc5270147c7a9cf0574fedab275" } }, "02dae045c1e7433cbdd872206d35e2f4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "040ee5bc127a48a3b3a8727aefac4ae8": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "061de01186f440bea0491134ff347c86": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "07a62b7083044ede9ec79902d595e4b9": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "07d4c54ed84242068b64353eec6593fa": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "0e19b13015304e75abe29a63bd8a9052": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_253c99a742054b8aa6f2e8e20093cfce", "placeholder": "​", "style": "IPY_MODEL_13263d08c8324e46a5661cca111e6bb4", "value": "100%" } }, "0f79744697af4a53835dee31a1b4f748": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_f3d5fc14999740b2bb7e4c21d1413b37", "placeholder": "​", "style": "IPY_MODEL_b274cfa1678e49938e163e2d17d7f179", "value": " 35/35 [00:12<00:00, 2.94it/s]" } }, "11fb8904566f4751beffc60b2785b97e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_e9797440d4904681b6d32ba13e38cf69", "IPY_MODEL_a2d89cde3ec1423798f3591a2aadbaef", "IPY_MODEL_e9de6d1bfc2541fbaf1c5315be405904" ], "layout": "IPY_MODEL_07a62b7083044ede9ec79902d595e4b9" } }, "13263d08c8324e46a5661cca111e6bb4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "15b2d929ce0a4c70a156302db442e1a9": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "1a80f747d4b4437099554768298a7b4a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_5c5b46c826a546008a4c8767c40bb1c9", "max": 35, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_cef46b7bd56547bd87478e9c3eaa2aa7", "value": 35 } }, "23e3dc5b455d445a957cf44e6c913b30": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "253c99a742054b8aa6f2e8e20093cfce": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "2540be75baeb49769f279ad95778a857": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "279e8805d1a8468496bf091b2854683e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "2ad534b30374491ca6b99f035efa1004": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_b3c65e0ad46a4fdcb639e3c98983f1b7", "placeholder": "​", "style": "IPY_MODEL_7d12e7d3738f4094a2c1d7a56a03c928", "value": "100%" } }, "2cc5cba3a49842fab50519d9968a4e53": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "3394e6e9924e4f2bb791976994169806": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "3758340ddeb543a9854df0e5502725eb": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_92ef2a1653944c10b5515f618811f749", "placeholder": "​", "style": "IPY_MODEL_3db5acc140324a6e9ac259a13595b65e", "value": " 45/45 [00:14<00:00, 3.09it/s]" } }, "3b4ca1a9965f4aeabff645cc5d6aa92e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_6f02e4b70ac145a1a9b0d9a97f8a0d6b", "placeholder": "​", "style": "IPY_MODEL_61e7f8494b86497fbe3d96f37206d930", "value": "100%" } }, "3cd041ccf57c46ff91b714b7c572f581": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "3db5acc140324a6e9ac259a13595b65e": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "3f267dc1656b4c2e9a0496da73081b15": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_061de01186f440bea0491134ff347c86", "placeholder": "​", "style": "IPY_MODEL_15b2d929ce0a4c70a156302db442e1a9", "value": "100%" } }, "3f2e54c7185e4251962269369e30a9ec": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_f037d2a0f68e4647ab8d1e3c278aac8f", "IPY_MODEL_77bdcf219f2e4aa8ba1725329011f2bc", "IPY_MODEL_bf5ffbefc35449659cc9aae956e9a292" ], "layout": "IPY_MODEL_6186ca097ee64f289f1becdd180cf1aa" } }, "3ff6eda7d146478880b0d26670caa23c": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "40b3e69446974dccb4675c68b6b3db6e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "41c7ad82fa3f4a24a13a09f384e8fd51": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "42b12e19632c48e8809ccc1dfde61417": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_7a282eb45d6f4d5da0c6f5241b023b32", "placeholder": "​", "style": "IPY_MODEL_af74c20beba94d84b5cf97818b6bd191", "value": "100%" } }, "4c55892c8dd3450a9904bce9e9b80057": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "5066ac8781ec4f00b27ec6be27eb8506": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "52ee43cf76e948e4944d0539462e41f4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_d97e3dc3965247c3b5f19925e1a481f2", "placeholder": "​", "style": "IPY_MODEL_6c4f2c3e26614dce84bc1bf63b1e263f", "value": " 25/25 [00:08<00:00, 2.99it/s]" } }, "5c5b46c826a546008a4c8767c40bb1c9": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "5d7dd248760841d9b95a356cdcdd6797": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_e9454ab1e9034e908b84be5c6bf6f069", "IPY_MODEL_970fd0cc56d748ccb2ee2287b33ec5fa", "IPY_MODEL_52ee43cf76e948e4944d0539462e41f4" ], "layout": "IPY_MODEL_9d8254d8917c4874b980ae8e4c72b324" } }, "5e4d7e7e89cf4b8e9cab8d34d88d662e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "6041b74d03bd48f0adea3662f0b9bc27": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_a3a361916b864a3cadb650a563842b16", "placeholder": "​", "style": "IPY_MODEL_279e8805d1a8468496bf091b2854683e", "value": " 35/35 [00:04<00:00, 7.66it/s]" } }, "606165cb16e74f20a46035ca4ba95e5c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_8dccd6692afc41caa28072f35667bfac", "placeholder": "​", "style": "IPY_MODEL_9e67bf17f1d64768954b47e3e1001b41", "value": "100%" } }, "6186ca097ee64f289f1becdd180cf1aa": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "61e7f8494b86497fbe3d96f37206d930": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "62dbb831c6af4a369214dbe8c8a41c77": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "650ea058ba304da9b8febd6a72e10260": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "665e483725974558b1712ef1fa235a7d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "66ec2664ae9049548c50a0729a79b3bc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "6c4f2c3e26614dce84bc1bf63b1e263f": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "6f02e4b70ac145a1a9b0d9a97f8a0d6b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "708184f7d3b240a38f17656f8bbfd8ae": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_d75aad33f36b432c8175e076ce4cc99e", "placeholder": "​", "style": "IPY_MODEL_a3073940c26743b79c7477cbc92cb8e0", "value": " 50/50 [00:16<00:00, 3.04it/s]" } }, "70b8ac7c48d14a08b0d0eb840d37d410": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "7174c6d2b8844dde9ab72574b22b9767": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_3f267dc1656b4c2e9a0496da73081b15", "IPY_MODEL_fd926a30faed41618593cdb01204d0cc", "IPY_MODEL_708184f7d3b240a38f17656f8bbfd8ae" ], "layout": "IPY_MODEL_a9651ab87eae4180a9729b7e28f11376" } }, "71d6d4c2b61d4739ae78f77f4bababc3": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_fe00c60d6a684ade8f1faf85cd0a825e", "max": 35, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_89174c17b503496ca0652319664f6084", "value": 35 } }, "71f962cddf284a1fbc5f882dc61d673a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_2ad534b30374491ca6b99f035efa1004", "IPY_MODEL_db69c9d0fd214da8b42b854d71b87f54", "IPY_MODEL_6041b74d03bd48f0adea3662f0b9bc27" ], "layout": "IPY_MODEL_8ec8c55bace044fd885ed6ada6c3cd23" } }, "75193c4a20844ca2988c9f9a3ffc66c5": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "77bdcf219f2e4aa8ba1725329011f2bc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_41c7ad82fa3f4a24a13a09f384e8fd51", "max": 35, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_3cd041ccf57c46ff91b714b7c572f581", "value": 35 } }, "7a282eb45d6f4d5da0c6f5241b023b32": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "7d12e7d3738f4094a2c1d7a56a03c928": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "7d60b538a6e248369d2df053e9548a14": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "7dd5be64da7a41f8875765186bdd0b10": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "7f58a5010d77407ca459b1d7209e9280": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "80e10875f83e4889ad1840255ef9c49d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_8d89224fff864932a91dc1d1545e1ea6", "placeholder": "​", "style": "IPY_MODEL_07d4c54ed84242068b64353eec6593fa", "value": " 35/35 [00:12<00:00, 3.00it/s]" } }, "81b7286bea0841e6b54dba275f5c71b5": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "889529d86c064f73844e8074765f2cf0": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_2540be75baeb49769f279ad95778a857", "max": 35, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_b2a6584f8d6f4c2ab221f8f90a1a560a", "value": 35 } }, "890360c4bd374d74943cb359ba838ab7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "89174c17b503496ca0652319664f6084": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "8d89224fff864932a91dc1d1545e1ea6": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "8dccd6692afc41caa28072f35667bfac": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "8ec8c55bace044fd885ed6ada6c3cd23": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "91cb9127553d41719924473661d25b51": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "92ef2a1653944c10b5515f618811f749": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "95b5dce9d5e140e78849c5aae374f27c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_606165cb16e74f20a46035ca4ba95e5c", "IPY_MODEL_a83bca5872324f19a6a024c536141795", "IPY_MODEL_0f79744697af4a53835dee31a1b4f748" ], "layout": "IPY_MODEL_7dd5be64da7a41f8875765186bdd0b10" } }, "95ebc05ee7f640af86a54aadcd40ddbe": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_ed5435b53cb646d080918c6720e222bd", "placeholder": "​", "style": "IPY_MODEL_cd0e13f6e6dc444c80f7464747846e21", "value": " 35/35 [00:05<00:00, 6.92it/s]" } }, "96aed170045943a28f42d6b825c66cf3": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "970fd0cc56d748ccb2ee2287b33ec5fa": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_75193c4a20844ca2988c9f9a3ffc66c5", "max": 25, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_c9ca13d641734c4e956555fcbfe2156a", "value": 25 } }, "9d8254d8917c4874b980ae8e4c72b324": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "9e67bf17f1d64768954b47e3e1001b41": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "9f6a32585a514034975b71b2954b639f": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "a2bc87dd43e14ee0abba026d57cb349f": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "a2d89cde3ec1423798f3591a2aadbaef": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_62dbb831c6af4a369214dbe8c8a41c77", "max": 45, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_bb79f73fb99f4d5885400f7f69c8edcc", "value": 45 } }, "a3073940c26743b79c7477cbc92cb8e0": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "a3a361916b864a3cadb650a563842b16": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "a548fd49eb4a451386b340a677f93073": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_3394e6e9924e4f2bb791976994169806", "placeholder": "​", "style": "IPY_MODEL_81b7286bea0841e6b54dba275f5c71b5", "value": "100%" } }, "a654808c82cc4672a19728ac22f26e5e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "a83bca5872324f19a6a024c536141795": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_70b8ac7c48d14a08b0d0eb840d37d410", "max": 35, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_650ea058ba304da9b8febd6a72e10260", "value": 35 } }, "a9651ab87eae4180a9729b7e28f11376": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "acc1e1e48c2b4c0a8c765978c5211c4a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_fff5255694d74756a08b556c51affbd9", "max": 5, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_890360c4bd374d74943cb359ba838ab7", "value": 5 } }, "af2c00007cd34322be1faf9aa4925e2d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "af74c20beba94d84b5cf97818b6bd191": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "b168918d31b34653897402751e9bbecc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_ed9bd4313a1a477a820abec0b6f911f6", "IPY_MODEL_889529d86c064f73844e8074765f2cf0", "IPY_MODEL_95ebc05ee7f640af86a54aadcd40ddbe" ], "layout": "IPY_MODEL_a654808c82cc4672a19728ac22f26e5e" } }, "b274cfa1678e49938e163e2d17d7f179": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "b2a6584f8d6f4c2ab221f8f90a1a560a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "b3c65e0ad46a4fdcb639e3c98983f1b7": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b3dba2bfc0c9401a908c7a25a8fbe952": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "b6001677e22a4bf1b3565b55bebf0be1": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b86219c801bb4d2e8395ce17518fa432": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_96aed170045943a28f42d6b825c66cf3", "placeholder": "​", "style": "IPY_MODEL_2cc5cba3a49842fab50519d9968a4e53", "value": " 5/5 [00:02<00:00, 2.75it/s]" } }, "bb79f73fb99f4d5885400f7f69c8edcc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "bf5ffbefc35449659cc9aae956e9a292": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_7d60b538a6e248369d2df053e9548a14", "placeholder": "​", "style": "IPY_MODEL_a2bc87dd43e14ee0abba026d57cb349f", "value": " 35/35 [00:12<00:00, 3.00it/s]" } }, "c2bf3e4561894b4f98047c14c8c6fcaf": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_91cb9127553d41719924473661d25b51", "max": 45, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_040ee5bc127a48a3b3a8727aefac4ae8", "value": 45 } }, "c33aa07ac5a741adbef140e57b9702e2": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_3b4ca1a9965f4aeabff645cc5d6aa92e", "IPY_MODEL_71d6d4c2b61d4739ae78f77f4bababc3", "IPY_MODEL_80e10875f83e4889ad1840255ef9c49d" ], "layout": "IPY_MODEL_e7da8d3d63f740968550b2852880ccc1" } }, "c9ca13d641734c4e956555fcbfe2156a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "cd0e13f6e6dc444c80f7464747846e21": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "cdcc3550ed8340ebb2e8f0f903500c9c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_42b12e19632c48e8809ccc1dfde61417", "IPY_MODEL_acc1e1e48c2b4c0a8c765978c5211c4a", "IPY_MODEL_b86219c801bb4d2e8395ce17518fa432" ], "layout": "IPY_MODEL_3ff6eda7d146478880b0d26670caa23c" } }, "cef46b7bd56547bd87478e9c3eaa2aa7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "d75aad33f36b432c8175e076ce4cc99e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "d97e3dc3965247c3b5f19925e1a481f2": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "db69c9d0fd214da8b42b854d71b87f54": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_5e4d7e7e89cf4b8e9cab8d34d88d662e", "max": 35, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_5066ac8781ec4f00b27ec6be27eb8506", "value": 35 } }, "e7da8d3d63f740968550b2852880ccc1": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "e9454ab1e9034e908b84be5c6bf6f069": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_7f58a5010d77407ca459b1d7209e9280", "placeholder": "​", "style": "IPY_MODEL_af2c00007cd34322be1faf9aa4925e2d", "value": "100%" } }, "e9797440d4904681b6d32ba13e38cf69": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_23e3dc5b455d445a957cf44e6c913b30", "placeholder": "​", "style": "IPY_MODEL_fd80da5cf56c463ca277dafa9792c922", "value": "100%" } }, "e9de6d1bfc2541fbaf1c5315be405904": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_b6001677e22a4bf1b3565b55bebf0be1", "placeholder": "​", "style": "IPY_MODEL_b3dba2bfc0c9401a908c7a25a8fbe952", "value": " 45/45 [00:15<00:00, 3.06it/s]" } }, "eb34aef46c21431bbca887976b630a88": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "ed5435b53cb646d080918c6720e222bd": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "ed9bd4313a1a477a820abec0b6f911f6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_f228ea9baedf457985c032deab6b96df", "placeholder": "​", "style": "IPY_MODEL_665e483725974558b1712ef1fa235a7d", "value": "100%" } }, "f037d2a0f68e4647ab8d1e3c278aac8f": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_f50555e1470b4a8e95ea430871af77cf", "placeholder": "​", "style": "IPY_MODEL_9f6a32585a514034975b71b2954b639f", "value": "100%" } }, "f228ea9baedf457985c032deab6b96df": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "f3d5fc14999740b2bb7e4c21d1413b37": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "f50555e1470b4a8e95ea430871af77cf": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "f7214d3edc9c4b38af73090d49d89ddf": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_0e19b13015304e75abe29a63bd8a9052", "IPY_MODEL_c2bf3e4561894b4f98047c14c8c6fcaf", "IPY_MODEL_3758340ddeb543a9854df0e5502725eb" ], "layout": "IPY_MODEL_eb34aef46c21431bbca887976b630a88" } }, "f8ed4f4a78df426aa227ef4e1dda7063": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_40b3e69446974dccb4675c68b6b3db6e", "placeholder": "​", "style": "IPY_MODEL_66ec2664ae9049548c50a0729a79b3bc", "value": " 35/35 [00:11<00:00, 3.08it/s]" } }, "fd80da5cf56c463ca277dafa9792c922": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "fd926a30faed41618593cdb01204d0cc": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_4c55892c8dd3450a9904bce9e9b80057", "max": 50, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_02dae045c1e7433cbdd872206d35e2f4", "value": 50 } }, "fe00c60d6a684ade8f1faf85cd0a825e": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "fff5255694d74756a08b556c51affbd9": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } } } } }, "nbformat": 4, "nbformat_minor": 0 }