DreamBooth_Stable_DifussionES.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "<a href=\"https://colab.research.google.com/github/NahuelCostaCortez/AI_notebooks/blob/main/DreamBooth_Stable_DifussionES.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i3GhhZmvhfxS"
      },
      "source": [
        "#⭐ **DreamBooth colab From https://github.com/TheLastBen/fast-stable-diffusion**\n",
        "###🛠️ Notebook adaptado por [@dotcsv](https://www.youtube.com/channel/UCy5znSnfMsDwaLlROnZ7Qbg)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f-BcD0b8hwdA"
      },
      "source": [
        "🚨 Ten activada la **Aceleración por hardware** con GPU en `\"Entorno de ejecución\" > \"Cambiar tipo de entorno de ejecución\"`"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cUUnmQGHm3a4",
        "outputId": "d7c50f8f-d2ba-482c-aa54-558b019384e1"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "GPU 0: Tesla T4 (UUID: GPU-03fe724c-94a3-114f-ffa6-029991c72d64)\n"
          ]
        }
      ],
      "source": [
        "!nvidia-smi -L"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WCgtpGr6ZOyG"
      },
      "source": [
        "### **Paso 1** - Conectamos con Google Drive. **Importante contar con unos 4GB de almacenamiento.**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A4Bae3VP6UsE",
        "outputId": "222d49fd-1df3-4ab1-85d3-560674e2c8b1"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bbKbx185zqlz"
      },
      "source": [
        "### **Paso 2** - Instalamos las librerías necesarias."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "id": "QyvcqeiL65Tj"
      },
      "outputs": [],
      "source": [
        "#@markdown # Dependencies\n",
        "%%capture\n",
        "%cd /content/\n",
        "!git clone https://github.com/TheLastBen/diffusers\n",
        "!pip install -q git+https://github.com/TheLastBen/diffusers\n",
        "!pip install -q accelerate==0.12.0\n",
        "!pip install -q OmegaConf\n",
        "!wget https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dreambooth/Deps\n",
        "!mv Deps Deps.7z\n",
        "!7z x Deps.7z\n",
        "!cp -r /content/usr/local/lib/python3.7/dist-packages /usr/local/lib/python3.7/\n",
        "!rm Deps.7z\n",
        "!rm -r /content/usr"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1pld5ps87a1q",
        "outputId": "6d3f92a1-6dc5-436d-d442-4a156966a738"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;32mDONE !\n"
          ]
        }
      ],
      "source": [
        "#@markdown # xformers\n",
        "\n",
        "from subprocess import getoutput\n",
        "from IPython.display import HTML\n",
        "from IPython.display import clear_output\n",
        "import time\n",
        "\n",
        "s = getoutput('nvidia-smi')\n",
        "if 'T4' in s:\n",
        "  gpu = 'T4'\n",
        "elif 'P100' in s:\n",
        "  gpu = 'P100'\n",
        "elif 'V100' in s:\n",
        "  gpu = 'V100'\n",
        "elif 'A100' in s:\n",
        "  gpu = 'A100'\n",
        "\n",
        "while True:\n",
        "    try: \n",
        "        gpu=='T4'or gpu=='P100'or gpu=='V100'or gpu=='A100'\n",
        "        break\n",
        "    except:\n",
        "        pass\n",
        "    print('\u001b[1;31mit seems that your GPU is not supported at the moment')\n",
        "    time.sleep(5)\n",
        "\n",
        "if (gpu=='T4'):\n",
        "  %pip install -q https://github.com/TheLastBen/fast-stable-diffusion/raw/main/precompiled/T4/xformers-0.0.13.dev0-py3-none-any.whl\n",
        "  \n",
        "elif (gpu=='P100'):\n",
        "  %pip install -q https://github.com/TheLastBen/fast-stable-diffusion/raw/main/precompiled/P100/xformers-0.0.13.dev0-py3-none-any.whl\n",
        "\n",
        "elif (gpu=='V100'):\n",
        "  %pip install -q https://github.com/TheLastBen/fast-stable-diffusion/raw/main/precompiled/V100/xformers-0.0.13.dev0-py3-none-any.whl\n",
        "\n",
        "elif (gpu=='A100'):\n",
        "  %pip install -q https://github.com/TheLastBen/fast-stable-diffusion/raw/main/precompiled/A100/xformers-0.0.13.dev0-py3-none-any.whl  \n",
        "\n",
        "clear_output()\n",
        "print('\u001b[1;32mDONE !')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CnBAZ4eje2Sl"
      },
      "source": [
        "### **Paso 3** - Descargamos el modelo .ckpt de Stable Diffusion original."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O3KHGKqyeJp9",
        "outputId": "9b9cee7f-5839-4579-bdb4-74921660a78a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;32mDONE !\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "import time\n",
        "from IPython.display import clear_output\n",
        "from IPython.utils import capture\n",
        "\n",
        "with capture.capture_output() as cap: \n",
        "  %cd /content/\n",
        "#@markdown ---\n",
        "Huggingface_Token = \"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\" #@param {type:\"string\"}\n",
        "token=Huggingface_Token\n",
        "\n",
        "#@markdown *(Make sure you've accepted the terms in https://huggingface.co/runwayml/stable-diffusion-v1-5)*\n",
        "\n",
        "#@markdown ---\n",
        "\n",
        "CKPT_Path = \"\" #@param {type:\"string\"}\n",
        "\n",
        "#@markdown Or\n",
        "\n",
        "CKPT_gdrive_Link = \"\" #@param {type:\"string\"}\n",
        "\n",
        "\n",
        "if CKPT_Path !=\"\":\n",
        "  if os.path.exists('/content/stable-diffusion-v1-5'):\n",
        "    !rm -r /content/stable-diffusion-v1-5\n",
        "  if os.path.exists(str(CKPT_Path)):\n",
        "    !mkdir /content/stable-diffusion-v1-5\n",
        "    with capture.capture_output() as cap: \n",
        "      !wget https://raw.githubusercontent.com/huggingface/diffusers/main/scripts/convert_original_stable_diffusion_to_diffusers.py\n",
        "    !python /content/convert_original_stable_diffusion_to_diffusers.py --checkpoint_path \"$CKPT_Path\" --dump_path /content/stable-diffusion-v1-5\n",
        "    if os.path.exists('/content/stable-diffusion-v1-5/unet/diffusion_pytorch_model.bin'):\n",
        "      !rm /content/convert_original_stable_diffusion_to_diffusers.py\n",
        "      !rm /content/v1-inference.yaml\n",
        "      clear_output()\n",
        "      print('\u001b[1;32mDONE !')\n",
        "    else:\n",
        "      !rm /content/convert_original_stable_diffusion_to_diffusers.py\n",
        "      !rm /content/v1-inference.yaml\n",
        "      !rm -r /content/stable-diffusion-v1-5\n",
        "      while not os.path.exists('/content/stable-diffusion-v1-5/unet/diffusion_pytorch_model.bin'):\n",
        "        print('\u001b[1;31mConversion error, check your CKPT and try again')\n",
        "        time.sleep(5)\n",
        "  else:\n",
        "    while not os.path.exists(str(CKPT_Path)):\n",
        "       print('\u001b[1;31mWrong path, use the colab file explorer to copy the path')\n",
        "       time.sleep(5)\n",
        "\n",
        "\n",
        "elif CKPT_gdrive_Link !=\"\":   \n",
        "    if os.path.exists('/content/stable-diffusion-v1-5'):\n",
        "      !rm -r /content/stable-diffusion-v1-5     \n",
        "    !gdown --fuzzy $CKPT_gdrive_Link -O model.ckpt    \n",
        "    if os.path.exists('/content/model.ckpt'):\n",
        "      if os.path.getsize(\"/content/model.ckpt\") > 1810671599:\n",
        "        !mkdir /content/stable-diffusion-v1-5\n",
        "        with capture.capture_output() as cap: \n",
        "          !wget https://raw.githubusercontent.com/huggingface/diffusers/main/scripts/convert_original_stable_diffusion_to_diffusers.py\n",
        "        !python /content/convert_original_stable_diffusion_to_diffusers.py --checkpoint_path /content/model.ckpt --dump_path /content/stable-diffusion-v1-5\n",
        "        if os.path.exists('/content/stable-diffusion-v1-5/unet/diffusion_pytorch_model.bin'):\n",
        "          clear_output()\n",
        "          print('\u001b[1;32mDONE !')\n",
        "          !rm /content/convert_original_stable_diffusion_to_diffusers.py\n",
        "          !rm /content/v1-inference.yaml\n",
        "          !rm /content/model.ckpt\n",
        "        else:\n",
        "          if os.path.exists('/content/v1-inference.yaml'):\n",
        "            !rm /content/v1-inference.yaml\n",
        "          !rm /content/convert_original_stable_diffusion_to_diffusers.py\n",
        "          !rm -r /content/stable-diffusion-v1-5\n",
        "          !rm /content/model.ckpt\n",
        "          while not os.path.exists('/content/stable-diffusion-v1-5/unet/diffusion_pytorch_model.bin'):\n",
        "            print('\u001b[1;31mConversion error, check your CKPT and try again')\n",
        "            time.sleep(5)\n",
        "      else:\n",
        "        while os.path.getsize('/content/model.ckpt') < 1810671599:\n",
        "           print('\u001b[1;31mWrong link, check that the link is valid')\n",
        "           time.sleep(5)\n",
        "\n",
        "\n",
        "elif token ==\"\":\n",
        "  if os.path.exists('/content/stable-diffusion-v1-5'):\n",
        "    !rm -r /content/stable-diffusion-v1-5\n",
        "  clear_output()\n",
        "  token=input(\"Insert your huggingface token :\")\n",
        "  %cd /content/\n",
        "  clear_output()\n",
        "  !mkdir /content/stable-diffusion-v1-5\n",
        "  %cd /content/stable-diffusion-v1-5\n",
        "  !git init\n",
        "  !git lfs install --system --skip-repo\n",
        "  !git remote add -f origin  \"https://USER:{token}@huggingface.co/runwayml/stable-diffusion-v1-5\"\n",
        "  !git config core.sparsecheckout true\n",
        "  !echo -e \"feature_extractor\\nsafety_checker\\nscheduler\\ntext_encoder\\ntokenizer\\nunet\\nmodel_index.json\" > .git/info/sparse-checkout\n",
        "  !git pull origin main\n",
        "  if os.path.exists('/content/stable-diffusion-v1-5/unet/diffusion_pytorch_model.bin'):\n",
        "    !git clone \"https://USER:{token}@huggingface.co/stabilityai/sd-vae-ft-mse\"\n",
        "    !mv /content/stable-diffusion-v1-5/sd-vae-ft-mse /content/stable-diffusion-v1-5/vae\n",
        "    !rm -r /content/stable-diffusion-v1-5/.git\n",
        "    %cd /content/    \n",
        "    clear_output()\n",
        "    print('\u001b[1;32mDONE !')\n",
        "  else:\n",
        "    while not os.path.exists('/content/stable-diffusion-v1-5'):\n",
        "         print('\u001b[1;31mMake sure you accepted the terms in https://huggingface.co/runwayml/stable-diffusion-v1-5')\n",
        "         time.sleep(5)\n",
        "         \n",
        "elif token !=\"\":\n",
        "  if os.path.exists('/content/stable-diffusion-v1-5'):\n",
        "    !rm -r /content/stable-diffusion-v1-5   \n",
        "  clear_output()\n",
        "  %cd /content/\n",
        "  clear_output()\n",
        "  !mkdir /content/stable-diffusion-v1-5\n",
        "  %cd /content/stable-diffusion-v1-5\n",
        "  !git init\n",
        "  !git lfs install --system --skip-repo\n",
        "  !git remote add -f origin  \"https://USER:{token}@huggingface.co/runwayml/stable-diffusion-v1-5\"\n",
        "  !git config core.sparsecheckout true\n",
        "  !echo -e \"feature_extractor\\nsafety_checker\\nscheduler\\ntext_encoder\\ntokenizer\\nunet\\nmodel_index.json\" > .git/info/sparse-checkout\n",
        "  !git pull origin main\n",
        "  if os.path.exists('/content/stable-diffusion-v1-5/unet/diffusion_pytorch_model.bin'):\n",
        "    !git clone \"https://USER:{token}@huggingface.co/stabilityai/sd-vae-ft-mse\"\n",
        "    !mv /content/stable-diffusion-v1-5/sd-vae-ft-mse /content/stable-diffusion-v1-5/vae\n",
        "    !rm -r /content/stable-diffusion-v1-5/.git\n",
        "    %cd /content/    \n",
        "    clear_output()\n",
        "    print('\u001b[1;32mDONE !')\n",
        "  else:\n",
        "    while not os.path.exists('/content/stable-diffusion-v1-5'):\n",
        "         print('\u001b[1;31mMake sure you accepted the terms in https://huggingface.co/runwayml/stable-diffusion-v1-5')\n",
        "         time.sleep(5)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Wsp71Ctje5qg"
      },
      "source": [
        "### **Paso 4** - Configuramos el entrenamiento de Dreambooth."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "1pH1oP-7yBZm",
        "outputId": "b9e581d9-f695-4b16-aec5-26eacc75c2cc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;32mOK\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "import shutil\n",
        "from google.colab import files\n",
        "from IPython.display import clear_output\n",
        "from IPython.utils import capture\n",
        "#@markdown ---\n",
        "Training_Subject = \"Character\" #@param [\"Character\", \"Object\", \"Style\", \"Artist\", \"Movie\", \"TV Show\"] \n",
        "\n",
        "With_Prior_Preservation = \"Yes\" #@param [\"Yes\", \"No\"] \n",
        "#@markdown - With the prior reservation method, the results are better, you will either have to upload around 200 pictures of the class you're training (dog, person, car, house ...) or let Dreambooth generate them.\n",
        "\n",
        "MODEL_NAME=\"/content/stable-diffusion-v1-5\"\n",
        "\n",
        "Captionned_instance_images = False #@param {type:\"boolean\"}\n",
        "\n",
        "#@markdown - Use the keywords included in each instance images as unique instance prompt, this allows to train on multiple subjects at the same time, example : \n",
        "#@markdown - An instance image named fat_dog_doginstancename_in_a_pool.jpg\n",
        "#@markdown - another instance image named a_cat_catinstancename_in_the_woods.png\n",
        "#@markdown - the unique training instance prompts would be : fat dog doginstancename in a pool, a cat doginstancename in the woods\n",
        "#@markdown - at inference you can generate the dog by simply using doginstancename (a random unique identifier) or the cat by catinstancename\n",
        "\n",
        "#@markdown - Also you can enhance the training of a simple subject by simply describing the image using keywords like : smiling, outdoor, sad, lether jacket ...etc\n",
        "\n",
        "#@markdown - If you enable this feature, and want to train on multiple subjects, use the AUTOMATIC1111 colab to generate good quality 512x512 100-200 Class images for each subject (dog and a cat and a cow), then put them all in the same folder and entrer the folder's path in the cell below.\n",
        "\n",
        "#@markdown - If you enable this feature, you must add an instance name and a subject type (dog, man, car) to all the images, separate keywords by an underscore (_).\n",
        "\n",
        "\n",
        "\n",
        "SUBJECT_TYPE = \"person\" #@param{type: 'string'}\n",
        "while SUBJECT_TYPE==\"\":\n",
        "   SUBJECT_TYPE=input('Input the subject type:')\n",
        "\n",
        "#@markdown - If you're training on a character or an object, the subject type would be : Man, Woman, Shirt, Car, Dog, Baby ...etc\n",
        "#@markdown - If you're training on a Style, the subject type would be : impressionist, brutalist, abstract, use \"beautiful\" for a general style...etc\n",
        "#@markdown - If you're training on a Movie/Show, the subject type would be : Action, Drama, Science-fiction, Comedy ...etc\n",
        "#@markdown - If you're training on an Artist, the subject type would be : Painting, sketch, drawing, photography, art ...etc\n",
        "\n",
        "\n",
        "INSTANCE_NAME= \"nahucosta\" #@param{type: 'string'}\n",
        "while INSTANCE_NAME==\"\":\n",
        "   INSTANCE_NAME=input('Input the instance name (identifier) :')\n",
        "\n",
        "#@markdown - The instance is an identifier, choose a unique identifier unknown by stable diffusion. \n",
        "\n",
        "INSTANCE_DIR_OPTIONAL=\"\" #@param{type: 'string'}\n",
        "INSTANCE_DIR=INSTANCE_DIR_OPTIONAL\n",
        "while INSTANCE_DIR_OPTIONAL!=\"\" and not os.path.exists(str(INSTANCE_DIR)):\n",
        "    INSTANCE_DIR=input('\u001b[1;31mThe instance folder specified does not exist, use the colab file explorer to copy the path :')\n",
        "\n",
        "#@markdown - If the number of instance pictures is large, it is preferable to specify directly the folder instead of uploading, leave EMPTY to upload.\n",
        "\n",
        "CLASS_DIR=\"/content/data/\"+ SUBJECT_TYPE\n",
        "Number_of_subject_images=500#@param{type: 'number'}\n",
        "while Number_of_subject_images==None:\n",
        "     Number_of_subject_images=input('Input the number of subject images :')\n",
        "SUBJECT_IMAGES=Number_of_subject_images\n",
        "\n",
        "Save_class_images_to_gdrive = False #@param {type:\"boolean\"}\n",
        "#@markdown - Save time in case you're training multiple instances of the same class\n",
        "\n",
        "if Training_Subject==\"Character\" or Training_Subject==\"Object\":\n",
        "  PT=\"photo of \"+INSTANCE_NAME+\" \"+SUBJECT_TYPE\n",
        "  CPT=\"a photo of a \"+SUBJECT_TYPE+\", ultra detailed\"\n",
        "  if Captionned_instance_images:\n",
        "    PT=\"photo of\"\n",
        "elif Training_Subject==\"Style\":\n",
        "  With_Prior_Preservation = \"No\"\n",
        "  PT=\"in the \"+SUBJECT_TYPE+\" style of \"+INSTANCE_NAME\n",
        "  if Captionned_instance_images:\n",
        "    PT=\"in the style of\"  \n",
        "elif Training_Subject==\"Artist\":\n",
        "  With_Prior_Preservation = \"No\"\n",
        "  PT=SUBJECT_TYPE+\" By \"+INSTANCE_NAME\n",
        "  if Captionned_instance_images:\n",
        "    PT=\"by the artist\"  \n",
        "elif Training_Subject==\"Movie\":\n",
        "  PT=\"from the \"+SUBJECT_TYPE+\" movie \"+ INSTANCE_NAME\n",
        "  CPT=\"still frame from \"+SUBJECT_TYPE+\" movie, ultra detailed, 4k uhd\"\n",
        "  if Captionned_instance_images:\n",
        "    PT=\"from the movie\"  \n",
        "elif Training_Subject==\"TV Show\":\n",
        "  CPT=\"still frame from \"+SUBJECT_TYPE+\" tv show, ultra detailed, 4k uhd\"\n",
        "  PT=\"from the \"+SUBJECT_TYPE+\" tv show \"+ INSTANCE_NAME\n",
        "  if Captionned_instance_images:\n",
        "    PT=\"from the tv show\"    \n",
        "  \n",
        "OUTPUT_DIR=\"/content/models/\"+ INSTANCE_NAME\n",
        "\n",
        "if INSTANCE_DIR_OPTIONAL==\"\":\n",
        "  INSTANCE_DIR=\"/content/data/\"+INSTANCE_NAME\n",
        "  !mkdir -p \"$INSTANCE_DIR\"\n",
        "  uploaded = files.upload()\n",
        "  for filename in uploaded.keys():\n",
        "    shutil.move(filename, INSTANCE_DIR)\n",
        "    clear_output()\n",
        "\n",
        "with capture.capture_output() as cap:\n",
        "   %cd \"$INSTANCE_DIR\"\n",
        "   !find . -name \"* *\" -type f | rename 's/ /_/g'\n",
        "   %cd /content\n",
        "print('\u001b[1;32mOK')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rYmyuQctfATh"
      },
      "source": [
        "### **Paso 5** - (Opcional) Descargamos imágenes de regularización.  💖 Gracias [Joe Penna](https://github.com/JoePenna/Dreambooth-Stable-Diffusion)!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ze4P8wWPjy7F",
        "outputId": "be44a9e1-c6b6-4af0-9c0a-bdf25287ba0a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Cloning into 'Stable-Diffusion-Regularization-Images-person_ddim'...\n",
            "remote: Enumerating objects: 1503, done.\u001b[K\n",
            "remote: Total 1503 (delta 0), reused 0 (delta 0), pack-reused 1503\u001b[K\n",
            "Receiving objects: 100% (1503/1503), 657.41 MiB | 24.52 MiB/s, done.\n",
            "Checking out files: 100% (1500/1500), done.\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_00000.png' -> 'regularization_images/person_ddim/person_ddim_00000.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_00001.png' -> 'regularization_images/person_ddim/person_ddim_00001.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_00002.png' -> 'regularization_images/person_ddim/person_ddim_00002.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_00003.png' -> 'regularization_images/person_ddim/person_ddim_00003.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_00004.png' -> 'regularization_images/person_ddim/person_ddim_00004.png'\n",
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            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01427.png' -> 'regularization_images/person_ddim/person_ddim_01427.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01428.png' -> 'regularization_images/person_ddim/person_ddim_01428.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01429.png' -> 'regularization_images/person_ddim/person_ddim_01429.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01430.png' -> 'regularization_images/person_ddim/person_ddim_01430.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01431.png' -> 'regularization_images/person_ddim/person_ddim_01431.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01432.png' -> 'regularization_images/person_ddim/person_ddim_01432.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01433.png' -> 'regularization_images/person_ddim/person_ddim_01433.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01434.png' -> 'regularization_images/person_ddim/person_ddim_01434.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01435.png' -> 'regularization_images/person_ddim/person_ddim_01435.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01436.png' -> 'regularization_images/person_ddim/person_ddim_01436.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01437.png' -> 'regularization_images/person_ddim/person_ddim_01437.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01438.png' -> 'regularization_images/person_ddim/person_ddim_01438.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01439.png' -> 'regularization_images/person_ddim/person_ddim_01439.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01440.png' -> 'regularization_images/person_ddim/person_ddim_01440.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01441.png' -> 'regularization_images/person_ddim/person_ddim_01441.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01442.png' -> 'regularization_images/person_ddim/person_ddim_01442.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01443.png' -> 'regularization_images/person_ddim/person_ddim_01443.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01444.png' -> 'regularization_images/person_ddim/person_ddim_01444.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01445.png' -> 'regularization_images/person_ddim/person_ddim_01445.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01446.png' -> 'regularization_images/person_ddim/person_ddim_01446.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01447.png' -> 'regularization_images/person_ddim/person_ddim_01447.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01448.png' -> 'regularization_images/person_ddim/person_ddim_01448.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01449.png' -> 'regularization_images/person_ddim/person_ddim_01449.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01450.png' -> 'regularization_images/person_ddim/person_ddim_01450.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01451.png' -> 'regularization_images/person_ddim/person_ddim_01451.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01452.png' -> 'regularization_images/person_ddim/person_ddim_01452.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01453.png' -> 'regularization_images/person_ddim/person_ddim_01453.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01454.png' -> 'regularization_images/person_ddim/person_ddim_01454.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01455.png' -> 'regularization_images/person_ddim/person_ddim_01455.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01456.png' -> 'regularization_images/person_ddim/person_ddim_01456.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01457.png' -> 'regularization_images/person_ddim/person_ddim_01457.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01458.png' -> 'regularization_images/person_ddim/person_ddim_01458.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01459.png' -> 'regularization_images/person_ddim/person_ddim_01459.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01460.png' -> 'regularization_images/person_ddim/person_ddim_01460.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01461.png' -> 'regularization_images/person_ddim/person_ddim_01461.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01462.png' -> 'regularization_images/person_ddim/person_ddim_01462.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01463.png' -> 'regularization_images/person_ddim/person_ddim_01463.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01464.png' -> 'regularization_images/person_ddim/person_ddim_01464.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01465.png' -> 'regularization_images/person_ddim/person_ddim_01465.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01466.png' -> 'regularization_images/person_ddim/person_ddim_01466.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01467.png' -> 'regularization_images/person_ddim/person_ddim_01467.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01468.png' -> 'regularization_images/person_ddim/person_ddim_01468.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01469.png' -> 'regularization_images/person_ddim/person_ddim_01469.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01470.png' -> 'regularization_images/person_ddim/person_ddim_01470.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01471.png' -> 'regularization_images/person_ddim/person_ddim_01471.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01472.png' -> 'regularization_images/person_ddim/person_ddim_01472.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01473.png' -> 'regularization_images/person_ddim/person_ddim_01473.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01474.png' -> 'regularization_images/person_ddim/person_ddim_01474.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01475.png' -> 'regularization_images/person_ddim/person_ddim_01475.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01476.png' -> 'regularization_images/person_ddim/person_ddim_01476.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01477.png' -> 'regularization_images/person_ddim/person_ddim_01477.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01478.png' -> 'regularization_images/person_ddim/person_ddim_01478.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01479.png' -> 'regularization_images/person_ddim/person_ddim_01479.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01480.png' -> 'regularization_images/person_ddim/person_ddim_01480.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01481.png' -> 'regularization_images/person_ddim/person_ddim_01481.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01482.png' -> 'regularization_images/person_ddim/person_ddim_01482.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01483.png' -> 'regularization_images/person_ddim/person_ddim_01483.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01484.png' -> 'regularization_images/person_ddim/person_ddim_01484.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01485.png' -> 'regularization_images/person_ddim/person_ddim_01485.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01486.png' -> 'regularization_images/person_ddim/person_ddim_01486.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01487.png' -> 'regularization_images/person_ddim/person_ddim_01487.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01488.png' -> 'regularization_images/person_ddim/person_ddim_01488.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01489.png' -> 'regularization_images/person_ddim/person_ddim_01489.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01490.png' -> 'regularization_images/person_ddim/person_ddim_01490.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01491.png' -> 'regularization_images/person_ddim/person_ddim_01491.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01492.png' -> 'regularization_images/person_ddim/person_ddim_01492.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01493.png' -> 'regularization_images/person_ddim/person_ddim_01493.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01494.png' -> 'regularization_images/person_ddim/person_ddim_01494.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01495.png' -> 'regularization_images/person_ddim/person_ddim_01495.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01496.png' -> 'regularization_images/person_ddim/person_ddim_01496.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01497.png' -> 'regularization_images/person_ddim/person_ddim_01497.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01498.png' -> 'regularization_images/person_ddim/person_ddim_01498.png'\n",
            "renamed 'Stable-Diffusion-Regularization-Images-person_ddim/person_ddim/person_ddim_01499.png' -> 'regularization_images/person_ddim/person_ddim_01499.png'\n"
          ]
        }
      ],
      "source": [
        "#@markdown We’ve created the following image sets\n",
        "#@markdown - `man_euler` - provided by Niko Pueringer (Corridor Digital) - euler @ 40 steps, CFG 7.5\n",
        "#@markdown - `man_unsplash` - pictures from various photographers\n",
        "#@markdown - `person_ddim`\n",
        "#@markdown - `woman_ddim` - provided by David Bielejeski - ddim @ 50 steps, CFG 10.0 <br />\n",
        "#@markdown - `blonde_woman` - provided by David Bielejeski - ddim @ 50 steps, CFG 10.0 <br />\n",
        "\n",
        "dataset=\"person_ddim\" #@param [\"man_euler\", \"man_unsplash\", \"person_ddim\", \"woman_ddim\", \"blonde_woman\"]\n",
        "!git clone https://github.com/djbielejeski/Stable-Diffusion-Regularization-Images-{dataset}.git\n",
        "\n",
        "!mkdir -p regularization_images/{dataset}\n",
        "!mv -v Stable-Diffusion-Regularization-Images-{dataset}/{dataset}/*.* regularization_images/{dataset}\n",
        "CLASS_DIR=\"/content/regularization_images/\" + dataset"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OmIz45s0gH5c"
      },
      "source": [
        "### **Paso 6** - ...y ahora **¡A ENTRENAR!** 💪"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1-9QbkfAVYYU",
        "outputId": "e3c65510-7bcb-403e-9e45-5bc9e2be76bf"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;32mDONE, the CKPT model is in your Gdrive\n"
          ]
        }
      ],
      "source": [
        "#@markdown ---\n",
        "import os\n",
        "from subprocess import getoutput\n",
        "from IPython.display import HTML\n",
        "\n",
        "fp16 = True #@param {type:\"boolean\"}\n",
        "if fp16:\n",
        "  prec=\"fp16\"\n",
        "else:\n",
        "  prec=\"no\"\n",
        "\n",
        "#@markdown  - fp16 or half precision meaning slightly lower quality but double the speed.\n",
        "s = getoutput('nvidia-smi')\n",
        "if 'A100' in s:\n",
        "  precision=\"no\"\n",
        "else:\n",
        "  precision=prec\n",
        "\n",
        "Training_Steps=\"1600\" #@param{type: 'string'}\n",
        "#@markdown - Keep it around 1600 to avoid overtraining.\n",
        "\n",
        "Seed=75576 #@param{type: 'number'}\n",
        "\n",
        "#@markdown ---------------------------\n",
        "Save_Checkpoint_Every_n_Steps = False #@param {type:\"boolean\"}\n",
        "Save_Checkpoint_Every=500 #@param{type: 'number'}\n",
        "if Save_Checkpoint_Every==None:\n",
        "  Save_Checkpoint_Every=1\n",
        "#@markdown - Minimum 200 steps between each save.\n",
        "stp=0\n",
        "Start_saving_from_the_step=500 #@param{type: 'number'}\n",
        "if Start_saving_from_the_step==None:\n",
        "  Start_saving_from_the_step=0\n",
        "if (Start_saving_from_the_step < 200):\n",
        "  Start_saving_from_the_step=Save_Checkpoint_Every\n",
        "stpsv=Start_saving_from_the_step\n",
        "if Save_Checkpoint_Every_n_Steps:\n",
        "  stp=Save_Checkpoint_Every\n",
        "#@markdown - Start saving intermediary checkpoints from this step.\n",
        "\n",
        "Caption=''\n",
        "if Captionned_instance_images:\n",
        "  Caption='--image_captions_filename'\n",
        "\n",
        "if With_Prior_Preservation=='No':\n",
        "  !accelerate launch /content/diffusers/examples/dreambooth/train_dreambooth.py \\\n",
        "    $Caption \\\n",
        "    --save_starting_step=$stpsv \\\n",
        "    --save_n_steps=$stp \\\n",
        "    --train_text_encoder \\\n",
        "    --pretrained_model_name_or_path=\"$MODEL_NAME\" \\\n",
        "    --instance_data_dir=\"$INSTANCE_DIR\" \\\n",
        "    --output_dir=\"$OUTPUT_DIR\" \\\n",
        "    --instance_prompt=\"$PT\" \\\n",
        "    --seed=$Seed \\\n",
        "    --resolution=512 \\\n",
        "    --mixed_precision=$precision \\\n",
        "    --train_batch_size=1 \\\n",
        "    --gradient_accumulation_steps=1 \\\n",
        "    --use_8bit_adam \\\n",
        "    --learning_rate=1e-6 \\\n",
        "    --lr_scheduler=\"constant\" \\\n",
        "    --center_crop \\\n",
        "    --lr_warmup_steps=0 \\\n",
        "    --max_train_steps=$Training_Steps \n",
        "\n",
        "else:\n",
        "\n",
        "  !accelerate launch /content/diffusers/examples/dreambooth/train_dreambooth.py \\\n",
        "    $Caption \\\n",
        "    --save_starting_step=$stpsv \\\n",
        "    --save_n_steps=$stp \\\n",
        "    --train_text_encoder \\\n",
        "    --pretrained_model_name_or_path=\"$MODEL_NAME\" \\\n",
        "    --instance_data_dir=\"$INSTANCE_DIR\" \\\n",
        "    --class_data_dir=\"$CLASS_DIR\" \\\n",
        "    --output_dir=\"$OUTPUT_DIR\" \\\n",
        "    --with_prior_preservation --prior_loss_weight=1.0 \\\n",
        "    --instance_prompt=\"$PT\"\\\n",
        "    --class_prompt=\"$CPT\" \\\n",
        "    --seed=$Seed \\\n",
        "    --resolution=512 \\\n",
        "    --mixed_precision=$precision \\\n",
        "    --train_batch_size=1 \\\n",
        "    --gradient_accumulation_steps=1 --gradient_checkpointing \\\n",
        "    --use_8bit_adam \\\n",
        "    --learning_rate=1e-6 \\\n",
        "    --lr_scheduler=\"constant\" \\\n",
        "    --lr_warmup_steps=0 \\\n",
        "    --center_crop \\\n",
        "    --max_train_steps=$Training_Steps \\\n",
        "    --num_class_images=$SUBJECT_IMAGES\n",
        "\n",
        "if Save_class_images_to_gdrive:\n",
        "  if os.path.exists(str(CLASS_DIR)):\n",
        "    if not os.path.exists('/content/gdrive/MyDrive/Class_images'):\n",
        "      !mkdir /content/gdrive/MyDrive/Class_images\n",
        "    Class_gdir= '/content/gdrive/MyDrive/Class_images/'+SUBJECT_TYPE\n",
        "    if not os.path.exists(str(Class_gdir)):\n",
        "      !cp -r \"$CLASS_DIR\" /content/gdrive/MyDrive/Class_images\n",
        "\n",
        "if os.path.exists('/content/models/'+INSTANCE_NAME+'/unet/diffusion_pytorch_model.bin'):\n",
        "  print(\"Almost done ...\")\n",
        "  %cd /content    \n",
        "  !wget -O convertosd.py https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dreambooth/convertosd.py\n",
        "  clear_output()\n",
        "  if precision==\"no\":\n",
        "    !sed -i '226s@.*@@' /content/convertosd.py\n",
        "  !sed -i '201s@.*@    model_path = \"{OUTPUT_DIR}\"@' /content/convertosd.py\n",
        "  !sed -i '202s@.*@    checkpoint_path= \"/content/gdrive/MyDrive/{INSTANCE_NAME}.ckpt\"@' /content/convertosd.py\n",
        "  !python /content/convertosd.py\n",
        "  clear_output()\n",
        "  if os.path.exists('/content/gdrive/MyDrive/'+INSTANCE_NAME+'.ckpt'):\n",
        "    print(\"\u001b[1;32mDONE, the CKPT model is in your Gdrive\")\n",
        "  else:\n",
        "    print(\"\u001b[1;31mSomething went wrong\")\n",
        "else:\n",
        "  print(\"\u001b[1;31mSomething went wrong\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Qbclw_Gmg3DC"
      },
      "source": [
        "### **Paso 7** (Opcional) - **Prueba el modelo**\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iAZGngFcI8hq",
        "outputId": "1d648cab-902a-4aff-8098-7ab96798f468"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mSe han truncado las últimas 5000 líneas del flujo de salida.\u001b[0m\n",
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            " 56% 28/50 [00:05<00:03,  5.66it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.68it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.68it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.67it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.67it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.67it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.67it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.67it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.68it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.68it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.67it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.67it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.67it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.66it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.66it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.65it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.65it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.65it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.64it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.64it/s]\n",
            "100% 50/50 [00:08<00:00,  5.62it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.55it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.24it/s]\n",
            "  6% 3/50 [00:00<00:09,  5.20it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.39it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.50it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.56it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.62it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.65it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.67it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.67it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.68it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.70it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.68it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.68it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.69it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.68it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.70it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.69it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.68it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.68it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.69it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.65it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.65it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.65it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.67it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.66it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.67it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.67it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.65it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.67it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.69it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.67it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.67it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.67it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.67it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.66it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.65it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.66it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.66it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.66it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.66it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.66it/s]\n",
            " 90% 45/50 [00:07<00:00,  5.64it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.65it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.67it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.68it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.66it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:08<00:00,  5.56it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:12,  3.88it/s]\n",
            "  6% 3/50 [00:00<00:09,  5.12it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.30it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.43it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.51it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.54it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.59it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.62it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.63it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.63it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.63it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.64it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.64it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.63it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.65it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.65it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.65it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.66it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.64it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.66it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.65it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.66it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.65it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.64it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.65it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.64it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.62it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.63it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.63it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.62it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.63it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.64it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.64it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.62it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.61it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.61it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.62it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.64it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.61it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.62it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.64it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.63it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.62it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.64it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.64it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.64it/s]\n",
            "100% 50/50 [00:08<00:00,  5.59it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.09it/s]\n",
            "  6% 3/50 [00:00<00:09,  5.21it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.38it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.47it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.55it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.59it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.61it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.64it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.66it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.66it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.66it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.64it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.63it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.64it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.65it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.65it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.67it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.67it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.66it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.65it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.66it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.64it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.64it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.66it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.64it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.62it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.64it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.64it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.66it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.63it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.65it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.62it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.63it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.63it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.65it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.65it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.63it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.63it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.66it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.65it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.64it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.63it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.64it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.65it/s]\n",
            "100% 50/50 [00:08<00:00,  5.61it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.11it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.26it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.40it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.50it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.59it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.62it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.63it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.64it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.68it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.69it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.70it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.70it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.70it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.70it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.68it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.67it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.67it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.68it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.68it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.67it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.67it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.67it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.66it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.68it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.66it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.67it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.69it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.68it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.67it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.68it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.67it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.68it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.64it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.64it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.64it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.66it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.64it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.64it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:07<00:00,  5.66it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.68it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.65it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.65it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.66it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.55it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:10,  4.52it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.28it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.44it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.51it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.56it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.60it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.64it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.65it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.67it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.69it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.65it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.64it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.66it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.67it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.68it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.68it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.68it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.68it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.68it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.69it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.67it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.67it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.67it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.68it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.67it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.68it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.66it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.66it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.66it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.67it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.67it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.68it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.69it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.69it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.67it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.67it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.65it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.65it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.67it/s]\n",
            " 90% 45/50 [00:07<00:00,  5.67it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.66it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.65it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.66it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.67it/s]\n",
            "100% 50/50 [00:08<00:00,  5.64it/s]\n",
            "Total progress: 100% 50/50 [00:08<00:00,  5.56it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:12,  3.94it/s]\n",
            "  6% 3/50 [00:00<00:09,  5.18it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.39it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.48it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.54it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.59it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.59it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.63it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.66it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.68it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.68it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.67it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.67it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.68it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.68it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.68it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.68it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.67it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.69it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.69it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.69it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.70it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.71it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.69it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.69it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.70it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.69it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.69it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.69it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.69it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.69it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.69it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.68it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.68it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.68it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.69it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.68it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.66it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.65it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.65it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.67it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.67it/s]\n",
            " 90% 45/50 [00:07<00:00,  5.67it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.67it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.68it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.67it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.67it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.55it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.11it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.26it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.42it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.52it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.54it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.57it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.60it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.63it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.66it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.67it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.68it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.65it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.63it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.66it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.68it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.67it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.69it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.68it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.69it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.69it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.68it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.68it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.69it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.67it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.68it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.68it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.67it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.67it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.67it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.67it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.68it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.68it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.66it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.68it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.64it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.65it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.67it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.66it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.67it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.65it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.64it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.67it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.65it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.64it/s]\n",
            "100% 50/50 [00:08<00:00,  5.62it/s]\n",
            "Total progress: 100% 50/50 [00:08<00:00,  5.57it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.25it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.25it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.41it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.50it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.56it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.60it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.64it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.64it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.63it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.65it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.65it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.67it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.67it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.65it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.65it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.66it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.65it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.66it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.65it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.66it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.65it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.65it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.65it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.61it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.63it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.64it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.66it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.65it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.66it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.66it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.66it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.65it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.66it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.67it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.65it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.64it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.63it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.63it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.63it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.64it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.65it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.66it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.62it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.62it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.63it/s]\n",
            "100% 50/50 [00:08<00:00,  5.61it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.53it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.11it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.23it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.42it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.51it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.57it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.61it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.64it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.64it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.66it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.65it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.64it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.64it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.64it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.65it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.66it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.66it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.64it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.64it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.65it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.66it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.64it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.65it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.66it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.64it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.64it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.65it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.66it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.66it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.66it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.66it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.64it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.63it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.64it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.64it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.63it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.63it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.64it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.65it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.64it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.65it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.64it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.63it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.64it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.63it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.65it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.64it/s]\n",
            "100% 50/50 [00:08<00:00,  5.61it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.53it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.31it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.30it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.43it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.52it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.57it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.60it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.63it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.64it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.64it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.64it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.64it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.65it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.61it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.63it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.65it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.65it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.65it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.68it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.66it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.65it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.66it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.62it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.62it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.63it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.64it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.65it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.66it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.67it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.64it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.65it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.65it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.64it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.66it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.64it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.63it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.63it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.63it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.63it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.66it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.67it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.65it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.64it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.66it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.67it/s]\n",
            "100% 50/50 [00:08<00:00,  5.62it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.19it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.24it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.39it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.48it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.55it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.58it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.60it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.64it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.62it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.64it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.65it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.65it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.66it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.67it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.69it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.68it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.68it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.68it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.67it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.68it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.67it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.67it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.66it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.66it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.68it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.66it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.67it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.68it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.68it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.68it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.69it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.67it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.69it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.70it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.70it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.69it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.67it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.65it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.68it/s]\n",
            " 90% 45/50 [00:07<00:00,  5.68it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.69it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.68it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.68it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.68it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:08<00:00,  5.56it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.45it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.37it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.50it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.57it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.61it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.65it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.67it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.68it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.71it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.72it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.71it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.71it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.71it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.71it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.72it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.71it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.70it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.71it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.69it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.71it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.68it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.67it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.69it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.68it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.68it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.67it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.68it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.66it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.68it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.66it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.65it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.66it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.67it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.67it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.68it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.68it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.67it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.67it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.69it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.67it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.67it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.66it/s]\n",
            " 90% 45/50 [00:07<00:00,  5.68it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.68it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.69it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.68it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.67it/s]\n",
            "100% 50/50 [00:08<00:00,  5.65it/s]\n",
            "Total progress: 100% 50/50 [00:08<00:00,  5.57it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.24it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.30it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.45it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.53it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.58it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.62it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.64it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.67it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.64it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.64it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.65it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.68it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.69it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.69it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.67it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.68it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.70it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.69it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.69it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.70it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.66it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.67it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.66it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.66it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.65it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.66it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.67it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.63it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.65it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.65it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.65it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.64it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.64it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.63it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.64it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.64it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.64it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.63it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.63it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.64it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.65it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.65it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.65it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.66it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.55it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.43it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.36it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.50it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.57it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.60it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.64it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.65it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.65it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.65it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.65it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.64it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.65it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.66it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.66it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.65it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.64it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.64it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.64it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.65it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.63it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.65it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.66it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.68it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.68it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.68it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.67it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.65it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.66it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.66it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.64it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.61it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.59it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.60it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.63it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.65it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.63it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.63it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.63it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.63it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.62it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.61it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.62it/s]\n",
            "100% 50/50 [00:08<00:00,  5.62it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.43it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.34it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.48it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.52it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.58it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.61it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.61it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.61it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.61it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.62it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.61it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.62it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.63it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.63it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.65it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.65it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.65it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.64it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.63it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.63it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.65it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.64it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.63it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.62it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.63it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.65it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.64it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.65it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.65it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.66it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.66it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.65it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.64it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.64it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.63it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.66it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.64it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.63it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.64it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.62it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.60it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.62it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.63it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.64it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.63it/s]\n",
            "100% 50/50 [00:08<00:00,  5.61it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.50it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:10,  4.54it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.36it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.47it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.55it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.58it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.58it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.60it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.63it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.64it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.64it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.65it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.66it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.67it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.68it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.67it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.67it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.65it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.65it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.67it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.66it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.65it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.66it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.67it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.65it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.65it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.63it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.65it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.66it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.68it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.68it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.68it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.68it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.66it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.67it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.64it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.65it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.65it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.66it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.67it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.67it/s]\n",
            " 90% 45/50 [00:07<00:00,  5.64it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.63it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.62it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.64it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.65it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.53it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:10,  4.46it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.27it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.45it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.53it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.57it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.61it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.64it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.66it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.67it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.68it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.69it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.69it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.68it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.70it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.69it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.68it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.67it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.67it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.68it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.67it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.68it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.69it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.70it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.69it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.67it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.68it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.66it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.68it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.68it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.66it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.66it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.66it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.68it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.67it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.69it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.68it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.67it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.67it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.66it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.67it/s]\n",
            " 90% 45/50 [00:07<00:00,  5.67it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.65it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.67it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.68it/s]\n",
            "100% 50/50 [00:08<00:00,  5.64it/s]\n",
            "Total progress: 100% 50/50 [00:08<00:00,  5.56it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.12it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.24it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.42it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.52it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.56it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.58it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.61it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.63it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.66it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.67it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.68it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.68it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.69it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.67it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.68it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.68it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.69it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.68it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.69it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.69it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.66it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.66it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.66it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.68it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.66it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.68it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.69it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.65it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.65it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.66it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.65it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.66it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.65it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.65it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.66it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.65it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.65it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.65it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.66it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.66it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.67it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.65it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.66it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.66it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.68it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:10,  4.47it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.34it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.47it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.52it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.58it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.60it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.63it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.63it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.66it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.68it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.68it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.68it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.68it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.64it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.65it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.65it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.66it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.64it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.64it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.66it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.66it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.66it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.66it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.68it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.68it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.66it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.68it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.65it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.64it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.65it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.66it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.63it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.64it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.65it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.64it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.62it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.63it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.65it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.65it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.66it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.65it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.64it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.35it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.33it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.45it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.54it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.60it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.62it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.62it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.65it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.67it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.67it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.68it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.68it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.68it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.68it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.68it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.68it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.67it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.66it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.67it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.68it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.65it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.65it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.67it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.66it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.66it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.65it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.66it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.62it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.63it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.63it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.65it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.67it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.65it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.65it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.65it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.65it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.64it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.64it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.64it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.62it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.63it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.64it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.65it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.64it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.66it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.64it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.55it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.10it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.23it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.36it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.47it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.54it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.58it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.61it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.63it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.62it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.63it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.63it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.62it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.65it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.65it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.66it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.67it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.68it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.67it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.67it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.68it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.65it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.65it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.65it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.66it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.65it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.65it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.66it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.67it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.67it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.67it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.67it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.67it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.67it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.68it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.67it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.64it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.65it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.65it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.64it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.64it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.63it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.64it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.64it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.63it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.64it/s]\n",
            "100% 50/50 [00:08<00:00,  5.61it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.53it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.20it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.28it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.42it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.52it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.56it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.59it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.62it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.64it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.66it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.63it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.64it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.65it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.66it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.63it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.64it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.66it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.68it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.68it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.68it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.66it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.67it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.66it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.66it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.66it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.66it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.67it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.65it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.67it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.69it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.67it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.66it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.64it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.65it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.65it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.66it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.66it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.64it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.64it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.64it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.65it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  4.47it/s]\n",
            " 90% 45/50 [00:08<00:01,  4.76it/s]\n",
            " 92% 46/50 [00:08<00:00,  4.99it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.17it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.31it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.31it/s]\n",
            "100% 50/50 [00:09<00:00,  5.51it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.44it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.26it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.30it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.46it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.55it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.59it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.62it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.64it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.66it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.66it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.68it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.66it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.67it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.67it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.68it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.66it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.67it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.67it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.65it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.65it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.66it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.67it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.67it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.69it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.67it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.68it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.68it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.65it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.64it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.65it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.64it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.65it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.64it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.65it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.64it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.64it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.66it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.67it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.67it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.63it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.64it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.64it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.66it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.63it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:08<00:00,  5.56it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.29it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.32it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.46it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.55it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.59it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.63it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.64it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.63it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.66it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.66it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.66it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.68it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.67it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.67it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.69it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.68it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.67it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.68it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.69it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.67it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.68it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.69it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.67it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.68it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.68it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.69it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.70it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.68it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.66it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.65it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.67it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.67it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.66it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.65it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.67it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.68it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.68it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.67it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.66it/s]\n",
            " 90% 45/50 [00:07<00:00,  5.66it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.68it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.65it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.64it/s]\n",
            "100% 50/50 [00:08<00:00,  5.64it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.55it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:12,  4.01it/s]\n",
            "  6% 3/50 [00:00<00:09,  5.18it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.37it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.50it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.56it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.60it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.63it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.62it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.67it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.66it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.64it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.65it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.66it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.64it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.65it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.66it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.65it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.67it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.69it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.69it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.69it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.70it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.68it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.68it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.67it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.65it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.65it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.65it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.65it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.65it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.65it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.65it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.66it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.67it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.66it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.67it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.66it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.67it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.66it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.62it/s]\n",
            "100% 50/50 [00:08<00:00,  5.62it/s]\n",
            "Total progress: 100% 50/50 [00:08<00:00,  5.56it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.21it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.30it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.45it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.54it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.56it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.58it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.63it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.65it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.67it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.67it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.66it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.65it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.67it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.66it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.66it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.66it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.66it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.64it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.63it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.64it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.66it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.65it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.66it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.66it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.64it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.64it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.66it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.66it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.66it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.66it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.66it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.66it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.68it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.68it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.69it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.69it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.65it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.67it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.66it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.67it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.65it/s]\n",
            "100% 50/50 [00:08<00:00,  5.63it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:12,  3.88it/s]\n",
            "  6% 3/50 [00:00<00:09,  5.16it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.33it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.45it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.52it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.58it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.61it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.63it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.64it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.64it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.65it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.65it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.66it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.67it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.66it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.68it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.67it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.68it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.68it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.64it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.66it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.65it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.67it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.68it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.68it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.67it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.67it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.70it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.68it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.67it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.68it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.66it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.68it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.66it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.67it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.66it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.65it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.64it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.64it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.65it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.65it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.64it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.63it/s]\n",
            "100% 50/50 [00:08<00:00,  5.61it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.52it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:11,  4.41it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.31it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.43it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.51it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.57it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.58it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.60it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.62it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.65it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.67it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.64it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.66it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.66it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.67it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.67it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.65it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.67it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.66it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.64it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.64it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.65it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.64it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.65it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.65it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.67it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.68it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.69it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.67it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.68it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.66it/s]\n",
            " 66% 33/50 [00:05<00:02,  5.67it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.65it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.65it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.63it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.64it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.64it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.66it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.65it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.64it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.66it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.65it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.66it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.66it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.63it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.63it/s]\n",
            "100% 50/50 [00:08<00:00,  5.62it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:10,  4.53it/s]\n",
            "  6% 3/50 [00:00<00:08,  5.30it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.41it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.51it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.58it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.60it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.63it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.65it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.64it/s]\n",
            " 22% 11/50 [00:01<00:06,  5.67it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.67it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.66it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.67it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.67it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.67it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.66it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.68it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.62it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.65it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.67it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.67it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.67it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.67it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.66it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.65it/s]\n",
            " 56% 28/50 [00:04<00:03,  5.62it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.66it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.63it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.63it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.64it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.66it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.64it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.65it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.65it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.65it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.66it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.65it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.65it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.65it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.64it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.63it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.64it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.65it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.64it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.64it/s]\n",
            "100% 50/50 [00:08<00:00,  5.62it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.53it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:12,  3.88it/s]\n",
            "  6% 3/50 [00:00<00:09,  5.15it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.35it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.47it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.53it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.56it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.62it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.63it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.63it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.64it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.66it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.67it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.66it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.67it/s]\n",
            " 32% 16/50 [00:02<00:05,  5.68it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.68it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.68it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.69it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.68it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.66it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.67it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.63it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.64it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.66it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.65it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.64it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.65it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.65it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.64it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.63it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.64it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.65it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.65it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.65it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.66it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.66it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.66it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.67it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.67it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.66it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.68it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.68it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.66it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.67it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.68it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.66it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.66it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.65it/s]\n",
            "100% 50/50 [00:08<00:00,  5.61it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/50 [00:00<?, ?it/s]\n",
            "  2% 1/50 [00:00<00:12,  3.90it/s]\n",
            "  6% 3/50 [00:00<00:09,  5.15it/s]\n",
            "  8% 4/50 [00:00<00:08,  5.35it/s]\n",
            " 10% 5/50 [00:00<00:08,  5.45it/s]\n",
            " 12% 6/50 [00:01<00:07,  5.53it/s]\n",
            " 14% 7/50 [00:01<00:07,  5.58it/s]\n",
            " 16% 8/50 [00:01<00:07,  5.60it/s]\n",
            " 18% 9/50 [00:01<00:07,  5.62it/s]\n",
            " 20% 10/50 [00:01<00:07,  5.63it/s]\n",
            " 22% 11/50 [00:02<00:06,  5.64it/s]\n",
            " 24% 12/50 [00:02<00:06,  5.65it/s]\n",
            " 26% 13/50 [00:02<00:06,  5.64it/s]\n",
            " 28% 14/50 [00:02<00:06,  5.64it/s]\n",
            " 30% 15/50 [00:02<00:06,  5.65it/s]\n",
            " 32% 16/50 [00:02<00:06,  5.65it/s]\n",
            " 34% 17/50 [00:03<00:05,  5.66it/s]\n",
            " 36% 18/50 [00:03<00:05,  5.67it/s]\n",
            " 38% 19/50 [00:03<00:05,  5.66it/s]\n",
            " 40% 20/50 [00:03<00:05,  5.66it/s]\n",
            " 42% 21/50 [00:03<00:05,  5.66it/s]\n",
            " 44% 22/50 [00:03<00:04,  5.65it/s]\n",
            " 46% 23/50 [00:04<00:04,  5.65it/s]\n",
            " 48% 24/50 [00:04<00:04,  5.66it/s]\n",
            " 50% 25/50 [00:04<00:04,  5.66it/s]\n",
            " 52% 26/50 [00:04<00:04,  5.67it/s]\n",
            " 54% 27/50 [00:04<00:04,  5.66it/s]\n",
            " 56% 28/50 [00:05<00:03,  5.66it/s]\n",
            " 58% 29/50 [00:05<00:03,  5.67it/s]\n",
            " 60% 30/50 [00:05<00:03,  5.68it/s]\n",
            " 62% 31/50 [00:05<00:03,  5.67it/s]\n",
            " 64% 32/50 [00:05<00:03,  5.66it/s]\n",
            " 66% 33/50 [00:05<00:03,  5.66it/s]\n",
            " 68% 34/50 [00:06<00:02,  5.63it/s]\n",
            " 70% 35/50 [00:06<00:02,  5.62it/s]\n",
            " 72% 36/50 [00:06<00:02,  5.61it/s]\n",
            " 74% 37/50 [00:06<00:02,  5.62it/s]\n",
            " 76% 38/50 [00:06<00:02,  5.63it/s]\n",
            " 78% 39/50 [00:06<00:01,  5.65it/s]\n",
            " 80% 40/50 [00:07<00:01,  5.63it/s]\n",
            " 82% 41/50 [00:07<00:01,  5.62it/s]\n",
            " 84% 42/50 [00:07<00:01,  5.63it/s]\n",
            " 86% 43/50 [00:07<00:01,  5.65it/s]\n",
            " 88% 44/50 [00:07<00:01,  5.64it/s]\n",
            " 90% 45/50 [00:08<00:00,  5.64it/s]\n",
            " 92% 46/50 [00:08<00:00,  5.64it/s]\n",
            " 94% 47/50 [00:08<00:00,  5.65it/s]\n",
            " 96% 48/50 [00:08<00:00,  5.65it/s]\n",
            " 98% 49/50 [00:08<00:00,  5.65it/s]\n",
            "100% 50/50 [00:08<00:00,  5.60it/s]\n",
            "Total progress: 100% 50/50 [00:09<00:00,  5.54it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.60it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.31it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.45it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.54it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.58it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.69it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.69it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.70it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.68it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.69it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.68it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.70it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.68it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.68it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.69it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.68it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.68it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.68it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.63it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.08it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.26it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.40it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.59it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.67it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.68it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.68it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.65it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.68it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.68it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.68it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.68it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.68it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.68it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.69it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.67it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.67it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.67it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.07it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.23it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.36it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.48it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.59it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.63it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.64it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.64it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.64it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.64it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.62it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.61it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.62it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.62it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.63it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.63it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.63it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.62it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.59it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.48it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:10,  3.88it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.14it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.36it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.46it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.52it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.56it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.60it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.63it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.65it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.65it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.65it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.63it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.66it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.93it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.12it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.34it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.43it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.51it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.58it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.61it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.64it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.69it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.69it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.68it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.66it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.58it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.27it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.40it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.56it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.69it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.69it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.69it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.63it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.62it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.59it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.63it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.60it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.61it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.62it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.61it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.48it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.03it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.19it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.38it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.47it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.53it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.58it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.61it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.61it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.68it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.62it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.65it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.66it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.68it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.67it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.62it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.61it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.40it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.25it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.42it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.58it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.67it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.68it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.70it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.69it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.69it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.68it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.69it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.69it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.69it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.68it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.68it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.67it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.68it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.97it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.19it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.38it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.48it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.54it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.58it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.61it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.65it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.65it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.64it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.59it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.62it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.63it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.68it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.67it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.67it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.66it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.49it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.47it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.34it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.44it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.56it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.64it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.63it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.65it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.62it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.65it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.63it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.60it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.62it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.61it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.43it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.14it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.25it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.41it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.52it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.61it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.64it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.65it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.69it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.68it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.60it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.62it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.63it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.61it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.63it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.63it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.61it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.62it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.26it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.30it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.43it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.53it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.58it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.61it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.61it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.60it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.63it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.62it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.62it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.62it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.12it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.23it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.41it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.64it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.63it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.63it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.64it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.62it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.64it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.64it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.63it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.63it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.62it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.62it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.63it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.62it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.63it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.63it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.62it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.67it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.44it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.34it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.47it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.59it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.64it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.65it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.63it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.63it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.63it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.66it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.66it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.67it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.68it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.66it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:10,  3.88it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.13it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.35it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.46it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.54it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.59it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.61it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.69it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.69it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.64it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.68it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.67it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.68it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.68it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.67it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.96it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.21it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.38it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.48it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.53it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.56it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.58it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.64it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.64it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.68it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.69it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.69it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.69it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.69it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.68it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.68it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.67it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.68it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.69it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.70it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.68it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.69it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.70it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.69it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.54it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.94it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.14it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.37it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.48it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.56it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.67it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.68it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.68it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.68it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.68it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.66it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.68it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.67it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.67it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.44it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.25it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.39it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.49it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.64it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.65it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.64it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.64it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.62it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.62it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.62it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.62it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.30it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.30it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.44it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.52it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.54it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.57it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.61it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.63it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.64it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.62it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.62it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.63it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.62it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.49it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.38it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.34it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.46it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.53it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.59it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.61it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.63it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.63it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.64it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.64it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.63it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.62it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.62it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.61it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.63it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.63it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.61it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.60it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.61it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.61it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.62it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.61it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.48it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.48it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.33it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.48it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.53it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.59it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.64it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.67it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.67it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.68it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.66it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.62it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.00it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.17it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.33it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.46it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.54it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.66it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.68it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.69it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.69it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.69it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.68it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.70it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.69it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.69it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.68it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.47it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.23it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.38it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.59it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.63it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.66it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.68it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.68it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.65it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.69it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.66it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  4.30it/s]\n",
            " 82% 33/40 [00:06<00:01,  4.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  4.90it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.10it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.23it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.32it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.41it/s]\n",
            " 98% 39/40 [00:07<00:00,  5.49it/s]\n",
            "100% 40/40 [00:07<00:00,  5.47it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.35it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.45it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.35it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.47it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.56it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.61it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.63it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.63it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.65it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.60it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.61it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.47it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.53it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.32it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.47it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.58it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.59it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.61it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.63it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.63it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.63it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.62it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.59it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.62it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.63it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.60it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.60it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.61it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.61it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.62it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.61it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.62it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.62it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.62it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.59it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.61it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.61it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.60it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.60it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.58it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.59it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.62it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.62it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.62it/s]\n",
            "100% 40/40 [00:07<00:00,  5.58it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.47it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.00it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.22it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.39it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.56it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.58it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.60it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.62it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.63it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.62it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.63it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.62it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.62it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.64it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.68it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.66it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.67it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.41it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.34it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.45it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.54it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.59it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.63it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.64it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.68it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.63it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.69it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.67it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.67it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.62it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.94it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.20it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.37it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.48it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.59it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.63it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.65it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.63it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.65it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.69it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.68it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.66it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.63it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.99it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.18it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.37it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.48it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.63it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.65it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.61it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.36it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.50it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.60it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.63it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.65it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.64it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.63it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.64it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.60it/s]\n",
            "Total progress:  52% 21/40 [00:03<00:03,  5.38it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:10,  3.88it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.16it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.37it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.49it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.59it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.66it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.67it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.49it/s]\n",
            "Total progress:  32% 13/40 [00:02<00:05,  5.22it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.61it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.38it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.51it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.60it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.64it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.66it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.68it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.67it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.68it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.68it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.69it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.72it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.72it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.72it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.72it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.71it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.70it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.70it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.70it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.70it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.71it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.72it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.70it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.72it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.68it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.69it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.70it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.68it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.68it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.68it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.68it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.68it/s]\n",
            "100% 40/40 [00:07<00:00,  5.66it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.55it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.26it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.27it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.42it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.56it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.63it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.64it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.64it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.64it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.63it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.62it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.62it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.62it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.63it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.63it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.62it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.60it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.58it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.60it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.60it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.60it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.61it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.58it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.58it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.59it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.59it/s]\n",
            "100% 40/40 [00:07<00:00,  5.59it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.55it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.31it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.44it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.49it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.51it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.54it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.57it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.55it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.56it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.57it/s]\n",
            " 30% 12/40 [00:02<00:05,  5.55it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.54it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.55it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.56it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.56it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.57it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.58it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.58it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.58it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.56it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.57it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.57it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.56it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.55it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.56it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.57it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.56it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.55it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.56it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.54it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.52it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.52it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.53it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.53it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.55it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.58it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.58it/s]\n",
            " 98% 39/40 [00:07<00:00,  5.55it/s]\n",
            "100% 40/40 [00:07<00:00,  5.53it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.40it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.28it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.26it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.42it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.47it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.53it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.55it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.56it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.57it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.59it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.60it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.61it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.60it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.61it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.62it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.61it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.61it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.60it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.60it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.60it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.60it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.61it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.62it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.63it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.63it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.58it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.49it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.29it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.27it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.44it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.68it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.69it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.68it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.69it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.69it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.67it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.67it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.68it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.67it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.68it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.28it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.31it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.47it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.60it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.64it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.67it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.66it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.67it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.70it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.72it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.70it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.71it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.71it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.71it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.70it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.69it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.70it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.70it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.69it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.70it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.69it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.69it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.70it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.69it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.69it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.71it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.70it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.69it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.68it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.69it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.70it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.69it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.69it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.68it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.67it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.68it/s]\n",
            "100% 40/40 [00:07<00:00,  5.65it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.55it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.45it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.38it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.50it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.58it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.62it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.66it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.68it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.69it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.69it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.68it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.69it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.70it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.68it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.68it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.67it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.67it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.68it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.68it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.67it/s]\n",
            "100% 40/40 [00:07<00:00,  5.64it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.55it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.41it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.24it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.41it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.63it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.67it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.69it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.70it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.69it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.68it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.69it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.70it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.70it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.68it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.69it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.68it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.68it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.62it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.49it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.91it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.14it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.32it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.45it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.51it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.57it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.60it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.60it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.63it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.64it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.63it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.65it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.64it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.64it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.64it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.63it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.63it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.62it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.62it/s]\n",
            "100% 40/40 [00:07<00:00,  5.59it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.53it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.39it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.32it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.46it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.53it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.61it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.64it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.64it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.63it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.64it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.64it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.63it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.62it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.62it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.62it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.62it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.61it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.97it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.17it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.35it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.44it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.52it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.56it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.58it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.59it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.61it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.63it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.64it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.65it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.63it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.63it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.63it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.64it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.63it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.62it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.63it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.63it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.63it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.63it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.62it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.63it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.62it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.60it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.62it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.62it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.62it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.60it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.61it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.61it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.61it/s]\n",
            "100% 40/40 [00:07<00:00,  5.57it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:10,  3.88it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.18it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.37it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.48it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.66it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.69it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.69it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.70it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.69it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.69it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.68it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.67it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.68it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.67it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.67it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.67it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.55it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.29it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.20it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.40it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.52it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.63it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.68it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.70it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.69it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.69it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.69it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.68it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.66it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.68it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.69it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.67it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.53it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.25it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.27it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.42it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.49it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.56it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.63it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.68it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.69it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.62it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.56it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.56it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.27it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.42it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.58it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.64it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.64it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.63it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.63it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.40it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.37it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.49it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.53it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.58it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.68it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.65it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.63it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.67it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.67it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.68it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.67it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.62it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.54it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.00it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.22it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.41it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.58it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.66it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.69it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.64it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.64it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.63it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.62it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.63it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.62it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.62it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.53it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.24it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.30it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.42it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.52it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.59it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.60it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.62it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.67it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.66it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.53it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.09it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.25it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.39it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.54it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.59it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.62it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.63it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.64it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.63it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.62it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.63it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.62it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.62it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.61it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.59it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.15it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.11it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.31it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.43it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.50it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.56it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.60it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.65it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.62it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.61it/s]\n",
            "100% 40/40 [00:07<00:00,  5.59it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.21it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.26it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.41it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.68it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.68it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.69it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.65it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.69it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.70it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.69it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.68it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.68it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.69it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.69it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.68it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.70it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.68it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.68it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.67it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.67it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.68it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.67it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.53it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.60it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.38it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.49it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.56it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.61it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.64it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.66it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.68it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.69it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.69it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.69it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.69it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.70it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.69it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.69it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.70it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.70it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.70it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.70it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.69it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.69it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.68it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.68it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.69it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.70it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.70it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.68it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.64it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.96it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.19it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.38it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.47it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.54it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.60it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.63it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.68it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.65it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.66it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.61it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.62it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.62it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.28it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.27it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.41it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.58it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.60it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.60it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.62it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.63it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.64it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.65it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.62it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.63it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.63it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.64it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.65it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.61it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.61it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.62it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.62it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.63it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.61it/s]\n",
            "100% 40/40 [00:07<00:00,  5.59it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  3.94it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.10it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.32it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.46it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.51it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.56it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.57it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.62it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.63it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.61it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.62it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.57it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.58it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.61it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.62it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.62it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.60it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.61it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.61it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.60it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.58it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.58it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.59it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.60it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.61it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.59it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.60it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.62it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.61it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.62it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.60it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.62it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:07<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.56it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.48it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.21it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.25it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.41it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.56it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.61it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.63it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.69it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.68it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.65it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.64it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.63it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.66it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.63it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.63it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.67it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.13it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.25it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.39it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.59it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.63it/s]\n",
            " 22% 9/40 [00:01<00:07,  4.21it/s]\n",
            " 25% 10/40 [00:02<00:06,  4.56it/s]\n",
            " 28% 11/40 [00:02<00:05,  4.86it/s]\n",
            " 30% 12/40 [00:02<00:05,  5.09it/s]\n",
            " 32% 13/40 [00:02<00:05,  5.25it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.36it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.45it/s]\n",
            " 40% 16/40 [00:03<00:04,  5.52it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.55it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.59it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.61it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.58it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.61it/s]\n",
            " 55% 22/40 [00:04<00:03,  5.63it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:05<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.63it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:06<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.62it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:07<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.45it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.37it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.46it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.34it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.46it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.54it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.59it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.63it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.66it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.68it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.68it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.70it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.69it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.69it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.70it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.70it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.71it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.71it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.71it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.70it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.66it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.68it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.69it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.68it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.68it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.67it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.67it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.67it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.67it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.64it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.54it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.57it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.37it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.52it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.57it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.62it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.64it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.66it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.69it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.69it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.68it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.69it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.69it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.70it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.70it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.69it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.70it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.70it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.67it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.68it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.68it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.68it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.68it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.68it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.67it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.67it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.64it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:10,  3.89it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.16it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.36it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.46it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.53it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.58it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.60it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.63it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.62it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.64it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.64it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.68it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.68it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.60it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.62it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.62it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.63it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.67it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.68it/s]\n",
            "100% 40/40 [00:07<00:00,  5.59it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:10,  3.90it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.14it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.32it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.46it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.56it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.62it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.63it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.64it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.66it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.66it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.66it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.63it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.64it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.59it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.39it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.36it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.49it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.63it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.63it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.63it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.62it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.63it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.62it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.61it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.62it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.62it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.62it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.50it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.27it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.41it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.49it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.56it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.63it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.64it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.64it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.65it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.64it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.64it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.63it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.65it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.66it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.54it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.14it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.28it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.42it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.51it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.55it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.69it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.69it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.61it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.62it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.63it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.62it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.63it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.34it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.35it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.48it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.62it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.65it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.66it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.68it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.68it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.69it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.68it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.68it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.68it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.69it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.68it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.63it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.48it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.38it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.48it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.61it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.67it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.66it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.67it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.68it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.66it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.68it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.68it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.67it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.45it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.35it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.47it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.60it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.60it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.61it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.65it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.68it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.68it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.68it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.66it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.68it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.68it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.68it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.62it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.61it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.61it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.47it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.50it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.24it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.39it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.48it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.57it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.66it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.65it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.62it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.63it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.63it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.65it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.65it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.62it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.60it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.62it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.62it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.62it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.62it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.61it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.62it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.63it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.62it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.63it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.65it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.49it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.47it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.36it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.49it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.60it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.63it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.64it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.63it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.62it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.63it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.64it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.63it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.64it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.65it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.64it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.63it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.63it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.63it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.63it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.63it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.62it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.62it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.62it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.61it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.61it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.61it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.60it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.61it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.61it/s]\n",
            "100% 40/40 [00:07<00:00,  5.60it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.41it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.21it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.37it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.45it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.52it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.57it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.65it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.64it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.64it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.63it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.64it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.64it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.62it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.62it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.60it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.59it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.49it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.59it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.39it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.47it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.54it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.58it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.60it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.63it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.64it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.66it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.68it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.65it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.62it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.63it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.63it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.64it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.24it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.18it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.35it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.47it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.53it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.58it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.61it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.64it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.66it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.67it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.66it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.68it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.68it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.67it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.69it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.67it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.66it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.40it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.37it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.50it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.56it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.59it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.63it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.66it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.66it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.68it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.68it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.64it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.68it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.68it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.67it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.67it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.67it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.66it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.67it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.67it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.68it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.68it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.66it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.53it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.61it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.33it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.45it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.54it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.59it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.65it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.66it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.67it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.69it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.69it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.69it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.67it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.66it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.63it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.66it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.68it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.67it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.67it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.67it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.66it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.27it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.30it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.43it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.53it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.59it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.65it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.67it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.66it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.66it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.66it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.70it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.70it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.69it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.68it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.68it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.67it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.68it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.68it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.68it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.69it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.69it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.69it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.68it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.67it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.67it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:09,  4.06it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.21it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.40it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.50it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.54it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.57it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.60it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.62it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.68it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.68it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.69it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.69it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.70it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.70it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.70it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.70it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.70it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.69it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.69it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.66it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.65it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.66it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.64it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.65it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.63it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.62it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.62it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.63it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.61it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.53it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.36it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.32it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.47it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.60it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.62it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.64it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.65it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.63it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.63it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.63it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.65it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.69it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.69it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.69it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.69it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.69it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.68it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.67it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.66it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.61it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.63it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.63it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.65it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.66it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.65it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.62it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.51it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:10,  3.88it/s]\n",
            "  8% 3/40 [00:00<00:07,  5.17it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.35it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.47it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.51it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.54it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.58it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.61it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.61it/s]\n",
            " 28% 11/40 [00:02<00:05,  5.62it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.63it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.64it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.62it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.64it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.66it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.63it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.66it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.63it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.65it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.67it/s]\n",
            " 70% 28/40 [00:05<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.67it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.68it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.65it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.66it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.64it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.64it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.64it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.59it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.59it/s]\n",
            "100% 40/40 [00:07<00:00,  5.58it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.50it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.53it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.34it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.49it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.55it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.60it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.64it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.67it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.66it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.65it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.67it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.66it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.68it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.68it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.68it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.68it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.66it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.64it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.66it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.66it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.62it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.63it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.64it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.64it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.65it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.66it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.67it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.65it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.52it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.38it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.49it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.58it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.60it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.65it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.67it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.67it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.67it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.69it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.68it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.67it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.67it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.57it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.62it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.67it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.67it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:02,  5.67it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.68it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.69it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.69it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.70it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.69it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.68it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.67it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.67it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.66it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.65it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.68it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.67it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.67it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.66it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.64it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.52it/s]\n",
            "  0% 0/16 [00:00<?, ?it/s]\n",
            "  6% 1/16 [00:00<00:02,  5.80it/s]\n",
            " 19% 3/16 [00:00<00:02,  5.69it/s]\n",
            " 25% 4/16 [00:00<00:02,  5.69it/s]\n",
            " 31% 5/16 [00:00<00:01,  5.69it/s]\n",
            " 38% 6/16 [00:01<00:01,  5.65it/s]\n",
            " 44% 7/16 [00:01<00:01,  5.67it/s]\n",
            " 50% 8/16 [00:01<00:01,  5.66it/s]\n",
            " 56% 9/16 [00:01<00:01,  5.66it/s]\n",
            " 62% 10/16 [00:01<00:01,  5.66it/s]\n",
            " 69% 11/16 [00:01<00:00,  5.66it/s]\n",
            " 75% 12/16 [00:02<00:00,  5.65it/s]\n",
            " 81% 13/16 [00:02<00:00,  5.56it/s]\n",
            " 88% 14/16 [00:02<00:00,  5.61it/s]\n",
            " 94% 15/16 [00:02<00:00,  5.61it/s]\n",
            "100% 16/16 [00:02<00:00,  5.65it/s]\n",
            "Total progress: 16it [00:03,  5.29it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:06,  5.75it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.68it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.67it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.63it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.61it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.63it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.62it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.61it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.63it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.66it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.66it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.65it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.64it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.65it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.63it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.64it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.65it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.65it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.64it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.63it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.64it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.63it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.62it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.64it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.64it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.64it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.64it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.64it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.65it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.63it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.63it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.62it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.61it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.61it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.60it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.62it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.63it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.63it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 40it [00:07,  5.49it/s]\n",
            "  0% 0/40 [00:00<?, ?it/s]\n",
            "  2% 1/40 [00:00<00:08,  4.59it/s]\n",
            "  8% 3/40 [00:00<00:06,  5.35it/s]\n",
            " 10% 4/40 [00:00<00:06,  5.46it/s]\n",
            " 12% 5/40 [00:00<00:06,  5.53it/s]\n",
            " 15% 6/40 [00:01<00:06,  5.58it/s]\n",
            " 18% 7/40 [00:01<00:05,  5.63it/s]\n",
            " 20% 8/40 [00:01<00:05,  5.65it/s]\n",
            " 22% 9/40 [00:01<00:05,  5.67it/s]\n",
            " 25% 10/40 [00:01<00:05,  5.69it/s]\n",
            " 28% 11/40 [00:01<00:05,  5.68it/s]\n",
            " 30% 12/40 [00:02<00:04,  5.69it/s]\n",
            " 32% 13/40 [00:02<00:04,  5.70it/s]\n",
            " 35% 14/40 [00:02<00:04,  5.69it/s]\n",
            " 38% 15/40 [00:02<00:04,  5.68it/s]\n",
            " 40% 16/40 [00:02<00:04,  5.68it/s]\n",
            " 42% 17/40 [00:03<00:04,  5.67it/s]\n",
            " 45% 18/40 [00:03<00:03,  5.67it/s]\n",
            " 48% 19/40 [00:03<00:03,  5.67it/s]\n",
            " 50% 20/40 [00:03<00:03,  5.65it/s]\n",
            " 52% 21/40 [00:03<00:03,  5.64it/s]\n",
            " 55% 22/40 [00:03<00:03,  5.65it/s]\n",
            " 57% 23/40 [00:04<00:03,  5.66it/s]\n",
            " 60% 24/40 [00:04<00:02,  5.67it/s]\n",
            " 62% 25/40 [00:04<00:02,  5.67it/s]\n",
            " 65% 26/40 [00:04<00:02,  5.67it/s]\n",
            " 68% 27/40 [00:04<00:02,  5.65it/s]\n",
            " 70% 28/40 [00:04<00:02,  5.66it/s]\n",
            " 72% 29/40 [00:05<00:01,  5.65it/s]\n",
            " 75% 30/40 [00:05<00:01,  5.66it/s]\n",
            " 78% 31/40 [00:05<00:01,  5.64it/s]\n",
            " 80% 32/40 [00:05<00:01,  5.66it/s]\n",
            " 82% 33/40 [00:05<00:01,  5.65it/s]\n",
            " 85% 34/40 [00:06<00:01,  5.66it/s]\n",
            " 88% 35/40 [00:06<00:00,  5.68it/s]\n",
            " 90% 36/40 [00:06<00:00,  5.68it/s]\n",
            " 92% 37/40 [00:06<00:00,  5.67it/s]\n",
            " 95% 38/40 [00:06<00:00,  5.68it/s]\n",
            " 98% 39/40 [00:06<00:00,  5.68it/s]\n",
            "100% 40/40 [00:07<00:00,  5.63it/s]\n",
            "Total progress: 100% 40/40 [00:07<00:00,  5.47it/s]\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "from IPython.display import clear_output\n",
        "from subprocess import getoutput\n",
        "from IPython.utils import capture\n",
        "import time\n",
        "\n",
        "Update_repo = False #@param {type:\"boolean\"}\n",
        "\n",
        "INSTANCE__NAME=\"\" #@param{type: 'string'}\n",
        "\n",
        "#@markdown - Leave empty if you want to use the current trained model\n",
        "\n",
        "if INSTANCE__NAME!=\"\":\n",
        "  INSTANCE_NAME=INSTANCE__NAME\n",
        "\n",
        "Use_Custom_Path = False #@param {type:\"boolean\"}\n",
        "\n",
        "try:\n",
        "  INSTANCE_NAME\n",
        "  if Use_Custom_Path:\n",
        "    del INSTANCE_NAME\n",
        "except:\n",
        "  pass\n",
        "#@markdown - if checked, an input box will ask the full path to a desired model\n",
        "\n",
        "try:\n",
        "  INSTANCE_NAME\n",
        "  path_to_trained_model='/content/gdrive/MyDrive/'+INSTANCE_NAME+'.ckpt'\n",
        "except:\n",
        "  print('\u001b[1;31mIt seems that you did not perform training during this session \u001b[1;32mor you chose to use a custom path,\\nprovide the full path to the model (including the name of the model):\\n')\n",
        "  path_to_trained_model=input()\n",
        "     \n",
        "while not os.path.exists(path_to_trained_model):\n",
        "   print(\"\u001b[1;31mThe model doesn't exist on you Gdrive, use the file explorer to get the path : \")\n",
        "   path_to_trained_model=input()\n",
        "\n",
        "         \n",
        "with capture.capture_output() as cap:\n",
        "    %cd /content/gdrive/MyDrive/\n",
        "    %mkdir sd\n",
        "    %cd sd\n",
        "    !git clone https://github.com/CompVis/stable-diffusion\n",
        "    !git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui\n",
        "    %cd /content/gdrive/MyDrive/sd/stable-diffusion-webui/\n",
        "    !mkdir -p cache/{huggingface,torch}\n",
        "    %cd /content/\n",
        "    !ln -s /content/gdrive/MyDrive/sd/stable-diffusion-webui/cache/huggingface ../root/.cache/\n",
        "    !ln -s /content/gdrive/MyDrive/sd/stable-diffusion-webui/cache/torch ../root/.cache/\n",
        "\n",
        "if Update_repo:\n",
        "  !rm /content/gdrive/MyDrive/sd/stable-diffusion-webui/webui.sh  \n",
        "  !rm /content/gdrive/MyDrive/sd/stable-diffusion-webui/modules/paths.py\n",
        "  !rm /content/gdrive/MyDrive/sd/stable-diffusion-webui/webui.py \n",
        "  !rm /content/gdrive/MyDrive/sd/stable-diffusion-webui/modules/ui.py\n",
        "  !rm /content/gdrive/MyDrive/sd/stable-diffusion-webui/style.css\n",
        "  %cd /content/gdrive/MyDrive/sd/stable-diffusion-webui/\n",
        "  clear_output()\n",
        "  print('\u001b[1;32m')\n",
        "  !git pull\n",
        "\n",
        "\n",
        "with capture.capture_output() as cap:  \n",
        "  if not os.path.exists('/content/gdrive/MyDrive/sd/stable-diffusion/src/k-diffusion/k_diffusion'):\n",
        "    !mkdir /content/gdrive/MyDrive/sd/stable-diffusion/src\n",
        "    %cd /content/gdrive/MyDrive/sd/stable-diffusion/src\n",
        "    !git clone https://github.com/CompVis/taming-transformers\n",
        "    !git clone https://github.com/openai/CLIP\n",
        "    !mv /content/gdrive/MyDrive/sd/stable-diffusion/src/CLIP /content/gdrive/MyDrive/sd/stable-diffusion/src/clip\n",
        "    !git clone https://github.com/TencentARC/GFPGAN\n",
        "    !mv  /content/gdrive/MyDrive/sd/stable-diffusion/src/GFPGAN/gfpgan /content/gdrive/MyDrive/sd/stable-diffusion-webui\n",
        "    !git clone https://github.com/salesforce/BLIP\n",
        "    !mv  /content/gdrive/MyDrive/sd/stable-diffusion/src/BLIP /content/gdrive/MyDrive/sd/stable-diffusion/src/blip\n",
        "    !git clone https://github.com/sczhou/CodeFormer\n",
        "    !mv  /content/gdrive/MyDrive/sd/stable-diffusion/src/CodeFormer /content/gdrive/MyDrive/sd/stable-diffusion/src/codeformer\n",
        "    !git clone https://github.com/xinntao/Real-ESRGAN\n",
        "    !mv  /content/gdrive/MyDrive/sd/stable-diffusion/src/Real-ESRGAN/ /content/gdrive/MyDrive/sd/stable-diffusion/src/realesrgan\n",
        "    !git clone https://github.com/crowsonkb/k-diffusion.git\n",
        "    !cp -r /content/gdrive/MyDrive/sd/stable-diffusion/src/k-diffusion/k_diffusion /content/gdrive/MyDrive/sd/stable-diffusion-webui\n",
        "    !git clone https://github.com/Hafiidz/latent-diffusion\n",
        "    !cp -r  /content/gdrive/MyDrive/sd/stable-diffusion/ldm /content/gdrive/MyDrive/sd/stable-diffusion-webui/\n",
        "\n",
        "\n",
        "with capture.capture_output() as cap:\n",
        "  if not os.path.exists('/usr/local/lib/python3.7/dist-packages/gradio-3.4b3.dist-info'):\n",
        "    %cd /content/\n",
        "    !wget https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dependencies/Dependencies_AUT.1\n",
        "    !wget https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dependencies/Dependencies_AUT.2\n",
        "    %mv Dependencies_AUT.1 Dependencies_AUT.7z.001\n",
        "    %mv Dependencies_AUT.2 Dependencies_AUT.7z.002\n",
        "    !7z x Dependencies_AUT.7z.001\n",
        "    time.sleep(2)\n",
        "    !rm -r /content/usr/local/lib/python3.7/dist-packages/transformers\n",
        "    !rm -r /content/usr/local/lib/python3.7/dist-packages/transformers-4.19.2.dist-info\n",
        "    !rm -r /content/usr/local/lib/python3.7/dist-packages/diffusers\n",
        "    !rm -r /content/usr/local/lib/python3.7/dist-packages/diffusers-0.3.0.dist-info\n",
        "    !rm -r /content/usr/local/lib/python3.7/dist-packages/accelerate\n",
        "    !rm -r /content/usr/local/lib/python3.7/dist-packages/accelerate-0.12.0.dist-info    \n",
        "    !cp -r /content/usr/local/lib/python3.7/dist-packages /usr/local/lib/python3.7/\n",
        "    !rm -r /content/usr\n",
        "    !rm Dependencies_AUT.7z.001\n",
        "    !rm Dependencies_AUT.7z.002\n",
        "    %cd /content/gdrive/MyDrive/sd/stable-diffusion-webui/ldm/modules\n",
        "    !wget -O attention.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/precompiled/attention.py\n",
        "    \n",
        "\n",
        "\n",
        "with capture.capture_output() as cap:\n",
        "  %cd /content/gdrive/MyDrive/sd/stable-diffusion-webui/modules\n",
        "  !wget -O paths.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/AUTOMATIC1111_files/paths.py\n",
        "  if not os.path.exists('/tools/node/bin/lt'):\n",
        "    !npm install -g localtunnel\n",
        "\n",
        "with capture.capture_output() as cap: \n",
        "  %cd /content/gdrive/MyDrive/sd/stable-diffusion-webui/\n",
        "  time.sleep(1)\n",
        "  !wget -O webui.py https://raw.githubusercontent.com/AUTOMATIC1111/stable-diffusion-webui/master/webui.py\n",
        "  !sed -i 's@gpu_call).*@gpu_call) \\n        demo.queue(concurrency_count=111500)@' /content/gdrive/MyDrive/sd/stable-diffusion-webui/webui.py\n",
        "  %cd /content/gdrive/MyDrive/sd/stable-diffusion-webui/modules/\n",
        "  !wget -O ui.py https://raw.githubusercontent.com/AUTOMATIC1111/stable-diffusion-webui/master/modules/ui.py\n",
        "  !sed -i 's@css = \"\".*@with open(os.path.join(script_path, \"style.css\"), \"r\", encoding=\"utf8\") as file:\\n        css = file.read()@' /content/gdrive/MyDrive/sd/stable-diffusion-webui/modules/ui.py  \n",
        "  %cd /content/gdrive/MyDrive/sd/stable-diffusion-webui\n",
        "  !wget -O style.css https://raw.githubusercontent.com/AUTOMATIC1111/stable-diffusion-webui/master/style.css\n",
        "  !sed -i 's@min-height: 4.*@min-height: 5.5em;@g' /content/gdrive/MyDrive/sd/stable-diffusion-webui/style.css  \n",
        "  %cd /content\n",
        "\n",
        "\n",
        "Use_Gradio_Server = False #@param {type:\"boolean\"}\n",
        "#@markdown  - Only if you have trouble connecting to the local server\n",
        "\n",
        "\n",
        "share=''\n",
        "if Use_Gradio_Server:\n",
        "  share='--share'\n",
        "  !sed -i '1037s@.*@            self.server_name = server_name@' /usr/local/lib/python3.7/dist-packages/gradio/blocks.py\n",
        "  !sed -i '1039s@.*@            self.server_port = server_port@' /usr/local/lib/python3.7/dist-packages/gradio/blocks.py  \n",
        "  !sed -i '1043s@.*@            self.protocol = \"https\" if self.local_url.startswith(\"https\") else \"http\"@' /usr/local/lib/python3.7/dist-packages/gradio/blocks.py  \n",
        "  clear_output()\n",
        "  \n",
        "else:\n",
        "  share=''\n",
        "\n",
        "  !nohup lt --port 7860 > srv.txt 2>&1 &\n",
        "  time.sleep(2)\n",
        "  !grep -o 'https[^ ]*' /content/srv.txt >srvr.txt\n",
        "  time.sleep(2)\n",
        "  srv= getoutput('cat /content/srvr.txt')\n",
        "\n",
        "  !sed -i '1037s@.*@            self.server_name = \"{srv[8:]}\"@' /usr/local/lib/python3.7/dist-packages/gradio/blocks.py\n",
        "  !sed -i '1039s@.*@            self.server_port = 443@' /usr/local/lib/python3.7/dist-packages/gradio/blocks.py\n",
        "  !sed -i '1043s@.*@            self.protocol = \"https\"@' /usr/local/lib/python3.7/dist-packages/gradio/blocks.py  \n",
        "          \n",
        "  !sed -i '13s@.*@    \"PUBLIC_SHARE_TRUE\": \"\u001b[32mConnected\",@' /usr/local/lib/python3.7/dist-packages/gradio/strings.py\n",
        "  \n",
        "  !rm /content/srv.txt\n",
        "  !rm /content/srvr.txt\n",
        "  clear_output()\n",
        "\n",
        "with capture.capture_output() as cap:\n",
        "  %cd /content/gdrive/MyDrive/sd/stable-diffusion/\n",
        "\n",
        "!python /content/gdrive/MyDrive/sd/stable-diffusion-webui/webui.py $share --disable-safe-unpickle --ckpt \"$path_to_trained_model\""
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [
        "WCgtpGr6ZOyG",
        "bbKbx185zqlz",
        "CnBAZ4eje2Sl",
        "Wsp71Ctje5qg",
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        "OmIz45s0gH5c",
        "Qbclw_Gmg3DC"
      ],
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}