Generation_code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import transformers \n",
    "import os\n",
    "import json\n",
    "import torch\n",
    "from torch.utils.data import DataLoader, Dataset, RandomSampler, SequentialSampler\n",
    "from torch.utils.data.distributed import DistributedSampler\n",
    "from typing import Dict, List, Tuple\n",
    "from torch.nn.utils.rnn import pad_sequence\n",
    "from tqdm import trange\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from transformers import (\n",
    "    MODEL_WITH_LM_HEAD_MAPPING,\n",
    "    WEIGHTS_NAME,\n",
    "    AdamW,\n",
    "    AutoConfig,\n",
    "    AutoModelWithLMHead,\n",
    "    AutoModelForCausalLM,\n",
    "    AutoTokenizer,\n",
    "    PreTrainedModel,\n",
    "    PreTrainedTokenizer,\n",
    "    get_linear_schedule_with_warmup,\n",
    ")\n",
    "\n",
    "torch.cuda.set_device(0)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Args():\n",
    "    def __init__(self):\n",
    "        self.output_dir = '../HULK/Counterspeech/models/gpt2-on-debate'\n",
    "#         self.model_type = 'gpt2-medium'\n",
    "#         self.model_name_or_path = 'dialog-gpt-createdebate'\n",
    "#         self.config_name = 'dialog-gpt-createdebate'\n",
    "#         self.tokenizer_name = 'dialog-gpt-createdebate'\n",
    "        self.model_type = 'gpt2'\n",
    "        self.model_name_or_path = 'gpt2'\n",
    "        self.config_name = 'gpt2'\n",
    "        self.tokenizer_name = 'gpt2'\n",
    "        self.cache_dir = 'cached'\n",
    "        self.block_size = 512\n",
    "        self.do_train = True\n",
    "        self.do_eval = True\n",
    "        self.evaluate_during_training = False\n",
    "        self.per_gpu_train_batch_size = 4\n",
    "        self.per_gpu_eval_batch_size = 4\n",
    "        self.gradient_accumulation_steps = 1\n",
    "        self.learning_rate = 5e-6\n",
    "        self.weight_decay = 0.0\n",
    "        self.adam_epsilon = 1e-8\n",
    "        self.max_grad_norm = 1.0\n",
    "        self.num_train_epochs = 10\n",
    "        self.max_steps = -1\n",
    "        self.warmup_steps = 0\n",
    "        self.logging_steps = 1000\n",
    "        self.save_steps = 3500\n",
    "        self.save_total_limit = None\n",
    "        self.eval_all_checkpoints = False\n",
    "        self.no_cuda = False\n",
    "        self.overwrite_output_dir = True\n",
    "        self.overwrite_cache = True\n",
    "        self.should_continue = False\n",
    "        self.seed = 56\n",
    "        self.local_rank = -1\n",
    "        self.fp16 = False\n",
    "        self.fp16_opt_level = 'O1'\n",
    "\n",
    "args = Args()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "# Opening JSON file\n",
    "with open('../HULK/Counterspeech//selected_arguments.json') as json_file:\n",
    "    data = json.load(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_data_sentences=[]\n",
    "for key in data:\n",
    "    total_data_sentences+=data[key]['selected_arguments']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test_dev = train_test_split(total_data_sentences, test_size=0.2, random_state=42, shuffle=True)\n",
    "X_test, X_dev = train_test_split(X_test_dev, test_size=0.5, random_state=42, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: torchsummary in /home/adarsh-binny/.conda/envs/csgen/lib/python3.7/site-packages (1.5.1)\r\n"
     ]
    }
   ],
   "source": [
    "!pip install torchsummary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------\n",
      "        Layer (type)               Output Shape         Param #\n",
      "================================================================\n",
      "            Conv2d-1           [-1, 10, 24, 24]             260\n",
      "            Conv2d-2             [-1, 20, 8, 8]           5,020\n",
      "         Dropout2d-3             [-1, 20, 8, 8]               0\n",
      "            Linear-4                   [-1, 50]          16,050\n",
      "            Linear-5                   [-1, 10]             510\n",
      "================================================================\n",
      "Total params: 21,840\n",
      "Trainable params: 21,840\n",
      "Non-trainable params: 0\n",
      "----------------------------------------------------------------\n",
      "Input size (MB): 0.00\n",
      "Forward/backward pass size (MB): 0.06\n",
      "Params size (MB): 0.08\n",
      "Estimated Total Size (MB): 0.15\n",
      "----------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torchsummary import summary\n",
    "\n",
    "class Net(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Net, self).__init__()\n",
    "        self.conv1 = nn.Conv2d(1, 10, kernel_size=5)\n",
    "        self.conv2 = nn.Conv2d(10, 20, kernel_size=5)\n",
    "        self.conv2_drop = nn.Dropout2d()\n",
    "        self.fc1 = nn.Linear(320, 50)\n",
    "        self.fc2 = nn.Linear(50, 10)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(F.max_pool2d(self.conv1(x), 2))\n",
    "        x = F.relu(F.max_pool2d(self.conv2_drop(self.conv2(x)), 2))\n",
    "        x = x.view(-1, 320)\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = F.dropout(x, training=self.training)\n",
    "        x = self.fc2(x)\n",
    "        return F.log_softmax(x, dim=1)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\") # PyTorch v0.4.0\n",
    "model = Net().to(device)\n",
    "\n",
    "summary(model, (1, 28, 28))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "path='../HULK/Saved_models/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import AutoModelWithLMHead, AutoTokenizer\n",
    "import torch\n",
    "\n",
    "tokenizer = AutoTokenizer.from_pretrained(\"gpt2\",cache_dir=path)\n",
    "# model = AutoModelWithLMHead.from_pretrained(\"microsoft/DialoGPT-small\",cache_dir=path)\n",
    "\n",
    "model = AutoModelForCausalLM.from_pretrained(\n",
    "    \"gpt2\",\n",
    "    cache_dir=path\n",
    ")\n",
    "    \n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    #model.to(args.device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GPT2LMHeadModel(\n",
       "  (transformer): GPT2Model(\n",
       "    (wte): Embedding(50257, 768)\n",
       "    (wpe): Embedding(1024, 768)\n",
       "    (drop): Dropout(p=0.1, inplace=False)\n",
       "    (h): ModuleList(\n",
       "      (0): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (1): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (2): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (3): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (4): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (5): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (6): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (7): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (8): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (9): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (10): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (11): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "    (ln_f): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "  )\n",
       "  (lm_head): Linear(in_features=768, out_features=50257, bias=False)\n",
       ")"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "freeze_layer_count=6\n",
    "\n",
    "for param in model.transformer.wpe.parameters():\n",
    "        param.requires_grad = False\n",
    "for param in model.transformer.wte.parameters():\n",
    "        param.requires_grad = False\n",
    "\n",
    "        \n",
    "if freeze_layer_count != -1:\n",
    "    # if freeze_layer_count == -1, we only freeze the embedding layer\n",
    "    # otherwise we freeze the first `freeze_layer_count` encoder layers\n",
    "    for layer in model.transformer.h[:freeze_layer_count]:\n",
    "        for param in layer.parameters():\n",
    "            param.requires_grad = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GPT2LMHeadModel(\n",
       "  (transformer): GPT2Model(\n",
       "    (wte): Embedding(50257, 768)\n",
       "    (wpe): Embedding(1024, 768)\n",
       "    (drop): Dropout(p=0.1, inplace=False)\n",
       "    (h): ModuleList(\n",
       "      (0): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (1): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (2): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (3): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (4): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (5): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (6): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (7): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (8): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (9): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (10): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "      (11): Block(\n",
       "        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (attn): Attention(\n",
       "          (c_attn): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (attn_dropout): Dropout(p=0.1, inplace=False)\n",
       "          (resid_dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "        (mlp): MLP(\n",
       "          (c_fc): Conv1D()\n",
       "          (c_proj): Conv1D()\n",
       "          (dropout): Dropout(p=0.1, inplace=False)\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "    (ln_f): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       "  )\n",
       "  (lm_head): Linear(in_features=768, out_features=50257, bias=False)\n",
       ")"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def construct_conv(dict_reply_pair, tokenizer, eos = True, block_size=256):\n",
    "    flatten = lambda l: [item for sublist in l for item in sublist]\n",
    "    conv = list([tokenizer.encode(dict_reply_pair['initiator_message'],truncation=True,max_length=int((block_size/2)-1))+ \n",
    "                 [tokenizer.eos_token_id] + \n",
    "                tokenizer.encode(dict_reply_pair['reply_message'],truncation=True,max_length=int((block_size/2)-1))+\n",
    "                [tokenizer.eos_token_id]])\n",
    "    conv = flatten(conv)\n",
    "    return conv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fix_the_random(seed_val = 42):\n",
    "    torch.backends.cudnn.deterministic = True\n",
    "    torch.backends.cudnn.benchmark = False\n",
    "    random.seed(seed_val)\n",
    "    np.random.seed(seed_val)\n",
    "    torch.manual_seed(seed_val)\n",
    "    torch.cuda.manual_seed_all(seed_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ConversationDataset(Dataset):\n",
    "    def __init__(self, tokenizer: PreTrainedTokenizer, args, text_list, block_size=512):\n",
    "\n",
    "        self.examples = []\n",
    "        for element in text_list:\n",
    "            conv = construct_conv(element, tokenizer)\n",
    "            self.examples.append(conv)\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.examples)\n",
    "\n",
    "    def __getitem__(self, item):\n",
    "        return torch.tensor(self.examples[item], dtype=torch.long)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_and_cache_examples(args, tokenizer, train_text, val_text, evaluate=False):\n",
    "    return ConversationDataset(tokenizer, args, val_text if evaluate else train_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(args, train_dataset, eval_dataset,model: PreTrainedModel, tokenizer: PreTrainedTokenizer) -> Tuple[int, float]:\n",
    "    \"\"\" Train the model \"\"\"\n",
    "    \n",
    "    args.train_batch_size = args.per_gpu_train_batch_size * max(1, args.n_gpu)\n",
    "\n",
    "    def collate(examples: List[torch.Tensor]):\n",
    "        if tokenizer._pad_token is None:\n",
    "            return pad_sequence(examples, batch_first=True)\n",
    "        return pad_sequence(examples, batch_first=True, padding_value=tokenizer.pad_token_id)\n",
    "\n",
    "    train_sampler = RandomSampler(train_dataset) if args.local_rank == -1 else DistributedSampler(train_dataset)\n",
    "    train_dataloader = DataLoader(\n",
    "        train_dataset, sampler=train_sampler, batch_size=args.train_batch_size, collate_fn=collate, drop_last = True\n",
    "    )\n",
    "\n",
    "    if args.max_steps > 0:\n",
    "        t_total = args.max_steps\n",
    "        args.num_train_epochs = args.max_steps // (len(train_dataloader) // args.gradient_accumulation_steps) + 1\n",
    "    else:\n",
    "        t_total = len(train_dataloader) // args.gradient_accumulation_steps * args.num_train_epochs\n",
    "\n",
    "    model = model.module if hasattr(model, \"module\") else model  # Take care of distributed/parallel training\n",
    "    model.resize_token_embeddings(len(tokenizer))\n",
    "    # add_special_tokens_(model, tokenizer)\n",
    "\n",
    "    # Prepare optimizer and schedule (linear warmup and decay)\n",
    "    \n",
    "    #The optimizer allows us to apply different hyperpameters for specific parameter groups. \n",
    "    #For example, we can apply weight decay to all parameters other than bias and layer normalization terms:\n",
    "    \n",
    "    no_decay = [\"bias\", \"LayerNorm.weight\"]\n",
    "    optimizer_grouped_parameters = [\n",
    "        {\n",
    "            \"params\": [p for n, p in model.named_parameters() if not any(nd in n for nd in no_decay)],\n",
    "            \"weight_decay\": args.weight_decay,\n",
    "        },\n",
    "        {\"params\": [p for n, p in model.named_parameters() if any(nd in n for nd in no_decay)], \"weight_decay\": 0.0},\n",
    "    ]\n",
    "    optimizer = AdamW(optimizer_grouped_parameters, lr=args.learning_rate, eps=args.adam_epsilon)\n",
    "    scheduler = get_linear_schedule_with_warmup(\n",
    "        optimizer, num_warmup_steps=args.warmup_steps, num_training_steps=t_total\n",
    "    )\n",
    "\n",
    "    global_step = 0\n",
    "    epochs_trained = 0\n",
    "    steps_trained_in_current_epoch = 0\n",
    "    \n",
    "    tr_loss, logging_loss = 0.0, 0.0\n",
    "    \n",
    "    model.zero_grad()\n",
    "    train_iterator = trange(\n",
    "        epochs_trained, int(args.num_train_epochs), desc=\"Epoch\", disable=args.local_rank not in [-1, 0]\n",
    "    )\n",
    "    eval_best = 100000\n",
    "    eval_ = []\n",
    "    for _ in train_iterator:\n",
    "        epoch_iterator = tqdm(train_dataloader, desc=\"Iteration\", disable=args.local_rank not in [-1, 0])\n",
    "        for step, batch in enumerate(epoch_iterator):\n",
    "\n",
    "            # Skip past any already trained steps if resuming training\n",
    "            if steps_trained_in_current_epoch > 0:\n",
    "                steps_trained_in_current_epoch -= 1\n",
    "                continue\n",
    "\n",
    "            inputs, labels = (batch, batch)\n",
    "            if inputs.shape[1] > 1024: continue\n",
    "            inputs = inputs.to(args.device)\n",
    "            labels = labels.to(args.device)\n",
    "            model.train()\n",
    "            outputs = model(inputs, labels=labels)\n",
    "            loss = outputs[0]  # model outputs are always tuple in transformers (see doc)\n",
    "\n",
    "            if args.n_gpu > 1:\n",
    "                loss = loss.mean()  # mean() to average on multi-gpu parallel training\n",
    "            if args.gradient_accumulation_steps > 1:\n",
    "                loss = loss / args.gradient_accumulation_steps\n",
    "\n",
    "            loss.backward()\n",
    "\n",
    "            tr_loss += loss.item()\n",
    "            if (step + 1) % args.gradient_accumulation_steps == 0:\n",
    "                torch.nn.utils.clip_grad_norm_(model.parameters(), args.max_grad_norm)\n",
    "                optimizer.step()\n",
    "                scheduler.step()  # Update learning rate schedule\n",
    "                model.zero_grad()\n",
    "                global_step += 1\n",
    "\n",
    "            if args.max_steps > 0 and global_step > args.max_steps:\n",
    "                epoch_iterator.close()\n",
    "                break\n",
    "                \n",
    "        eval_.append(evaluate(args, model, tokenizer, train_dataset, eval_dataset)[1])\n",
    "        if args.max_steps > 0 and global_step > args.max_steps:\n",
    "            train_iterator.close()\n",
    "            break\n",
    "        if eval_[-1]<eval_best:\n",
    "            os.makedirs(args.output_dir, exist_ok=True)\n",
    "\n",
    "            # Save a trained model, configuration and tokenizer using `save_pretrained()`.\n",
    "            # They can then be reloaded using `from_pretrained()`\n",
    "            model_to_save = (\n",
    "                model.module if hasattr(model, \"module\") else model\n",
    "            )  # Take care of distributed/parallel training\n",
    "            model_to_save.save_pretrained(args.output_dir)\n",
    "            tokenizer.save_pretrained(args.output_dir)\n",
    "\n",
    "            # Good practice: save your training arguments together with the trained model\n",
    "            torch.save(args, os.path.join(args.output_dir, \"training_args.bin\"))\n",
    "            eval_best = eval_[-1]\n",
    "\n",
    "    return global_step, tr_loss / global_step, eval_\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# Evaluation of some model\n",
    "def evaluate(args, model: PreTrainedModel, tokenizer: PreTrainedTokenizer, df_trn, df_val, prefix=\"\") -> Dict:\n",
    "    # Loop to handle MNLI double evaluation (matched, mis-matched)\n",
    "    eval_output_dir = args.output_dir\n",
    "\n",
    "    eval_dataset = load_and_cache_examples(args, tokenizer, df_trn, df_val, evaluate=True)\n",
    "    os.makedirs(eval_output_dir, exist_ok=True)\n",
    "    args.eval_batch_size = args.per_gpu_eval_batch_size * max(1, args.n_gpu)\n",
    "    # Note that DistributedSampler samples randomly\n",
    "\n",
    "    def collate(examples: List[torch.Tensor]):\n",
    "        if tokenizer._pad_token is None:\n",
    "            return pad_sequence(examples, batch_first=True)\n",
    "        return pad_sequence(examples, batch_first=True, padding_value=tokenizer.pad_token_id)\n",
    "\n",
    "    eval_sampler = SequentialSampler(eval_dataset)\n",
    "    eval_dataloader = DataLoader(\n",
    "        eval_dataset, sampler=eval_sampler, batch_size=args.eval_batch_size, collate_fn=collate, drop_last = True\n",
    "    )\n",
    "\n",
    "    eval_loss = 0.0\n",
    "    nb_eval_steps = 0\n",
    "    model.eval()\n",
    "\n",
    "    for batch in tqdm(eval_dataloader, desc=\"Evaluating\"):\n",
    "        inputs, labels = (batch, batch)\n",
    "        inputs = inputs.to(args.device)\n",
    "        labels = labels.to(args.device)\n",
    "\n",
    "        with torch.no_grad():\n",
    "            outputs = model(inputs, labels=labels)\n",
    "            lm_loss = outputs[0]\n",
    "            eval_loss += lm_loss.mean().item()\n",
    "        nb_eval_steps += 1\n",
    "\n",
    "    eval_loss = eval_loss / nb_eval_steps\n",
    "    perplexity = torch.exp(torch.tensor(eval_loss))\n",
    "\n",
    "    result = {\"perplexity\": perplexity}\n",
    "\n",
    "    return result, perplexity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def main(df_trn, df_val, test_text=None, model = None):\n",
    "    args = Args()\n",
    "    \n",
    "    # Setup CUDA, GPU & distributed training\n",
    "    #device = torch.device(\"cuda\")\n",
    "    device = torch.device(\"cpu\")\n",
    "    args.n_gpu = torch.cuda.device_count()\n",
    "    args.device = device\n",
    "\n",
    "    \n",
    "    config = AutoConfig.from_pretrained(args.config_name,cache_dir=path)\n",
    "    tokenizer = AutoTokenizer.from_pretrained(args.tokenizer_name,cache_dir=path)\n",
    "    if model ==None:\n",
    "        model = AutoModelForCausalLM.from_pretrained(\n",
    "            args.model_name_or_path,\n",
    "            from_tf=False,\n",
    "            config=config,\n",
    "            cache_dir=path\n",
    "        )\n",
    "        model.to(args.device)\n",
    "\n",
    "    # Training\n",
    "    if args.do_train:\n",
    "        train_dataset = load_and_cache_examples(args, tokenizer, df_trn, df_val, evaluate=False)\n",
    "        global_step, tr_loss, eval_ = train(args, train_dataset, df_val, model, tokenizer)\n",
    "        \n",
    "    # Saving best-practices: if you use save_pretrained for the model and tokenizer, you can reload them using from_pretrained()\n",
    "    if args.do_train:\n",
    "        # Load a trained model and vocabulary that you have fine-tuned\n",
    "        model = AutoModelWithLMHead.from_pretrained(args.output_dir)\n",
    "        tokenizer = AutoTokenizer.from_pretrained(args.output_dir)\n",
    "        model.to(args.device)\n",
    "    test_eval=0\n",
    "    if test_text!=None:\n",
    "        test_eval = evaluate(args, model, tokenizer, df_trn, test_text)[1]\n",
    "    return eval_, test_eval, model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "Epoch:   0%|          | 0/10 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 0/1928 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 1/1928 [00:13<7:08:22, 13.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 2/1928 [00:23<6:33:58, 12.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 3/1928 [00:42<7:41:26, 14.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 4/1928 [00:58<7:56:23, 14.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 5/1928 [01:12<7:52:16, 14.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 6/1928 [01:28<8:01:26, 15.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 7/1928 [01:41<7:38:57, 14.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 8/1928 [01:53<7:16:47, 13.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 9/1928 [02:10<7:51:48, 14.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 10/1928 [02:19<6:57:11, 13.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 11/1928 [02:36<7:29:33, 14.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 12/1928 [02:45<6:41:19, 12.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 13/1928 [02:55<6:18:28, 11.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 14/1928 [03:11<6:54:13, 12.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 15/1928 [03:23<6:50:03, 12.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 16/1928 [03:31<6:05:08, 11.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 17/1928 [03:40<5:35:00, 10.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 18/1928 [03:49<5:25:39, 10.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 19/1928 [03:58<5:10:28,  9.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 20/1928 [04:22<7:27:56, 14.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 21/1928 [04:30<6:25:22, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 22/1928 [04:39<5:55:29, 11.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 23/1928 [04:51<6:06:46, 11.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 24/1928 [05:01<5:49:37, 11.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|▏         | 25/1928 [05:16<6:31:01, 12.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|▏         | 26/1928 [05:33<7:14:03, 13.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|▏         | 27/1928 [05:44<6:47:19, 12.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|▏         | 28/1928 [05:57<6:49:05, 12.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 29/1928 [06:06<6:09:38, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 30/1928 [06:16<5:54:14, 11.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 31/1928 [06:29<6:11:16, 11.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 32/1928 [06:45<6:52:10, 13.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 33/1928 [06:56<6:34:29, 12.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 34/1928 [07:06<6:06:59, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 35/1928 [07:14<5:30:35, 10.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 36/1928 [07:29<6:21:08, 12.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 37/1928 [07:39<5:54:46, 11.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 38/1928 [07:52<6:10:15, 11.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 39/1928 [08:01<5:46:12, 11.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 40/1928 [08:18<6:47:03, 12.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 41/1928 [08:32<6:52:27, 13.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 42/1928 [08:45<6:51:15, 13.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 43/1928 [08:57<6:37:22, 12.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 44/1928 [09:11<6:54:46, 13.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 45/1928 [09:28<7:27:08, 14.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 46/1928 [09:43<7:39:06, 14.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 47/1928 [10:01<8:04:20, 15.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 48/1928 [10:21<8:48:49, 16.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 49/1928 [10:31<7:47:32, 14.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 50/1928 [10:44<7:28:10, 14.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 51/1928 [10:57<7:13:48, 13.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 52/1928 [11:07<6:40:51, 12.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 53/1928 [11:25<7:29:38, 14.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 54/1928 [11:42<7:50:26, 15.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 55/1928 [11:54<7:18:14, 14.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 56/1928 [12:09<7:33:13, 14.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 57/1928 [12:23<7:30:06, 14.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 58/1928 [12:35<6:59:39, 13.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 59/1928 [12:45<6:29:50, 12.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 60/1928 [13:03<7:17:25, 14.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 61/1928 [13:25<8:36:32, 16.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 62/1928 [13:39<8:13:51, 15.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 63/1928 [13:54<7:57:26, 15.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 64/1928 [14:05<7:24:23, 14.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 65/1928 [14:23<7:53:03, 15.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 66/1928 [14:35<7:24:20, 14.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 67/1928 [14:46<6:53:34, 13.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 68/1928 [14:59<6:47:55, 13.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 69/1928 [15:17<7:32:35, 14.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 70/1928 [15:33<7:45:15, 15.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 71/1928 [15:46<7:27:34, 14.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 72/1928 [15:56<6:48:10, 13.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 73/1928 [16:08<6:35:36, 12.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 74/1928 [16:17<5:58:48, 11.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 75/1928 [16:34<6:54:45, 13.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 76/1928 [16:49<7:02:26, 13.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 77/1928 [17:00<6:37:58, 12.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 78/1928 [17:09<6:02:18, 11.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 79/1928 [17:27<6:57:21, 13.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 80/1928 [17:48<8:11:02, 15.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 81/1928 [17:59<7:21:30, 14.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 82/1928 [18:09<6:46:33, 13.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 83/1928 [18:30<7:50:22, 15.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 84/1928 [18:38<6:48:27, 13.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 85/1928 [18:53<7:01:43, 13.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 86/1928 [19:11<7:37:51, 14.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 87/1928 [19:20<6:50:14, 13.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 88/1928 [19:30<6:20:34, 12.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 89/1928 [19:46<6:45:39, 13.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 90/1928 [20:00<6:56:55, 13.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 91/1928 [20:15<7:11:59, 14.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 92/1928 [20:30<7:14:47, 14.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 93/1928 [20:43<7:08:54, 14.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 94/1928 [20:55<6:48:48, 13.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 95/1928 [21:09<6:49:56, 13.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▍         | 96/1928 [21:22<6:48:33, 13.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 97/1928 [21:34<6:31:18, 12.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 98/1928 [21:56<7:55:33, 15.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 99/1928 [22:13<8:09:38, 16.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 100/1928 [22:28<7:56:50, 15.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 101/1928 [22:39<7:17:48, 14.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 102/1928 [22:52<7:06:54, 14.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 103/1928 [23:08<7:27:13, 14.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 104/1928 [23:22<7:15:11, 14.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 105/1928 [23:41<8:02:03, 15.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   5%|▌         | 106/1928 [23:55<7:37:21, 15.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 107/1928 [24:11<7:52:35, 15.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 108/1928 [24:21<7:03:26, 13.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 109/1928 [24:38<7:24:22, 14.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 110/1928 [24:48<6:45:27, 13.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 111/1928 [25:10<7:58:11, 15.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 112/1928 [25:23<7:38:15, 15.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 113/1928 [25:36<7:17:03, 14.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 114/1928 [25:52<7:29:25, 14.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 115/1928 [26:08<7:41:18, 15.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 116/1928 [26:26<8:07:40, 16.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 117/1928 [26:37<7:22:16, 14.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 118/1928 [26:55<7:48:01, 15.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 119/1928 [27:06<7:04:24, 14.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▌         | 120/1928 [27:22<7:22:04, 14.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▋         | 121/1928 [27:33<6:49:29, 13.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▋         | 122/1928 [27:44<6:26:01, 12.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▋         | 123/1928 [28:00<6:55:44, 13.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▋         | 124/1928 [28:14<6:59:11, 13.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   6%|▋         | 125/1928 [28:35<8:02:03, 16.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 126/1928 [28:47<7:20:20, 14.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 127/1928 [28:58<6:54:32, 13.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 128/1928 [29:12<6:50:19, 13.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 129/1928 [29:28<7:17:07, 14.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 130/1928 [29:39<6:38:02, 13.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 131/1928 [29:50<6:17:50, 12.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 132/1928 [30:15<8:10:52, 16.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 133/1928 [30:29<7:48:46, 15.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 134/1928 [30:44<7:39:37, 15.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 135/1928 [30:52<6:39:51, 13.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 136/1928 [31:09<7:08:53, 14.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 137/1928 [31:24<7:09:23, 14.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 138/1928 [31:37<7:01:13, 14.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 139/1928 [31:46<6:18:22, 12.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 140/1928 [32:05<7:10:50, 14.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 141/1928 [32:16<6:36:57, 13.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 142/1928 [32:32<7:03:42, 14.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 143/1928 [32:44<6:45:00, 13.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   7%|▋         | 144/1928 [32:56<6:31:41, 13.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 145/1928 [33:06<6:04:04, 12.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 146/1928 [33:18<5:56:35, 12.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 147/1928 [33:39<7:17:46, 14.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 148/1928 [33:51<6:55:58, 14.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 149/1928 [34:03<6:32:38, 13.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 150/1928 [34:21<7:16:03, 14.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 151/1928 [34:34<7:03:46, 14.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 152/1928 [34:51<7:25:09, 15.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 153/1928 [35:08<7:41:12, 15.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 154/1928 [35:23<7:38:24, 15.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 155/1928 [35:36<7:12:29, 14.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 156/1928 [35:52<7:29:48, 15.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 157/1928 [36:02<6:44:04, 13.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 158/1928 [36:16<6:43:03, 13.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 159/1928 [36:29<6:38:21, 13.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 160/1928 [36:48<7:23:26, 15.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 161/1928 [37:03<7:23:10, 15.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 162/1928 [37:12<6:26:09, 13.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   8%|▊         | 163/1928 [37:23<6:15:20, 12.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▊         | 164/1928 [37:42<7:07:47, 14.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▊         | 165/1928 [37:54<6:47:01, 13.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▊         | 166/1928 [38:15<7:43:22, 15.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▊         | 167/1928 [38:28<7:18:58, 14.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▊         | 168/1928 [38:36<6:19:45, 12.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 169/1928 [38:53<6:56:36, 14.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 170/1928 [39:06<6:43:56, 13.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 171/1928 [39:19<6:35:12, 13.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 172/1928 [39:29<6:09:52, 12.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 173/1928 [39:44<6:30:15, 13.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 174/1928 [40:02<7:08:10, 14.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 175/1928 [40:17<7:10:38, 14.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 176/1928 [40:29<6:43:49, 13.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 177/1928 [40:40<6:17:52, 12.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 178/1928 [40:50<5:53:45, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 179/1928 [40:58<5:22:28, 11.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 180/1928 [41:13<5:54:21, 12.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 181/1928 [41:32<6:51:43, 14.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 182/1928 [41:42<6:19:29, 13.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   9%|▉         | 183/1928 [41:52<5:48:15, 11.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|▉         | 184/1928 [42:02<5:36:14, 11.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|▉         | 185/1928 [42:16<5:54:12, 12.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|▉         | 186/1928 [42:35<6:52:34, 14.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|▉         | 187/1928 [42:42<5:53:01, 12.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|▉         | 188/1928 [42:55<5:58:14, 12.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|▉         | 189/1928 [43:06<5:45:53, 11.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|▉         | 190/1928 [43:17<5:35:39, 11.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|▉         | 191/1928 [43:29<5:38:32, 11.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|▉         | 192/1928 [43:39<5:21:49, 11.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|█         | 193/1928 [43:54<5:55:14, 12.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|█         | 194/1928 [44:07<6:05:50, 12.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|█         | 195/1928 [44:19<5:58:43, 12.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|█         | 196/1928 [44:35<6:25:36, 13.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration:  10%|█         | 197/1928 [44:46<6:10:53, 12.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|█         | 198/1928 [44:53<5:18:29, 11.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|█         | 199/1928 [45:05<5:21:52, 11.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|█         | 200/1928 [45:25<6:38:34, 13.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|█         | 201/1928 [45:33<5:48:12, 12.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  10%|█         | 202/1928 [45:43<5:34:31, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 203/1928 [45:53<5:19:41, 11.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 204/1928 [46:07<5:41:11, 11.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 205/1928 [46:26<6:45:36, 14.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 206/1928 [46:42<6:57:06, 14.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 207/1928 [46:53<6:29:06, 13.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 208/1928 [47:05<6:14:08, 13.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 209/1928 [47:15<5:52:27, 12.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 210/1928 [47:28<5:55:07, 12.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 211/1928 [47:46<6:43:24, 14.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 212/1928 [48:00<6:40:02, 13.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 213/1928 [48:09<5:56:36, 12.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 214/1928 [48:18<5:29:16, 11.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 215/1928 [48:29<5:20:13, 11.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█         | 216/1928 [48:45<6:02:16, 12.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█▏        | 217/1928 [48:55<5:43:29, 12.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█▏        | 218/1928 [49:11<6:16:44, 13.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█▏        | 219/1928 [49:25<6:23:19, 13.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█▏        | 220/1928 [49:40<6:34:12, 13.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  11%|█▏        | 221/1928 [49:50<6:04:29, 12.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 222/1928 [50:00<5:34:12, 11.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 223/1928 [50:15<6:07:03, 12.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 224/1928 [50:24<5:35:17, 11.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 225/1928 [50:39<5:53:58, 12.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 226/1928 [50:58<6:51:47, 14.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 227/1928 [51:11<6:38:58, 14.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 228/1928 [51:25<6:41:03, 14.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 229/1928 [51:39<6:33:54, 13.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 230/1928 [51:51<6:19:25, 13.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 231/1928 [52:03<6:05:49, 12.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 232/1928 [52:12<5:36:55, 11.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 233/1928 [52:28<6:12:43, 13.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 234/1928 [52:45<6:41:48, 14.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 235/1928 [52:58<6:32:32, 13.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 236/1928 [53:08<6:00:10, 12.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 237/1928 [53:19<5:40:11, 12.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 238/1928 [53:27<5:12:15, 11.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 239/1928 [53:42<5:41:22, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▏        | 240/1928 [54:00<6:32:24, 13.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  12%|█▎        | 241/1928 [54:13<6:24:34, 13.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 242/1928 [54:23<5:53:25, 12.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 243/1928 [54:34<5:37:43, 12.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 244/1928 [54:43<5:08:45, 11.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 245/1928 [54:59<5:52:48, 12.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 246/1928 [55:14<6:11:05, 13.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 247/1928 [55:28<6:23:47, 13.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 248/1928 [55:39<5:55:57, 12.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 249/1928 [55:56<6:32:44, 14.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 250/1928 [56:12<6:50:20, 14.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 251/1928 [56:24<6:23:29, 13.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 252/1928 [56:34<5:58:06, 12.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 253/1928 [56:44<5:34:08, 11.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 254/1928 [56:54<5:16:24, 11.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 255/1928 [57:07<5:25:52, 11.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 256/1928 [57:24<6:09:29, 13.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 257/1928 [57:37<6:13:50, 13.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 258/1928 [57:48<5:52:07, 12.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 259/1928 [57:58<5:28:38, 11.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  13%|█▎        | 260/1928 [58:10<5:32:36, 11.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▎        | 261/1928 [58:23<5:39:01, 12.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▎        | 262/1928 [58:34<5:30:39, 11.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▎        | 263/1928 [58:52<6:13:20, 13.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▎        | 264/1928 [59:01<5:37:08, 12.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▎        | 265/1928 [59:21<6:46:06, 14.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 266/1928 [59:30<5:56:25, 12.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 267/1928 [59:42<5:48:56, 12.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 268/1928 [59:51<5:23:18, 11.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 269/1928 [1:00:05<5:38:42, 12.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 270/1928 [1:00:19<5:54:16, 12.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 271/1928 [1:00:34<6:08:07, 13.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 272/1928 [1:00:47<6:08:29, 13.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 273/1928 [1:00:57<5:37:57, 12.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 274/1928 [1:01:07<5:20:05, 11.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 275/1928 [1:01:23<5:55:47, 12.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 276/1928 [1:01:38<6:16:45, 13.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 277/1928 [1:01:47<5:33:51, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 278/1928 [1:01:55<5:05:22, 11.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  14%|█▍        | 279/1928 [1:02:13<5:54:23, 12.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 280/1928 [1:02:27<6:04:46, 13.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 281/1928 [1:02:39<5:58:36, 13.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 282/1928 [1:02:49<5:35:11, 12.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 283/1928 [1:02:58<5:01:23, 10.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 284/1928 [1:03:10<5:08:46, 11.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 285/1928 [1:03:24<5:31:35, 12.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 286/1928 [1:03:39<5:54:50, 12.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 287/1928 [1:04:05<7:42:04, 16.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 288/1928 [1:04:13<6:31:03, 14.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▍        | 289/1928 [1:04:22<5:51:45, 12.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▌        | 290/1928 [1:04:34<5:42:27, 12.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▌        | 291/1928 [1:04:44<5:22:31, 11.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▌        | 292/1928 [1:04:58<5:38:47, 12.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▌        | 293/1928 [1:05:10<5:37:30, 12.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▌        | 294/1928 [1:05:27<6:08:33, 13.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▌        | 295/1928 [1:05:37<5:38:47, 12.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▌        | 296/1928 [1:05:47<5:24:05, 11.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▌        | 297/1928 [1:05:57<5:09:24, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  15%|█▌        | 298/1928 [1:06:11<5:28:45, 12.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 299/1928 [1:06:26<5:48:30, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 300/1928 [1:06:39<5:48:21, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 301/1928 [1:06:55<6:17:23, 13.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 302/1928 [1:07:04<5:36:20, 12.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 303/1928 [1:07:15<5:21:50, 11.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 304/1928 [1:07:36<6:35:26, 14.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 305/1928 [1:07:49<6:29:18, 14.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 306/1928 [1:08:00<5:59:53, 13.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 307/1928 [1:08:12<5:45:43, 12.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 308/1928 [1:08:21<5:16:42, 11.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 309/1928 [1:08:27<4:28:45,  9.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 310/1928 [1:08:41<5:03:43, 11.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 311/1928 [1:08:53<5:10:28, 11.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 312/1928 [1:09:02<4:49:13, 10.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▌        | 313/1928 [1:09:11<4:35:43, 10.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▋        | 314/1928 [1:09:23<4:44:14, 10.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▋        | 315/1928 [1:09:35<5:00:41, 11.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▋        | 316/1928 [1:09:44<4:39:12, 10.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▋        | 317/1928 [1:09:56<4:57:13, 11.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  16%|█▋        | 318/1928 [1:10:11<5:28:09, 12.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 319/1928 [1:10:21<5:03:28, 11.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 320/1928 [1:10:30<4:48:22, 10.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 321/1928 [1:10:42<4:54:52, 11.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 322/1928 [1:10:53<4:55:14, 11.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 323/1928 [1:11:07<5:22:35, 12.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 324/1928 [1:11:21<5:33:03, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 325/1928 [1:11:29<4:58:55, 11.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 326/1928 [1:11:44<5:27:50, 12.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 327/1928 [1:11:55<5:20:38, 12.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 328/1928 [1:12:11<5:48:11, 13.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 329/1928 [1:12:19<5:13:56, 11.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 330/1928 [1:12:26<4:37:02, 10.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 331/1928 [1:12:40<5:02:56, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 332/1928 [1:12:53<5:15:30, 11.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 333/1928 [1:13:15<6:31:51, 14.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 334/1928 [1:13:33<7:00:54, 15.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 335/1928 [1:13:42<6:07:18, 13.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 336/1928 [1:13:51<5:26:51, 12.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  17%|█▋        | 337/1928 [1:14:03<5:27:36, 12.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 338/1928 [1:14:14<5:10:35, 11.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 339/1928 [1:14:24<4:58:02, 11.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 340/1928 [1:14:41<5:47:05, 13.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 341/1928 [1:14:54<5:40:47, 12.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 342/1928 [1:15:05<5:25:39, 12.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 343/1928 [1:15:18<5:31:59, 12.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 344/1928 [1:15:28<5:15:56, 11.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 345/1928 [1:15:37<4:53:44, 11.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 346/1928 [1:15:50<5:01:46, 11.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 347/1928 [1:16:01<4:57:11, 11.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 348/1928 [1:16:17<5:33:51, 12.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 349/1928 [1:16:30<5:43:20, 13.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 350/1928 [1:16:44<5:49:15, 13.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 351/1928 [1:16:54<5:21:21, 12.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 352/1928 [1:17:07<5:29:15, 12.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 353/1928 [1:17:17<5:07:26, 11.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 354/1928 [1:17:30<5:15:02, 12.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 355/1928 [1:17:52<6:36:07, 15.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  18%|█▊        | 356/1928 [1:18:08<6:40:57, 15.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▊        | 357/1928 [1:18:18<5:58:16, 13.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▊        | 358/1928 [1:18:30<5:50:26, 13.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▊        | 359/1928 [1:18:40<5:23:23, 12.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▊        | 360/1928 [1:18:52<5:13:16, 11.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▊        | 361/1928 [1:19:05<5:27:55, 12.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 362/1928 [1:19:16<5:11:33, 11.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 363/1928 [1:19:30<5:30:48, 12.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 364/1928 [1:19:43<5:32:55, 12.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 365/1928 [1:19:55<5:23:08, 12.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 366/1928 [1:20:11<5:51:37, 13.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 367/1928 [1:20:20<5:17:31, 12.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 368/1928 [1:20:31<5:09:02, 11.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 369/1928 [1:20:40<4:45:26, 10.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 370/1928 [1:20:50<4:37:00, 10.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 371/1928 [1:21:07<5:28:01, 12.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 372/1928 [1:21:18<5:13:08, 12.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 373/1928 [1:21:28<4:58:30, 11.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 374/1928 [1:21:45<5:35:47, 12.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  19%|█▉        | 375/1928 [1:22:03<6:13:59, 14.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 376/1928 [1:22:16<6:09:01, 14.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 377/1928 [1:22:31<6:15:17, 14.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 378/1928 [1:22:51<6:54:55, 16.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 379/1928 [1:23:02<6:13:13, 14.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 380/1928 [1:23:13<5:45:06, 13.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 381/1928 [1:23:26<5:43:18, 13.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 382/1928 [1:23:33<4:54:23, 11.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 383/1928 [1:23:43<4:40:55, 10.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 384/1928 [1:23:58<5:11:51, 12.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|█▉        | 385/1928 [1:24:09<5:02:48, 11.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|██        | 386/1928 [1:24:17<4:40:53, 10.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|██        | 387/1928 [1:24:29<4:42:12, 10.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|██        | 388/1928 [1:24:40<4:45:48, 11.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|██        | 389/1928 [1:24:52<4:47:53, 11.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|██        | 390/1928 [1:25:00<4:23:32, 10.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration:  20%|██        | 391/1928 [1:25:11<4:29:57, 10.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|██        | 392/1928 [1:25:22<4:36:49, 10.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|██        | 393/1928 [1:25:42<5:49:06, 13.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|██        | 394/1928 [1:25:54<5:29:59, 12.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  20%|██        | 395/1928 [1:26:04<5:13:54, 12.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 396/1928 [1:26:16<5:05:32, 11.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 397/1928 [1:26:35<6:04:30, 14.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 398/1928 [1:26:56<6:49:01, 16.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 399/1928 [1:27:06<6:06:53, 14.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 400/1928 [1:27:22<6:19:23, 14.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 401/1928 [1:27:32<5:39:34, 13.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 402/1928 [1:27:49<6:05:35, 14.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 403/1928 [1:27:58<5:24:59, 12.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 404/1928 [1:28:08<5:06:45, 12.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 405/1928 [1:28:19<4:56:45, 11.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 406/1928 [1:28:28<4:37:24, 10.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 407/1928 [1:28:41<4:55:37, 11.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 408/1928 [1:28:56<5:15:39, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██        | 409/1928 [1:29:05<4:50:26, 11.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██▏       | 410/1928 [1:29:15<4:41:22, 11.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██▏       | 411/1928 [1:29:27<4:47:24, 11.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██▏       | 412/1928 [1:29:37<4:35:25, 10.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██▏       | 413/1928 [1:29:47<4:24:59, 10.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  21%|██▏       | 414/1928 [1:29:57<4:27:17, 10.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 415/1928 [1:30:09<4:33:38, 10.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 416/1928 [1:30:19<4:28:00, 10.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 417/1928 [1:30:32<4:46:46, 11.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 418/1928 [1:30:39<4:12:01, 10.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 419/1928 [1:30:45<3:44:50,  8.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 420/1928 [1:30:55<3:47:48,  9.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 421/1928 [1:31:06<4:02:41,  9.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 422/1928 [1:31:13<3:43:51,  8.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 423/1928 [1:31:21<3:38:29,  8.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 424/1928 [1:31:32<3:53:03,  9.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 425/1928 [1:31:44<4:17:32, 10.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 426/1928 [1:31:54<4:12:32, 10.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 427/1928 [1:32:11<5:06:49, 12.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 428/1928 [1:32:20<4:40:35, 11.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 429/1928 [1:32:30<4:32:56, 10.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 430/1928 [1:32:44<4:52:20, 11.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 431/1928 [1:32:56<4:51:35, 11.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 432/1928 [1:33:06<4:41:22, 11.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  22%|██▏       | 433/1928 [1:33:15<4:23:21, 10.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 434/1928 [1:33:36<5:41:00, 13.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 435/1928 [1:33:49<5:37:42, 13.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 436/1928 [1:34:03<5:36:22, 13.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 437/1928 [1:34:13<5:10:03, 12.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 438/1928 [1:34:22<4:46:21, 11.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 439/1928 [1:34:31<4:25:32, 10.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 440/1928 [1:34:44<4:43:32, 11.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 441/1928 [1:34:55<4:41:11, 11.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 442/1928 [1:35:06<4:40:49, 11.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 443/1928 [1:35:24<5:29:51, 13.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 444/1928 [1:35:36<5:16:15, 12.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 445/1928 [1:35:45<4:49:41, 11.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 446/1928 [1:35:54<4:30:29, 10.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 447/1928 [1:36:04<4:20:21, 10.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 448/1928 [1:36:14<4:15:58, 10.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 449/1928 [1:36:28<4:46:24, 11.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 450/1928 [1:36:40<4:47:47, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 451/1928 [1:36:55<5:09:10, 12.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 452/1928 [1:37:04<4:41:25, 11.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  23%|██▎       | 453/1928 [1:37:12<4:18:49, 10.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▎       | 454/1928 [1:37:22<4:13:59, 10.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▎       | 455/1928 [1:37:31<4:05:58, 10.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▎       | 456/1928 [1:37:40<4:01:16,  9.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▎       | 457/1928 [1:37:54<4:26:47, 10.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 458/1928 [1:38:06<4:39:33, 11.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 459/1928 [1:38:23<5:13:59, 12.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 460/1928 [1:38:32<4:48:42, 11.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 461/1928 [1:38:42<4:33:46, 11.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 462/1928 [1:38:51<4:20:44, 10.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 463/1928 [1:39:04<4:35:33, 11.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 464/1928 [1:39:14<4:22:55, 10.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 465/1928 [1:39:22<4:04:51, 10.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 466/1928 [1:39:33<4:11:24, 10.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 467/1928 [1:39:45<4:25:06, 10.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 468/1928 [1:39:56<4:21:54, 10.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 469/1928 [1:40:11<4:55:01, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 470/1928 [1:40:18<4:16:54, 10.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 471/1928 [1:40:32<4:45:44, 11.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  24%|██▍       | 472/1928 [1:40:43<4:34:57, 11.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▍       | 473/1928 [1:40:52<4:20:40, 10.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▍       | 474/1928 [1:41:02<4:13:47, 10.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▍       | 475/1928 [1:41:12<4:11:02, 10.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▍       | 476/1928 [1:41:24<4:22:47, 10.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▍       | 477/1928 [1:41:47<5:49:04, 14.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▍       | 478/1928 [1:41:58<5:24:33, 13.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▍       | 479/1928 [1:42:09<5:10:04, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▍       | 480/1928 [1:42:19<4:46:52, 11.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▍       | 481/1928 [1:42:30<4:40:05, 11.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 482/1928 [1:42:39<4:20:49, 10.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 483/1928 [1:42:51<4:32:47, 11.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 484/1928 [1:43:00<4:16:10, 10.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 485/1928 [1:43:10<4:10:12, 10.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 486/1928 [1:43:28<5:02:57, 12.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 487/1928 [1:43:38<4:40:56, 11.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 488/1928 [1:43:47<4:25:27, 11.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 489/1928 [1:43:58<4:22:39, 10.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 490/1928 [1:44:11<4:39:46, 11.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  25%|██▌       | 491/1928 [1:44:21<4:24:05, 11.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 492/1928 [1:44:29<4:05:15, 10.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 493/1928 [1:44:40<4:07:17, 10.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 494/1928 [1:44:50<4:03:30, 10.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 495/1928 [1:44:59<4:01:00, 10.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 496/1928 [1:45:16<4:45:52, 11.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 497/1928 [1:45:30<5:00:42, 12.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 498/1928 [1:45:40<4:44:21, 11.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 499/1928 [1:45:50<4:25:09, 11.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 500/1928 [1:45:59<4:13:26, 10.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 501/1928 [1:46:06<3:47:19,  9.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 502/1928 [1:46:16<3:51:17,  9.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 503/1928 [1:46:24<3:38:40,  9.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 504/1928 [1:46:37<4:05:27, 10.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 505/1928 [1:46:54<4:49:52, 12.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▌       | 506/1928 [1:47:03<4:30:14, 11.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▋       | 507/1928 [1:47:10<3:53:15,  9.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▋       | 508/1928 [1:47:19<3:50:48,  9.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▋       | 509/1928 [1:47:28<3:45:48,  9.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  26%|██▋       | 510/1928 [1:47:37<3:44:13,  9.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 511/1928 [1:47:51<4:14:15, 10.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 512/1928 [1:48:01<4:07:05, 10.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 513/1928 [1:48:17<4:43:24, 12.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 514/1928 [1:48:29<4:48:21, 12.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 515/1928 [1:48:41<4:45:12, 12.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 516/1928 [1:48:52<4:35:14, 11.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 517/1928 [1:49:04<4:34:19, 11.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 518/1928 [1:49:18<4:50:39, 12.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 519/1928 [1:49:28<4:37:15, 11.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 520/1928 [1:49:40<4:39:39, 11.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 521/1928 [1:49:53<4:47:26, 12.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 522/1928 [1:50:10<5:17:41, 13.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 523/1928 [1:50:19<4:47:54, 12.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 524/1928 [1:50:34<5:04:43, 13.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 525/1928 [1:50:45<4:49:35, 12.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 526/1928 [1:50:54<4:25:37, 11.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 527/1928 [1:51:03<4:09:08, 10.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 528/1928 [1:51:14<4:10:21, 10.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 529/1928 [1:51:30<4:46:11, 12.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  27%|██▋       | 530/1928 [1:51:41<4:40:28, 12.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 531/1928 [1:51:51<4:24:59, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 532/1928 [1:52:06<4:51:23, 12.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 533/1928 [1:52:16<4:32:14, 11.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 534/1928 [1:52:31<4:55:23, 12.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 535/1928 [1:52:42<4:44:58, 12.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 536/1928 [1:53:00<5:26:12, 14.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 537/1928 [1:53:15<5:30:43, 14.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 538/1928 [1:53:27<5:11:29, 13.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 539/1928 [1:53:38<4:57:58, 12.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 540/1928 [1:53:48<4:37:39, 12.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 541/1928 [1:53:57<4:16:30, 11.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 542/1928 [1:54:08<4:11:28, 10.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 543/1928 [1:54:18<4:05:00, 10.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 544/1928 [1:54:32<4:34:20, 11.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 545/1928 [1:54:41<4:14:10, 11.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 546/1928 [1:54:57<4:41:38, 12.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 547/1928 [1:55:06<4:25:36, 11.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 548/1928 [1:55:16<4:14:40, 11.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  28%|██▊       | 549/1928 [1:55:25<3:59:33, 10.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▊       | 550/1928 [1:55:35<3:56:30, 10.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▊       | 551/1928 [1:55:48<4:09:34, 10.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▊       | 552/1928 [1:55:59<4:13:18, 11.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▊       | 553/1928 [1:56:08<4:00:26, 10.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▊       | 554/1928 [1:56:18<3:54:49, 10.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 555/1928 [1:56:33<4:25:07, 11.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 556/1928 [1:56:42<4:07:08, 10.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 557/1928 [1:56:51<3:59:07, 10.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 558/1928 [1:57:04<4:11:44, 11.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 559/1928 [1:57:13<4:00:50, 10.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 560/1928 [1:57:26<4:15:52, 11.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 561/1928 [1:57:36<4:11:58, 11.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 562/1928 [1:57:57<5:18:20, 13.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 563/1928 [1:58:11<5:12:55, 13.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 564/1928 [1:58:25<5:19:03, 14.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 565/1928 [1:58:36<4:53:26, 12.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 566/1928 [1:58:45<4:27:28, 11.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 567/1928 [1:58:54<4:12:54, 11.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  29%|██▉       | 568/1928 [1:59:04<4:00:02, 10.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 569/1928 [1:59:10<3:33:16,  9.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 570/1928 [1:59:20<3:36:27,  9.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 571/1928 [1:59:36<4:16:31, 11.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 572/1928 [1:59:49<4:32:53, 12.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 573/1928 [1:59:59<4:17:30, 11.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 574/1928 [2:00:08<4:00:33, 10.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 575/1928 [2:00:17<3:50:07, 10.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 576/1928 [2:00:28<3:50:44, 10.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 577/1928 [2:00:38<3:52:43, 10.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|██▉       | 578/1928 [2:00:50<4:02:15, 10.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|███       | 579/1928 [2:01:00<3:53:34, 10.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|███       | 580/1928 [2:01:17<4:39:38, 12.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|███       | 581/1928 [2:01:25<4:10:13, 11.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|███       | 582/1928 [2:01:34<3:56:59, 10.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration:  30%|███       | 583/1928 [2:01:41<3:29:55,  9.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|███       | 584/1928 [2:01:50<3:32:32,  9.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|███       | 585/1928 [2:02:03<3:53:17, 10.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|███       | 586/1928 [2:02:12<3:44:10, 10.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|███       | 587/1928 [2:02:22<3:45:40, 10.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  30%|███       | 588/1928 [2:02:35<4:00:32, 10.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 589/1928 [2:02:49<4:21:15, 11.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 590/1928 [2:03:03<4:39:55, 12.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 591/1928 [2:03:13<4:21:19, 11.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 592/1928 [2:03:27<4:33:53, 12.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 593/1928 [2:03:36<4:17:23, 11.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 594/1928 [2:03:44<3:49:21, 10.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 595/1928 [2:03:53<3:39:20,  9.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 596/1928 [2:04:01<3:29:56,  9.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 597/1928 [2:04:11<3:29:29,  9.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 598/1928 [2:04:28<4:20:29, 11.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 599/1928 [2:04:42<4:38:31, 12.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 600/1928 [2:04:54<4:33:26, 12.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 601/1928 [2:05:00<3:51:17, 10.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███       | 602/1928 [2:05:09<3:40:29,  9.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███▏      | 603/1928 [2:05:17<3:24:42,  9.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███▏      | 604/1928 [2:05:25<3:20:06,  9.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███▏      | 605/1928 [2:05:36<3:34:24,  9.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███▏      | 606/1928 [2:05:51<4:08:55, 11.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  31%|███▏      | 607/1928 [2:06:09<4:53:19, 13.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 608/1928 [2:06:21<4:38:15, 12.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 609/1928 [2:06:30<4:15:25, 11.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 610/1928 [2:06:39<4:02:32, 11.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 611/1928 [2:06:54<4:24:10, 12.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 612/1928 [2:07:05<4:19:41, 11.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 613/1928 [2:07:14<4:02:13, 11.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 614/1928 [2:07:26<4:06:03, 11.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 615/1928 [2:07:39<4:14:29, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 616/1928 [2:07:52<4:25:46, 12.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 617/1928 [2:08:02<4:14:07, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 618/1928 [2:08:11<3:52:26, 10.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 619/1928 [2:08:23<4:03:46, 11.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 620/1928 [2:08:34<3:58:41, 10.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 621/1928 [2:08:43<3:51:25, 10.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 622/1928 [2:08:54<3:53:23, 10.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 623/1928 [2:09:01<3:28:31,  9.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 624/1928 [2:09:16<4:02:10, 11.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 625/1928 [2:09:26<3:55:13, 10.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  32%|███▏      | 626/1928 [2:09:40<4:12:13, 11.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 627/1928 [2:09:49<3:59:21, 11.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 628/1928 [2:09:59<3:49:33, 10.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 629/1928 [2:10:12<4:04:37, 11.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 630/1928 [2:10:21<3:53:00, 10.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 631/1928 [2:10:32<3:54:33, 10.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 632/1928 [2:10:51<4:42:41, 13.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 633/1928 [2:11:01<4:24:22, 12.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 634/1928 [2:11:11<4:06:53, 11.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 635/1928 [2:11:21<3:59:43, 11.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 636/1928 [2:11:31<3:54:34, 10.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 637/1928 [2:11:41<3:45:54, 10.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 638/1928 [2:11:58<4:29:05, 12.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 639/1928 [2:12:10<4:24:40, 12.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 640/1928 [2:12:21<4:17:57, 12.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 641/1928 [2:12:39<4:52:04, 13.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 642/1928 [2:12:50<4:34:09, 12.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 643/1928 [2:12:59<4:13:38, 11.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 644/1928 [2:13:08<3:52:22, 10.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  33%|███▎      | 645/1928 [2:13:18<3:47:35, 10.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▎      | 646/1928 [2:13:33<4:13:11, 11.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▎      | 647/1928 [2:13:44<4:13:10, 11.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▎      | 648/1928 [2:13:55<4:07:11, 11.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▎      | 649/1928 [2:14:13<4:47:59, 13.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▎      | 650/1928 [2:14:24<4:30:10, 12.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 651/1928 [2:14:38<4:38:12, 13.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 652/1928 [2:14:48<4:15:38, 12.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 653/1928 [2:14:55<3:44:39, 10.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 654/1928 [2:15:05<3:43:45, 10.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 655/1928 [2:15:16<3:45:02, 10.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 656/1928 [2:15:27<3:46:38, 10.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 657/1928 [2:15:47<4:46:04, 13.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 658/1928 [2:15:57<4:21:52, 12.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 659/1928 [2:16:07<4:05:22, 11.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 660/1928 [2:16:17<3:55:59, 11.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 661/1928 [2:16:29<4:01:02, 11.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 662/1928 [2:16:40<3:59:53, 11.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 663/1928 [2:16:52<4:05:59, 11.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 664/1928 [2:17:04<4:05:58, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  34%|███▍      | 665/1928 [2:17:21<4:39:03, 13.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▍      | 666/1928 [2:17:36<4:50:04, 13.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▍      | 667/1928 [2:17:46<4:23:15, 12.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▍      | 668/1928 [2:17:53<3:48:53, 10.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▍      | 669/1928 [2:18:02<3:40:11, 10.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▍      | 670/1928 [2:18:13<3:40:26, 10.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▍      | 671/1928 [2:18:27<4:01:59, 11.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▍      | 672/1928 [2:18:37<3:54:08, 11.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▍      | 673/1928 [2:18:49<3:56:32, 11.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▍      | 674/1928 [2:19:08<4:45:48, 13.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 675/1928 [2:19:19<4:26:38, 12.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 676/1928 [2:19:28<4:03:26, 11.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 677/1928 [2:19:38<3:57:31, 11.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 678/1928 [2:19:48<3:43:12, 10.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 679/1928 [2:19:57<3:38:03, 10.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 680/1928 [2:20:07<3:31:51, 10.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 681/1928 [2:20:16<3:25:20,  9.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 682/1928 [2:20:34<4:17:13, 12.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 683/1928 [2:20:44<4:02:26, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  35%|███▌      | 684/1928 [2:20:57<4:09:05, 12.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 685/1928 [2:21:10<4:10:57, 12.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 686/1928 [2:21:21<4:08:58, 12.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 687/1928 [2:21:33<4:05:36, 11.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 688/1928 [2:21:44<3:59:57, 11.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 689/1928 [2:21:57<4:11:12, 12.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 690/1928 [2:22:13<4:32:49, 13.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 691/1928 [2:22:31<5:00:38, 14.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 692/1928 [2:22:41<4:36:16, 13.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 693/1928 [2:22:53<4:26:03, 12.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 694/1928 [2:23:05<4:20:12, 12.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 695/1928 [2:23:14<3:53:00, 11.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 696/1928 [2:23:30<4:21:31, 12.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 697/1928 [2:23:39<3:59:49, 11.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▌      | 698/1928 [2:23:55<4:24:32, 12.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▋      | 699/1928 [2:24:05<4:08:15, 12.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▋      | 700/1928 [2:24:15<3:59:02, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▋      | 701/1928 [2:24:28<4:05:01, 11.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▋      | 702/1928 [2:24:42<4:19:00, 12.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  36%|███▋      | 703/1928 [2:24:52<3:58:03, 11.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 704/1928 [2:25:02<3:47:33, 11.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 705/1928 [2:25:11<3:34:34, 10.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 706/1928 [2:25:28<4:15:59, 12.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 707/1928 [2:25:39<4:06:45, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 708/1928 [2:25:51<4:02:54, 11.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 709/1928 [2:26:07<4:31:44, 13.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 710/1928 [2:26:18<4:15:59, 12.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 711/1928 [2:26:29<4:04:58, 12.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 712/1928 [2:26:38<3:47:59, 11.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 713/1928 [2:26:46<3:26:46, 10.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 714/1928 [2:26:56<3:22:41, 10.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 715/1928 [2:27:14<4:14:00, 12.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 716/1928 [2:27:29<4:28:47, 13.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 717/1928 [2:27:41<4:16:18, 12.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 718/1928 [2:27:51<4:02:05, 12.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 719/1928 [2:28:02<3:56:13, 11.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 720/1928 [2:28:11<3:42:20, 11.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 721/1928 [2:28:21<3:30:13, 10.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  37%|███▋      | 722/1928 [2:28:32<3:33:32, 10.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 723/1928 [2:28:48<4:10:09, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 724/1928 [2:28:58<3:53:07, 11.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 725/1928 [2:29:07<3:38:33, 10.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 726/1928 [2:29:24<4:12:31, 12.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 727/1928 [2:29:34<3:58:31, 11.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 728/1928 [2:29:41<3:29:07, 10.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 729/1928 [2:29:55<3:47:40, 11.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 730/1928 [2:30:03<3:31:00, 10.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 731/1928 [2:30:22<4:16:24, 12.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 732/1928 [2:30:36<4:23:00, 13.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 733/1928 [2:30:50<4:31:28, 13.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 734/1928 [2:30:59<4:02:55, 12.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 735/1928 [2:31:10<3:57:50, 11.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 736/1928 [2:31:25<4:10:11, 12.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 737/1928 [2:31:38<4:14:55, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 738/1928 [2:31:48<3:59:30, 12.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 739/1928 [2:31:57<3:40:44, 11.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 740/1928 [2:32:08<3:38:33, 11.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 741/1928 [2:32:25<4:16:08, 12.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  38%|███▊      | 742/1928 [2:32:32<3:35:35, 10.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▊      | 743/1928 [2:32:41<3:25:26, 10.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▊      | 744/1928 [2:32:51<3:22:46, 10.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▊      | 745/1928 [2:33:04<3:39:22, 11.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▊      | 746/1928 [2:33:15<3:41:32, 11.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▊      | 747/1928 [2:33:33<4:21:19, 13.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 748/1928 [2:33:43<4:01:12, 12.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 749/1928 [2:33:59<4:21:23, 13.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 750/1928 [2:34:08<3:56:50, 12.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 751/1928 [2:34:18<3:43:08, 11.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 752/1928 [2:34:31<3:52:58, 11.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 753/1928 [2:34:41<3:41:30, 11.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 754/1928 [2:34:56<4:00:30, 12.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 755/1928 [2:35:06<3:48:14, 11.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 756/1928 [2:35:16<3:40:46, 11.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 757/1928 [2:35:27<3:37:49, 11.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 758/1928 [2:35:45<4:15:03, 13.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 759/1928 [2:35:57<4:10:07, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 760/1928 [2:36:07<3:53:25, 11.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  39%|███▉      | 761/1928 [2:36:17<3:39:12, 11.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 762/1928 [2:36:26<3:31:08, 10.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 763/1928 [2:36:40<3:43:57, 11.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 764/1928 [2:36:50<3:36:34, 11.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 765/1928 [2:37:03<3:49:37, 11.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 766/1928 [2:37:19<4:13:25, 13.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 767/1928 [2:37:33<4:14:21, 13.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 768/1928 [2:37:42<3:51:59, 12.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 769/1928 [2:37:52<3:39:25, 11.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 770/1928 [2:38:06<3:55:37, 12.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|███▉      | 771/1928 [2:38:19<4:03:02, 12.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|████      | 772/1928 [2:38:31<3:58:32, 12.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|████      | 773/1928 [2:38:54<4:56:39, 15.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|████      | 774/1928 [2:39:05<4:31:07, 14.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration:  40%|████      | 775/1928 [2:39:18<4:26:51, 13.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|████      | 776/1928 [2:39:31<4:17:56, 13.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|████      | 777/1928 [2:39:43<4:11:58, 13.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|████      | 778/1928 [2:39:54<4:00:19, 12.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|████      | 779/1928 [2:40:05<3:52:25, 12.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  40%|████      | 780/1928 [2:40:17<3:49:48, 12.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 781/1928 [2:40:31<3:58:13, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 782/1928 [2:40:48<4:27:08, 13.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 783/1928 [2:40:59<4:08:31, 13.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 784/1928 [2:41:07<3:41:51, 11.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 785/1928 [2:41:18<3:34:24, 11.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 786/1928 [2:41:25<3:13:14, 10.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 787/1928 [2:41:39<3:32:30, 11.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 788/1928 [2:41:51<3:38:46, 11.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 789/1928 [2:42:02<3:36:15, 11.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 790/1928 [2:42:19<4:07:10, 13.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 791/1928 [2:42:29<3:49:13, 12.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 792/1928 [2:42:44<4:07:39, 13.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 793/1928 [2:42:57<4:05:00, 12.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 794/1928 [2:43:05<3:33:43, 11.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████      | 795/1928 [2:43:14<3:23:30, 10.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████▏     | 796/1928 [2:43:26<3:30:17, 11.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████▏     | 797/1928 [2:43:41<3:50:55, 12.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████▏     | 798/1928 [2:44:00<4:30:27, 14.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████▏     | 799/1928 [2:44:12<4:14:50, 13.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  41%|████▏     | 800/1928 [2:44:23<3:59:04, 12.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 801/1928 [2:44:32<3:40:40, 11.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 802/1928 [2:44:41<3:26:01, 10.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 803/1928 [2:44:51<3:19:39, 10.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 804/1928 [2:45:02<3:18:26, 10.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 805/1928 [2:45:18<3:50:15, 12.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 806/1928 [2:45:28<3:36:39, 11.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 807/1928 [2:45:46<4:11:00, 13.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 808/1928 [2:45:56<3:55:38, 12.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 809/1928 [2:46:07<3:41:54, 11.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 810/1928 [2:46:19<3:44:52, 12.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 811/1928 [2:46:33<3:58:17, 12.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 812/1928 [2:46:47<4:01:56, 13.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 813/1928 [2:47:00<4:03:16, 13.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 814/1928 [2:47:09<3:37:48, 11.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 815/1928 [2:47:30<4:30:24, 14.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 816/1928 [2:47:41<4:07:21, 13.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 817/1928 [2:47:52<3:54:55, 12.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 818/1928 [2:48:01<3:37:52, 11.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  42%|████▏     | 819/1928 [2:48:12<3:33:34, 11.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 820/1928 [2:48:22<3:20:10, 10.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 821/1928 [2:48:32<3:18:00, 10.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 822/1928 [2:48:46<3:34:55, 11.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 823/1928 [2:48:56<3:25:37, 11.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 824/1928 [2:49:16<4:13:46, 13.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 825/1928 [2:49:31<4:24:10, 14.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 826/1928 [2:49:41<3:56:51, 12.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 827/1928 [2:49:51<3:41:59, 12.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 828/1928 [2:50:05<3:52:23, 12.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 829/1928 [2:50:14<3:31:26, 11.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 830/1928 [2:50:23<3:16:23, 10.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 831/1928 [2:50:34<3:20:29, 10.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 832/1928 [2:50:49<3:41:15, 12.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 833/1928 [2:51:07<4:10:27, 13.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 834/1928 [2:51:19<4:00:07, 13.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 835/1928 [2:51:30<3:48:09, 12.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 836/1928 [2:51:40<3:34:43, 11.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 837/1928 [2:51:49<3:23:08, 11.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  43%|████▎     | 838/1928 [2:51:57<3:04:59, 10.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▎     | 839/1928 [2:52:14<3:38:23, 12.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▎     | 840/1928 [2:52:28<3:48:07, 12.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▎     | 841/1928 [2:52:37<3:30:47, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▎     | 842/1928 [2:52:50<3:39:09, 12.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▎     | 843/1928 [2:53:01<3:31:47, 11.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 844/1928 [2:53:13<3:31:20, 11.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 845/1928 [2:53:28<3:51:17, 12.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 846/1928 [2:53:37<3:30:37, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 847/1928 [2:53:46<3:16:58, 10.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 848/1928 [2:53:56<3:08:24, 10.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 849/1928 [2:54:13<3:43:51, 12.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 850/1928 [2:54:18<3:06:15, 10.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 851/1928 [2:54:37<3:53:40, 13.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 852/1928 [2:54:51<3:59:00, 13.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 853/1928 [2:55:05<3:57:26, 13.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 854/1928 [2:55:16<3:48:25, 12.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 855/1928 [2:55:29<3:49:27, 12.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 856/1928 [2:55:47<4:16:17, 14.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  44%|████▍     | 857/1928 [2:55:57<3:53:17, 13.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 858/1928 [2:56:08<3:38:55, 12.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 859/1928 [2:56:16<3:18:06, 11.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 860/1928 [2:56:29<3:27:41, 11.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 861/1928 [2:56:41<3:28:20, 11.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 862/1928 [2:56:55<3:40:01, 12.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 863/1928 [2:57:04<3:24:45, 11.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 864/1928 [2:57:21<3:50:56, 13.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 865/1928 [2:57:34<3:54:29, 13.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 866/1928 [2:57:46<3:44:45, 12.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▍     | 867/1928 [2:57:56<3:31:42, 11.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 868/1928 [2:58:13<3:59:25, 13.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 869/1928 [2:58:24<3:44:19, 12.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 870/1928 [2:58:34<3:30:08, 11.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 871/1928 [2:58:40<2:58:39, 10.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 872/1928 [2:58:50<2:55:33,  9.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 873/1928 [2:59:05<3:24:41, 11.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 874/1928 [2:59:20<3:40:06, 12.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 875/1928 [2:59:31<3:34:34, 12.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 876/1928 [2:59:41<3:19:46, 11.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  45%|████▌     | 877/1928 [2:59:53<3:21:42, 11.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 878/1928 [3:00:02<3:08:06, 10.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 879/1928 [3:00:12<3:06:25, 10.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 880/1928 [3:00:26<3:23:34, 11.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 881/1928 [3:00:41<3:39:24, 12.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 882/1928 [3:00:51<3:28:07, 11.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 883/1928 [3:01:02<3:19:36, 11.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 884/1928 [3:01:12<3:13:37, 11.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 885/1928 [3:01:32<3:58:28, 13.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 886/1928 [3:01:43<3:46:18, 13.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 887/1928 [3:01:54<3:33:06, 12.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 888/1928 [3:02:04<3:20:16, 11.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 889/1928 [3:02:18<3:34:47, 12.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 890/1928 [3:02:30<3:32:10, 12.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▌     | 891/1928 [3:02:43<3:37:10, 12.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▋     | 892/1928 [3:03:02<4:09:06, 14.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▋     | 893/1928 [3:03:20<4:25:04, 15.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▋     | 894/1928 [3:03:28<3:49:52, 13.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▋     | 895/1928 [3:03:41<3:45:35, 13.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  46%|████▋     | 896/1928 [3:04:00<4:20:05, 15.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 897/1928 [3:04:22<4:54:22, 17.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 898/1928 [3:04:35<4:30:47, 15.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 899/1928 [3:04:45<4:03:00, 14.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 900/1928 [3:04:57<3:47:44, 13.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 901/1928 [3:05:11<3:53:18, 13.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 902/1928 [3:05:23<3:45:54, 13.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 903/1928 [3:05:43<4:17:16, 15.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 904/1928 [3:05:53<3:53:29, 13.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 905/1928 [3:06:03<3:31:30, 12.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 906/1928 [3:06:13<3:20:10, 11.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 907/1928 [3:06:25<3:24:46, 12.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 908/1928 [3:06:39<3:33:46, 12.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 909/1928 [3:06:52<3:35:18, 12.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 910/1928 [3:07:03<3:24:03, 12.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 911/1928 [3:07:14<3:19:48, 11.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 912/1928 [3:07:30<3:43:40, 13.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 913/1928 [3:07:38<3:16:43, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 914/1928 [3:07:52<3:25:41, 12.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  47%|████▋     | 915/1928 [3:08:02<3:15:37, 11.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 916/1928 [3:08:13<3:09:50, 11.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 917/1928 [3:08:24<3:12:30, 11.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 918/1928 [3:08:37<3:16:57, 11.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 919/1928 [3:08:54<3:46:45, 13.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 920/1928 [3:09:15<4:24:31, 15.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 921/1928 [3:09:25<3:51:13, 13.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 922/1928 [3:09:36<3:40:25, 13.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 923/1928 [3:09:49<3:38:25, 13.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 924/1928 [3:10:02<3:35:26, 12.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 925/1928 [3:10:12<3:21:45, 12.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 926/1928 [3:10:21<3:06:18, 11.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 927/1928 [3:10:40<3:48:45, 13.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 928/1928 [3:10:52<3:36:41, 13.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 929/1928 [3:11:01<3:16:40, 11.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 930/1928 [3:11:12<3:11:04, 11.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 931/1928 [3:11:26<3:23:59, 12.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 932/1928 [3:11:36<3:16:13, 11.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 933/1928 [3:11:48<3:12:55, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 934/1928 [3:12:00<3:16:13, 11.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  48%|████▊     | 935/1928 [3:12:09<3:00:05, 10.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▊     | 936/1928 [3:12:30<3:49:53, 13.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▊     | 937/1928 [3:12:42<3:40:58, 13.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▊     | 938/1928 [3:12:52<3:24:57, 12.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▊     | 939/1928 [3:13:02<3:15:08, 11.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 940/1928 [3:13:12<3:04:29, 11.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 941/1928 [3:13:20<2:49:28, 10.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 942/1928 [3:13:36<3:15:18, 11.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 943/1928 [3:13:58<4:05:40, 14.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 944/1928 [3:14:12<4:03:05, 14.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 945/1928 [3:14:20<3:27:14, 12.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 946/1928 [3:14:30<3:13:56, 11.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 947/1928 [3:14:46<3:31:32, 12.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 948/1928 [3:14:56<3:17:04, 12.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 949/1928 [3:15:07<3:12:28, 11.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 950/1928 [3:15:19<3:16:03, 12.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 951/1928 [3:15:31<3:14:13, 11.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 952/1928 [3:15:49<3:45:18, 13.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 953/1928 [3:16:07<4:02:52, 14.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  49%|████▉     | 954/1928 [3:16:16<3:36:31, 13.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|████▉     | 955/1928 [3:16:29<3:32:22, 13.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|████▉     | 956/1928 [3:16:43<3:37:08, 13.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|████▉     | 957/1928 [3:16:58<3:42:47, 13.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|████▉     | 958/1928 [3:17:15<4:01:16, 14.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|████▉     | 959/1928 [3:17:33<4:13:41, 15.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|████▉     | 960/1928 [3:17:43<3:47:59, 14.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|████▉     | 961/1928 [3:17:56<3:42:28, 13.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|████▉     | 962/1928 [3:18:08<3:33:21, 13.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|████▉     | 963/1928 [3:18:24<3:43:43, 13.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|█████     | 964/1928 [3:18:34<3:25:58, 12.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|█████     | 965/1928 [3:18:42<3:00:27, 11.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|█████     | 966/1928 [3:18:51<2:51:01, 10.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration:  50%|█████     | 967/1928 [3:19:09<3:28:15, 13.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|█████     | 968/1928 [3:19:22<3:25:33, 12.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|█████     | 969/1928 [3:19:36<3:29:30, 13.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|█████     | 970/1928 [3:19:46<3:16:51, 12.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|█████     | 971/1928 [3:20:00<3:24:54, 12.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|█████     | 972/1928 [3:20:10<3:09:39, 11.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  50%|█████     | 973/1928 [3:20:20<3:01:50, 11.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 974/1928 [3:20:31<3:00:16, 11.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 975/1928 [3:20:52<3:46:16, 14.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 976/1928 [3:21:04<3:33:40, 13.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 977/1928 [3:21:14<3:16:58, 12.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 978/1928 [3:21:23<2:58:58, 11.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 979/1928 [3:21:32<2:49:28, 10.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 980/1928 [3:21:51<3:27:41, 13.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 981/1928 [3:22:01<3:14:42, 12.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 982/1928 [3:22:13<3:10:23, 12.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 983/1928 [3:22:25<3:12:29, 12.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 984/1928 [3:22:43<3:38:56, 13.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 985/1928 [3:22:54<3:25:35, 13.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 986/1928 [3:23:05<3:14:47, 12.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 987/1928 [3:23:21<3:33:23, 13.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████     | 988/1928 [3:23:32<3:19:34, 12.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████▏    | 989/1928 [3:23:51<3:47:03, 14.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████▏    | 990/1928 [3:24:02<3:31:41, 13.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████▏    | 991/1928 [3:24:16<3:34:38, 13.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  51%|█████▏    | 992/1928 [3:24:28<3:22:38, 12.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 993/1928 [3:24:41<3:22:48, 13.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 994/1928 [3:24:56<3:31:23, 13.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 995/1928 [3:25:18<4:10:56, 16.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 996/1928 [3:25:28<3:43:59, 14.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 997/1928 [3:25:39<3:26:27, 13.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 998/1928 [3:25:50<3:17:51, 12.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 999/1928 [3:26:04<3:19:54, 12.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1000/1928 [3:26:20<3:34:30, 13.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1001/1928 [3:26:31<3:20:52, 13.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1002/1928 [3:26:40<3:03:20, 11.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1003/1928 [3:26:53<3:06:54, 12.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1004/1928 [3:27:03<2:58:31, 11.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1005/1928 [3:27:14<2:54:52, 11.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1006/1928 [3:27:27<3:03:02, 11.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1007/1928 [3:27:37<2:55:08, 11.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1008/1928 [3:27:50<3:00:39, 11.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1009/1928 [3:28:04<3:12:15, 12.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1010/1928 [3:28:22<3:36:19, 14.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1011/1928 [3:28:37<3:38:27, 14.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  52%|█████▏    | 1012/1928 [3:28:48<3:23:57, 13.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1013/1928 [3:28:56<2:59:15, 11.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1014/1928 [3:29:06<2:51:34, 11.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1015/1928 [3:29:17<2:48:14, 11.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1016/1928 [3:29:24<2:31:42,  9.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1017/1928 [3:29:37<2:44:54, 10.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1018/1928 [3:29:50<2:52:45, 11.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1019/1928 [3:30:14<3:51:07, 15.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1020/1928 [3:30:24<3:27:56, 13.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1021/1928 [3:30:37<3:21:55, 13.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1022/1928 [3:30:47<3:10:30, 12.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1023/1928 [3:31:00<3:10:36, 12.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1024/1928 [3:31:14<3:18:23, 13.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1025/1928 [3:31:26<3:11:43, 12.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1026/1928 [3:31:32<2:41:44, 10.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1027/1928 [3:31:50<3:12:51, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1028/1928 [3:32:09<3:40:35, 14.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1029/1928 [3:32:20<3:22:37, 13.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1030/1928 [3:32:31<3:09:48, 12.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  53%|█████▎    | 1031/1928 [3:32:43<3:06:25, 12.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▎    | 1032/1928 [3:32:56<3:11:45, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▎    | 1033/1928 [3:33:13<3:27:07, 13.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▎    | 1034/1928 [3:33:30<3:43:50, 15.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▎    | 1035/1928 [3:33:44<3:37:22, 14.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▎    | 1036/1928 [3:33:55<3:23:19, 13.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1037/1928 [3:34:14<3:42:47, 15.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1038/1928 [3:34:28<3:40:41, 14.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1039/1928 [3:34:40<3:27:34, 14.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1040/1928 [3:34:56<3:35:22, 14.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1041/1928 [3:35:10<3:31:41, 14.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1042/1928 [3:35:23<3:25:50, 13.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1043/1928 [3:35:35<3:19:06, 13.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1044/1928 [3:35:45<3:00:31, 12.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1045/1928 [3:35:58<3:07:04, 12.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1046/1928 [3:36:11<3:07:23, 12.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1047/1928 [3:36:26<3:17:45, 13.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1048/1928 [3:36:43<3:30:32, 14.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1049/1928 [3:36:55<3:22:22, 13.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  54%|█████▍    | 1050/1928 [3:37:06<3:10:15, 13.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1051/1928 [3:37:17<2:59:28, 12.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1052/1928 [3:37:28<2:54:30, 11.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1053/1928 [3:37:42<3:01:41, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1054/1928 [3:37:55<3:06:29, 12.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1055/1928 [3:38:12<3:22:50, 13.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1056/1928 [3:38:22<3:06:55, 12.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1057/1928 [3:38:37<3:12:39, 13.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1058/1928 [3:38:52<3:21:15, 13.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1059/1928 [3:39:05<3:17:24, 13.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▍    | 1060/1928 [3:39:15<3:02:18, 12.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1061/1928 [3:39:25<2:52:07, 11.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1062/1928 [3:39:36<2:44:29, 11.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1063/1928 [3:39:53<3:10:34, 13.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1064/1928 [3:40:03<2:56:35, 12.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1065/1928 [3:40:19<3:13:25, 13.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1066/1928 [3:40:31<3:06:15, 12.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1067/1928 [3:40:46<3:15:11, 13.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1068/1928 [3:40:57<3:04:30, 12.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1069/1928 [3:41:10<3:03:43, 12.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  55%|█████▌    | 1070/1928 [3:41:26<3:14:32, 13.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1071/1928 [3:41:39<3:12:58, 13.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1072/1928 [3:41:49<2:59:57, 12.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1073/1928 [3:42:02<3:00:51, 12.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1074/1928 [3:42:13<2:53:40, 12.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1075/1928 [3:42:28<3:02:25, 12.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1076/1928 [3:42:39<2:53:53, 12.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1077/1928 [3:42:49<2:46:02, 11.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1078/1928 [3:43:07<3:12:17, 13.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1079/1928 [3:43:19<3:07:41, 13.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1080/1928 [3:43:28<2:46:00, 11.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1081/1928 [3:43:38<2:38:35, 11.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1082/1928 [3:43:55<3:02:03, 12.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1083/1928 [3:44:10<3:12:54, 13.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▌    | 1084/1928 [3:44:21<3:02:08, 12.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▋    | 1085/1928 [3:44:31<2:46:38, 11.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▋    | 1086/1928 [3:44:45<2:58:00, 12.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▋    | 1087/1928 [3:44:59<3:04:15, 13.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▋    | 1088/1928 [3:45:06<2:36:18, 11.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  56%|█████▋    | 1089/1928 [3:45:15<2:28:49, 10.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1090/1928 [3:45:28<2:37:15, 11.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1091/1928 [3:45:41<2:43:38, 11.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1092/1928 [3:45:58<3:06:32, 13.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1093/1928 [3:46:08<2:53:21, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1094/1928 [3:46:22<2:56:36, 12.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1095/1928 [3:46:36<3:03:22, 13.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1096/1928 [3:46:47<2:52:34, 12.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1097/1928 [3:47:02<3:03:22, 13.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1098/1928 [3:47:16<3:04:50, 13.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1099/1928 [3:47:31<3:14:05, 14.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1100/1928 [3:47:44<3:09:37, 13.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1101/1928 [3:47:57<3:05:57, 13.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1102/1928 [3:48:16<3:26:07, 14.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1103/1928 [3:48:30<3:22:17, 14.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1104/1928 [3:48:44<3:19:38, 14.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1105/1928 [3:48:56<3:11:22, 13.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1106/1928 [3:49:09<3:05:48, 13.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1107/1928 [3:49:21<2:58:21, 13.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  57%|█████▋    | 1108/1928 [3:49:30<2:43:06, 11.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1109/1928 [3:49:41<2:38:59, 11.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1110/1928 [3:49:57<2:54:17, 12.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1111/1928 [3:50:11<2:59:39, 13.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1112/1928 [3:50:26<3:09:28, 13.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1113/1928 [3:50:37<2:54:23, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1114/1928 [3:50:47<2:43:47, 12.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1115/1928 [3:50:59<2:43:28, 12.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1116/1928 [3:51:09<2:34:49, 11.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1117/1928 [3:51:30<3:13:05, 14.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1118/1928 [3:51:45<3:15:55, 14.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1119/1928 [3:51:59<3:15:30, 14.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1120/1928 [3:52:13<3:11:38, 14.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1121/1928 [3:52:23<2:54:31, 12.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1122/1928 [3:52:36<2:55:59, 13.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1123/1928 [3:52:50<2:57:09, 13.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1124/1928 [3:53:02<2:51:31, 12.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1125/1928 [3:53:17<3:02:27, 13.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1126/1928 [3:53:26<2:42:49, 12.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  58%|█████▊    | 1127/1928 [3:53:37<2:35:20, 11.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▊    | 1128/1928 [3:53:54<2:59:54, 13.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▊    | 1129/1928 [3:54:08<2:59:56, 13.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▊    | 1130/1928 [3:54:21<3:00:01, 13.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▊    | 1131/1928 [3:54:31<2:43:52, 12.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▊    | 1132/1928 [3:54:47<2:57:32, 13.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1133/1928 [3:55:01<2:58:26, 13.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1134/1928 [3:55:11<2:47:37, 12.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1135/1928 [3:55:21<2:34:27, 11.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1136/1928 [3:55:31<2:26:53, 11.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1137/1928 [3:55:39<2:15:53, 10.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1138/1928 [3:55:57<2:44:26, 12.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1139/1928 [3:56:13<2:59:04, 13.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1140/1928 [3:56:30<3:14:31, 14.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1141/1928 [3:56:48<3:26:30, 15.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1142/1928 [3:57:03<3:22:02, 15.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1143/1928 [3:57:18<3:20:48, 15.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1144/1928 [3:57:29<3:03:59, 14.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1145/1928 [3:57:39<2:48:07, 12.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1146/1928 [3:57:53<2:50:53, 13.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  59%|█████▉    | 1147/1928 [3:58:12<3:12:19, 14.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|█████▉    | 1148/1928 [3:58:25<3:06:19, 14.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|█████▉    | 1149/1928 [3:58:35<2:47:30, 12.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|█████▉    | 1150/1928 [3:58:45<2:39:01, 12.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|█████▉    | 1151/1928 [3:58:55<2:27:32, 11.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|█████▉    | 1152/1928 [3:59:03<2:14:32, 10.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|█████▉    | 1153/1928 [3:59:15<2:20:09, 10.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|█████▉    | 1154/1928 [3:59:29<2:34:36, 11.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|█████▉    | 1155/1928 [3:59:46<2:53:10, 13.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|█████▉    | 1156/1928 [3:59:57<2:42:20, 12.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration:  60%|██████    | 1157/1928 [4:00:12<2:51:04, 13.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|██████    | 1158/1928 [4:00:24<2:48:24, 13.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|██████    | 1159/1928 [4:00:42<3:05:14, 14.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|██████    | 1160/1928 [4:00:55<3:01:18, 14.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|██████    | 1161/1928 [4:01:11<3:06:20, 14.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|██████    | 1162/1928 [4:01:23<2:58:04, 13.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|██████    | 1163/1928 [4:01:39<3:04:55, 14.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|██████    | 1164/1928 [4:01:53<3:00:30, 14.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|██████    | 1165/1928 [4:02:05<2:52:03, 13.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  60%|██████    | 1166/1928 [4:02:17<2:48:49, 13.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1167/1928 [4:02:29<2:43:02, 12.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1168/1928 [4:02:39<2:31:29, 11.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1169/1928 [4:02:57<2:53:10, 13.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1170/1928 [4:03:14<3:05:26, 14.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1171/1928 [4:03:26<2:54:36, 13.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1172/1928 [4:03:36<2:40:29, 12.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1173/1928 [4:03:48<2:37:48, 12.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1174/1928 [4:04:05<2:53:11, 13.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1175/1928 [4:04:12<2:29:52, 11.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1176/1928 [4:04:23<2:23:47, 11.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1177/1928 [4:04:43<2:58:16, 14.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1178/1928 [4:05:02<3:14:02, 15.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1179/1928 [4:05:20<3:23:24, 16.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████    | 1180/1928 [4:05:33<3:09:23, 15.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████▏   | 1181/1928 [4:05:42<2:47:50, 13.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████▏   | 1182/1928 [4:05:53<2:39:31, 12.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████▏   | 1183/1928 [4:06:04<2:29:25, 12.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████▏   | 1184/1928 [4:06:17<2:32:43, 12.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  61%|██████▏   | 1185/1928 [4:06:39<3:08:34, 15.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1186/1928 [4:06:50<2:53:07, 14.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1187/1928 [4:06:59<2:36:54, 12.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1188/1928 [4:07:10<2:30:16, 12.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1189/1928 [4:07:21<2:25:35, 11.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1190/1928 [4:07:33<2:25:28, 11.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1191/1928 [4:07:45<2:24:04, 11.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1192/1928 [4:07:56<2:22:44, 11.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1193/1928 [4:08:17<2:56:47, 14.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1194/1928 [4:08:28<2:44:04, 13.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1195/1928 [4:08:44<2:53:56, 14.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1196/1928 [4:08:55<2:42:28, 13.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1197/1928 [4:09:07<2:37:26, 12.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1198/1928 [4:09:18<2:30:07, 12.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1199/1928 [4:09:33<2:39:14, 13.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1200/1928 [4:09:50<2:50:25, 14.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1201/1928 [4:10:11<3:16:06, 16.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1202/1928 [4:10:23<3:00:14, 14.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1203/1928 [4:10:33<2:44:20, 13.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▏   | 1204/1928 [4:10:42<2:27:09, 12.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  62%|██████▎   | 1205/1928 [4:10:56<2:34:41, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1206/1928 [4:11:06<2:23:55, 11.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1207/1928 [4:11:16<2:16:03, 11.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1208/1928 [4:11:35<2:41:49, 13.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1209/1928 [4:11:42<2:19:57, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1210/1928 [4:11:56<2:26:43, 12.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1211/1928 [4:12:08<2:26:40, 12.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1212/1928 [4:12:19<2:20:49, 11.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1213/1928 [4:12:31<2:21:30, 11.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1214/1928 [4:12:40<2:10:40, 10.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1215/1928 [4:12:55<2:26:19, 12.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1216/1928 [4:13:04<2:14:36, 11.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1217/1928 [4:13:14<2:09:28, 10.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1218/1928 [4:13:26<2:11:15, 11.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1219/1928 [4:13:44<2:37:00, 13.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1220/1928 [4:13:58<2:40:34, 13.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1221/1928 [4:14:12<2:40:59, 13.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1222/1928 [4:14:24<2:34:33, 13.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1223/1928 [4:14:36<2:30:11, 12.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  63%|██████▎   | 1224/1928 [4:14:49<2:28:35, 12.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▎   | 1225/1928 [4:14:59<2:20:38, 12.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▎   | 1226/1928 [4:15:11<2:21:50, 12.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▎   | 1227/1928 [4:15:26<2:30:10, 12.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▎   | 1228/1928 [4:15:42<2:42:07, 13.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▎   | 1229/1928 [4:15:53<2:30:35, 12.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1230/1928 [4:16:01<2:14:26, 11.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1231/1928 [4:16:09<1:59:10, 10.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1232/1928 [4:16:20<2:02:07, 10.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1233/1928 [4:16:38<2:29:33, 12.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1234/1928 [4:16:50<2:24:05, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1235/1928 [4:16:59<2:13:32, 11.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1236/1928 [4:17:09<2:09:13, 11.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1237/1928 [4:17:25<2:23:29, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1238/1928 [4:17:35<2:15:54, 11.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1239/1928 [4:17:44<2:04:19, 10.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1240/1928 [4:17:53<1:59:56, 10.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1241/1928 [4:18:04<2:00:09, 10.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1242/1928 [4:18:16<2:05:41, 10.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  64%|██████▍   | 1243/1928 [4:18:35<2:33:00, 13.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1244/1928 [4:18:49<2:36:28, 13.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1245/1928 [4:18:57<2:15:04, 11.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1246/1928 [4:19:07<2:10:02, 11.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1247/1928 [4:19:15<1:56:07, 10.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1248/1928 [4:19:30<2:11:17, 11.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1249/1928 [4:19:35<1:49:24,  9.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1250/1928 [4:19:49<2:05:05, 11.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1251/1928 [4:20:00<2:04:57, 11.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1252/1928 [4:20:10<2:01:00, 10.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▍   | 1253/1928 [4:20:20<1:56:22, 10.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▌   | 1254/1928 [4:20:35<2:14:50, 12.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▌   | 1255/1928 [4:20:53<2:34:39, 13.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▌   | 1256/1928 [4:21:12<2:50:57, 15.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▌   | 1257/1928 [4:21:22<2:32:28, 13.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▌   | 1258/1928 [4:21:33<2:24:19, 12.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▌   | 1259/1928 [4:21:46<2:24:59, 13.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▌   | 1260/1928 [4:21:59<2:22:43, 12.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▌   | 1261/1928 [4:22:10<2:17:39, 12.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  65%|██████▌   | 1262/1928 [4:22:18<2:00:52, 10.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1263/1928 [4:22:28<2:00:36, 10.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1264/1928 [4:22:45<2:17:59, 12.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1265/1928 [4:23:04<2:39:21, 14.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1266/1928 [4:23:18<2:40:25, 14.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1267/1928 [4:23:28<2:24:52, 13.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1268/1928 [4:23:39<2:15:30, 12.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1269/1928 [4:23:49<2:07:54, 11.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1270/1928 [4:24:02<2:14:28, 12.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1271/1928 [4:24:14<2:10:42, 11.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1272/1928 [4:24:23<2:01:19, 11.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1273/1928 [4:24:29<1:44:59,  9.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1274/1928 [4:24:46<2:09:06, 11.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1275/1928 [4:25:06<2:35:59, 14.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1276/1928 [4:25:17<2:25:06, 13.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▌   | 1277/1928 [4:25:29<2:20:58, 12.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▋   | 1278/1928 [4:25:41<2:16:24, 12.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▋   | 1279/1928 [4:25:56<2:24:02, 13.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▋   | 1280/1928 [4:26:13<2:34:47, 14.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▋   | 1281/1928 [4:26:20<2:13:12, 12.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  66%|██████▋   | 1282/1928 [4:26:37<2:26:05, 13.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1283/1928 [4:26:47<2:15:04, 12.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1284/1928 [4:26:54<1:55:06, 10.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1285/1928 [4:27:09<2:10:53, 12.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1286/1928 [4:27:22<2:13:18, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1287/1928 [4:27:44<2:43:06, 15.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1288/1928 [4:27:56<2:30:57, 14.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1289/1928 [4:28:04<2:13:25, 12.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1290/1928 [4:28:21<2:24:52, 13.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1291/1928 [4:28:38<2:37:09, 14.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1292/1928 [4:28:47<2:19:49, 13.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1293/1928 [4:28:59<2:13:12, 12.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1294/1928 [4:29:08<2:03:02, 11.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1295/1928 [4:29:23<2:12:54, 12.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1296/1928 [4:29:35<2:11:33, 12.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1297/1928 [4:29:50<2:17:45, 13.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1298/1928 [4:30:01<2:11:56, 12.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1299/1928 [4:30:18<2:25:52, 13.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1300/1928 [4:30:32<2:26:31, 14.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  67%|██████▋   | 1301/1928 [4:30:43<2:16:36, 13.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1302/1928 [4:30:53<2:07:17, 12.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1303/1928 [4:31:03<1:59:35, 11.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1304/1928 [4:31:13<1:55:26, 11.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1305/1928 [4:31:28<2:04:45, 12.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1306/1928 [4:31:43<2:15:27, 13.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1307/1928 [4:31:53<2:06:38, 12.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1308/1928 [4:32:13<2:28:28, 14.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1309/1928 [4:32:24<2:17:53, 13.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1310/1928 [4:32:37<2:16:17, 13.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1311/1928 [4:32:49<2:14:11, 13.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1312/1928 [4:32:59<2:03:10, 12.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1313/1928 [4:33:09<1:56:21, 11.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1314/1928 [4:33:21<2:00:08, 11.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1315/1928 [4:33:32<1:56:19, 11.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1316/1928 [4:33:46<2:05:54, 12.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1317/1928 [4:33:59<2:06:09, 12.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1318/1928 [4:34:12<2:07:31, 12.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1319/1928 [4:34:22<2:00:55, 11.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  68%|██████▊   | 1320/1928 [4:34:32<1:54:14, 11.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▊   | 1321/1928 [4:34:45<2:00:34, 11.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▊   | 1322/1928 [4:34:59<2:03:44, 12.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▊   | 1323/1928 [4:35:10<2:00:55, 11.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▊   | 1324/1928 [4:35:23<2:05:02, 12.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▊   | 1325/1928 [4:35:33<1:56:49, 11.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1326/1928 [4:35:53<2:22:14, 14.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1327/1928 [4:36:01<2:03:26, 12.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1328/1928 [4:36:11<1:54:33, 11.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1329/1928 [4:36:21<1:49:36, 10.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1330/1928 [4:36:31<1:47:03, 10.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1331/1928 [4:36:40<1:41:40, 10.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1332/1928 [4:37:01<2:14:03, 13.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1333/1928 [4:37:12<2:06:30, 12.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1334/1928 [4:37:22<1:57:51, 11.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1335/1928 [4:37:31<1:49:14, 11.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1336/1928 [4:37:45<1:57:23, 11.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1337/1928 [4:38:02<2:12:02, 13.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1338/1928 [4:38:16<2:15:20, 13.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  69%|██████▉   | 1339/1928 [4:38:26<2:03:05, 12.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|██████▉   | 1340/1928 [4:38:35<1:51:31, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|██████▉   | 1341/1928 [4:38:45<1:48:36, 11.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|██████▉   | 1342/1928 [4:38:53<1:40:05, 10.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|██████▉   | 1343/1928 [4:39:06<1:47:15, 11.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|██████▉   | 1344/1928 [4:39:16<1:44:19, 10.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|██████▉   | 1345/1928 [4:39:26<1:42:19, 10.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|██████▉   | 1346/1928 [4:39:42<1:57:49, 12.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration:  70%|██████▉   | 1347/1928 [4:39:51<1:47:09, 11.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|██████▉   | 1348/1928 [4:40:07<2:00:46, 12.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|██████▉   | 1349/1928 [4:40:18<1:57:22, 12.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1350/1928 [4:40:29<1:55:10, 11.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1351/1928 [4:40:38<1:46:00, 11.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1352/1928 [4:40:48<1:42:34, 10.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1353/1928 [4:41:00<1:46:29, 11.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1354/1928 [4:41:17<2:03:26, 12.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1355/1928 [4:41:40<2:31:49, 15.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1356/1928 [4:41:52<2:19:06, 14.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1357/1928 [4:42:04<2:12:30, 13.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1358/1928 [4:42:22<2:24:24, 15.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  70%|███████   | 1359/1928 [4:42:42<2:36:18, 16.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1360/1928 [4:42:59<2:37:27, 16.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1361/1928 [4:43:16<2:40:20, 16.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1362/1928 [4:43:30<2:30:17, 15.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1363/1928 [4:43:46<2:29:59, 15.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1364/1928 [4:43:57<2:16:12, 14.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1365/1928 [4:44:09<2:09:11, 13.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1366/1928 [4:44:24<2:11:43, 14.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1367/1928 [4:44:35<2:02:39, 13.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1368/1928 [4:44:45<1:53:11, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1369/1928 [4:44:56<1:50:41, 11.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1370/1928 [4:45:09<1:54:46, 12.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1371/1928 [4:45:26<2:06:18, 13.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1372/1928 [4:45:36<1:57:25, 12.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████   | 1373/1928 [4:45:57<2:17:56, 14.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████▏  | 1374/1928 [4:46:11<2:15:06, 14.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████▏  | 1375/1928 [4:46:21<2:03:26, 13.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████▏  | 1376/1928 [4:46:30<1:52:01, 12.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████▏  | 1377/1928 [4:46:40<1:45:30, 11.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  71%|███████▏  | 1378/1928 [4:46:54<1:52:29, 12.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1379/1928 [4:47:09<1:57:48, 12.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1380/1928 [4:47:18<1:48:21, 11.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1381/1928 [4:47:28<1:42:37, 11.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1382/1928 [4:47:38<1:40:17, 11.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1383/1928 [4:47:47<1:33:08, 10.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1384/1928 [4:47:58<1:36:00, 10.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1385/1928 [4:48:08<1:32:30, 10.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1386/1928 [4:48:21<1:41:38, 11.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1387/1928 [4:48:29<1:31:31, 10.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1388/1928 [4:48:45<1:48:07, 12.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1389/1928 [4:48:54<1:40:16, 11.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1390/1928 [4:49:03<1:32:25, 10.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1391/1928 [4:49:11<1:26:11,  9.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1392/1928 [4:49:25<1:39:05, 11.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1393/1928 [4:49:39<1:45:27, 11.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1394/1928 [4:49:51<1:45:05, 11.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1395/1928 [4:50:03<1:47:26, 12.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1396/1928 [4:50:23<2:07:51, 14.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  72%|███████▏  | 1397/1928 [4:50:41<2:16:50, 15.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1398/1928 [4:50:50<1:58:36, 13.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1399/1928 [4:51:02<1:54:57, 13.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1400/1928 [4:51:10<1:41:29, 11.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1401/1928 [4:51:20<1:37:32, 11.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1402/1928 [4:51:29<1:30:37, 10.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1403/1928 [4:51:38<1:28:20, 10.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1404/1928 [4:51:47<1:24:43,  9.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1405/1928 [4:51:55<1:21:36,  9.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1406/1928 [4:52:12<1:38:52, 11.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1407/1928 [4:52:28<1:52:19, 12.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1408/1928 [4:52:37<1:40:45, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1409/1928 [4:52:46<1:34:05, 10.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1410/1928 [4:52:56<1:30:56, 10.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1411/1928 [4:53:04<1:25:23,  9.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1412/1928 [4:53:16<1:29:45, 10.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1413/1928 [4:53:26<1:29:49, 10.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1414/1928 [4:53:35<1:25:37, 10.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1415/1928 [4:53:45<1:25:40, 10.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1416/1928 [4:54:04<1:47:15, 12.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  73%|███████▎  | 1417/1928 [4:54:14<1:42:35, 12.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▎  | 1418/1928 [4:54:25<1:38:41, 11.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▎  | 1419/1928 [4:54:40<1:46:10, 12.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▎  | 1420/1928 [4:54:56<1:54:46, 13.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▎  | 1421/1928 [4:55:08<1:51:46, 13.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1422/1928 [4:55:16<1:38:36, 11.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1423/1928 [4:55:28<1:37:55, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1424/1928 [4:55:38<1:34:08, 11.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1425/1928 [4:55:53<1:42:46, 12.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1426/1928 [4:56:08<1:50:15, 13.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1427/1928 [4:56:17<1:40:05, 11.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1428/1928 [4:56:27<1:34:39, 11.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1429/1928 [4:56:36<1:29:11, 10.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1430/1928 [4:56:46<1:26:41, 10.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1431/1928 [4:56:55<1:21:33,  9.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1432/1928 [4:57:11<1:38:21, 11.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1433/1928 [4:57:22<1:34:09, 11.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1434/1928 [4:57:37<1:43:41, 12.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1435/1928 [4:57:52<1:50:33, 13.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  74%|███████▍  | 1436/1928 [4:58:02<1:41:32, 12.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▍  | 1437/1928 [4:58:15<1:42:03, 12.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▍  | 1438/1928 [4:58:25<1:35:24, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▍  | 1439/1928 [4:58:34<1:28:50, 10.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▍  | 1440/1928 [4:58:43<1:23:57, 10.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▍  | 1441/1928 [4:58:52<1:19:48,  9.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▍  | 1442/1928 [4:59:03<1:23:44, 10.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▍  | 1443/1928 [4:59:20<1:40:27, 12.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▍  | 1444/1928 [4:59:37<1:50:09, 13.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▍  | 1445/1928 [4:59:51<1:50:56, 13.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1446/1928 [5:00:04<1:48:38, 13.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1447/1928 [5:00:13<1:37:15, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1448/1928 [5:00:22<1:31:10, 11.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1449/1928 [5:00:32<1:25:50, 10.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1450/1928 [5:00:45<1:30:39, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1451/1928 [5:00:56<1:29:51, 11.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1452/1928 [5:01:05<1:24:30, 10.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1453/1928 [5:01:20<1:35:05, 12.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1454/1928 [5:01:30<1:29:21, 11.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  75%|███████▌  | 1455/1928 [5:01:39<1:24:03, 10.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1456/1928 [5:01:54<1:35:19, 12.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1457/1928 [5:02:03<1:27:32, 11.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1458/1928 [5:02:12<1:22:11, 10.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1459/1928 [5:02:23<1:22:05, 10.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1460/1928 [5:02:33<1:22:20, 10.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1461/1928 [5:02:42<1:18:25, 10.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1462/1928 [5:02:52<1:16:53,  9.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1463/1928 [5:03:09<1:33:08, 12.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1464/1928 [5:03:19<1:28:13, 11.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1465/1928 [5:03:26<1:17:46, 10.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1466/1928 [5:03:36<1:17:07, 10.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1467/1928 [5:03:52<1:32:29, 12.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1468/1928 [5:04:07<1:37:30, 12.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1469/1928 [5:04:17<1:30:43, 11.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▌  | 1470/1928 [5:04:28<1:30:27, 11.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▋  | 1471/1928 [5:04:35<1:18:50, 10.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▋  | 1472/1928 [5:04:46<1:20:24, 10.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▋  | 1473/1928 [5:05:03<1:33:44, 12.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  76%|███████▋  | 1474/1928 [5:05:12<1:25:10, 11.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1475/1928 [5:05:22<1:22:32, 10.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1476/1928 [5:05:35<1:27:21, 11.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1477/1928 [5:05:44<1:21:07, 10.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1478/1928 [5:05:51<1:14:04,  9.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1479/1928 [5:06:06<1:25:23, 11.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1480/1928 [5:06:16<1:20:05, 10.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1481/1928 [5:06:25<1:17:25, 10.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1482/1928 [5:06:33<1:12:26,  9.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1483/1928 [5:06:49<1:26:10, 11.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1484/1928 [5:06:59<1:20:54, 10.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1485/1928 [5:07:07<1:15:35, 10.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1486/1928 [5:07:16<1:12:05,  9.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1487/1928 [5:07:25<1:08:55,  9.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1488/1928 [5:07:34<1:09:03,  9.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1489/1928 [5:07:48<1:19:21, 10.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1490/1928 [5:08:04<1:29:01, 12.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1491/1928 [5:08:17<1:32:12, 12.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1492/1928 [5:08:28<1:28:25, 12.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1493/1928 [5:08:37<1:21:04, 11.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  77%|███████▋  | 1494/1928 [5:08:53<1:30:09, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1495/1928 [5:09:02<1:22:09, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1496/1928 [5:09:15<1:26:26, 12.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1497/1928 [5:09:27<1:25:45, 11.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1498/1928 [5:09:36<1:19:40, 11.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1499/1928 [5:09:45<1:15:28, 10.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1500/1928 [5:09:57<1:17:44, 10.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1501/1928 [5:10:07<1:15:32, 10.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1502/1928 [5:10:21<1:22:32, 11.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1503/1928 [5:10:33<1:23:32, 11.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1504/1928 [5:10:43<1:19:23, 11.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1505/1928 [5:10:54<1:17:45, 11.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1506/1928 [5:11:05<1:18:59, 11.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1507/1928 [5:11:15<1:14:51, 10.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1508/1928 [5:11:24<1:12:49, 10.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1509/1928 [5:11:34<1:10:12, 10.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1510/1928 [5:11:52<1:28:02, 12.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1511/1928 [5:12:01<1:19:05, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1512/1928 [5:12:13<1:19:46, 11.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  78%|███████▊  | 1513/1928 [5:12:24<1:19:12, 11.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▊  | 1514/1928 [5:12:40<1:28:55, 12.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▊  | 1515/1928 [5:12:55<1:33:41, 13.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▊  | 1516/1928 [5:13:11<1:37:50, 14.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▊  | 1517/1928 [5:13:22<1:29:44, 13.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▊  | 1518/1928 [5:13:36<1:31:44, 13.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1519/1928 [5:13:46<1:24:44, 12.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1520/1928 [5:13:55<1:17:58, 11.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1521/1928 [5:14:05<1:13:51, 10.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1522/1928 [5:14:15<1:12:30, 10.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1523/1928 [5:14:29<1:18:50, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1524/1928 [5:14:40<1:16:50, 11.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1525/1928 [5:14:49<1:13:24, 10.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1526/1928 [5:14:59<1:11:05, 10.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1527/1928 [5:15:14<1:19:09, 11.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1528/1928 [5:15:23<1:12:30, 10.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1529/1928 [5:15:35<1:16:00, 11.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1530/1928 [5:15:45<1:11:29, 10.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1531/1928 [5:15:54<1:08:01, 10.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  79%|███████▉  | 1532/1928 [5:16:04<1:07:48, 10.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|███████▉  | 1533/1928 [5:16:16<1:11:34, 10.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|███████▉  | 1534/1928 [5:16:29<1:14:21, 11.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|███████▉  | 1535/1928 [5:16:45<1:23:09, 12.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|███████▉  | 1536/1928 [5:16:55<1:18:39, 12.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration:  80%|███████▉  | 1537/1928 [5:17:07<1:19:09, 12.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|███████▉  | 1538/1928 [5:17:20<1:18:57, 12.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|███████▉  | 1539/1928 [5:17:34<1:23:59, 12.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|███████▉  | 1540/1928 [5:17:42<1:14:14, 11.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|███████▉  | 1541/1928 [5:17:51<1:08:01, 10.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|███████▉  | 1542/1928 [5:18:02<1:08:59, 10.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1543/1928 [5:18:15<1:13:21, 11.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1544/1928 [5:18:31<1:21:02, 12.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1545/1928 [5:18:39<1:12:30, 11.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1546/1928 [5:18:47<1:06:10, 10.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1547/1928 [5:18:57<1:04:32, 10.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1548/1928 [5:19:03<56:35,  8.93s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1549/1928 [5:19:11<55:24,  8.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1550/1928 [5:19:22<59:30,  9.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1551/1928 [5:19:31<57:46,  9.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  80%|████████  | 1552/1928 [5:19:46<1:09:06, 11.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1553/1928 [5:19:56<1:07:16, 10.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1554/1928 [5:20:05<1:03:41, 10.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1555/1928 [5:20:13<58:13,  9.37s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1556/1928 [5:20:20<55:17,  8.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1557/1928 [5:20:36<1:07:37, 10.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1558/1928 [5:20:47<1:06:46, 10.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1559/1928 [5:20:58<1:07:09, 10.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1560/1928 [5:21:15<1:18:22, 12.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1561/1928 [5:21:24<1:12:03, 11.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1562/1928 [5:21:35<1:09:14, 11.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1563/1928 [5:21:48<1:12:01, 11.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1564/1928 [5:22:01<1:14:19, 12.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1565/1928 [5:22:11<1:10:19, 11.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████  | 1566/1928 [5:22:20<1:05:29, 10.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████▏ | 1567/1928 [5:22:29<1:01:33, 10.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████▏ | 1568/1928 [5:22:38<59:17,  9.88s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████▏ | 1569/1928 [5:22:46<55:56,  9.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████▏ | 1570/1928 [5:23:07<1:15:49, 12.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  81%|████████▏ | 1571/1928 [5:23:19<1:14:49, 12.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1572/1928 [5:23:26<1:04:41, 10.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1573/1928 [5:23:35<1:01:02, 10.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1574/1928 [5:23:44<58:44,  9.96s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1575/1928 [5:23:54<59:35, 10.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1576/1928 [5:24:04<57:56,  9.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1577/1928 [5:24:11<53:49,  9.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1578/1928 [5:24:26<1:03:46, 10.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1579/1928 [5:24:40<1:08:24, 11.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1580/1928 [5:24:55<1:13:38, 12.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1581/1928 [5:25:04<1:07:35, 11.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1582/1928 [5:25:14<1:03:54, 11.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1583/1928 [5:25:24<1:02:44, 10.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1584/1928 [5:25:34<1:00:15, 10.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1585/1928 [5:25:48<1:06:16, 11.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1586/1928 [5:26:03<1:11:09, 12.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1587/1928 [5:26:20<1:18:32, 13.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1588/1928 [5:26:35<1:20:09, 14.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1589/1928 [5:26:47<1:16:22, 13.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  82%|████████▏ | 1590/1928 [5:26:58<1:13:05, 12.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1591/1928 [5:27:12<1:14:38, 13.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1592/1928 [5:27:21<1:06:25, 11.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1593/1928 [5:27:31<1:02:32, 11.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1594/1928 [5:27:45<1:07:16, 12.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1595/1928 [5:27:54<1:01:54, 11.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1596/1928 [5:28:04<1:01:02, 11.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1597/1928 [5:28:16<1:01:20, 11.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1598/1928 [5:28:30<1:06:24, 12.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1599/1928 [5:28:41<1:04:33, 11.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1600/1928 [5:28:54<1:05:29, 11.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1601/1928 [5:29:11<1:14:54, 13.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1602/1928 [5:29:26<1:15:33, 13.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1603/1928 [5:29:38<1:12:46, 13.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1604/1928 [5:29:50<1:09:26, 12.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1605/1928 [5:29:59<1:03:31, 11.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1606/1928 [5:30:08<59:44, 11.13s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1607/1928 [5:30:20<59:47, 11.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1608/1928 [5:30:30<58:48, 11.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  83%|████████▎ | 1609/1928 [5:30:45<1:05:05, 12.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▎ | 1610/1928 [5:30:56<1:02:13, 11.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▎ | 1611/1928 [5:31:13<1:10:25, 13.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▎ | 1612/1928 [5:31:21<1:02:05, 11.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▎ | 1613/1928 [5:31:31<58:25, 11.13s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▎ | 1614/1928 [5:31:41<57:25, 10.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1615/1928 [5:31:51<54:49, 10.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1616/1928 [5:32:03<56:25, 10.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1617/1928 [5:32:16<1:00:24, 11.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1618/1928 [5:32:26<58:06, 11.25s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1619/1928 [5:32:41<1:03:13, 12.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1620/1928 [5:32:50<58:10, 11.33s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1621/1928 [5:32:57<51:27, 10.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1622/1928 [5:33:06<48:36,  9.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1623/1928 [5:33:18<52:31, 10.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1624/1928 [5:33:33<59:07, 11.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1625/1928 [5:33:42<55:52, 11.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1626/1928 [5:33:52<54:22, 10.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1627/1928 [5:34:06<58:14, 11.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1628/1928 [5:34:16<55:39, 11.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  84%|████████▍ | 1629/1928 [5:34:25<52:45, 10.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▍ | 1630/1928 [5:34:37<54:11, 10.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▍ | 1631/1928 [5:34:48<54:03, 10.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▍ | 1632/1928 [5:34:58<52:00, 10.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▍ | 1633/1928 [5:35:07<50:20, 10.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▍ | 1634/1928 [5:35:26<1:03:18, 12.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▍ | 1635/1928 [5:35:39<1:02:11, 12.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▍ | 1636/1928 [5:35:53<1:04:30, 13.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▍ | 1637/1928 [5:36:05<1:02:46, 12.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▍ | 1638/1928 [5:36:17<1:01:00, 12.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1639/1928 [5:36:23<51:43, 10.74s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1640/1928 [5:36:33<49:40, 10.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1641/1928 [5:36:46<53:37, 11.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1642/1928 [5:36:57<53:36, 11.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1643/1928 [5:37:15<1:02:41, 13.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1644/1928 [5:37:31<1:06:27, 14.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1645/1928 [5:37:45<1:05:19, 13.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1646/1928 [5:37:54<59:25, 12.65s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1647/1928 [5:38:03<53:51, 11.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  85%|████████▌ | 1648/1928 [5:38:10<46:43, 10.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1649/1928 [5:38:20<47:06, 10.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1650/1928 [5:38:33<50:28, 10.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1651/1928 [5:38:43<49:50, 10.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1652/1928 [5:38:58<54:49, 11.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1653/1928 [5:39:08<51:40, 11.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1654/1928 [5:39:17<48:19, 10.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1655/1928 [5:39:26<46:00, 10.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1656/1928 [5:39:41<53:25, 11.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1657/1928 [5:39:57<58:08, 12.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1658/1928 [5:40:11<1:00:11, 13.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1659/1928 [5:40:24<58:22, 13.02s/it]  \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1660/1928 [5:40:35<56:41, 12.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1661/1928 [5:40:50<58:37, 13.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▌ | 1662/1928 [5:40:59<52:59, 11.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▋ | 1663/1928 [5:41:12<54:22, 12.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▋ | 1664/1928 [5:41:19<46:37, 10.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▋ | 1665/1928 [5:41:28<44:51, 10.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▋ | 1666/1928 [5:41:40<47:19, 10.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  86%|████████▋ | 1667/1928 [5:41:51<46:59, 10.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1668/1928 [5:42:00<44:53, 10.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1669/1928 [5:42:17<52:42, 12.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1670/1928 [5:42:25<46:55, 10.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1671/1928 [5:42:34<44:27, 10.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1672/1928 [5:42:43<42:37,  9.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1673/1928 [5:42:53<42:09,  9.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1674/1928 [5:43:02<41:05,  9.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1675/1928 [5:43:09<38:04,  9.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1676/1928 [5:43:18<37:23,  8.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1677/1928 [5:43:29<39:29,  9.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1678/1928 [5:43:39<41:05,  9.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1679/1928 [5:43:56<49:27, 11.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1680/1928 [5:44:06<47:02, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1681/1928 [5:44:16<44:09, 10.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1682/1928 [5:44:31<50:23, 12.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1683/1928 [5:44:47<54:27, 13.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1684/1928 [5:44:59<52:20, 12.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1685/1928 [5:45:10<49:33, 12.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  87%|████████▋ | 1686/1928 [5:45:21<48:38, 12.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1687/1928 [5:45:31<45:42, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1688/1928 [5:45:45<48:53, 12.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1689/1928 [5:45:54<44:55, 11.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1690/1928 [5:46:10<49:45, 12.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1691/1928 [5:46:20<46:22, 11.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1692/1928 [5:46:29<43:29, 11.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1693/1928 [5:46:39<41:48, 10.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1694/1928 [5:46:48<39:58, 10.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1695/1928 [5:47:02<44:16, 11.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1696/1928 [5:47:16<46:56, 12.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1697/1928 [5:47:29<47:21, 12.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1698/1928 [5:47:37<42:39, 11.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1699/1928 [5:47:47<40:49, 10.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1700/1928 [5:47:56<38:35, 10.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1701/1928 [5:48:07<38:56, 10.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1702/1928 [5:48:16<37:21,  9.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1703/1928 [5:48:28<39:30, 10.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1704/1928 [5:48:43<45:02, 12.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1705/1928 [5:48:59<48:34, 13.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  88%|████████▊ | 1706/1928 [5:49:13<50:01, 13.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▊ | 1707/1928 [5:49:26<49:04, 13.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▊ | 1708/1928 [5:49:35<44:19, 12.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▊ | 1709/1928 [5:49:45<41:31, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▊ | 1710/1928 [5:49:56<40:50, 11.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▊ | 1711/1928 [5:50:11<44:19, 12.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1712/1928 [5:50:26<47:22, 13.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1713/1928 [5:50:37<45:13, 12.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1714/1928 [5:50:48<43:20, 12.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1715/1928 [5:50:58<40:12, 11.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1716/1928 [5:51:07<38:01, 10.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1717/1928 [5:51:19<38:37, 10.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1718/1928 [5:51:27<35:23, 10.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1719/1928 [5:51:35<33:34,  9.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1720/1928 [5:51:46<34:16,  9.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1721/1928 [5:52:00<38:35, 11.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1722/1928 [5:52:11<38:32, 11.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1723/1928 [5:52:26<42:23, 12.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1724/1928 [5:52:37<40:10, 11.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  89%|████████▉ | 1725/1928 [5:52:49<39:55, 11.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|████████▉ | 1726/1928 [5:53:02<41:42, 12.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|████████▉ | 1727/1928 [5:53:15<41:23, 12.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|████████▉ | 1728/1928 [5:53:33<46:52, 14.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration:  90%|████████▉ | 1729/1928 [5:53:49<49:02, 14.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|████████▉ | 1730/1928 [5:54:02<47:23, 14.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|████████▉ | 1731/1928 [5:54:12<42:26, 12.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|████████▉ | 1732/1928 [5:54:27<44:29, 13.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|████████▉ | 1733/1928 [5:54:36<39:29, 12.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|████████▉ | 1734/1928 [5:54:45<36:10, 11.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|████████▉ | 1735/1928 [5:54:55<34:46, 10.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|█████████ | 1736/1928 [5:55:07<35:46, 11.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|█████████ | 1737/1928 [5:55:22<39:17, 12.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|█████████ | 1738/1928 [5:55:31<35:59, 11.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|█████████ | 1739/1928 [5:55:41<34:18, 10.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|█████████ | 1740/1928 [5:55:50<32:52, 10.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|█████████ | 1741/1928 [5:55:59<30:28,  9.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|█████████ | 1742/1928 [5:56:12<33:50, 10.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|█████████ | 1743/1928 [5:56:25<35:08, 11.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  90%|█████████ | 1744/1928 [5:56:35<34:22, 11.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1745/1928 [5:56:44<32:05, 10.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1746/1928 [5:56:54<30:47, 10.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1747/1928 [5:57:03<29:47,  9.87s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1748/1928 [5:57:15<31:14, 10.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1749/1928 [5:57:28<33:34, 11.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1750/1928 [5:57:39<33:42, 11.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1751/1928 [5:57:53<35:35, 12.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1752/1928 [5:58:09<38:45, 13.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1753/1928 [5:58:24<40:09, 13.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1754/1928 [5:58:34<36:51, 12.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1755/1928 [5:58:44<33:41, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1756/1928 [5:58:54<32:11, 11.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1757/1928 [5:59:06<32:54, 11.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1758/1928 [5:59:20<34:56, 12.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████ | 1759/1928 [5:59:31<33:17, 11.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████▏| 1760/1928 [5:59:40<30:39, 10.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████▏| 1761/1928 [5:59:49<29:23, 10.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████▏| 1762/1928 [6:00:02<30:49, 11.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████▏| 1763/1928 [6:00:12<30:09, 10.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  91%|█████████▏| 1764/1928 [6:00:25<31:19, 11.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1765/1928 [6:00:41<34:47, 12.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1766/1928 [6:00:55<35:49, 13.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1767/1928 [6:01:06<33:41, 12.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1768/1928 [6:01:23<36:38, 13.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1769/1928 [6:01:33<33:53, 12.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1770/1928 [6:01:43<31:00, 11.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1771/1928 [6:01:52<29:09, 11.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1772/1928 [6:02:07<31:31, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1773/1928 [6:02:17<29:56, 11.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1774/1928 [6:02:31<31:39, 12.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1775/1928 [6:02:50<36:43, 14.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1776/1928 [6:02:57<30:52, 12.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1777/1928 [6:03:08<29:15, 11.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1778/1928 [6:03:19<28:26, 11.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1779/1928 [6:03:28<27:07, 10.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1780/1928 [6:03:37<25:32, 10.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1781/1928 [6:03:47<24:30, 10.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1782/1928 [6:04:01<27:44, 11.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  92%|█████████▏| 1783/1928 [6:04:08<24:15, 10.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1784/1928 [6:04:16<22:35,  9.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1785/1928 [6:04:26<22:42,  9.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1786/1928 [6:04:36<23:13,  9.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1787/1928 [6:04:52<27:13, 11.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1788/1928 [6:05:01<25:26, 10.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1789/1928 [6:05:11<24:07, 10.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1790/1928 [6:05:20<23:09, 10.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1791/1928 [6:05:32<24:16, 10.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1792/1928 [6:05:40<22:18,  9.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1793/1928 [6:05:48<21:16,  9.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1794/1928 [6:05:58<21:03,  9.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1795/1928 [6:06:07<20:41,  9.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1796/1928 [6:06:22<24:00, 10.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1797/1928 [6:06:31<22:58, 10.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1798/1928 [6:06:44<24:21, 11.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1799/1928 [6:06:52<21:57, 10.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1800/1928 [6:06:59<20:05,  9.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1801/1928 [6:07:12<22:09, 10.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  93%|█████████▎| 1802/1928 [6:07:27<24:19, 11.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▎| 1803/1928 [6:07:40<25:36, 12.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▎| 1804/1928 [6:07:53<25:16, 12.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▎| 1805/1928 [6:08:05<25:09, 12.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▎| 1806/1928 [6:08:16<24:01, 11.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▎| 1807/1928 [6:08:25<22:25, 11.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1808/1928 [6:08:39<23:40, 11.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1809/1928 [6:08:51<23:44, 11.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1810/1928 [6:09:04<24:08, 12.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1811/1928 [6:09:20<25:51, 13.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1812/1928 [6:09:34<26:21, 13.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1813/1928 [6:09:43<23:27, 12.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1814/1928 [6:09:53<22:02, 11.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1815/1928 [6:10:02<20:19, 10.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1816/1928 [6:10:12<19:34, 10.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1817/1928 [6:10:25<20:55, 11.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1818/1928 [6:10:34<19:15, 10.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1819/1928 [6:10:46<20:13, 11.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1820/1928 [6:11:04<23:47, 13.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  94%|█████████▍| 1821/1928 [6:11:15<22:14, 12.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1822/1928 [6:11:24<20:18, 11.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1823/1928 [6:11:34<19:07, 10.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1824/1928 [6:11:44<18:27, 10.65s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1825/1928 [6:11:53<17:28, 10.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1826/1928 [6:12:09<20:03, 11.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1827/1928 [6:12:20<19:55, 11.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1828/1928 [6:12:35<21:14, 12.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1829/1928 [6:12:50<21:49, 13.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1830/1928 [6:13:03<21:47, 13.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▍| 1831/1928 [6:13:13<19:39, 12.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1832/1928 [6:13:21<17:37, 11.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1833/1928 [6:13:30<16:21, 10.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1834/1928 [6:13:41<16:25, 10.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1835/1928 [6:13:51<16:04, 10.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1836/1928 [6:14:00<15:22, 10.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1837/1928 [6:14:09<14:53,  9.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1838/1928 [6:14:21<15:45, 10.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1839/1928 [6:14:35<17:00, 11.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1840/1928 [6:14:45<16:01, 10.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  95%|█████████▌| 1841/1928 [6:14:55<15:21, 10.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1842/1928 [6:15:00<12:54,  9.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1843/1928 [6:15:10<13:20,  9.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1844/1928 [6:15:19<13:03,  9.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1845/1928 [6:15:30<13:26,  9.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1846/1928 [6:15:40<13:30,  9.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1847/1928 [6:15:53<14:28, 10.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1848/1928 [6:16:09<16:29, 12.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1849/1928 [6:16:19<15:15, 11.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1850/1928 [6:16:29<14:33, 11.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1851/1928 [6:16:41<14:34, 11.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1852/1928 [6:16:53<14:41, 11.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1853/1928 [6:17:07<15:13, 12.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1854/1928 [6:17:25<17:09, 13.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▌| 1855/1928 [6:17:41<17:39, 14.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▋| 1856/1928 [6:17:55<17:13, 14.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▋| 1857/1928 [6:18:08<16:32, 13.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▋| 1858/1928 [6:18:17<14:37, 12.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▋| 1859/1928 [6:18:26<13:18, 11.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  96%|█████████▋| 1860/1928 [6:18:35<12:17, 10.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1861/1928 [6:18:46<12:01, 10.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1862/1928 [6:18:55<11:28, 10.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1863/1928 [6:19:13<13:40, 12.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1864/1928 [6:19:24<12:59, 12.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1865/1928 [6:19:41<14:05, 13.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1866/1928 [6:19:50<12:41, 12.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1867/1928 [6:20:02<12:21, 12.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1868/1928 [6:20:14<12:07, 12.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1869/1928 [6:20:24<11:19, 11.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1870/1928 [6:20:34<10:27, 10.81s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1871/1928 [6:20:46<10:44, 11.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1872/1928 [6:20:57<10:27, 11.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1873/1928 [6:21:16<12:32, 13.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1874/1928 [6:21:28<11:38, 12.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1875/1928 [6:21:37<10:29, 11.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1876/1928 [6:21:49<10:21, 11.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1877/1928 [6:22:09<12:07, 14.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1878/1928 [6:22:26<12:45, 15.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  97%|█████████▋| 1879/1928 [6:22:40<12:07, 14.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1880/1928 [6:22:54<11:30, 14.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1881/1928 [6:23:07<11:06, 14.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1882/1928 [6:23:18<10:09, 13.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1883/1928 [6:23:29<09:17, 12.40s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1884/1928 [6:23:41<09:09, 12.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1885/1928 [6:23:51<08:23, 11.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1886/1928 [6:24:04<08:28, 12.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1887/1928 [6:24:14<07:40, 11.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1888/1928 [6:24:32<09:01, 13.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1889/1928 [6:24:46<08:47, 13.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1890/1928 [6:24:58<08:12, 12.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1891/1928 [6:25:07<07:20, 11.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1892/1928 [6:25:19<07:13, 12.05s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1893/1928 [6:25:30<06:45, 11.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1894/1928 [6:25:48<07:35, 13.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1895/1928 [6:25:57<06:38, 12.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1896/1928 [6:26:17<07:47, 14.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1897/1928 [6:26:30<07:20, 14.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1898/1928 [6:26:43<06:51, 13.72s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  98%|█████████▊| 1899/1928 [6:26:57<06:41, 13.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▊| 1900/1928 [6:27:14<06:56, 14.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▊| 1901/1928 [6:27:30<06:47, 15.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▊| 1902/1928 [6:27:41<05:57, 13.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▊| 1903/1928 [6:27:53<05:31, 13.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1904/1928 [6:28:10<05:43, 14.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1905/1928 [6:28:20<05:04, 13.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1906/1928 [6:28:33<04:47, 13.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1907/1928 [6:28:45<04:27, 12.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1908/1928 [6:28:57<04:08, 12.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1909/1928 [6:29:07<03:44, 11.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1910/1928 [6:29:19<03:31, 11.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1911/1928 [6:29:34<03:37, 12.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1912/1928 [6:29:44<03:13, 12.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1913/1928 [6:29:55<02:56, 11.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1914/1928 [6:30:03<02:28, 10.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1915/1928 [6:30:12<02:09,  9.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1916/1928 [6:30:28<02:21, 11.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1917/1928 [6:30:41<02:13, 12.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:  99%|█████████▉| 1918/1928 [6:30:54<02:05, 12.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration: 100%|█████████▉| 1919/1928 [6:31:09<01:59, 13.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration: 100%|█████████▉| 1920/1928 [6:31:20<01:39, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration: 100%|█████████▉| 1921/1928 [6:31:28<01:18, 11.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration: 100%|█████████▉| 1922/1928 [6:31:44<01:15, 12.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Iteration: 100%|█████████▉| 1923/1928 [6:31:58<01:05, 13.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration: 100%|█████████▉| 1924/1928 [6:32:13<00:54, 13.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration: 100%|█████████▉| 1925/1928 [6:32:25<00:39, 13.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration: 100%|█████████▉| 1926/1928 [6:32:38<00:26, 13.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration: 100%|█████████▉| 1927/1928 [6:32:50<00:12, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration: 100%|██████████| 1928/1928 [6:33:06<00:00, 12.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   0%|          | 0/241 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   0%|          | 1/241 [00:02<10:02,  2.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   1%|          | 2/241 [00:04<09:42,  2.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   1%|          | 3/241 [00:07<09:38,  2.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   2%|▏         | 4/241 [00:09<09:54,  2.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   2%|▏         | 5/241 [00:12<09:46,  2.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   2%|▏         | 6/241 [00:14<09:25,  2.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   3%|▎         | 7/241 [00:16<09:05,  2.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   3%|▎         | 8/241 [00:19<09:24,  2.42s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   4%|▎         | 9/241 [00:23<11:10,  2.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   4%|▍         | 10/241 [00:27<12:53,  3.35s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   5%|▍         | 11/241 [00:30<12:40,  3.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   5%|▍         | 12/241 [00:33<12:13,  3.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   5%|▌         | 13/241 [00:36<10:59,  2.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   6%|▌         | 14/241 [00:42<14:27,  3.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   6%|▌         | 15/241 [00:44<13:22,  3.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   7%|▋         | 16/241 [00:47<12:11,  3.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   7%|▋         | 17/241 [00:49<11:12,  3.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   7%|▋         | 18/241 [00:52<10:14,  2.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   8%|▊         | 19/241 [00:54<09:30,  2.57s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   8%|▊         | 20/241 [00:56<09:22,  2.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   9%|▊         | 21/241 [00:59<09:22,  2.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:   9%|▉         | 22/241 [01:00<07:42,  2.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  10%|▉         | 23/241 [01:02<07:40,  2.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  10%|▉         | 24/241 [01:04<07:49,  2.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  10%|█         | 25/241 [01:07<07:49,  2.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  11%|█         | 26/241 [01:10<08:54,  2.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  11%|█         | 27/241 [01:12<08:47,  2.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  12%|█▏        | 28/241 [01:15<08:57,  2.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  12%|█▏        | 29/241 [01:17<08:57,  2.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  12%|█▏        | 30/241 [01:20<08:51,  2.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  13%|█▎        | 31/241 [01:28<14:25,  4.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  13%|█▎        | 32/241 [01:31<13:30,  3.88s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  14%|█▎        | 33/241 [01:34<12:25,  3.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  14%|█▍        | 34/241 [01:36<11:17,  3.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  15%|█▍        | 35/241 [01:41<12:13,  3.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  15%|█▍        | 36/241 [01:45<12:46,  3.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  15%|█▌        | 37/241 [01:49<13:37,  4.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  16%|█▌        | 38/241 [01:52<12:18,  3.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  16%|█▌        | 39/241 [01:55<11:20,  3.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  17%|█▋        | 40/241 [01:58<10:54,  3.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  17%|█▋        | 41/241 [02:02<11:43,  3.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  17%|█▋        | 42/241 [02:06<11:44,  3.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  18%|█▊        | 43/241 [02:10<12:06,  3.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  18%|█▊        | 44/241 [02:12<11:04,  3.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  19%|█▊        | 45/241 [02:15<10:01,  3.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  19%|█▉        | 46/241 [02:17<08:55,  2.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  20%|█▉        | 47/241 [02:19<08:50,  2.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  20%|█▉        | 48/241 [02:22<08:52,  2.76s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  20%|██        | 49/241 [02:25<08:54,  2.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  21%|██        | 50/241 [02:28<08:37,  2.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  21%|██        | 51/241 [02:30<08:02,  2.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  22%|██▏       | 52/241 [02:32<07:57,  2.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  22%|██▏       | 53/241 [02:35<08:00,  2.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  22%|██▏       | 54/241 [02:38<08:19,  2.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  23%|██▎       | 55/241 [02:41<09:04,  2.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  23%|██▎       | 56/241 [02:44<08:31,  2.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  24%|██▎       | 57/241 [02:46<08:09,  2.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  24%|██▍       | 58/241 [02:49<07:58,  2.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  24%|██▍       | 59/241 [02:51<08:01,  2.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  25%|██▍       | 60/241 [02:54<07:53,  2.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  25%|██▌       | 61/241 [02:56<07:34,  2.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  26%|██▌       | 62/241 [03:04<12:12,  4.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  26%|██▌       | 63/241 [03:09<12:36,  4.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  27%|██▋       | 64/241 [03:11<11:00,  3.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  27%|██▋       | 65/241 [03:13<09:30,  3.24s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  27%|██▋       | 66/241 [03:16<09:03,  3.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  28%|██▊       | 67/241 [03:18<08:27,  2.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  28%|██▊       | 68/241 [03:21<08:04,  2.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  29%|██▊       | 69/241 [03:23<07:39,  2.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  29%|██▉       | 70/241 [03:27<08:02,  2.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  29%|██▉       | 71/241 [03:30<08:19,  2.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  30%|██▉       | 72/241 [03:34<09:18,  3.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  30%|███       | 73/241 [03:41<12:02,  4.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  31%|███       | 74/241 [03:45<12:20,  4.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  31%|███       | 75/241 [03:49<11:36,  4.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  32%|███▏      | 76/241 [03:52<10:52,  3.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  32%|███▏      | 77/241 [03:57<11:01,  4.03s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  32%|███▏      | 78/241 [04:00<10:51,  4.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  33%|███▎      | 79/241 [04:04<10:29,  3.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  33%|███▎      | 80/241 [04:09<11:14,  4.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  34%|███▎      | 81/241 [04:12<10:16,  3.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  34%|███▍      | 82/241 [04:15<09:13,  3.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  34%|███▍      | 83/241 [04:17<08:28,  3.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  35%|███▍      | 84/241 [04:20<07:52,  3.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  35%|███▌      | 85/241 [04:23<07:40,  2.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  36%|███▌      | 86/241 [04:25<07:29,  2.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  36%|███▌      | 87/241 [04:28<07:00,  2.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  37%|███▋      | 88/241 [04:30<06:51,  2.69s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  37%|███▋      | 89/241 [04:33<07:10,  2.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  37%|███▋      | 90/241 [04:37<07:57,  3.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  38%|███▊      | 91/241 [04:39<06:32,  2.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  38%|███▊      | 92/241 [04:41<06:03,  2.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  39%|███▊      | 93/241 [04:43<05:52,  2.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  39%|███▉      | 94/241 [04:46<06:05,  2.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  39%|███▉      | 95/241 [04:48<05:48,  2.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  40%|███▉      | 96/241 [04:53<07:44,  3.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  40%|████      | 97/241 [04:59<09:53,  4.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  41%|████      | 98/241 [05:01<08:24,  3.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  41%|████      | 99/241 [05:04<07:47,  3.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  41%|████▏     | 100/241 [05:06<06:58,  2.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  42%|████▏     | 101/241 [05:11<07:49,  3.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  42%|████▏     | 102/241 [05:14<08:06,  3.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  43%|████▎     | 103/241 [05:18<07:47,  3.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  43%|████▎     | 104/241 [05:20<07:22,  3.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  44%|████▎     | 105/241 [05:24<07:49,  3.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  44%|████▍     | 106/241 [05:27<07:14,  3.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  44%|████▍     | 107/241 [05:29<06:28,  2.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  45%|████▍     | 108/241 [05:33<06:59,  3.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  45%|████▌     | 109/241 [05:37<07:12,  3.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  46%|████▌     | 110/241 [05:40<06:59,  3.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  46%|████▌     | 111/241 [05:42<06:20,  2.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  46%|████▋     | 112/241 [05:44<05:58,  2.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  47%|████▋     | 113/241 [05:46<05:33,  2.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  47%|████▋     | 114/241 [05:50<06:06,  2.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  48%|████▊     | 115/241 [05:51<05:06,  2.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  48%|████▊     | 116/241 [05:54<05:23,  2.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  49%|████▊     | 117/241 [05:57<05:31,  2.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  49%|████▉     | 118/241 [06:01<06:07,  2.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  49%|████▉     | 119/241 [06:04<06:14,  3.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  50%|████▉     | 120/241 [06:08<06:40,  3.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  50%|█████     | 121/241 [06:12<06:51,  3.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  51%|█████     | 122/241 [06:15<06:48,  3.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  51%|█████     | 123/241 [06:19<06:51,  3.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  51%|█████▏    | 124/241 [06:22<06:43,  3.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  52%|█████▏    | 125/241 [06:26<06:42,  3.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  52%|█████▏    | 126/241 [06:35<10:12,  5.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  53%|█████▎    | 127/241 [06:38<08:46,  4.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  53%|█████▎    | 128/241 [06:40<07:16,  3.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  54%|█████▎    | 129/241 [06:43<06:45,  3.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  54%|█████▍    | 130/241 [06:48<07:21,  3.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  54%|█████▍    | 131/241 [06:53<07:44,  4.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  55%|█████▍    | 132/241 [06:57<07:26,  4.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  55%|█████▌    | 133/241 [06:59<06:24,  3.56s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  56%|█████▌    | 134/241 [07:01<05:33,  3.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  56%|█████▌    | 135/241 [07:04<05:20,  3.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  56%|█████▋    | 136/241 [07:07<04:58,  2.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  57%|█████▋    | 137/241 [07:09<04:49,  2.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  57%|█████▋    | 138/241 [07:11<04:32,  2.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  58%|█████▊    | 139/241 [07:14<04:36,  2.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  58%|█████▊    | 140/241 [07:17<04:29,  2.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  59%|█████▊    | 141/241 [07:18<03:52,  2.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  59%|█████▉    | 142/241 [07:21<04:02,  2.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  59%|█████▉    | 143/241 [07:23<03:38,  2.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  60%|█████▉    | 144/241 [07:25<03:43,  2.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  60%|██████    | 145/241 [07:28<03:42,  2.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  61%|██████    | 146/241 [07:30<03:42,  2.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  61%|██████    | 147/241 [07:33<03:55,  2.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  61%|██████▏   | 148/241 [07:38<04:58,  3.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  62%|██████▏   | 149/241 [07:41<04:54,  3.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  62%|██████▏   | 150/241 [07:46<05:29,  3.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  63%|██████▎   | 151/241 [07:47<04:37,  3.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  63%|██████▎   | 152/241 [07:50<04:30,  3.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  63%|██████▎   | 153/241 [07:53<04:05,  2.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  64%|██████▍   | 154/241 [07:55<03:44,  2.58s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  64%|██████▍   | 155/241 [07:57<03:42,  2.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  65%|██████▍   | 156/241 [08:00<03:41,  2.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  65%|██████▌   | 157/241 [08:06<05:01,  3.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  66%|██████▌   | 158/241 [08:11<05:37,  4.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  66%|██████▌   | 159/241 [08:13<04:50,  3.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  66%|██████▋   | 160/241 [08:18<05:16,  3.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  67%|██████▋   | 161/241 [08:23<05:30,  4.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  67%|██████▋   | 162/241 [08:26<05:15,  3.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  68%|██████▊   | 163/241 [08:30<05:05,  3.91s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  68%|██████▊   | 164/241 [08:34<05:05,  3.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  68%|██████▊   | 165/241 [08:40<05:35,  4.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  69%|██████▉   | 166/241 [08:47<06:27,  5.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  69%|██████▉   | 167/241 [08:51<06:05,  4.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  70%|██████▉   | 168/241 [08:54<05:23,  4.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  70%|███████   | 169/241 [08:56<04:23,  3.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  71%|███████   | 170/241 [08:59<03:53,  3.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  71%|███████   | 171/241 [09:02<03:42,  3.18s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  71%|███████▏  | 172/241 [09:04<03:23,  2.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  72%|███████▏  | 173/241 [09:06<03:13,  2.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  72%|███████▏  | 174/241 [09:09<03:08,  2.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  73%|███████▎  | 175/241 [09:12<03:06,  2.82s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  73%|███████▎  | 176/241 [09:15<02:57,  2.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  73%|███████▎  | 177/241 [09:17<02:50,  2.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  74%|███████▍  | 178/241 [09:19<02:37,  2.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  74%|███████▍  | 179/241 [09:22<02:33,  2.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  75%|███████▍  | 180/241 [09:24<02:31,  2.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  75%|███████▌  | 181/241 [09:27<02:29,  2.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  76%|███████▌  | 182/241 [09:29<02:15,  2.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  76%|███████▌  | 183/241 [09:31<02:19,  2.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  76%|███████▋  | 184/241 [09:34<02:18,  2.44s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  77%|███████▋  | 185/241 [09:36<02:21,  2.53s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  77%|███████▋  | 186/241 [09:40<02:35,  2.83s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  78%|███████▊  | 187/241 [09:44<02:45,  3.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  78%|███████▊  | 188/241 [09:46<02:33,  2.90s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  78%|███████▊  | 189/241 [09:50<02:41,  3.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  79%|███████▉  | 190/241 [09:52<02:32,  2.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  79%|███████▉  | 191/241 [10:00<03:35,  4.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  80%|███████▉  | 192/241 [10:02<03:05,  3.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  80%|████████  | 193/241 [10:06<02:53,  3.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  80%|████████  | 194/241 [10:08<02:37,  3.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  81%|████████  | 195/241 [10:11<02:22,  3.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  81%|████████▏ | 196/241 [10:14<02:23,  3.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Evaluating:  82%|████████▏ | 197/241 [10:17<02:13,  3.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  82%|████████▏ | 198/241 [10:18<01:52,  2.61s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  83%|████████▎ | 199/241 [10:22<01:59,  2.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  83%|████████▎ | 200/241 [10:25<02:05,  3.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  83%|████████▎ | 201/241 [10:30<02:18,  3.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  84%|████████▍ | 202/241 [10:34<02:25,  3.73s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  84%|████████▍ | 203/241 [10:37<02:14,  3.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  85%|████████▍ | 204/241 [10:39<01:54,  3.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  85%|████████▌ | 205/241 [10:43<01:52,  3.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  85%|████████▌ | 206/241 [10:46<01:47,  3.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  86%|████████▌ | 207/241 [10:49<01:49,  3.21s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  86%|████████▋ | 208/241 [10:52<01:45,  3.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  87%|████████▋ | 209/241 [10:57<01:57,  3.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  87%|████████▋ | 210/241 [11:00<01:46,  3.43s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  88%|████████▊ | 211/241 [11:02<01:34,  3.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  88%|████████▊ | 212/241 [11:08<01:55,  3.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  88%|████████▊ | 213/241 [11:11<01:43,  3.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  89%|████████▉ | 214/241 [11:14<01:34,  3.51s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  89%|████████▉ | 215/241 [11:18<01:35,  3.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  90%|████████▉ | 216/241 [11:21<01:21,  3.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  90%|█████████ | 217/241 [11:23<01:12,  3.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  90%|█████████ | 218/241 [11:26<01:05,  2.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  91%|█████████ | 219/241 [11:28<00:58,  2.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  91%|█████████▏| 220/241 [11:33<01:09,  3.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  92%|█████████▏| 221/241 [11:35<01:00,  3.01s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  92%|█████████▏| 222/241 [11:37<00:54,  2.85s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  93%|█████████▎| 223/241 [11:41<00:55,  3.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  93%|█████████▎| 224/241 [11:44<00:51,  3.04s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  93%|█████████▎| 225/241 [11:47<00:46,  2.89s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  94%|█████████▍| 226/241 [11:51<00:49,  3.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  94%|█████████▍| 227/241 [11:55<00:48,  3.50s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  95%|█████████▍| 228/241 [11:57<00:40,  3.10s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  95%|█████████▌| 229/241 [12:00<00:35,  2.98s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  95%|█████████▌| 230/241 [12:02<00:30,  2.75s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  96%|█████████▌| 231/241 [12:04<00:26,  2.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  96%|█████████▋| 232/241 [12:07<00:25,  2.79s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  97%|█████████▋| 233/241 [12:10<00:21,  2.74s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  97%|█████████▋| 234/241 [12:13<00:18,  2.71s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  98%|█████████▊| 235/241 [12:15<00:15,  2.59s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  98%|█████████▊| 236/241 [12:17<00:12,  2.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  98%|█████████▊| 237/241 [12:19<00:09,  2.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  99%|█████████▉| 238/241 [12:21<00:06,  2.29s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating:  99%|█████████▉| 239/241 [12:24<00:04,  2.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating: 100%|█████████▉| 240/241 [12:27<00:02,  2.41s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Evaluating: 100%|██████████| 241/241 [12:29<00:00,  3.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Epoch:  10%|█         | 1/10 [6:45:43<60:51:28, 24343.16s/it]\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 0/1928 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 1/1928 [00:11<6:00:34, 11.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 2/1928 [00:21<5:55:22, 11.07s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 3/1928 [00:31<5:41:51, 10.66s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 4/1928 [00:49<6:54:50, 12.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 5/1928 [01:07<7:37:36, 14.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 6/1928 [01:18<7:08:49, 13.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 7/1928 [01:28<6:36:03, 12.37s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 8/1928 [01:37<6:02:09, 11.32s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   0%|          | 9/1928 [01:50<6:19:20, 11.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 10/1928 [02:01<6:06:58, 11.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 11/1928 [02:12<6:09:00, 11.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 12/1928 [02:21<5:41:05, 10.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 13/1928 [02:34<6:06:08, 11.47s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 14/1928 [02:41<5:23:05, 10.13s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 15/1928 [02:51<5:16:20,  9.92s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 16/1928 [03:01<5:22:18, 10.11s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 17/1928 [03:15<5:59:04, 11.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 18/1928 [03:23<5:24:39, 10.20s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 19/1928 [03:37<5:59:59, 11.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 20/1928 [03:48<5:56:56, 11.22s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 21/1928 [04:01<6:09:27, 11.62s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 22/1928 [04:15<6:33:38, 12.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 23/1928 [04:26<6:23:46, 12.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|          | 24/1928 [04:45<7:26:18, 14.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|▏         | 25/1928 [04:55<6:47:21, 12.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|▏         | 26/1928 [05:06<6:29:50, 12.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|▏         | 27/1928 [05:21<6:54:48, 13.09s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   1%|▏         | 28/1928 [05:34<6:57:09, 13.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 29/1928 [05:47<6:52:05, 13.02s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 30/1928 [06:01<7:00:58, 13.31s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 31/1928 [06:11<6:31:21, 12.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 32/1928 [06:19<5:47:32, 11.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 33/1928 [06:29<5:37:02, 10.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 34/1928 [06:48<7:02:13, 13.38s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 35/1928 [06:57<6:20:21, 12.06s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 36/1928 [07:14<7:08:47, 13.60s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 37/1928 [07:27<7:01:12, 13.36s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 38/1928 [07:42<7:10:43, 13.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 39/1928 [07:52<6:43:01, 12.80s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 40/1928 [08:02<6:15:27, 11.93s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 41/1928 [08:16<6:32:33, 12.48s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 42/1928 [08:33<7:13:02, 13.78s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 43/1928 [08:43<6:38:53, 12.70s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 44/1928 [08:53<6:16:29, 11.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 45/1928 [09:03<5:55:55, 11.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 46/1928 [09:16<6:09:02, 11.77s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 47/1928 [09:26<5:49:38, 11.15s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   2%|▏         | 48/1928 [09:36<5:43:29, 10.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 49/1928 [09:50<6:05:36, 11.67s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 50/1928 [10:10<7:25:59, 14.25s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 51/1928 [10:27<7:54:33, 15.17s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 52/1928 [10:39<7:26:08, 14.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 53/1928 [10:50<6:56:27, 13.33s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 54/1928 [11:03<6:49:50, 13.12s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 55/1928 [11:14<6:28:58, 12.46s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 56/1928 [11:24<6:04:20, 11.68s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 57/1928 [11:33<5:42:43, 10.99s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 58/1928 [11:45<5:52:16, 11.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 59/1928 [12:00<6:21:03, 12.23s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 60/1928 [12:11<6:09:22, 11.86s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 61/1928 [12:20<5:41:05, 10.96s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 62/1928 [12:32<5:57:22, 11.49s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 63/1928 [12:46<6:15:32, 12.08s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 64/1928 [12:55<5:47:41, 11.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 65/1928 [13:06<5:45:59, 11.14s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 66/1928 [13:24<6:51:47, 13.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   3%|▎         | 67/1928 [13:42<7:30:56, 14.54s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 68/1928 [13:52<6:52:12, 13.30s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 69/1928 [14:09<7:21:47, 14.26s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 70/1928 [14:20<6:54:45, 13.39s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 71/1928 [14:30<6:19:51, 12.27s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▎         | 72/1928 [14:39<5:57:08, 11.55s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 73/1928 [14:57<6:55:47, 13.45s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 74/1928 [15:10<6:52:04, 13.34s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 75/1928 [15:21<6:26:31, 12.52s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 76/1928 [15:35<6:39:24, 12.94s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 77/1928 [15:49<6:49:33, 13.28s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 78/1928 [16:00<6:29:49, 12.64s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 79/1928 [16:11<6:09:49, 12.00s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "Iteration:   4%|▍         | 80/1928 [16:27<6:46:08, 13.19s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A"
     ]
    }
   ],
   "source": [
    "eval_, test_eval, model = main(X_train, X_dev,X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!gpustat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "run = neptune.init(project='Hatespeech-CNERG/Counterspeech-generation')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:.conda-nlp]",
   "language": "python",
   "name": "conda-env-.conda-nlp-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}