demo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0ed7b124-c09d-4cbe-9e6c-60e0fc61e88a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/data/local/projects/foundation/miniconda3/envs/evo_prot_grad/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "/data/local/projects/foundation/miniconda3/envs/evo_prot_grad/lib/python3.9/site-packages/transformers/utils/hub.py:124: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import evo_prot_grad\n",
    "from transformers import AutoModel\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set_style(\"whitegrid\")\n",
    "# set font size seaborn\n",
    "sns.set_context(\"notebook\", font_scale=1.25)\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfa0a31f-8648-47a2-b4b3-8879c0791b18",
   "metadata": {},
   "source": [
    "## HuggingFace ESM2 8M model + Supervised fluorescence regression model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e7c7627f-2710-4eb5-beee-73a136847b27",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/data/local/projects/foundation/miniconda3/envs/evo_prot_grad/lib/python3.9/site-packages/huggingface_hub/file_download.py:1150: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
      "  warnings.warn(\n",
      "A new version of the following files was downloaded from https://huggingface.co/NREL/avGFP-fluorescence-onehot-cnn:\n",
      "- configuration_avGFP.py\n",
      ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using local OneHotEmbedding class\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "A new version of the following files was downloaded from https://huggingface.co/NREL/avGFP-fluorescence-onehot-cnn:\n",
      "- model_avGFP.py\n",
      ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">Wildtype sequence: S K G E E L F T G V V P I L V E L D G D V N G H K F S V S G E G E G D A T Y G K L T L K F I C T T G K L P V P W P T L V T T L S Y G V Q C F S R Y P D H M K Q H D F F K S A M P E G Y V Q E R T I F F K D D G N Y K T R A E V K F E G D T L V N R I E L K G I D F K E D G N I L G H K L E Y N Y N S H N V Y I M A D K Q K N G I K V N F K I R H N I E D G S V Q L A D H Y Q Q N T P I G D G P V L L P D N H Y L S T Q S A L S K D P N E K R D H M V L L E F V T A A G I T H G M D E L Y K\n",
      ">step 0, chain 0, acc. rate: 123.8861, product of experts score: 3.1636\n",
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      ">step 0, chain 1, acc. rate: 1745179.3750, product of experts score: 9.5211\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mM\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[91mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[91mG\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 0, chain 2, acc. rate: 22172.5195, product of experts score: 6.9149\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mY\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 1, chain 0, acc. rate: 16012.7559, product of experts score: 9.3430\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[91mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mS\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 1, chain 1, acc. rate: 192.2054, product of experts score: 13.4118\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[91mV\u001b[0m \u001b[0mL\u001b[0m \u001b[91mM\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[91mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[91mG\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 1, chain 2, acc. rate: 152.5551, product of experts score: 10.5378\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[91mL\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mY\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 2, chain 0, acc. rate: 231.1250, product of experts score: 13.9367\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[91mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[91mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mS\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 2, chain 1, acc. rate: 45628.7109, product of experts score: 21.0223\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[91mV\u001b[0m \u001b[0mL\u001b[0m \u001b[91mM\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[91mV\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[91mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[91mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[91mG\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 2, chain 2, acc. rate: 2849281.5000, product of experts score: 20.2340\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[91mL\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[91mG\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[91mK\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mY\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[91mI\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 3, chain 0, acc. rate: 6.7797, product of experts score: 14.8549\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[91mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[91mG\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mS\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 3, chain 1, acc. rate: 19105.8887, product of experts score: 27.5524\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[91mV\u001b[0m \u001b[0mL\u001b[0m \u001b[91mM\u001b[0m \u001b[0mT\u001b[0m \u001b[91mF\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[91mV\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[91mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[91mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[91mG\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[91mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 3, chain 2, acc. rate: 68894.7344, product of experts score: 28.9199\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[91mL\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[91mG\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[91mK\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[91mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[91mK\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mY\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[91mI\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 4, chain 0, acc. rate: 234.4137, product of experts score: 18.7462\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[91mD\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[91mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[91mG\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mS\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 4, chain 1, acc. rate: 241.2521, product of experts score: 31.5588\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[91mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[91mV\u001b[0m \u001b[0mL\u001b[0m \u001b[91mM\u001b[0m \u001b[0mT\u001b[0m \u001b[91mF\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[91mV\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[91mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[91mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[91mG\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[91mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      ">step 4, chain 2, acc. rate: 2818910.5000, product of experts score: 39.2577\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[91mL\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mC\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[91mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[91mG\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[91mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[91mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[91mK\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[91mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[91mK\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mY\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[91mI\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# HuggingFace ESM2 8M model\n",
    "esm2_expert = evo_prot_grad.get_expert('esm', 'mutant_marginal', temperature = 1.0, device = 'cuda:2')\n",
    "\n",
    "# Supervised fluorescence regression model\n",
    "gfp_expert = evo_prot_grad.get_expert(\n",
    "                        'onehot_downstream_regression',\n",
    "                        'attribute_value',\n",
    "                        temperature = 1.0,\n",
    "                        model = AutoModel.from_pretrained('NREL/avGFP-fluorescence-onehot-cnn',trust_remote_code=True),\n",
    "                        device = 'cuda:2')\n",
    "\n",
    "variants, scores = evo_prot_grad.DirectedEvolution(\n",
    "                        wt_fasta = 'test/gfp.fasta',\n",
    "                        output = 'all',\n",
    "                        experts = [esm2_expert, gfp_expert],\n",
    "                        parallel_chains = 3,\n",
    "                        n_steps = 5,              \n",
    "                        max_mutations = 15,\n",
    "                        verbose = True\n",
    ")()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "22431583-0fc2-424c-a1c6-128e04e364a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure()\n",
    "for i in range(scores.shape[1]):\n",
    "    plt.plot(scores[:,i], alpha=0.5)\n",
    "    best_step = np.argmax(scores[:,i])\n",
    "    best_score = scores[best_step,i]\n",
    "    plt.plot(np.arange(0,scores.shape[0]), best_score * np.ones((scores.shape[0],)), c='black')\n",
    "plt.plot(np.arange(0,scores.shape[0]), np.zeros((scores.shape[0],)), c='red', linewidth=3, label='wild type')\n",
    "plt.xlabel('MCMC step')\n",
    "plt.ylabel('best product of experts score')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "41ff5d3d-2333-4f8e-a1f7-e9f4162096d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('test/gfp.fasta', 'r') as f:\n",
    "    for line in f:\n",
    "        if line[0] != '>':\n",
    "            wtseq = ' '.join(line.strip())\n",
    "\n",
    "for i in range(scores.shape[1]):\n",
    "    best_step = np.argmax(scores[:,i])\n",
    "    print(f'chain {i}, score: {scores[best_step,i]}')\n",
    "    evo_prot_grad.common.utils.print_variant_in_color(variants[best_step][i], wtseq)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82afdb7d-3032-47ef-89bf-b02a9c3b3669",
   "metadata": {},
   "source": [
    "## Preserve regions in the wild type sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "70d33bf1-e2b2-4d9d-b430-18e519f25998",
   "metadata": {},
   "outputs": [],
   "source": [
    "variants, scores = evo_prot_grad.DirectedEvolution(\n",
    "                        wt_fasta = 'test/gfp.fasta',\n",
    "                        output = 'all',\n",
    "                        experts = [esm2_expert, gfp_expert],\n",
    "                        parallel_chains = 16,\n",
    "                        n_steps = 1000,              \n",
    "                        max_mutations = 15,\n",
    "                        verbose = False,\n",
    "                        preserved_regions = [(0,13),(150,237)]\n",
    ")()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d6af1a50-0604-45ac-afa5-04e9dfa1c665",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chain 0, score: 62.28894805908203\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[91mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[91mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[91mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mT\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[91mT\u001b[0m \u001b[91mK\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[91mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[91mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[91mI\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[91mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mG\u001b[0m \u001b[0mN\u001b[0m \u001b[91mK\u001b[0m \u001b[91mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[91mL\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[91mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 1, score: 60.322853088378906\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[91mT\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[91mT\u001b[0m \u001b[91mF\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[91mD\u001b[0m \u001b[0mC\u001b[0m \u001b[91mE\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[91mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mW\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[91mL\u001b[0m \u001b[91mN\u001b[0m \u001b[0mY\u001b[0m \u001b[91mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[91mD\u001b[0m \u001b[0mN\u001b[0m \u001b[91mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 2, score: 57.84272384643555\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[91mD\u001b[0m \u001b[0mK\u001b[0m \u001b[91mK\u001b[0m \u001b[0mI\u001b[0m \u001b[91mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[91mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[91mG\u001b[0m \u001b[0mP\u001b[0m \u001b[91mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[91mH\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mQ\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[91mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mT\u001b[0m \u001b[0mD\u001b[0m \u001b[91mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[91mH\u001b[0m \u001b[91mN\u001b[0m \u001b[91mA\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 3, score: 60.38959884643555\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[91mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[91mD\u001b[0m \u001b[91mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[0mC\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[91mT\u001b[0m \u001b[0mW\u001b[0m \u001b[91mE\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[91mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[91mK\u001b[0m \u001b[91mA\u001b[0m \u001b[91mG\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[91mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[91mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[91mV\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[91mD\u001b[0m \u001b[91mE\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 4, score: 67.07462310791016\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[91mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[91mT\u001b[0m \u001b[0mI\u001b[0m \u001b[91mS\u001b[0m \u001b[91mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mY\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[91mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[91mA\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[91mS\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[91mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[91mK\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[91mS\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[91mF\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[91mS\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 5, score: 60.31271743774414\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[91mW\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[91mY\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[91mP\u001b[0m \u001b[91mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mR\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[91mP\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mV\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mM\u001b[0m \u001b[91mN\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[91mN\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[91mG\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[91mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[91mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[91mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 6, score: 58.88874816894531\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[91mW\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[91mL\u001b[0m \u001b[91mT\u001b[0m \u001b[91mG\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[91mG\u001b[0m \u001b[0mG\u001b[0m \u001b[91mP\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mV\u001b[0m \u001b[0mF\u001b[0m \u001b[91mM\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[91mG\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[91mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[91mR\u001b[0m \u001b[91mL\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[91mT\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[91mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[91mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 7, score: 59.0900764465332\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[91mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[91mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mH\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mF\u001b[0m \u001b[91mN\u001b[0m \u001b[0mK\u001b[0m \u001b[91mI\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[91mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[91mF\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[91mK\u001b[0m \u001b[91mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[91mS\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[91mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 8, score: 62.92626190185547\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[91mD\u001b[0m \u001b[91mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[91mE\u001b[0m \u001b[91mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mQ\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mE\u001b[0m \u001b[0mF\u001b[0m \u001b[91mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mV\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[91mK\u001b[0m \u001b[91mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[91mA\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[91mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[91mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[91mD\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[91mN\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 9, score: 60.843605041503906\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[91mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[91mF\u001b[0m \u001b[0mD\u001b[0m \u001b[91mR\u001b[0m \u001b[0mT\u001b[0m \u001b[91mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[91mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mL\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[91mD\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[91mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[91mR\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[91mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[91mF\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[91mR\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[91mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 10, score: 60.971675872802734\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[91mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[91mK\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mA\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[91mD\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mG\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mY\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[91mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[91mL\u001b[0m \u001b[91mD\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[91mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[91mY\u001b[0m \u001b[0mK\u001b[0m \u001b[91mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[91mW\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[91mS\u001b[0m \u001b[91mF\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 11, score: 59.73158264160156\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[91mD\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[91mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[91mE\u001b[0m \u001b[91mG\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[91mE\u001b[0m \u001b[91mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[91mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mF\u001b[0m \u001b[0mF\u001b[0m \u001b[91mF\u001b[0m \u001b[0mR\u001b[0m \u001b[91mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[91mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[91mM\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[91mG\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[91mV\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 12, score: 60.70477294921875\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[91mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[91mD\u001b[0m \u001b[91mV\u001b[0m \u001b[91mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[91mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[91mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[91mD\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[91mE\u001b[0m \u001b[0mE\u001b[0m \u001b[91mH\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[91mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[91mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[91mD\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[91mA\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 13, score: 66.39342498779297\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[91mF\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[91mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[91mN\u001b[0m \u001b[0mT\u001b[0m \u001b[91mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[91mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mW\u001b[0m \u001b[91mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[91mY\u001b[0m \u001b[91mA\u001b[0m \u001b[91mY\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[91mL\u001b[0m \u001b[91mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[91mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mR\u001b[0m \u001b[0mA\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[91mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[91mQ\u001b[0m \u001b[91mI\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 14, score: 59.62711715698242\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[91mW\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[0mT\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[91mD\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[91mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[91mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mQ\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[91mP\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[91mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[0mY\u001b[0m \u001b[91mV\u001b[0m \u001b[0mD\u001b[0m \u001b[91mL\u001b[0m \u001b[91mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mM\u001b[0m \u001b[0mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[91mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[0mI\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[91mV\u001b[0m \u001b[91mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[91mG\u001b[0m \u001b[0mY\u001b[0m \u001b[91mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n",
      "chain 15, score: 57.84944152832031\n",
      "\u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mF\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mS\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mA\u001b[0m \u001b[91mK\u001b[0m \u001b[91mP\u001b[0m \u001b[0mG\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mI\u001b[0m \u001b[91mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mG\u001b[0m \u001b[91mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mP\u001b[0m \u001b[91mY\u001b[0m \u001b[0mP\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mY\u001b[0m \u001b[0mG\u001b[0m \u001b[0mV\u001b[0m \u001b[91mG\u001b[0m \u001b[91mA\u001b[0m \u001b[91mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mR\u001b[0m \u001b[91mS\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mH\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[91mL\u001b[0m \u001b[91mT\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mY\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mE\u001b[0m \u001b[0mR\u001b[0m \u001b[0mT\u001b[0m \u001b[91mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[91mI\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m \u001b[0mT\u001b[0m \u001b[91mV\u001b[0m \u001b[91mP\u001b[0m \u001b[0mE\u001b[0m \u001b[0mV\u001b[0m \u001b[0mK\u001b[0m \u001b[0mF\u001b[0m \u001b[0mE\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mT\u001b[0m \u001b[0mL\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mR\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mK\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mD\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mL\u001b[0m \u001b[0mG\u001b[0m \u001b[0mH\u001b[0m \u001b[0mK\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mY\u001b[0m \u001b[0mN\u001b[0m \u001b[0mS\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mV\u001b[0m \u001b[0mY\u001b[0m \u001b[0mI\u001b[0m \u001b[0mM\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mK\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mK\u001b[0m \u001b[0mN\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mK\u001b[0m \u001b[0mV\u001b[0m \u001b[0mN\u001b[0m \u001b[0mF\u001b[0m \u001b[0mK\u001b[0m \u001b[0mI\u001b[0m \u001b[0mR\u001b[0m \u001b[0mH\u001b[0m \u001b[0mN\u001b[0m \u001b[0mI\u001b[0m \u001b[0mE\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mS\u001b[0m \u001b[0mV\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mL\u001b[0m \u001b[0mA\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mN\u001b[0m \u001b[0mT\u001b[0m \u001b[0mP\u001b[0m \u001b[0mI\u001b[0m \u001b[0mG\u001b[0m \u001b[0mD\u001b[0m \u001b[0mG\u001b[0m \u001b[0mP\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mP\u001b[0m \u001b[0mD\u001b[0m \u001b[0mN\u001b[0m \u001b[0mH\u001b[0m \u001b[0mY\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mT\u001b[0m \u001b[0mQ\u001b[0m \u001b[0mS\u001b[0m \u001b[0mA\u001b[0m \u001b[0mL\u001b[0m \u001b[0mS\u001b[0m \u001b[0mK\u001b[0m \u001b[0mD\u001b[0m \u001b[0mP\u001b[0m \u001b[0mN\u001b[0m \u001b[0mE\u001b[0m \u001b[0mK\u001b[0m \u001b[0mR\u001b[0m \u001b[0mD\u001b[0m \u001b[0mH\u001b[0m \u001b[0mM\u001b[0m \u001b[0mV\u001b[0m \u001b[0mL\u001b[0m \u001b[0mL\u001b[0m \u001b[0mE\u001b[0m \u001b[0mF\u001b[0m \u001b[0mV\u001b[0m \u001b[0mT\u001b[0m \u001b[0mA\u001b[0m \u001b[0mA\u001b[0m \u001b[0mG\u001b[0m \u001b[0mI\u001b[0m \u001b[0mT\u001b[0m \u001b[0mH\u001b[0m \u001b[0mG\u001b[0m \u001b[0mM\u001b[0m \u001b[0mD\u001b[0m \u001b[0mE\u001b[0m \u001b[0mL\u001b[0m \u001b[0mY\u001b[0m \u001b[0mK\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "with open('test/gfp.fasta', 'r') as f:\n",
    "    for line in f:\n",
    "        if line[0] != '>':\n",
    "            wtseq = ' '.join(line.strip())\n",
    "            \n",
    "plt.figure()\n",
    "for i in range(scores.shape[1]):\n",
    "    plt.plot(scores[:,i], alpha=0.5)\n",
    "    best_step = np.argmax(scores[:,i])\n",
    "    best_score = scores[best_step,i]\n",
    "    plt.plot(np.arange(0,scores.shape[0]), best_score * np.ones((scores.shape[0],)), c='black')\n",
    "plt.plot(np.arange(0,scores.shape[0]), np.zeros((scores.shape[0],)), c='red', linewidth=3, label='wild type')\n",
    "plt.xlabel('MCMC step')\n",
    "plt.ylabel('best product of experts score')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "for i in range(scores.shape[1]):\n",
    "    best_step = np.argmax(scores[:,i])\n",
    "    print(f'chain {i}, score: {scores[best_step,i]}')\n",
    "    evo_prot_grad.common.utils.print_variant_in_color(variants[best_step][i], wtseq)"
   ]
  }
 ],
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