mirror of
https://github.com/huggingface/lerobot.git
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800 lines
866 KiB
Plaintext
800 lines
866 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# RLearN Model Evaluation\n",
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"\n",
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"This notebook provides comprehensive evaluation of the RLearN (Video-Language Conditioned Reward Model) using:\n",
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"\n",
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"1. **VOC-S (Value-Order Correlation for Success)**: Measures whether per-frame rewards increase as successful execution unfolds\n",
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"2. **Success vs Failure Detection**: Tests the model's ability to distinguish correct vs incorrect language conditions\n",
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"3. **Live Reward Visualization**: Shows predicted rewards alongside video frames\n",
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"\n",
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"## Requirements\n",
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"\n",
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"```bash\n",
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"pip install matplotlib seaborn plotly ipywidgets\n",
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"```\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 31,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"✓ Imports successful\n"
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]
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}
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],
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"source": [
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"import os\n",
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"import sys\n",
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"from pathlib import Path\n",
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"\n",
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"# Add src to path for imports\n",
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"sys.path.append(str(Path.cwd().parent / \"src\"))\n",
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"\n",
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"import warnings\n",
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"\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import torch\n",
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"\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"\n",
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"# Interactive widgets\n",
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"\n",
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"# Plotly for interactive plots\n",
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"\n",
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"# LeRobot imports\n",
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"from lerobot.constants import OBS_IMAGES, OBS_LANGUAGE\n",
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"from lerobot.datasets.lerobot_dataset import LeRobotDataset\n",
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"from lerobot.policies.rlearn.configuration_rlearn import RLearNConfig\n",
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"from lerobot.policies.rlearn.evaluation import (\n",
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" RLearnEvaluator,\n",
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")\n",
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"from lerobot.policies.rlearn.modeling_rlearn import RLearNPolicy\n",
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"\n",
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"print(\"✓ Imports successful\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 1. Setup Model and Dataset\n",
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"\n",
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"Load your trained RLearN model and the dataset for evaluation.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 32,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Using device: cpu\n",
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"Loading dataset...\n",
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"Dataset loaded: 10 episodes, 1175 frames\n",
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"Features: ['observation.images.image', 'observation.state', 'action', 'timestamp', 'frame_index', 'episode_index', 'index', 'task_index', 'next.reward']\n",
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"FPS: 10\n"
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]
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}
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],
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"source": [
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"# Configuration\n",
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"DATASET_REPO = \"pepijn223/rewards_bc_z3\" # Change to your dataset\n",
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"MODEL_PATH = \"pepijn223/rlearn_rewards_bc_z\" # Change to your model checkpoint\n",
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"DEVICE = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
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"NUM_EVAL_EPISODES = 50 # Number of episodes for evaluation\n",
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"\n",
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"print(f\"Using device: {DEVICE}\")\n",
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"\n",
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"# Load dataset\n",
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"print(\"Loading dataset...\")\n",
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"dataset = LeRobotDataset(\n",
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" repo_id=DATASET_REPO,\n",
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" episodes=list(range(10)), # Load first 10 episodes for evaluation\n",
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" download_videos=True,\n",
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")\n",
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"\n",
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"print(f\"Dataset loaded: {dataset.num_episodes} episodes, {dataset.num_frames} frames\")\n",
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"print(f\"Features: {list(dataset.features.keys())}\")\n",
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"print(f\"FPS: {dataset.fps}\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 33,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"WARNING:root:Device 'None' is not available. Switching to 'mps'.\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Setting up model...\n",
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"Creating new model for testing (random predictions)\n",
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"✓ Model ready on cpu\n",
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" Parameters: 900,447,748\n",
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" Trainable: 18,920,964\n"
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]
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}
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],
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"source": [
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"# Load or create model\n",
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"print(\"Setting up model...\")\n",
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"\n",
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"# Option 1: Load trained model\n",
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"if os.path.exists(MODEL_PATH):\n",
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" print(f\"Loading trained model from {MODEL_PATH}\")\n",
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" model = RLearNPolicy.from_pretrained(MODEL_PATH)\n",
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"else:\n",
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" # Option 2: Create new model for testing (will give random predictions)\n",
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" print(\"Creating new model for testing (random predictions)\")\n",
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" config = RLearNConfig(\n",
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" model_name=\"google/siglip2-large-patch16-256\",\n",
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" dim_model=512,\n",
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" n_heads=8,\n",
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" n_layers=4,\n",
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" max_seq_len=16,\n",
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" )\n",
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" model = RLearNPolicy(config)\n",
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"\n",
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"model = model.to(DEVICE)\n",
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"model.eval()\n",
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"\n",
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"print(f\"✓ Model ready on {DEVICE}\")\n",
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"print(f\" Parameters: {sum(p.numel() for p in model.parameters()):,}\")\n",
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"print(f\" Trainable: {sum(p.numel() for p in model.parameters() if p.requires_grad):,}\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 2. VOC-S Evaluation\n",
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"\n",
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"Evaluate Value-Order Correlation for Success - measures whether predicted rewards correlate with temporal progress.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 34,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Running VOC-S evaluation...\n",
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"Evaluating VOC-S on 50 episodes...\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Computing VOC-S: 100%|██████████| 10/10 [00:05<00:00, 1.96it/s]"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"VOC-S Results:\n",
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" Mean correlation: 0.0000\n",
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" Std correlation: 0.0000\n",
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" IQM correlation: 0.0000\n",
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" Episodes evaluated: 0\n",
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"\n",
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"==================================================\n",
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"VOC-S RESULTS\n",
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"==================================================\n",
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"Mean Correlation: 0.0000\n",
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"Std Correlation: 0.0000\n",
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"IQM Correlation: 0.0000\n",
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"Episodes: 0\n",
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"==================================================\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"\n"
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]
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}
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],
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"source": [
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"# Create evaluator\n",
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"evaluator = RLearnEvaluator(model, device=DEVICE)\n",
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"\n",
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"# Run VOC-S evaluation\n",
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"print(\"Running VOC-S evaluation...\")\n",
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"voc_results = evaluator.evaluate_voc_s(\n",
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" dataset=dataset, num_episodes=NUM_EVAL_EPISODES, use_interquartile_mean=True\n",
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")\n",
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"\n",
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"print(\"\\n\" + \"=\" * 50)\n",
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"print(\"VOC-S RESULTS\")\n",
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"print(\"=\" * 50)\n",
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"print(f\"Mean Correlation: {voc_results['voc_s_mean']:.4f}\")\n",
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"print(f\"Std Correlation: {voc_results['voc_s_std']:.4f}\")\n",
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"print(f\"IQM Correlation: {voc_results['voc_s_iqm']:.4f}\")\n",
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"print(f\"Episodes: {voc_results['num_episodes']}\")\n",
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"print(\"=\" * 50)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 3. Detailed reward visualization"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 35,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Visualizing first 4 episodes...\n"
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]
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},
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Detailed Episode Statistics:\n",
|
||
"================================================================================\n",
|
||
"Episode 0:\n",
|
||
" Language: place the white sponge in the ceramic bowl\n",
|
||
" Frames: 32\n",
|
||
" VOC-S (Spearman ρ): 0.5557 (p=0.0010)\n",
|
||
" Reward range: [-0.219, 0.564]\n",
|
||
" Trend: ↗ Increasing\n",
|
||
"--------------------------------------------------------------------------------\n",
|
||
"Episode 1:\n",
|
||
" Language: move the arm in a circular motion\n",
|
||
" Frames: 32\n",
|
||
" VOC-S (Spearman ρ): -0.5154 (p=0.0025)\n",
|
||
" Reward range: [0.044, 0.663]\n",
|
||
" Trend: ↘ Decreasing\n",
|
||
"--------------------------------------------------------------------------------\n",
|
||
"Episode 2:\n",
|
||
" Language: place the bottle in the ceramic bowl\n",
|
||
" Frames: 32\n",
|
||
" VOC-S (Spearman ρ): 0.2808 (p=0.1195)\n",
|
||
" Reward range: [0.087, 0.920]\n",
|
||
" Trend: ↗ Increasing\n",
|
||
"--------------------------------------------------------------------------------\n",
|
||
"Episode 3:\n",
|
||
" Language: drag the ceramic bowl in a circle\n",
|
||
" Frames: 2\n",
|
||
" VOC-S (Spearman ρ): 1.0000 (p=nan)\n",
|
||
" Reward range: [0.065, 0.082]\n",
|
||
" Trend: ↗ Increasing\n",
|
||
"--------------------------------------------------------------------------------\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Static visualization function that works well in VS Code\n",
|
||
"def get_episode_data(episode_idx, max_frames=32):\n",
|
||
" \"\"\"Extract frames, language, and predict rewards for an episode.\"\"\"\n",
|
||
" try:\n",
|
||
" # Get episode data\n",
|
||
" ep_start = dataset.episode_data_index[\"from\"][episode_idx].item()\n",
|
||
" ep_end = dataset.episode_data_index[\"to\"][episode_idx].item()\n",
|
||
" episode_length = min(ep_end - ep_start, max_frames)\n",
|
||
"\n",
|
||
" # Collect frames and get language\n",
|
||
" frames = []\n",
|
||
" language = None\n",
|
||
"\n",
|
||
" for frame_idx in range(episode_length):\n",
|
||
" global_idx = ep_start + frame_idx\n",
|
||
" frame_data = dataset[global_idx]\n",
|
||
"\n",
|
||
" # Extract image\n",
|
||
" if OBS_IMAGES in frame_data:\n",
|
||
" img = frame_data[OBS_IMAGES]\n",
|
||
" else:\n",
|
||
" img_keys = [k for k in frame_data.keys() if \"image\" in k.lower()]\n",
|
||
" if img_keys:\n",
|
||
" img = frame_data[img_keys[0]]\n",
|
||
" else:\n",
|
||
" continue\n",
|
||
"\n",
|
||
" if isinstance(img, np.ndarray):\n",
|
||
" img = torch.from_numpy(img)\n",
|
||
"\n",
|
||
" # Ensure CHW format\n",
|
||
" if len(img.shape) == 3 and img.shape[-1] in [1, 3, 4]:\n",
|
||
" img = img.permute(2, 0, 1)\n",
|
||
"\n",
|
||
" # Resize to expected input size (256x256 for SigLIP2) BEFORE stacking\n",
|
||
" if img.shape[-2:] != (256, 256):\n",
|
||
" import torch.nn.functional as F\n",
|
||
"\n",
|
||
" img = F.interpolate(\n",
|
||
" img.unsqueeze(0), size=(256, 256), mode=\"bilinear\", align_corners=False\n",
|
||
" ).squeeze(0)\n",
|
||
"\n",
|
||
" # Normalize to [0, 1] if needed\n",
|
||
" if img.dtype == torch.uint8:\n",
|
||
" img = img.float() / 255.0\n",
|
||
"\n",
|
||
" frames.append(img)\n",
|
||
"\n",
|
||
" # Get language\n",
|
||
" if language is None:\n",
|
||
" if OBS_LANGUAGE in frame_data:\n",
|
||
" language = frame_data[OBS_LANGUAGE]\n",
|
||
" if isinstance(language, list):\n",
|
||
" language = language[0]\n",
|
||
" elif \"task\" in frame_data:\n",
|
||
" language = frame_data[\"task\"]\n",
|
||
" else:\n",
|
||
" language = \"No language provided\"\n",
|
||
"\n",
|
||
" if not frames:\n",
|
||
" return None, None, None, None\n",
|
||
"\n",
|
||
" frames_tensor = torch.stack(frames)\n",
|
||
"\n",
|
||
" # Predict rewards\n",
|
||
" rewards = evaluator.predict_episode_rewards(frames_tensor, language)\n",
|
||
"\n",
|
||
" return frames_tensor, language, rewards, episode_length\n",
|
||
"\n",
|
||
" except Exception as e:\n",
|
||
" print(f\"Error processing episode {episode_idx}: {e}\")\n",
|
||
" return None, None, None, None\n",
|
||
"\n",
|
||
"\n",
|
||
"def visualize_multiple_episodes(episode_indices=[0, 1, 2, 3], max_frames=32):\n",
|
||
" \"\"\"Visualize multiple episodes in a grid layout.\"\"\"\n",
|
||
" n_episodes = len(episode_indices)\n",
|
||
"\n",
|
||
" # Create figure with subplots\n",
|
||
" fig, axes = plt.subplots(2, 2, figsize=(16, 12))\n",
|
||
" axes = axes.flatten()\n",
|
||
"\n",
|
||
" from scipy.stats import spearmanr\n",
|
||
"\n",
|
||
" for i, episode_idx in enumerate(episode_indices[:4]): # Limit to 4 episodes\n",
|
||
" if i >= len(axes):\n",
|
||
" break\n",
|
||
"\n",
|
||
" frames, language, rewards, episode_length = get_episode_data(episode_idx, max_frames)\n",
|
||
"\n",
|
||
" if rewards is None:\n",
|
||
" axes[i].text(\n",
|
||
" 0.5,\n",
|
||
" 0.5,\n",
|
||
" f\"Episode {episode_idx}\\nNo data available\",\n",
|
||
" ha=\"center\",\n",
|
||
" va=\"center\",\n",
|
||
" transform=axes[i].transAxes,\n",
|
||
" )\n",
|
||
" axes[i].set_title(f\"Episode {episode_idx} - Error\")\n",
|
||
" continue\n",
|
||
"\n",
|
||
" # Plot rewards\n",
|
||
" time_steps = range(len(rewards))\n",
|
||
" axes[i].plot(\n",
|
||
" time_steps, rewards, \"b-\", linewidth=2, marker=\"o\", markersize=4, label=\"Predicted Reward\"\n",
|
||
" )\n",
|
||
"\n",
|
||
" # Add expected progress line\n",
|
||
" expected_progress = np.linspace(0, 1, len(rewards))\n",
|
||
" axes[i].plot(\n",
|
||
" time_steps,\n",
|
||
" expected_progress,\n",
|
||
" \"orange\",\n",
|
||
" linestyle=\"--\",\n",
|
||
" linewidth=2,\n",
|
||
" label=\"Expected Progress (0→1)\",\n",
|
||
" )\n",
|
||
"\n",
|
||
" # Compute VOC-S\n",
|
||
" frame_indices = np.arange(1, len(rewards) + 1)\n",
|
||
" correlation, p_value = spearmanr(frame_indices, rewards)\n",
|
||
"\n",
|
||
" # Format title with key info\n",
|
||
" title = f'Episode {episode_idx} (VOC-S: {correlation:.3f})\\n\"{language[:40]}{\"...\" if len(language) > 40 else \"\"}\"'\n",
|
||
" axes[i].set_title(title, fontsize=10)\n",
|
||
" axes[i].set_xlabel(\"Frame Index\")\n",
|
||
" axes[i].set_ylabel(\"Reward\")\n",
|
||
" axes[i].legend(fontsize=8)\n",
|
||
" axes[i].grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" # Add trend indicator\n",
|
||
" trend = \"↗ Inc\" if correlation > 0.1 else \"↘ Dec\" if correlation < -0.1 else \"→ Flat\"\n",
|
||
" axes[i].text(\n",
|
||
" 0.02,\n",
|
||
" 0.98,\n",
|
||
" trend,\n",
|
||
" transform=axes[i].transAxes,\n",
|
||
" verticalalignment=\"top\",\n",
|
||
" fontsize=10,\n",
|
||
" bbox=dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightblue\", alpha=0.7),\n",
|
||
" )\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
" # Print detailed statistics\n",
|
||
" print(\"\\nDetailed Episode Statistics:\")\n",
|
||
" print(\"=\" * 80)\n",
|
||
"\n",
|
||
" for episode_idx in episode_indices:\n",
|
||
" frames, language, rewards, episode_length = get_episode_data(episode_idx, max_frames)\n",
|
||
"\n",
|
||
" if rewards is None:\n",
|
||
" print(f\"Episode {episode_idx}: No data available\")\n",
|
||
" continue\n",
|
||
"\n",
|
||
" frame_indices = np.arange(1, len(rewards) + 1)\n",
|
||
" correlation, p_value = spearmanr(frame_indices, rewards)\n",
|
||
"\n",
|
||
" print(f\"Episode {episode_idx}:\")\n",
|
||
" print(f\" Language: {language}\")\n",
|
||
" print(f\" Frames: {len(rewards)}\")\n",
|
||
" print(f\" VOC-S (Spearman ρ): {correlation:.4f} (p={p_value:.4f})\")\n",
|
||
" print(f\" Reward range: [{rewards.min():.3f}, {rewards.max():.3f}]\")\n",
|
||
" print(\n",
|
||
" f\" Trend: {'↗ Increasing' if correlation > 0.1 else '↘ Decreasing' if correlation < -0.1 else '→ Flat'}\"\n",
|
||
" )\n",
|
||
" print(\"-\" * 80)\n",
|
||
"\n",
|
||
"\n",
|
||
"def show_episode_frames(episode_idx, max_frames=32, show_frames=[0, -1]):\n",
|
||
" \"\"\"Show specific frames from an episode alongside reward curve.\"\"\"\n",
|
||
" frames, language, rewards, episode_length = get_episode_data(episode_idx, max_frames)\n",
|
||
"\n",
|
||
" if rewards is None:\n",
|
||
" print(f\"No data available for episode {episode_idx}\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" # Create figure\n",
|
||
" fig = plt.figure(figsize=(15, 8))\n",
|
||
"\n",
|
||
" # Reward curve (top half)\n",
|
||
" ax1 = plt.subplot(2, len(show_frames) + 1, (1, len(show_frames) + 1))\n",
|
||
" time_steps = range(len(rewards))\n",
|
||
" ax1.plot(time_steps, rewards, \"b-\", linewidth=2, marker=\"o\", markersize=4, label=\"Predicted Reward\")\n",
|
||
" expected_progress = np.linspace(0, 1, len(rewards))\n",
|
||
" ax1.plot(time_steps, expected_progress, \"orange\", linestyle=\"--\", linewidth=2, label=\"Expected (0→1)\")\n",
|
||
"\n",
|
||
" # Highlight selected frames\n",
|
||
" for frame_idx in show_frames:\n",
|
||
" actual_idx = frame_idx if frame_idx >= 0 else len(rewards) + frame_idx\n",
|
||
" if 0 <= actual_idx < len(rewards):\n",
|
||
" ax1.axvline(x=actual_idx, color=\"red\", linestyle=\":\", alpha=0.7)\n",
|
||
" ax1.plot(actual_idx, rewards[actual_idx], \"ro\", markersize=8)\n",
|
||
"\n",
|
||
" from scipy.stats import spearmanr\n",
|
||
"\n",
|
||
" frame_indices = np.arange(1, len(rewards) + 1)\n",
|
||
" correlation, _ = spearmanr(frame_indices, rewards)\n",
|
||
"\n",
|
||
" ax1.set_title(f'Episode {episode_idx} - VOC-S: {correlation:.3f}\\n\"{language}\"', fontsize=12)\n",
|
||
" ax1.set_xlabel(\"Frame Index\")\n",
|
||
" ax1.set_ylabel(\"Predicted Reward\")\n",
|
||
" ax1.legend()\n",
|
||
" ax1.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" # Show selected frames (bottom half)\n",
|
||
" for i, frame_idx in enumerate(show_frames):\n",
|
||
" actual_idx = frame_idx if frame_idx >= 0 else len(frames) + frame_idx\n",
|
||
"\n",
|
||
" if 0 <= actual_idx < len(frames):\n",
|
||
" ax = plt.subplot(2, len(show_frames) + 1, len(show_frames) + 2 + i)\n",
|
||
"\n",
|
||
" # Convert frame for display\n",
|
||
" frame = frames[actual_idx].permute(1, 2, 0).cpu().numpy()\n",
|
||
" if frame.max() > 1.0:\n",
|
||
" frame = frame / 255.0\n",
|
||
" frame = np.clip(frame, 0, 1)\n",
|
||
"\n",
|
||
" ax.imshow(frame)\n",
|
||
" ax.set_title(f\"Frame {actual_idx}\\nReward: {rewards[actual_idx]:.3f}\", fontsize=10)\n",
|
||
" ax.axis(\"off\")\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"# Visualize multiple episodes at once\n",
|
||
"print(\"Visualizing first 4 episodes...\")\n",
|
||
"visualize_multiple_episodes([0, 1, 2, 3], max_frames=32)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 4. Success vs Failure Detection Visualization\n",
|
||
"\n",
|
||
"Test the model's ability to distinguish correct vs incorrect language conditions.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"==================================================\n",
|
||
"DETECTION TEST - EPISODE 0\n",
|
||
"==================================================\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"text/plain": [
|
||
"<Figure size 1600x1000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Episode 0 Detection Analysis:\n",
|
||
" Correct language: 'place the white sponge in the ceramic bowl'\n",
|
||
" Incorrect language: 'kick the ball'\n",
|
||
" Final reward (correct): 0.5151\n",
|
||
" Final reward (incorrect): 0.2494\n",
|
||
" Difference: 0.2657\n",
|
||
" Detection: SUCCESS\n",
|
||
"\n",
|
||
"==================================================\n",
|
||
"DETECTION TEST - EPISODE 1\n",
|
||
"==================================================\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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WfaHs7HkmKBHljpyN/+yzz6qz/kuWLKkm+WUid/Hixbh3755algCBBECyI0EPOaNdekHcuHEDCxYsUNvl7PaZM2eqYIaQiebXX39d97hixYqpiWHJRpBJ86ioKKO+LzkjvnLlyqp8k5ytL5kLMhF/7tw5LFmyRAUgJNth2bJlKmNFHDp0CJ9//rnBvpFJfgn0SGZLUlJStq+1d+9eNZmflqbJ8pPXlAl/eZxMfEvWi0x0y1n8mzZteuTYJQCiT7JAckuOg35Qo2/fvqhZs6bKVJCMDyHvWYJRH374YbbPIZP6EjCRck8SZDl58qSu58f+/fvV+xNyfPWDGpKdIpk7p06dUgGExyGfvy+//FLtH21WhRwzyU7Raty48UOfQ45pr169dEEN+SxLQEg+n/I+ZFzacTdo0EAdj5zevzyP7DcJSGmDTLIsQS8J8sXExOCvv/7SPaZPnz7qOSMjI1WmiX4AiIiIyJwwsEFkRe4H38dfnf5CwgPNGVgV21VE38V94eDogPKty+sCG+HnwxnYICKyEVJCQ9s43MXTBV7VvGCuHJwcUKl9JZxfdR6xd2IRdjwMZeuXNfWwiMhCrFu3TpUTkklvKUEkE7aVKlVCy5Yt8c8//6j7bNy4McfHS4DiwIEDuowOeS6ZRNYGCrRkElg/42Hp0qVq8l90795d9Y4wJhlXcHCwOsteJuMlQCNjk8lnmajXTnLLe9MGNiTAoi2hJAEXySSRskKiadOmGD58eLav9dVXX+mCGlJSSwIT8ngxYMAAVXpLyIT9iRMnVImnh5Gx6qtevXqu3rNkhsiYtf7v//5PF6iRIIaU4NIGN2Ryf+LEibpx6pNJfQl+SHBo/PjxKsCTmpqqO6bawIZk22gFBgaq55bSTeKll17C7NmzkVvakl/y+dMGNqQkmmzLrTVr1uD8+fO6dSk3ps0QkgCJZA9J0EHMmDEjx8CGvGcp5SX69eunyrIJOcaS3SSfdQmSafeJjFMCelLySks+R5nLphEREZkDBjaIrETUzSj82fFPxITF6BqED/xnIIq4aL7m+hNZ9y7cM9k4iYiocN2/dB9x4XFq2b+5v9lnQAR0CVCBDW05KgY2iCi3ZIJ30qRJakI5J5nL+ujr0aOHQZmqatWq6Zb1ezIcPnxYt+zt7a0LamiDAdIrwZgTwdJn4n//+58qHaQNOjzqvemPsWHDhrqghnj++edVP5DMpabEnj2acoDaXhH6pa2yy+54VGAjr7RBCy3JNtGSMcl70N5HyiVJEEC/VJiWBAO0PSAki0d6r9y+fdvgmMrnRT+IIBkL2qCGkNd6nMBGQbx//cCFlDqTAJZkhQgJMEmgS3rCZCafm+w+z/rvX7JJ5PMh2TGSbSTBQMkoqVKliurPIhkvsi1zj43serMQEREVJjYPJ7ICMmElmRoRVyPUunctbzy3/jk4u2X8h7xU1VK65XvnGdggIrIVN/ZosjXMvQyVVmDnQN1y8IZgk46FiCyHZFa8+eabDw1qiJxKMInMzZv1J7f1AwoREZr/c4vs+kzkpveEyNyUOnNDZ/1eGdIU+mFBjcyPf9gYpR+FTPBnR4IEuSX9Kh5FSmfpk/JZuZF5HNIw/GHr2TUDz+0x1d9XQrI6HvZahUH//UvjdsnayWlM8jnK/B6ye//6713of54kS0PKVWl7eEiGk2TvSECpfPnyeOONN4zwroiIiIyLGRtEFi4xKlH11Lh7RvOHhWdlTwzZNARFSxmesWMQ2GDGBhGRzdCWoTL3xuFa8nusZJWSuH/xvhq7/J5zdjecjCEiykz6aOhPBC9fvlyVK3JxcVE9NaRp9aM4OjoarGvP9M/Mw8NDtyzloTKTptfZyVwqSTIxtORMeW0mwcPem5xBv3DhQnX2vQQo5Mx96bPxOGOUTA3plZEdyWrQ3l9KeEkWS06kb8WjyNn++tkOEqB5WLNr/XHok31TqlTG3zOZ95VkHeT1mJYoUcJgPfP+yum4FCT99y/ButjYWIPghv6Y5D3pH++c3n9On2chmTeSsSGlzY4ePaqaq8u1NGiXAIiUs5L+NcYus0ZERJQfzNggsmDJ8clY2H0hQg+HqvXiZYtjyOYhcPN1y3Jfacaq3c6MDSIi2wts2DnYqTKFliCwiyZrIy0lTdcfiojoYaQ5uJY02n7qqadUUEMmZaUHhjE1atTIYIJ5+/btBuWbcipDlXnyWfplaH366adZMjiye28ysSxlgySoIRkT8nqPGqOUpbp06ZJBj5DsylBlDlZIgEb6S0hvCP2LBIkkqyE3gY2ePXuiQoUKuvVZs2bpmrJnJv08tA28Mz+3NC7Xkn4Q+s2uJQiQuczS43BzczN4vPTk0M9+0X+tx6EfVJBSUY8j8/uXMmT6AbG///5bt163bt1sy1A9Dulpog2cSZbG1KlTVc8a/VJjEujQkjJUEijRXoiIiEyBGRtEFio1ORVL+y/FtZ2apnGuJV1VUEPOdM1JqWqlEB0arUpXxd+PV48hIqLCdXnLZawfux5dv+2Kyh0rF+hrJUQk4O5pTUZfmXpl4FQsoxmouQc2Dn53UNdno3rP3DWbJSLrNXnyZDUpnpn0xFi1apWamNY2apaeA4MGDVI9F+SMc/0AgjEMGTJEjUfbQFwm70eOHKlr2p0TaZwtk+jR0dG6/gfSJFoCCJl7KuiT96ZtEC7ZD5L5IRPZf/75Z47loGQ8v/zyiwqWSCCgdevWqk+DZIY8bIxSzkvKEMnjJBhSu3Zt9O7dW5U+ioyMVGf079y5U2UQ5NSwWp+UP5Isjc6dO6syYDKW5557Th1LCdJIdo00GJdG4WfPnsXcuXNVpo1M1ku2hwQ7xBdffKEawktQZ9OmTQb7a9y4cdk2Dn8csr+kQbmQ9928eXOVoSD7XbJ/8kK/DJccJ2nYLuWeJBAgwSHplZGTbt26qeOu7f3x2muvqWbn8pxSdk3bOFy8/vrryC9poi7fJdn3ci1NxI8fP66+S1o5ZYUQERGZCgMbRBYoLTUNK19YiQtrLuiyMZ7b8Bx8ahnWg81MylFd3X5VV46qXLNyhTJeotxM9K4dsxbdZnVDYKeM+vpE1kYmirZO2Irws+HqulKHSgV6puONfZbVX0OrQpsKcHByQGpSqgpsyH7jGaFEtk2yILLLhNCWVJLJbTmrXxs0WLRokbqWzAaZSJ8/f77RxiKTy1KaRxpTCwkWyLqQ7AS5XSbphf6Eu5OTkxqnnA0vJCtgxYoVugyL69evZ1va6v3331eBGu3Z+tpSTmXLllWZKdqAjj5p/vzOO+/gs88+U+u3bt3C559/rpYbNGigggnackb6Y5TyUxJ0kHFKVseNGzcwc+bMfO0vaai+YcMG1YRb+jcICUw8LJijzZSQ4MaZM2fUumTeZM6+kUbfEyZMQH6NHz9eBQykIboICgpSF+34c8qMeRhpKi8BKG22hgR4tIYNG/bQwIZ8buWz0alTJ9UUXgJCEvTJbOzYsbkKMOXGlStX1CU70jy8b9++RnkdIiIiY2EpKiILI5M768asw6mFmrO2HJwdMHDVQPg1NmzMl1PGhhb7bJA5faa3vb8NERcj1HVOZRiIrEHwpmCEHtJM6si1rBckS+uvoSWZJRVaa0qXRF6L5O8sInqkwMBA7Nq1S00Ey2SyZAK0adNGnfHfsWNHo7/eK6+8os7kl4CEZCVIM27J5JDJev2mzJnPcv/4448xbdo0NVEspYokECLNwSULIqeJ7oEDB6rSQ5LFII+RXhMDBgxQmShydn1OpLyVZG1IloMEVSQQMmbMGLVPJBiT0xglk0Qm9aUMVdWqVdX+lIl2ydqQffrBBx+os/kfh2RnSN+Gn376SWUjSPBHSoXJuGQf9OvXT/UKkfel3/RcshSmT5+uMiikF4aMw9vbWwUNJHglgQ7Zll+yXyUT5O2331Zjk3FJxoS89pw5c/L0nDL+1atX48knn8zS/Ds3JONI9rOUfZJglHym5b3KcezVqxc2btyY76CT1o8//qgySqT0lOxfeR15PVmXTJYDBw5k6UVCRERkanbpnEF6KPkPn/wCl7RbSccsbPKfYjlrR2qY5je9lqzjGMkZvrs/3a2rlz5gxQBUezZ3NWUvrL2Ahc8sVMstJ7REh086wBbwe2TeDs46iPWvrdetS/ZRYGdmbZgbfo/yT/7L9UvDXxAWlNFUtmyjshh1cFS+sxFyOj5/dPhD16Ni/PXxKOFvOZMSe6fvxea3NGchd/6mM5qNawZLZq3fIVP/X5nIVCRzIrtAhPQqkGCHnGEvJFNk8ODBZjVGKX8lZZa09uzZk6t+GURERETmhKWoiCzI7s9364IasAN6zuuZ66CG8KrmpVu+f+F+QQyRKNdi78Riy4QtOParplmhNli3/YPtCOgUwLIzZHUk60A/qCFuHb6ltuv/fDYWabwdciBELbuXc7eooIaQAKc2sBG8IdjiAxtEZF0kE0J6XEh5noCAADg4OKh+DN99950uqFGuXDl1Zr2pSIkmCbRIEEMyRKS0lDQS/+GHH3T3kSCMZEMQERERWRoGNogsxOGfD2Pru5rmeeLpWU/jieeeeKzn8KjoAXtHe6QlpyH8vKYeMVFhk5r5B747gF0f70JiVKLBbemp6ao8T0FN9BKZkmdlT13fCH0RVyMK5PN++8RtJMcmW1x/DS3vWt5w83ND9M1oXN15FcnxyXB0dTT1sIiIdFl4R44cUZfsSNkmacL9sD4KhTFG6Q2RU38IKd8l5Z94MgkRERFZIuvJgyeyYqcWncLaV9fq1ttPa4/G/2v82M9jX8QeJQNKquX7F+8jPY2V6KhwXVx3ET/W+VGdhZ05qCHs7O3g29hXNbonsjYXVl/IEtQQK55fgaibGbXObb2/hpZMtAV20ZSlS4lPwfV/r5t6SEREOtJQWhpASw8KKccmGRuenp4q+0Gag0vDa+mLYEo9e/ZU/TkkW0Pbn0F6gcjYpTeD9G+oWLGiScdIRERElFfM2CAyc9IXY8WQFcB/MYgW/9cCLd9tmefnkwnj8HPhSElIQeSNSHhUMGwWSFQQ5DO38Y2NuLT+UsZGO6DBiw1UMOPIz5qzHSXY1m5KO545SFZp/zf7DdadSzgjMTIRceFxWDZwGV7Y/oIKQBuLpQc2REDnAAT9GqSWL224pMrUERGZg3r16mHu3LkwZxLAkAsRERGRNWLGBpEZurzlMr6v+T32zdiHJX2XqDrposFLDdDxs475mvQtVS3jTHgp90NUkBIiElRAQ7I09IMa5VuWx0uHX8KzvzyLOs/V0W0v5lOME5dklUKPhOoyDtzLu8Orhhe6/9Yd7v6aZsvXd1/HtonbjPqa2sCGY1FHlK5bGpaocsfKKvgpgjcGm3o4REREREREZCaYsUFkZqQW7tYJWxF+Nhyb396sKxdVa0AtdPuhW77PZNcv8XPv/D0EPMVJZDK+tNQ0BP0WhG3vb0Pc3TjddpnEferLp1Crfy3dZ1k/a8gz0JPZGmSVDsw8oFtu/X5rNHypoVp293XH3FZzVQB7z+d7UL5VeVTtVjXfryelrSKvRaplvyZ+cHB0gCVy9XRFuWblVJDm7pm7iLweiRLlLasJOhERERERERkfMzaIzEzwpmDVPFlogxpVnq6CXn/0gr1D/r+yzNiggnZt1zXMbjQba15aowtqFHEpgjaT2mDMuTGoPaC2QfDCzddNd0Z2dv0HiCxdTFiM6pUkXEu64onnn9DdJpP2Hb/oqFtfOXSlmrw3Zhmqci3KwZJJOSqtSxv1ytkRERERERGRzWJgg8jMsjWkbI8+p+JO6Pt3Xzg4Geds28wZG0TGIpOxSwcsxe9tfkfYsTDddsk2GnN+DNp+1FaVxMlMegq4+bmp5ajrxm+gTGRqh348hLTkjJKCmb8HzcY3Q/We1dVy/P149T3Kb5DPGvpraGkbiAuWoyIiIiIiIiLBwAaRGfn3k38RfibcYFtSTBKiQow32Ss9DKRhrWDGBhlDclwydny0A7OqzcLpv0/rtpepVwbDdg1D30V9H1k6Rnt77J1YJMcnF/iYiQpLSkIKDv94WC3bOdihyegmWe4jGUzSb8OjoqYsW8j+EGx5b0u+Xjdkb4hu2b+5ZQc2yjYsC9dSrmr58ubLSE1mZhcREREREZGtY2CDyEwmvlaNWoXtH2w32C6TYL6NfQ2yLPJLJtC0zxdxLYKTyJTn5vbBm4NVeZ1Z1Wdh5+Sd6nMsinoVxTO/PINRh0ehQqsKuXpObQNlYcxAHpGpnVx4UleSrVa/WnAvl/FZz9xLot+SfrrsvP0z9uPcynN5DjbeOnpLLUuTcil/ZcmkDKO2H1RiVCJuHrhp6iERERERERGRiTGwQWRiUr5HGscGzQnKclt6ajraTWln9GbKXtW8/nsB4EHwA6M+N9lOc/u/e/+NZYOWIepGlK6kVLPXm+G1i6+h4aiGj9UTRj+jwxj9BYjM5fui3zS86bimD72/byNfdJreSbe+cthKPLjy+D+jQw+Hqmbk1lCGSiugC/tsEBERERERUQYGNohM6PLWy/il4S9qEkrbYLnHvB4qS0PIdUCnjMkcYylZtaRuOfy8Yekrooc5t+Kcrrm9lEnTr4H/6slX0XlGZ7h4uDz28zKwQdbo2s5ruH38tlr2a+qnGoU/SuPRjVGzX021nBiZiKX9lyIlUZMNZYv9NbT0fxcGb2CfDSIiIiIiIlvHwAaRic7i3f35bvzV6S/EhWtKlHhU8sDIfSNRb2g9dJjWQZUPkWtjZ2sYZGywzwY9hsToRKwYusJgm4OzAwauHojB6wbDq3rG5+px6ZfnYWCDrMX+b/YbNAjPDdVvY053lAzUBKAl8L3prU2w9cCGW1k3lK5bWi2HHglF7N1YUw+JiIiIiIiITIiBDaJCJvXBl/Rdgq3vbkV6WrraFtg1EC8dfkk1WxaVO1bG6DOj1XVB0O/Zce88Axv0aNI/489OfyI51rAnS2piKkpVKZXvAJx7eQY2yLrcD76P86vOq2U3PzfU6FMj1491dnfW9Ntw1vTbODTrEE4vOZ3rwLk2sCG9NUpVM16PJlOTzDAlXdNEnIiIiIiIiGwXAxtEheju2buY03QOzi4/q9vW+sPWGLxmcKE2dy1ZJaMUFTM26FFSk1OxdOBS3Nx/s8Ca2+uXooq6zubhZPkOfndQTcCLJmOawMFRE6TILQl0d/22q2591chVuH/p/iMfJz/T4+/F67I1CiLrz+SBDemzsYF9NoiIiIiIiGwZAxtEheTMsjOY02QOws9pelo4l3DGoNWD0G5yO9jZF+7Ek1MxJ13pH2Zs0MNIVtE/w//B+X80Z55rzyA3dnN76cvhWMxRLTNjg6whMy/otyC1XMS1CBqMapCn55HH1RlcRy0nRSdhSb8lKnvqYUL2huiWy7V4dE8PSyKBGqfiTmo5eGOwLuuRiIiIiIiIbA8DG0QFLC0lDZv/b7MqP6VttuxTx0eVnqr6TFWTjUtbniT+fjzi7mn6fBBlLmmzdvRanJx/Uq07ODlg0JpBBdLcXoIjxf2K6wIb8tpElipobpAKRIgnhjyBoqWK5vl78czPz+h+XocdC8OG8Rse+piQfSFW119DS34GVWpfSS3H3olF2PEwUw+JiIiIiIiITISBDaICJM1N/+r8F/Z+uVe3Tc6+lSbh2sawpsI+G/QwEljY8s4WHPnpiK7slNT8D+gYUGDN7bWBDTkjPS6cwTayTGmpaTj47UHderNxuWsanhPJUJDvnmR+iCM/H8HJBZpgY3a0/TXsi9jDr7EfrE1Al4xgKstRERERERER2S4GNogKyM2DN/FLg19wZdsV3SRTl5ld0OuvXqoUlKnpN5Rlnw3K7N9p/2YE5OyAXn/0QrXu1Qq0ub02sCGibrDPBlmmC2su4MHlB2pZMpq8a3rn+zlL1ymNp79/Wre++qXVurKG+hIeJCD8rGZ7mfpl4FhUU97NmgR2zuizEbwh2KRjISIiIiIiItNhYIOoAByZfQRzW81FVIhmcrZ4meJ4YfsLaDq2qdk0ctXP2Ag/n3WCjGzXgW8PYPvE7br1Z356RlfnvyDpBzbYZ4Ms1YFvDuiWm45varTnrT+8PuoNq6eWk2OTVb+N5Lhkg/vcOXrHastQaXlW9kTJKiV12SnSz4SIiIiIiIhsDwMbREYkJXRWvbgKa15ag9SkVLXN/0l/vHT0JZRvWR7mxKual275/oX7Jh0LmY9jvx/DhnEZNfyf+vIpNHypYaG8NgMbZOmk58PVHVd1wWP97AJjkKwN71qaDJA7p+5g3Zh1hq9/KMzqAxsioHOAroeVNivS2C5vuYzva36vromIiIiIiMj8MLBBlE8y6bG49WKcmH9CZWkE/Rqku63Ja03wwrYX4FbWDeamRIUSqhGrYMYGiTNLz2DVyFW69dYftEaLt1oU2uszsEGW7sBMvWyNcU1hZ2/cDD0pLSX9NhyLaUpMHZt7DMfmHdPdfvvQbZsIbAR2CSzQPhvSY2jrhK2qrJdcyzoRERERERGZFwY2iPJBJju2vb8NERcjsGr4KoQeDlXbpclrrz97oeu3XXXBA3Nj72Cva2B+/9J91fCWbNfF9RexbPAypKel6yZl205uW6hjKF6OgQ2yXLF3YnFyvqapt4uHC+oOrVsgr+Ndw1uVh9Na++palb2RmpyKO0GaUlQlypeAezl3WKuKbSvqfrcGbww2euAheFMwQg9pfp/LtawTERERERGReWFggygfZLLj1uFbajk9NV1X/3vkvpF44vknYO60fTZSE1M5kWzDru26hr97/420ZE1wq96Ieug8o3Oh94MpVqaYalQu+HkkS3P4p8O6EoQNRjWAU3GnAnst+f0iryFS4lNUv42QvSFq2dqzNYRTMSeUb6Up7xhxNQL3LtwzyvMmRCTg4PcH1c9DHTtg+wfbmbVBRERERERkZhjYIMojmeRYN9qwvrlzCWe8eOhFlKlbBpagVLWMBuLGmhgiyyJZRgueWaD6w4ia/Wri2V+eNXoJndyQM7CLl9FkbTCwQZYkJTEFh344pJblu9N4dOMCf80uM7ugdN3Sajn8XLjBZHy5FuVg7YxVjkp+l1/deRUrhqzA9LLTsX7MesOm7OmarA3+jiQiIiIiIjIvDGwQ5dHNAzfxIPiBwbbEyETE3Y2DpdBmbIh75zlpY2ukfM1fnf9CUnSSWg/sGojef/VWZcpMRUroiJhbMWqymMgSnP77NGJvx6rlGr1rwKOCR4G/pqOrI/r93Q9Obk66bAMta8/YyBzYkHJUjyv6VjR2f7Ybs6rOwry283DirxO6AG92Qg6E5HmsREREREREZHwMbBDl0YFvM5rECjsHO/g29jUIFpg7ZmzYLumr8udTfyL+frxar9CmAvov62/ynjDu/hl9AaJvRpt0LES5PeN//9f7detNxzcttNeW3zfd53TPsl0bZLFm3rW84ebnppav7riK5Hi9LIscpKWk4fyq81jYfSG+9v8aW9/bqn4Warl4uqDJa03w9A9PZ3nsqhGrcG7lOSO/CyIiIiIiIsorBjaI8kAmRk4tPGWwTXpstJvSrtD7EuQHMzZsU1RIFP7o+AdiwmLUugTkBq0apM4ANzVtxoZgOSqyBNd3X0dYUJha9m3kW+jZElI+rqhPUYNtOz7aYfU9IeR3bUDnALUsvUWu/3s9x/veu3gPW97booIZi3oswoXVF3R9sUSlDpXQZ2EfvBn6Jrp+2xWNXmmkfi6Kot6afSv3XzpgKS5vvVzg742IiIiIiIgejYENoscU/yAea15Zo1v3qKgpOVK2UVkEdNJMsliKol5F1RmqghkbtiH2TqwKakRe0wQNfGr74Ln1z8HZ3RnmgIENsjQHvjlgkK1R2MFt+dkdd8ewBKKt9ITQL0e1dNBSXN6SEXSQPhnH/zyO39v+rspN7flsjy6YKyTbo9XEVhgbPBZDtwxF7YG1UcSliLpNjmGHaR3gVcNLleeTZu1CmsNLYCRkP8tSERERERERmZrmLzgiyrWNr29U9f9FlaeroPHYxlj32jq0/6S9RWVrCBmvZG1IvxCZRJaJIMeipj9rnwqG1OCXnhra7BzPAE88v+l5FC1leLa3uZSiirzBwAaZt4irEbryRMXLFketfrUKfQzyM1yyC24dvaWyCqQsYtkGZS2qLGJeVe5YGZBfu+lAwv0EVVrK2cMZx347hpPzTyIxKtHg/vZF7FGtezXUH1lfZXs8rJ+QPPfoM6PVcsV2FdVzSbZmcmwy5nedj2E7h6H0E5rm7URERERERGTjGRvff/89KlasCBcXFzRt2hQHDx586P2XLFmC6tWrq/vXqVMH69atM7h92LBhauJW/9KlS5cCfhdkzS6svYDj846rZTnD/Zmfn0HAUwEYsGuAZoLFAnlV89It69caJ+uSFJOE+U/PR9gxTckc93Lu6ixlt7KaGvXmghkbZEkOzjqI9DRNSaPG/2tskh418n8bKYOoLa1kiWUR88rV0xVe1TN+h4UeDsWcxnNw+MfDBkENuc9TXz6FN26+oXoJyUkJDwtqZObg6IC+i/uqAIc2SPxnpz/5O5OIiIiIiMiEzCawsXjxYrzxxhuYNGkSjh49irp166Jz5864c+dOtvffu3cvBg0ahJEjRyIoKAg9e/ZUl1OnDPseSCDj1q1busvChQsL6R2RtUmITMCalzNKUHWa0UlNDlu6klVL6pbDz4ebdCxkfFKaZVaNWZjbei5C9oXoasYP2TJEV0bNXAMbUdejTDoWoodJjE7E0TlH1bKDswMavtzQZGORMohSDtFSyyLmlfQRSYw0zMrQkuzDesPrYcSeEfjfmf+hxVstUMynWJ5fS8pUDfxnIPya+OkatEtZP+lZRERERERERDYc2JgxYwZGjRqF4cOHo2bNmvjpp59QtGhR/Pbbb9nef+bMmSpo8fbbb6NGjRqYMmUKGjRogFmzZhncz9nZGWXKlNFdPD09C+kdkbXZ9OYmRN+MVssyaVR/RH1YA/2MDVuoyW7MgMH3Nb83qOlujpN+W97dgnvn7umaG7t4uGDI5iEGx92cuJZyRRFXTZVEZmyQOZPsPe2kuvRgKOad90nz/JLsDCmH6FHFwyLLIuaV/M6KDtX8XtbX9uO2ePPWm+jxWw/VzN1Y+8PZzVn1JJLeREJ6Ff351J+IvRtrlOcnIiIiIiIiC+uxkZSUhCNHjuC9997TbbO3t0fHjh2xb9++bB8j2yXDQ59keKxcudJg244dO+Dj46MCGu3bt8fUqVNRqlTOdacTExPVRSsqSnMmXlpamroUNnlNmZw0xWtThuCNwQj6NUgtO7k5odvP3dRx0R4bSz5GnoEZwb7wc+EW+z4extjHSAUM3tuC8LPh6npku5FmOZF4acMl3DpyS7cuZ5UPWjMIPnV8zO44a4+RXCRrQ/qASGAjNTXVLPetLbL0n3XGJOWnDnyb0TS88WuNTb5fKraviP47+8Pb29vkYynM31+SoSL9RZAG2NnboUyDMmg5oaX6uVEQ+0F6eAzeMBjz2szDg+AH6vfmX13+UllwLiVcbPI7ZG3vh4iIiIiILINZBDbCw8PV5FXp0oZNGGX93DlNU87MwsLCsr2/bNeSjI7evXujUqVKCA4OxoQJE9C1a1cVFHFwyL4O9qefforJkydn2X737l0kJCTAFH8sRkZGqj+EJdhDhS8pOgmrXlylW286sSkSXRJ1ZdIs/RillkjVLd8+czvH8m+WzNjH6Mb2G7h1WBMwkOujfx+Ffzt/mBN5ryuHGQZ6i5crDsfKjmZ5jPWPkWtpV+C8pi9IyMUQNZFIpmfpP+uM6dqWa7h/UdNfwbelL+xK25n8e2Wrx6f+G/Vxa/AtXcBJ1uX/bAXKAei6sCv+6fEPYm/FIuxoGP7s+ieeXvC0KoFVmMcoZFcI9kzcgyenPolyrcvBFKKjs2bNEBERERER2URgo6AMHDhQtyzNxZ944gkEBASoLI4OHTpk+xjJGtHPBJGMDX9/f3UGpLt74fdTkD+C5axDeX1bmqgwJ2snrUVMaIzujNg2b7YxOIPcGo6RnCEvZ8dHXY5S78PazpA35jGSCalF7y3SrcsZwkEzgtCgfwOz2m97p+9F/N14g22RwZFwiHAwyzJU+sfIK8BLTdYJx3hH+FTVlH0h07KGn3XGsun3TbrlVm+1Upmhpmarx8e7v7f6GSxBZsneKKyfxXLMpayfZG7E34tH2IEw7Bq9C/1X9M+xibyxj5H8Plr15SpEXIzA0S+Pon6f+ib5PeTi8vBMFSIiIiIiIqsNbHh5eakMitu3bxtsl3Xpi5Ed2f449xeVK1dWr3Xp0qUcAxvSk0MumckfoKaaKJA/Uk35+rbs8tbLOPqLpjmsYzFH9Pi1R7bZPpZ+jEpVK6UCGwkRCUi4n2DSWvEFxVjH6Pyq86quupacISwTag8uPTCbgIGUZdnxwQ6DbXYOdijboCy8q5tv4Ep7jEpUyGggHh0SDd/6viYdF1nPzzpjuHPqDq5svaKWPQM8Ue3ZairAaQ5s9fh0/LQj1o9dr65zysgtCKVrlcbzG5/HvHbzVHanlP/754V/0HtBb9g72BfoMUpNTsX2SdsNsgevbLmCwM6BKGy29nkjIiIiIiLzYBZ/iTg5OaFhw4bYunWrwVltst68efNsHyPb9e8vNm/enOP9RUhICO7du4eyZcsacfRkraQMzuoXV+vWO37eER4VPWCNSlXN6DsjvQ0oe8lxyaoZd2bSu0KaXpsDaWK7uNdipCZmlBgT6anpaDelndkGNTJnEGmxgTiZm/0z9+uWm45rajZBDVtWuWNljD4zWl0XNt+Gvhi8ZjCKuGjOFTr992mseWWNyqYoCDFhMdj58U58Xf5r7Pl0T8YNdsD2D7YX2OsSERERERGZG7MIbAgp/zR79mzMmzcPZ8+exauvvorY2FgMHz5c3T506FCD5uLjxo3Dhg0bMH36dNWH46OPPsLhw4cxZswYdXtMTAzefvtt7N+/H1evXlVBkB49eiAwMFA1GSd6FJnAjrgaoZYrtKmAxq82hrWSjA2texcY2MjJxjc3qobhmUkQYWm/pUhNMgwmFDY5g3dJvyW6YIBfUz+UbagJ5Po29kVApwBYAgY2yFzFhcfh5F8n1bKzuzPqDatn6iGRGajQugL6L+sP+yKa/1YHzQnC5rc3Gy3IIM8Tsj8Ey59brgIaOybtQGxYbKY7AaGHQvk7nIiIiIiIbIZZlKISAwYMUM0eP/zwQ9UAvF69eipwoW0Qfv36dYNU9xYtWmDBggWYOHGiagpepUoVrFy5ErVr11a3SymCEydOqEBJREQEfH190alTJ0yZMiXbUlNE+q7uuIpD3x9Sy9IItPuv3a36rFz9jI3w81kn7gk4u/wsjvx0RC07uDigZGBJ3D11V01kpaWkqc/MujHr8MzPz5gsK2LTm5twbec1tVy8bHEMWD4Ad8/cVSVaOkzrYBHZGpkDG1HXo0w6FiJ9R345gpSEFLVcf2R9OLvx/xOkUeXpKuj1Vy8sG7RMBRn2Td8HF08XtH6/dZ6fUz5rpxafwsHvDuLWEU3JKR07wKWECxKjElVJRG25Qf3f50RERERERNbMbAIbQrIttBkXmUnD78z69eunLtlxdXXFxo0bjT5Gsn5JsUlYNXKVbr3Dpx1QMqAkrJl+b4j7F+6bdCzmKPJGJFa9mPGZ6PptV3hW8lQBg0avNMLm/9ussjaOzj4KrxpeaP56ziXxCkrQ3CA1+SWkca0ENdx83dRFSrRYEvdy7rplZmyQuZCMLG3AWwLdTV5rYuohkZmpPaC2CjSseWmNWt8+cbsKPjQZ0+Sxf+cc/vGw+p0iWUL6pOxhg1ENVBbp3bN3Mb/LfIsrN0hERERERGR1gQ0ic7Dt/W14cPmBWi7fsvxjT0hYInd/d9UnQibnmbFhKC01TZX/SHiQoNZr9q2JBi82UJNH2oBBUa+i6j7arAk5Y7Zqt6qFNsaQAyFY+8pa3frTPzyNcs3KwVI5ujqimE8xxN6JVRN8RObgzNIziA6NVsvVelRTwU2izBqOaqiCG5vf2qzW17+2XpUtqzu07iPLTUnGnQSoz608p7Iw9Ek2hgTTag+srevnIb+7pcyglKCypHKDREREREREVtVjg8gcXN99HQe+PaCWZeKg+2/WXYJKy97BHqWqaMpX3L90X03mk8a/n/yL6/9e15VIeuaXrKWm6gyug9Yf/FduJB1YNnAZbp+8XSjji74Vjb97/63r79F4dGM0GNkAlk5bjir6ZrQq9UXW5/KWy/i+5vfq2tzJpPP+rzOahjcb38yk4yHz1uLNFmg1sZVu/Z8R/+DsirPqs7649WKDz7xkiR7++TB+euInzGs3T5U91AY1pNRh7UG1MWLvCIw6PEr1dNEGNYT8LpIyg5IpaEnlBomIiIiIiIyBGRtE/0mOS1aTDzIxLdp/0l432W8LJMvgzqk7SEtOU03Trb38Vm5c33MdOyfvVMsS4Oq9oDdcPV2zvW/bj9oi/Fw4ziw5g6SYJCx8diFGHRylMg8KSkpiCv7u87fuLHJpYNv5686wBhLYCD0cqib45P3p990gyyeBgq0TtiL8bLi6rtShkllPyobsC1GfR1GmXhmUb1Xe1EMiM9fu43ZIiEjAoVmHVJmopQOWwqOSByIuRqjMUM/Knjj8w2EE/RaExMhEg8cWL1McDV9piIYvNYRbWbeHvk7ljpUtrtwgERERERGRMTCwQfSf7R9ux/2Lmv4S5ZqXQ9NxTWFLSlXLCOLcu3DP5gMb8Q/isXzwct2Zs20mtUH5J3OezJTAR8/feyLiSoSaAI28FolFPRfhhW0vGJxha8yJYWlWLhOu2pIk/Zb0g4OjA6yBe3nDPhsMbFiX4E3BqnyOkGtZD+wcCHOkzrLvs1i33nR8U7MOwpB5kM9I15ldVdDixJ8n1EkD2h5Wtw7fwqwqs7I8xv9Jf1X+skbvGqpXEhEREREREeWMpaiIANzYdwP7ZuxTy9JrosdvPVR5JlsiGRta987fgy2ToIE0f9U2rpazs1u9n1FWJCeORR0x8J+BcPPTnGErQYfVo1ar5zO2wz8dRtCcILUsgZMBKwYUaHZIYdMPZLCBuHWJuhmFFc+vMNi2/PnleHBF09vInMh3V/rmJEUlqfWi3kVVjwOi3JCAt/x/Qnqy5ER+ftcbUQ8vHXkJI3aPUJ8vBjWIiIiIiIgezbZmbomykZKQglUjVulKUEn5CK/qXrA1mTM2bFnQr0GqUbBw8XRB77965zrQ5ebrhkGrBqkghzjx1wns/nS3Ucd37d9r2DB2g2792TnPwrehL6xJCX8GNqyNlOWRslPfBnyLuPA4g9viw+PxXZXvsPql1aoUnrm4tPESbp/I6JcT0DkARZyZ7Eq5J30y5P8V2Wn+VnO8HvI6evzaQzUHJyIiIiIiotxjYINs3o6PdqjeCMK3sS+av9EctogZGxp3z97F+rHrdevd53R/7DJIMkHV689eunWpp35mmSZQkl+RNyKxpO8SXUPt5m82xxPPPQFrw4wN6woeS0acBDQkyJeaqGl0n5n0ITg6+6gmwPHyakRcizBpEGb/zP1Y3CujBJWQPkQFkYFF1s2njo8mcGGXkclRtlFZPPXFUyhaqqiph0dERERERGSRGNggm3bz4E3s/XKvWpbSDz3m9lBnV9oimVxxLeVq0xkbMgG7bOAypMSnqPWGLzdUtc7zQh7Xflp73fqKISsQekTTUyCvkuOT1URr7J1YXdPYjp91hDViYMPypaWm4fgfxzGr2ixVzin+frzuZ231XtUN7lt7cG04uztrHpeShqO/aAIca17JKAlX0CRgcfPQTfwz4h9M952OjeM3IjXBMAhz+9htm/35SPnrt6F+H/wXE5PeTe2ntmevFiIiIiIionywzRlcIpnETkzBP8P/MWgO7VPLB7ZMm7URFRKFpFhNTXlbsvmdzbqyM941vdF5Rud8PV/Ld1viiSGabAoJlizqvkj1F8hP349bR26pdY9KHuizqI/VBuKkX4i2zjwDG5ZFPqsX113Ez/V/xsoXVmYcPzuo78OY82PQf1l/lSEn5FrKvY27Mg6tP2gNJzcntV2aLR/5+Qi+DfwWa15do7KVCoL8rDsy+whmN5qNOU3m4NjcY7rgpj47Bzs1Vv3sNqLcCugUoLI0hFzLOhEREREREeWddc6IEeXCrim7cPfMXbUsJSJavN0Cts6rWkZvkfsX78OWXFhzAQe/PahrIC9BA22fjLySs3Gfnf0s/Fv4q/Xo0Ggs6rEIyXHJj/1c+7/Zr/p16Dcpt+YSJlKqxd3fXS0zsGE5Qg6EYF67eVjQbQHunLyj2x7YNRAvB72MXn/0gkdFD/Xd6DCtA7xqeKlrWXct6ap6EYy/Oh6tJrYyDHD8dESVslr7v7VGC3BIWal1Y9Zhhu8MTdDwqCZoKCR7pMlrTfDMz88YlMpqN6Udz7KnvGdtfNIeHlU81DU/R0RERERERPnDDphkk6Qk0O7PNA2d7R3tVQkqB0fN2eG2rGTVkrrl8PPhKFOvDGyBBBwke0er0/ROKF2ntFGeWxoND1gxAHOazlFNkSXjQs5i77u4r5q8z43LWy5j81ubdes95/U02vjMvRzVg+AHSIxMRGJUoq5UEZkf+XkhvWTOLjtrsF0yHDp+3hGV2lXK8hgppTb6zOgs2yXA0X5KezQb3wz7v96PAzMPICkmSQU4Dv94GEG/BqH+i/XR6r1WcC+nCX49TqbemaVnVKDk+u7rWW73beSLhq80RO2BteFUzEllnxydcxShh0LVe+FZ9pQf8pkfsGsAfHxsOzuUiIiIiIjIGBjYIJsiE8TrX1uvJrfk7FvRemJrlH7C+ieJHzdjw1bqyEsfAOl/ERcep9arda+Gxv9rbPSySoNWD8KvLX5FUnSSmljdPmm7mrx9lAdXHmDpgKW6kmmt3m+Fmn1rwhYY9Nm4EWnzpeLMUfStaOycvFNN/mt/pgop1yRnpdfoUyPPZ6ZLRpL0IWj2ejPVfFwyqiTAkZqUisM/HEbQnCA0GNUALd9rCXc/94yf8WPXo+u3XdUkstb9S/dx5JcjqsyU9ruuVcS1COoMroNGrzRSgQ192swSeU5tZgkRERERERERmR4DG2Qz5MzbrRO2IvxcuG5b6bql1aQYaejXjr933jYCG9I8/sq2K2rZzc8N3X/rXiCTlz61fdB3UV8sfHahClL8O/VfeFX3whPPaXpw5FT7f3HPxbqmy1W6VUHbyW1hKzI3EGdgw7QkaLB2zFp0m9UN5ZqWw54v9qiMCv1+FMXLFEebj9qg/oj6RsuCkwBHh086oPnrzVWA48C3B5Acm6wCHIe+P4Sjs4+iwUsNVE8b9TP+bLi6rtCmgioxJ9kZwZuCszyv9NGR7Iy6Q+rCxcMlx9fPKbOEiIiIiIiIiEyHgQ2yGTKxJeVEtKQMEEtQGSoZWFI1+EW6bWRsSD+A7R9s16zYAb3+7FWgfSuqPF1Flbna+PpGtb5q5Cp4VvaEf3NND47MgTgpj6VtZi5Bp97ze8Pewd5mAxtkOvJ5lFJTERcjsPrF1SpzIuFBgu526Yfx5DtPqvJRUsKpIBT1KqqyJpq/0Rx7p+/Fwe8OZgQ4Zh1SjcalXJWQn/XTy0zXBQW1pPSgZDxJdkb5VuWZgUFERERERERkoRjYIJualNNXrHQxm+khkVtFXIrAo4KH6gUhGRuy36x14k96NiwbtAxpKZqJ0FYTWmXbB8DYmo5rqprWy1nmqYmpKiPjxYMvqv2uT3rAnFlyRjdpLM3CXUrkfFa5NWJgw3xcWn8Jtw5rmmtH3YjSbXdwckCj/zVC6/dbq8BDYZDX6fhpRxXg2Dd9Hw7O0gQ4tEENLf2ghkclDzR8uSHqD6+vSsMRERERERERkWWznVN/yaZJ9oE0bdYXcyvGJrISHlepaqV0E/+xd2JhjSRgs/bVtYi4EqHWyzUrhzaT2hTKa0ug6Onvn0bFdhXVuuxjKU+VGJ2ou8/FdRczAnF2UJkaUrbK1ugHNqKuZ0ymU+FS2UMj/smyvc7zdTDm/Bh0+bpLoQU19BXzLoaOn3XEuCvjUH9k/WzvU6l9JTy34TmMvTQWLd9pyaAGERERERERkZVgYINswq2jhkENKUPl29jXoKcE2U6fjRN/nsDJBSfVsrO7M3ov6F2oJcnktfov7Y+SVUqq9Tsn72D54OW4tPESvg38Fkv6L1HlwES7j9uh2rPVYIvc/TUNoQUzNkznVtAtxN7OGuRsPbE1PCoaZhqZggQ4np39LErXK60ppSfsND2UhmwZgsDOgepnPhERERERERFZDwY2yOpJ2Z/Vo1YbbJPmze2mtLPaMkvGyNgQ1pjRcu/iPaz931rd+jO/PAPPSp6FPg7Xkq4YvGawrmmxNDleMWQFHgQ/UGV1RI3eNVSJLFslvRpkPwkGNkwn8763czC/wLD8LJfsDW1AUK47ft6RP+OJiIiIiIiIrBQDG2TVpMHt333/1k0Uu5bSTJLKpFxApwATj8486U9Whp8PhzWRJsPSV0P7eag3vB5qD6ht0n3db2k/NVEs4u7G6W4rUaEEevzew+bPNNeWo4oKiUJaqmEPBSocwRuCDdbTU80zMCw/0+Vnu+DPeCIiIiIiIiLrlu/ARkREBObMmYP33nsP9+/fV9uOHj2KmzdvGmN8RPmqC7/6pdUIP6uZnPep44Oev/eEVw0vdJjWwewm5cyFV7WMXg73L2i+09Zi+8Ttul4rElTo+m1XUw8JlTtURtdZWcchJbKcijvB1mkDG9LkPSYsxtTDscmfo5c2XNKs/Pcjs2yjsmYZNJCf6fKznT/jiYiIiIiIiKxfkfw8+MSJE+jYsSNKlCiBq1evYtSoUShZsiSWL1+O69ev448//jDeSIke06EfDuHUwlNq2cnNSfU0kMnsqs9UNfXQzJp7OXcUcS2ClPgUq8nYuLzlMlaOWInYm5o+AQ5ODuizqI/ZBA4qtauUZZv03ZBSYPqBJlvkXt6wz4a7X8Y6Fbzwc+GIvKYpRVWmXhkkxCSg/SftzTZoULljZYw+M9rUwyAiIiIiIiIic87YeOONNzBs2DBcvHgRLi6aOvHi6aefxq5du4wxPqI8uXnwJja+vlG33mNuD7OqB2/OpPRRqSqafSX9HuRMeUs/43zL/23RBTVEh886oGz9sjAX8tn0beSrKztljj0MTJ2xIdhno/DpsjUA1HmuDgbsGqCCB0REREREREREFhvYOHToEF5++eUs2/38/BAWFpafpybKs7h7cVjSbwnSkjUT8s1eb4aafWqaelgW2UBcghoPrjyApU/M3j5+W7cuZXSajWsGcyJnv7eb2k41tTfnHgamDmxE3Ygy6Vhs0aX1GYGNgM7mV36KiIiIiIiIiGxTvgIbzs7OiIrKOtF04cIFeHt75+epifJEJoZXPL9Cd2a3fwt/dPy8o6mHZXH0MwWkHJIlZ2usG7POYJvKQDHDeAEbH2ePGRumkxSbhGs7r+mOg/SuICIiIiIiIiKy+MBG9+7d8fHHHyM5OVmty9nF0lvjnXfeQZ8+fYw1RqJc2/XJLl3plKLeRdH3775wcHQw9bAsNmND3DtvuYENCcpEXI4w2Hb72G2zDNaw8XH2GNgwnas7riI1KVUtB3YN5GeSiIiIiIiIiKwjsDF9+nTExMTAx8cH8fHxaNOmDQIDA+Hm5oZPPvnEeKMkyoXgzcHYMWmHWpZeBX0W9mGjYRvP2HB2dzZYN/feFdrGx+xhkKF4meKwL6L5VcXAhunKUAV2CTTpWIiIiIiIiIiI9BVBPpQoUQKbN2/Gnj17cPz4cRXkaNCgATp2ZOkfKlxRIVFYPng5oGlRgLYft0XlDpwcNkpgw4IzNk7/fdpgnb0rLI+9gz3cy7kj4moEAxuFXMZNG9iwd7RHpQ6VTD0kIiIiIiIiIiLjZGxoPfnkk/jf//6H//u//2NQgwqdlEpZ0n8J4sLj1HqVp6ug1XutTD0si+bq6apKeVl6xsbJ+ScN1qVxOHtXWG45qvh78arvAxW8+5fu48HlB2q5fMvycHYzzH4iIiIiMgcVv6mIZxY8A1v10Y6PYDfZsk7aGrZymDpupiCvK69vC65GXFWfjd+P/W7qoRARmWdgY+zYsfj222+zbJ81axbGjx+fn6cmyrXN72xGyL4QtVyiQgn0+rOXKkVF+eNVTdMoODo0GonRibA09y7eQ+ihULXsEeABjyoeaP9Je2ZrWCB3/4ySclE3okw6FlvBMlRERGQugu8H4+XVL6PyzMpwmeoC90/d8eRvT2Lm/pmIT46HpTlz94yajJZJx/xo+3tb3QStXMu6tTLWPiOyRgtOLsA3+78x2etLsEi+n5l/LhERmX1gY9myZSpbI7MWLVpg6dKl+Xlqolw5veQ0DnxzQC07ODmg35J+cC3pauphWYWSVUvqlu9fvA9Lc3JBRrZGo5cbYcCuAexdYaHYQNzEgY2uDGwQEZFprL2wFnV+rIO/z/yNZ6s+i++6fodPO3yK8iXK4+3Nb2PchnGwxEn6yTsnc5L+MXCf5Wxi64mIf9+yAnyzn52N82POm3oYVh/YqFCigvpsDHliiEnGRURk9j027t27p/psZObu7o7w8PD8PDXRI4WfD8eqEat0652/6Qy/xn4mHZM1Zmxo93XZBmVhSf0BdGWo7IBaA2shAQmmHhblEQMbhSs5PhlXd2gmDtz83OBT28fUQyIiIht05cEVDFw2EBU8KmDb0G0o65bxf9HRTUbjUrtLKvBhjP83JqQkwNUx68lRst3JwQn2dkap4Ew2Ki45DkUdNWV+ja2IfRF1sSSODo6PvE9KWgrS0tPU989cmfvPB6lU4FLExdTDICIqUPn6CRwYGIgNGzZk2b5+/XpUrswzo6ngSJ39v/v8jaQYTb39Os/VQaNXGpl6WNbbQNzC+myEHg7VZZlUbFsR7n4ZpYzI8jCwUbiu7byGlIQUXRkqlm8jIiJT+GLPF4hJisGv3X81CGpoBZYMxLhm4wwmQqfsnIKAbwPgPNVZlUeZsHUCElMSs+3JsPHSRjT6pRFcP3HFz0d+xo6rO1Q9+kWnFmHitonwm+GHop8URVSipgzmgZAD6PJXF5T4rITa3ub3NthzfU+Wcd2MuomR/4yE73RfNY5KMyvh1TWvIik1SdW6lwxz0W5eO/V6cpHXFpEJkTgXfk5dG6O2/ld7v8L3B79XZbxkzJ3+7IQbkTdUMEf2VbkZ5dT777GoB+7HZ83Q/uHQD6j1Qy31PuT9jF47GhEJEbrbx6wbg+LTiquJ+8wGLRuEMl+VQWpaqm7b+ovr0WpuKxSbVgxun7qh24JuOH3n9EPfy6P2mdbu67vRZHYTVa5M3u8fx//I8lwy9vEbxsP/a3/1ngK/DcTnuz9XE+iP8s+5f9R4tcdVPmeyD/Xfn7YUT+0fauNI6BG0ntta7Xf5HBrrmOSmx4asy7FZeW6lGouMV47jhktZ524yk8/ph9s/RMNfGqrPuhwrOWbbr2xHbslxlu+HHGMpHdd4dmOVVZBTjw39fSOZB9rvsGTqCPlO9F/SH95feqt9U21WNby/9f0cn+9h+yYz2cdvbXpLZYbJZ1nG23V+VxwPO25wv0f9fDDVd1A+b2svrsW1yGu674Z2X+TUY2PblW2676HHZx7qtc/ePZvtvrt0/5Lav3I/+TwM/2d4tt93IiJTyVdo/4033sCYMWNw9+5dtG/fXm3bunUrpk+fjm++MV2NP7Ju8p+Ata+uxd3Td9W6d01vPPPzM5x8M7JS1fQCG+fvWWzTcAl6kWVjYKNwXdrAMlRERGR6qy+sRmXPymjh3yJX939x1YuYd3we+tbsizebv4kDNw/g092f4mz4WawYsMLgvufvnVcT7y83fBmjGoxCNa9qutum7JqizsJ+q/lbSExNVMsyESiTnQ3LNsSkNpPUGdpzj81F+z/a49/h/6KJXxP12NDoUDSZ00RNPL7U4CVU96qOm9E3sfTMUjUZ2LpCa4xtMhbfHvwWE1pOQA3vGupxNbw01yvOrVATh3N7zMWwevmvUz//5Hw1Uf1ak9fUpOkXe79A/6X90b5ie+y4tgPvPPmOmrj87uB3anL3tx6/GUxsSvmnjpU74tVGr+J8+Hn8ePhHHAo9hD0j9qiz7gfUGoDvD32vMmf61dIEH4S819XnV6v34GDvoLb9efxPvLDyBXQO7IzPO36u7iPP13JuSwS9HISKHtk3k37UPhPyHvr+3Rcj64/EC3VfwG/HflOTsXK8avnU0o1JJtsl8CTHXcqZ7Q3Zi/e2vodbMbfwTZeHz1/8fvx3FHcqjjeav6Gu5TPx4Y4P1cT2l52+NLjvvfh76vMysPZAPP/E8yhdrLRRjsnjkEDP8rPL8b/G/4Obk5vaf33+7oPr46+jVNGMv/Myk/cz5+gcDKo9SH03ohOj8WvQr+j8V2ccHHUQ9crUe/h+OvY7RvwzQu3391q+Bw8XDwTdClJBlcF1Bj/0sfKdkiwI+e44F3FGSdeSOHH7hJqEd7R3xEsNX1KfE+m7Iz8fPunwCfLr8oPLKgDUr2Y/VPKshNsxt1WgUz4rZ0afga+br8H9s/v5YMrv4Put3kdkYiRCokLwdeev1ePk85mTLZe3qM+m/Gz9qM1HiE+JV68tfYuOvnw0y/dQAkqyX6QE4NFbRzEnaA58ivrg86c+z+MeJyIyo8DGiBEjkJiYiE8++QRTpkxR2ypWrIgff/wRQ4cONdYYiQwcnX0UJ/48oZadijuh/7L+cCpmvimqlsqzsqdqwp6elm5RGRtpKWk4teiUru9KzT41TT0kyicGNkzTX8POwQ6VOzD7koiICp9MrkpAoEe1Hrm6v5xdLUGNF+u/iNndZ6ttMqErE3Bf7ftKnW3erlI73f1lInHDcxvUJLuWNgNAJlYPjzqsK00lJ1W9suYVtKvYDuufW687mUomx+VMajl7e9OQTWqbTJKHxYThwIsH0Mg3I5v843Yfq+eRSd5WFVqpSeanAp5C24p5b/i9Y1hGxsLvPQ3PyNaSSfyLr11ECRfN/6VS01NVsEearh9+6bCuhNHduLtqAvbHbj+qCeW7sXfV/ToFdFLvWVtqRwI1Y9aPwV8n/sLw+sPRsnxL+Ln5YfHpxQaBDQl0xCbHqsCHkMybsRvG4sUGL+KXZ3/R3U+CEHL2/bR/pxls1ycTsI/aZxKo2jVsl7qf6F+rv8rKkInyrzp9pbbN2DdDTYhLEKVKqSpq28uNXoZvcV98ufdLFQzzL+Gf4/5e0HuBQbmyVxq9oj4XPxz+AVPbT1X7TUs+Az91+0k9v5a2P0hej8njkoDemf+dQUDJALUun/+6P9XFwlMLMabJmBwf5+niiavjrxpM2I9qOArVZ1XHdwe+w689fs3xsZJpNHb9WBXok8+nfhkk+fw/ikzOX3rtEryLeeu2DVkxRD1WJt0lGKX1WcfPYAx1fOrgwmsXDMpJDak7RL3fX4/+ig/afGBw/8w/Hx6loL+D8p3wO+CHB/EPVBDtUaQ3kQSM9o3cp65Fz+o9Uf/n+pi0YxLm9ZxncP/6ZeobHHMJ2kmgSz+wIZ+X7H4uEREVhnwXA3z11VcREhKC27dvIyoqCpcvX2ZQgwpM6JFQrH9tvW792TnPwqt6Ri8IMp4izkXgUclDl7GRm/+MmoMr268g9nasWq7SrQpcPFhX1NI5uzvDuYTmD7qoG9mne5NxPLj8QBfI9G/hz+8PERGZhLa8i5uzW67uv+7iOnUtZ9Pre7PFm+paSrXoq+RRySCooU8m2/UnLY+FHcPF+xfV2eYyqRceF64uMnHfoVIH7Lq2S5Uykouc+S1NzvWDGlq5yS6XDIf0SelGydYQcha6dkJVNPVrqq5lAlS/L4Nsl7PKJZikPatb1sc3HW8w4SsT3O7O7rr9Ke9JXkP2vwQvtCTQIQEPCXyIzcGbVRaLZAFo959cJJujabmm2H4192WOslPTu6YuqCFkYlyycORsfK0lZ5ao+3i6ehqMQc6Gl8lmOY4Po/+ZkCwGeWyr8q1UJoiUStLn7OCsJp2NeUwel7wvbVBDPFH6CXXs9PdJduSYaIMa8pmWLAMp8yaf6aNhRx/62M2XNyM6KRrvtnw3S2+H3Hz++9ToYxDUkMl9OS4j6o8wCGrk9vlyQ4II2s+4lBW7F3dPZTzI5ye795v554Opv4OP41b0LfXzbFjdYbqghvaz8VTlp3Q/R/VJAE+ffObl52BOJbiIiAqb0bpMeXtn/AIiKgjx9+OxpO8SpCZp6pg2ea0Jag+obephWX2fjQfBD1Qvk5iwGLiVzd0fl6bEMlTWm7Vx5+QdRN6IVFlEkk1ExscyVEREZA5k4k47gZwbUl9eJv+k74a+MsXLqCwJuV2flFbJiQQ99ElQQ0gZpYedqS6TkDLZV9vHfP4+yTwZrJ1g9Xf3z3a7nPUNT83+FPoluoRMeEsGhf7+HFB7AL458A1WnV+lgj8S4JAJUslo0U4+a/ehlO562PE21vvUZh48SHigW79476IqayR9GrJzJ/bOQ19DeoFM3D5RlaDKPKkrpYD0+bn75ViiKK/H5HGVd3/0PsnJvGPzMH3fdBWwSU5LzvG7kZlkxIi8fgcyP782CFOQ3ykJ3szcP1Nl3lx5cEUFubRKuWYt2fWofWCK72Bu5fSc2tJuG4M3IjYpFsWciuU4fgkMaseZ3+8tEZHJAxuSpfHWW2+pvhp37tzJckZ3aqphIy2ivJKJzJUvrETEVU2jLL+mfuj0VSdTD8sm+mxoy9JI1oa5BzaS45Nxdrmm8Zmc4V+1W1VTD4mMHNhITUxF7N1YFC+dc+1Yyjvt913bOJyIiMgUZMJMatufuqMpL5pbuT2L27VIzmdcZz4bW9tY+sunvsyxv4Cc4Z2bRs+FTdvfIrfb0/H4GdrNyjVTdfn/Pv23CmxIbw2p2y8Bj8z78M9ef6pgU2b6Z67nhYNdDu9Hb35CxiBnpf/fk/+X7X2rlsr57wbJNpGeC/K5/LjtxyoTQjISpOfAO1veydJ8/GGfr8I4Jg99vkdk4UuJo2H/DFPlid5u8TZ8ivmo55KySNrARUF5nEyI3HzvMzd2z46UQftg+wcYUW8EprSbojIZJEgqTeazayr/uGMsrONdUCxlnERku/L1P4hhw4bh+vXr+OCDD1C2bFk2b6YCs/vz3biw5oJadi3lin5/91P9E6jgMza0pDxNxbbZN/UzFxdWX0BSdJJartGnBoq4GC0pjcyszwYDG8aXkpCCK9uuqOXiZYqjTL2sEw9ERESF5Zkqz+CXo79g3419aO7f/KH3rVCigpqElLPytc2lhTQClklpuT2vAjw15XxkUlvK++RESujIfR4VjLGD+f/NrN1f0qxYzg7XkqwUOas9837oX7M/Zh6YqTIZpAyVBDok4JF5H8ok+cP2YUHuMwlGSDZJXl5f+q9I+Z3lA5arZuZasi+sjTS6l2O+vP9yg/kd6b/wKNrSV/IdyJw9lRfaz96jvlOSiSLf88xyk9Ug71f652TuHSLP51XUyyK+g7mdh9N/zszO3Tun3q9+tgYRkdX32Ni9ezfmz5+v+mz07NkTPXr0MLgQGatnwvaJ/9VdtQP6LOhjMMlJBcerWsZ/5sLPh8OSylA98dwTJh0LGRcbiBe867uvIzkuWZetwZMViIjIlOTM+mKOxfDi6hdVgCIzOXtcSsiIp6s8ra6/2f+NwX2kYbToVqVbnsfR0Lehmpj/au9XBn0k9PsACDnLW85yX31hNQ6HHs7xTHntxGF2E7FS0krK/8i1KcmkqZS8kYbd+mf4SzNlKbuUeX9KdkZiaqIqYbTh0gYV6NAn/Uwk6CNnxyenZpQ2yrwPc/KwfZZbMqZ9Ifuw8dLGLLfJ80ofiUdlhOjvC5lglvJF1kZ7hr7+GfkHQg6oAOOjSKNrNyc3ld0hTbb15aVfowQLJZD0W9BvuB55Pcfnk++nfC6l1Jh+P4kV51bk6v1mzj5YcnpJnnubmOI7KD8nM5dDy05Zt7Iq62ze8XkG3yUJHG0K3qT7OUpEZEnydTqzv7+/xTQUJstzectlrP3fWsTdjVOlqESbSW0Q0CmjCRoVXsbG/Qvml16fuQfLxfWa+r3FyxZHhTZ5PzOPzI+7f0YNVwY2Cob2+yMCuvDnLBERmZac/b2gzwIMWDoANb6vgaF1h6pa+zKhvPfGXtUMWprgirpl6qqmvpLhEZEYgTYV2uDgzYNqAk+CDe0qtcvzOCRgMaf7HHSd3xW1fqiF4fWGq8bYMvEpTa9lwn71oNXqvtPaT1MThFK26KUGL6nsEZlglbHuHrFb9fuQiUWZKP98z+cqgCHNi9tXaq+yGWQidvg/wzG3x1yjNRDPC5lQfq/le5i8czK6zO+C7lW74/y98/jh0A9o7NtYNT7W16BsA3WG/vvb3lcBDv0yVEL20Y/dfsSQFUPQ4JcGGFhroHoNmayWJshP+j+JWU/PynE8D9tnufX2k29j1YVVeGbhM+pzIwEr6Sdw8s5Jddb+1fFXczxDv4V/C5UVIH1WxjYdqzJI/jzxp1XOhUim1PKzy9FrcS81eS7ZAT8d+Uk1aM8usJf5OH/d+WsVjGw8uzEG1x6sejIcDzuOuJQ4zOs577HH822Xb9Fybks0+LkBXmr4kupxcTXiqvrcHHvlmLrPwNoDVUkwGfPYJmNVQ/cfD/+oyotJubBHvd+Pd32svnctyrVQn4f5J+cbZEmY+3ewYdmGKlPqjY1vqNukNN6z1Z7N9nmlpJ78LGv+a3OMrD8S8cnx+O7gdyjhXAIftfmoEN8hEZEZBDa++eYbvPvuu/j5559RsaJ5l6ghyyL/Sdzy7hbcv5gxmS4BjdYTM1J/qeC5+bnBsaijOovb3DM2ziw9g7RkTR3U2oNqw94hXwlpZGaYsVF4/TWkMXvAUwxsEBGR6XWv1h0nXjmBL/d+iX/O/6MmK50dnPFE6ScwvdN0jGowSndfCT7IZOTvx37HirMrVC8HmRic1ObRJXQepW3Fttg3ch+m7JqCWQdnqQleef6m5ZqqJtn6TaMPvHhA1eyXyVEpzSTbugZ2RVHHouo+8rifnvlJndU+ctVI1ax4+wvbH2uSvjB81PYjeBf1xqxDs/D6xtdV7wGZWJ7WYRocHRyz3H9ArQH45N9PVIBDAh2ZSf8N6Zvy2e7P1PGUAIgEiFpVaKWCRQ9jjH0m+3/nsJ0qa0QCTX+c+ENNxMvk9+S2k9XEbk5KFS2FNYPX4M1Nb2Litolqsv75Os+jQ+UO6PxXZ1gTCaiFxYTh5yM/q+wWCWj81esvtc+kJNejjGwwUh2Xz/Z8pr4v8lmp7lUdrzd7PU/jkaDl/pH71XdKvv+SCSIllfrX6m9wfFYMWIE3Nr2B/9vyfyr48WmHT1XT+kcFNia0moDY5FgsOLkAi08tVp/dtYPX4t0t78JSvoP/a/w/HLt9DHOPzcXX+79W+yenwIZkgmx4boMqLfbh9g/V80gg+POOn6OS5+M1RiciMgd26fk4zcDT0xNxcXFISUlB0aJF4eho+B+c+/fN+wzv3IiKikKJEiUQGRkJd/eMM4YLS1pammrM7uPjA3t725movbTxEuZ3ma9bL+pVFKPPjlbX5sbaj9HP9X9G2LEw2DnY4f349+HgaJ69TX5v8zuu7dLUUX3pyEso26CszRwja/CoYxRxLQIzK2rKTdToXQP9lxmWOKD80d+//i38MWLPiCz34ffIvPH4mD9rPUam/r8yERERERHZpnxnbBAZm8Ta1o9Zb7CtqHdR1TScCl+paqVUYCM9NR0PLj8w6LthLuQMfm1Qw6u6F8rUZ9Nja+Pm66YyCaQsHTM2jO/SBk22hmAZKiIiIiIiIiKy6sDGCy+8YLyREP1HJqjvXzLM9gk/G457F+6Z5aS6LfXZMNdjcHJhRtPwOs/VYdNjKySZQhLciAqJYmCjAARvCNYtV+laxaRjISIiIiIiIiJ6lHznwQcHB2PixIkYNGiQSq8X69evx+nTpx/7ub7//nvVq8PFxQVNmzbFwYMHH3r/JUuWoHr16ur+derUwbp163K87yuvvKImO5llYt7SUtKw/YPtBtukBJJvY1+DCXYq3IwNrXvn78EcnVpwSrcs/TXIuvtsxN6JRUpCiqmHYzVSk1JxectlXXacfhk3IiIiIiIiIiKrC2zs3LlTBRQOHDiA5cuXIyYmRm0/fvw4Jk16vCZtixcvxhtvvKEed/ToUdStWxedO3fWBUsy27t3rwqmjBw5EkFBQejZs6e6nDqVMcGptWLFCuzfvx++vr55fKdUWHZN3YXr/1432CYlkNpNacez8M0kY8Pc3Dl1B7dP3FbL5ZqVQ8mAkqYeEhVCA3HJ3CDjuL7nOpJiktRyYOdAVfKLiIiIiIiIiMhqAxvvvvsupk6dis2bN8PJyUm3vX379iqQ8DhmzJiBUaNGYfjw4ahZsyZ++ukn1ZD8t99+y/b+M2fORJcuXfD222+jRo0amDJlCho0aIBZs2YZ3O/mzZt47bXXMH/+/CzNzcm8XN1xFbum7NKs2AOlqmsm1CVbI6ATa76bRWDDDDM2Tsw/YVCGiqyXe/mMprQsR1Uw/TUCuwaadCxERERERERERAXeY+PkyZNYsGBBlu0+Pj4IDw/P9fMkJSXhyJEjeO+993Tb7O3t0bFjR+zbty/bx8h2yfDQJxkeK1eu1K2npaVhyJAhKvhRq1atXI0lMTFRXbSioqJ0zyWXwiavKc20TfHahSkuPA7Ln1uuGgOLtpPbwq+JHzaO34h2U9upfSAXc2Ttx8jJzQnFShdD7O1YlbFhTu9TPi/aMlRSsqxG3xrZjs/aj5E1yM0xcvfPCGxEXI3g8TSSS+v/C2zYAZU6Vspxv/J7ZN54fMyftR4ja3s/RERERERkA4ENDw8P3Lp1C5UqVTLYLqWh/Pz8cv08EgRJTU1F6dKlDbbL+rlz57J9TFhYWLb3l+1an3/+OYoUKYKxY8fmeiyffvopJk+enGX73bt3kZCQAFP8sRgZGan+EJZgjzWS97Zh6AZEh0ardd+WvqgyvArsHezRZ1sftS2nkmTmwBaOkXsldxXYiAmLQUhwiAp2mINb+2/pztwv16YcYuXfnVibPEaWLjfHKN09I7gZei4UZe+wF0R+xYTG4M5Jzc9Xn3o+iEmLQcwdTVnJzPg9Mm88PubPWo9RdLTm/29EREREREQWE9gYOHAg3nnnHdXEW/ofyB9se/bswVtvvYWhQ4fClCQDRMpVSb+Ox+nNIFkj+pkgkrHh7+8Pb29vuLtnnC1cWGSfyvjl9a3pj2B9+7/Zj+tbrusa1/Zf1B9uZd1gKWzhGJWpVUYFEYT9A3v4BPjAHBzecFi33OCFBipbzFaPkaXLzTFKq5NxVnDKvZQcjzfl3s3VN3XL1Z+t/tB9yu+ReePxMX/WeoxcXFxMPQQiIiIiIrJB+QpsTJs2DaNHj1YT/5JxIb0x5Hrw4MGYOHFirp/Hy8sLDg4OuH1b0wBYS9bLlCmT7WNk+8Pu/++//6qz/MuXL6+7Xcb25ptv4ptvvsHVq1ezfV5nZ2d1yUz+ADXVH6HyR7ApX78ghR4OxdZ3t+rWe/3RCyX8MhoEWwprPkbCq7qXbvn+xfso16QcTC01KRVnlpxRy45FHVGzd82H7n9rP0bW4FHHyLOip2456kYUj6URBG8M1i1X6VrlkfuU3yPzxuNj/qzxGFnTeyEiIiIiIsuR579EJI1eyj59++23uHz5MtasWYO//vpLlY76888/VaAit6TxeMOGDbF161aDs9pkvXnz5tk+Rrbr319IE3Pt/aW3xokTJ3Ds2DHdxdfXV/Xb2LhxY17fNhlRYlQilg5cirRkzVnYLd5ugcAubFxr9g3EL5hHA/FLGy8h/n68Wq7WoxqciptHeSwqOC4eLnAs5qiW2Tw8/1KTU3F582W17FrKFb6NfU09JCIiIiIiIiKigs3YkMBGYGAgTp8+jSpVqqisjfyQ8k8vvPACGjVqhCZNmqisitjYWAwfPlzdLqWtpG+H9MAQ48aNQ5s2bTB9+nR069YNixYtwuHDh/HLL7+o20uVKqUu+hwdHVVGR7Vq1fI1Vso/+fyseXkNHgQ/UOt+Tf3Q/pP2ph4W5aBUNb3AxnnzCGycnH9St1znuTomHQsV3pnOJcqXQPjZcBXYkJ8jj1NqkAyF7A9RAWYR0ClA9TUiIiIiIiIiIrLqwIaknUtA4969e+o6vwYMGKAadH/44YcqE6RevXrYsGGDrkH49evXDVLdW7RogQULFqiSVxMmTFBjWLlyJWrXrp3vsVDBOzb3GE4tOqWWnd2d0WdhHzg45j7LhwqXZyVP2DnYIT013SwyNhKjE3F+1Xm1XNSrqJqUJdugDWykxKcg/l68Ov6UN5fWX9ItM1uOiIiIiIiIiGymx8Znn32mSjv9+OOPRgkojBkzRl2ys2PHjizb+vXrpy65lVNfDSpcd8/exbox63Trz855Vk2ck/lycHKAZ2VP1V9DAhumPlP+3MpzamJb1Oxfk0ExGwtsaEnWBgMbeXdpQ0ZgI6Azg4NEREREREREZCOBDSkPFRcXh7p166o+Ga6urga3379/P7/jIyuTHJ+Mpf2X6ialG77cELX61TL1sCiXfTYksJEcm4zo0Gi4+7mbRxmqwSxDZcuBjbINypp0PJYqJiwGYUFhaln2YfHSxU09JCIiIiIiIiKiwglsSB8Mosex8Y2NuHPqjlr2qe2Dzl93NvWQ6DH6bFxce1HXZ8NUgY2Y2zG6hsceFT3g3yJ//X3IggMbN9hA3BjZGoFdWYaKiIiIiIiIiGwosCHNvoly68zSMzjy0xG1XMS1CPos6gNHV0dTD4seI2NDS8pRVWpfySTjOL34NNLT0tVy7cG12TzaxjM2KG8Y2CAiIiIiIiIiS5bRjTuPgoODVQPvQYMG4c4dzZn469evx+nTp40xPrISD648wKoXV+nWu37bFT61fEw6Jno8XtW8dMvh58PNogzVE889YbJxkOkDG1HXo0w6FkuVlpKG4E3BatnFwwXlmpYz9ZCIiIiIiIiIiAovsLFz507UqVMHBw4cwPLlyxETE6O2Hz9+HJMmTcrPU5MVSU1OxbJBy5AYmajWaw+sjfoj65t6WJSPjI37F0zTP+f+pfu4efCmWi5Trwy8a3qbZBxkOm5+bsB/STrM2Mgb+Q4lPEhQy5Wfqgz7Ivk+x4GIiIiIiIiIqFDlazbj3XffxdSpU7F582bVPFyrffv22L9/vzHGR1Zg+wfbcfOAZjLas7Inuv3UjeWDLFDxssXhVNzJpBkbJxdkZGtIGSqyPUWci6B4GU2jawY28oZlqIiIiIiIiIjIpgMbJ0+eRK9evbJs9/HxQXi46UrVkPmQcid7Pt+jlu0d7VVfDZcSLqYeFuWBBKO0WRsRVyKQmpRaqK+fnp6eUYbKDqgzqE6hvj6ZXzmq6FvRhf45tAaX1usFNjozsEFERERERERENhbY8PDwwK1bt7JsDwoKgp+fX36emqxATFgMVgxZoVvv+FlH+DXm58KSlaqmCWxI8+77wYVbjurWkVuqabmo2KYi3Mu5F+rrk/ko4f9fn410IOom+2w8jtg7sQg9HKqWS9ctDTdfN1MPiYiIiIiIiIiocAMbAwcOxDvvvIOwsDB1NndaWhr27NmDt956C0OHDs3PU5OFk4nv5c8vV5NoosrTVdBsfDNTD4uM2GdDG2QoLCfmn9At13mO2Rq2zL18RlCL5agej7ZpuGAZKiIiIiIiIiKyycDGtGnTUL16dfj7+6vG4TVr1kTr1q3RokULTJw40XijJIuz+/PduLL1ilqWM4J7/N4Ddvbsq2EtGRvi3vnCC2ykpabh9KLTatnByQE1+tQotNcm8y1FJRjYyEcZqi4MbBARERERERGRZSryuA+IioqCu7vmbFlpGD579mx8+OGHqt+GBDfq16+PKlWqFMRYyUJc33NdNQxX7IDe83ujmHcxUw+LLDhj4+r2q6q0mTb7x9XTtdBem8wPAxt5DxBe2qgJbDi7O8O/hb+ph0REREREREREVDiBDU9PT9VXQxqEt2/fHsuXL1cZG3Ihir8fj+WDlyM9NV2tt/6gNSq2rWjqYVFBBDYKMWND1zScZaiIgY189amJvxevlit3rAwHRwdTD4mIiIiIiIiIqHACG8WLF8e9e/dUYGPHjh1ITk7O2yuTVbm85TLWj10P15KuuonG8q3Ko80HbUw9NDIiZzdnFC9bHDG3YgotYyM5Phlnlp3RvL67M6o+U7VQXpcsI7ARdZ3Nw3Pr4vqLuuWALgEmHQsRERERERERUaEGNjp27Ih27dqhRg1NjftevXqpklTZ2bZtW74GR5YhPT0dWydsRfjZcN02CXD0WdAH9kXy1caFzJBXNS8V2JDG8AkRCXDxcCnQ17uw5gKSopPUsvTWKOLy2D+2yMoU9SqqPgcpCSmIvMGMjdwK3qDXOJz9NYiIiIiIiIjIgj32DOFff/2FefPmITg4GDt37kStWrVQtGjRghkdWYTgTcEIPRRqsE2ahbuX0/RiIetSsmpJXN1xVS1L1oZfE78Cfb1TC07pllmGioSdnZ3K2pDPX+S1SBVclW2Us7h7cQg5EKKWvWt5o4R/RtYLEREREREREZHVBzak9NQrr7yilg8fPozPP/8cHh4eBTE2sgAyobj57c0G24qVLsZyQVaesaEVfj68QAMb8Q/icXGdpnyOlMBivxbS0gY2kmKSkBiZWOCZQ9YQgIam9RECuzJbg4iIiIiIiIgsm31emoffuXNHLfMMWZKmzndOaj4PWrG3Ywut/wKZuIF4AR/nM0vPIDUpVS3XHlgb9g4sbUYa7uUzMsLYQPzxylBV6VrFpGMhIiIiIiIiIsov+7w2DxdSiorNw23X8T+OY+XwlQbb7Bzs4NvY12Dym6xLqWp6gY3z9wo8cKbFMlSUUwNxBjYeLj0tHZc2XFLLjsUc4f+kv6mHRERERERERERkuubhUoaIzcNtc5Js2wfbsHva7qy3paaj3ZR2zOaxYh4VPVRT+LSUtALN2JCm0Nd2XtMFU8o2KFtgr0WWh4GN3As7FobYO7FquXKHyiji/Ni/+omIiIiIiIiIzAqbh9NjSY5LxsoXVqoSQVoNX22omoffOnxLZWsEdAow6RipYDk4OsAzwFNla0hgQwJddvbGD2SdWmTYNJzBMtKn3/yagY2Hu7he06dGsL8GEREREREREdlkYMPV1ZXNw21UTFgMFnZfqIIYQiazO3/dGU1ea4IrW69g/dj16DCtAyegbYCUGpPARkp8CqJuRhlMMhdIGarBLENFhpixkXuX1mvKUInALgxsEBEREREREZHly1c9iu3btxtvJGTWbp+4jYXPLtRNIDoVd0KfRX1QtVtVtV65Y2WMPjPaxKOkQu2zsVqzLAEOYwc27py+g9vHb6tlv6Z+KBlQ0qjPT5bP3Z/Nw3Mj/kE8QvaFqGWv6l6qlBwRERERERERkc0FNt544w1MmTIFxYoVU8sPM2PGjPyMjczExXUXsXTAUiTFJOkmFAevGYzST5Q29dDIRPSbw0s5KglsGRObhtOjOLo6oqh3UcTdjWNg4yEub7msysUJlqEiIiIiIiIiIpsNbAQFBSE5OVm3nBOWI7J80hz+4HcHsfH1jbqJMb8mfhj4z0AUL1Pc1MMjE/Kq5qVbDj8fbtTnls/ayQWawIadgx1qD6ht1Ocn6ypHJYGN6JvRqpm9NLUnQyxDRURERERERETWqEh+yk+xFJX1kknC9ePW4/APh3XbavariZ7zeqozpcm26Wds3L9w36jPfeDbA4i8pjkDP+CpABTzKWbU5yfrCmzcOnJLBcOib0UXSK8XSw9OX9qgCWwUcS2CCq0rmHpIRERERERERERGYW+MiZPw8HDcu3fPOCOiLGVEFrderK4LS0JkAhY8s8AgqNHq/Vbou6gvgxqkFCtdDM7uzmr58tbLRvt8ys+Tf6f9q1uvPZjZGpQzNhB/dG+kmFsxarlSu0oo4pKvtlpERERERERERJYf2AgLC8PQoUPh6emJ0qVLw8fHRy2PGDECt29rmv5S/id5t72/DREXI9S1rBe0iKsR+K3FbwjeGKzW7R3tVZZG+6ntYWfP8mKUUWquZBVNQ++05DRseXdLnj6fKQkpiLkdo/p03Dx0E7s/261KC2lJk3qinDCw8XDabA3B/hpEREREREREZE3ydPpmVFQUWrRogZiYGAwfPhzVq1dXk5pnzpzBwoULsXv3bhw9ehTFi7MPQ34EbwrGrcO31LJcy3pg54KbnLqx7wYW91yM2Duxat21pCsGrBjA8iWULW3GhpByQHs+36OCHYmRiSrrR/9au5wQYbg9NSk15xewA3Z/uhvVe1Znzx7KFgMbj9Ffg4ENIiIiIiIiIrL1wMbMmTPh4OCA06dPw9vb2+C2iRMn4sknn8S3336LCRMmGGucNkcCRdsnGvYwkaBDnSF1UKFVBZRvWR4eFT2MNuF7atEprBy2EqmJqboeCoPXDkbJQM1Z+USZP5/3zhuWn9v63lYjvwgQeihUZXPoNysn0mJgI2eJUYm4seeGWpaf4yUD+LOciIiIiIiIiGw8sLF27VoVtMgc1BBSkuq9997D7NmzGdjIB5nMDT0cmqVsT9DsIHURbr5uKsDh39JfXZd+ojTsHewfe4J615Rd2DFph25bpfaV0G9pP7h6uhrp3ZA1fj6jQ6Mf+3FSzsy5hDNcSrhorj1cdMtO7k44t/wcYsJiVFDDzsEOZRuUNWhUTpRTYCPqepRJx2JupPdNWkqaWma2BhERERERERFZmzwFNi5cuKBKUeVEbnvrrbfyMy6bJ5O5MqkbdiwM6WnZ9y6QieXTf59WF+Hk5gT/5v66QIdfEz84Fcvao0AaPa8fux6dvuqEkwtO4uT8k7rb6r9YH91+6AYHR4cCfHdkDZ9P30a+CD0SqoIQUjaqeJniaDK2iQqI6QIXmQIYjsUcH5plVO3ZapjfZb5aTk9NR7sp7ViGinJUzKeY6gMkfV6YsWGIZaiIiIiIiIiIyJrluceGh4dHjrfLbXIfyjuZzG0/rb1uklcMWDlA9TW4vvs6buy+gRt7byApJkl3e1J0kurDIRdhX8ReBUe0gY7yT5ZHUe+i2DphK8LPhmNJ/yVIjk3+7wWBp754Cs3fbM6JZHok+Yy0m9ou4/OZDvSY2yPfPWACOgXAt7GvKkEl17JO9LAMoBL+JfDg8gMGNjJl4p1bcU4tS+CnYpuKph4SEREREREREZHpAxsyaWJvb//QSU+5D+WPTOqWbVRWNQ6X62rdq6l9W6ldJXW7lBm5ffK2LtBx7d9riLkVo3u83H7z4E112T9jv9rm5ueG6JuaEkLaoIZjUUf0nt9bNWkmMmUQQj7fHaZ1UBlFcs0gG+WmHJUENlRj+qhEg6b2turO6TuIC49Ty46ujijimqdf9URERERERERE1hfYqFq1ao6TjgxqGDFr45P2WDtmrbrOvL9VRkb9surS9LWmar9HXI1QgQ5tsOPumbsGj9EGNXTP4WiPYbuGwbehb6G8J7IeBRWEqNyxMkafGW2U5yIbayB+IxI+tXxg6w7MPKBblmCPZPHlN5uKiIiIiIiIiMjiAxtz5841/kgox0neAbsGqKbsjyITy56VPNWl7pC6alvcvThVskoCHZc3X0ZYUJjBY6Q2vVPxrH04iHKDQQgyNffy7rplKUdl64ENCXCfXqTpu6Qt17X9g+0qo4oZUERERERERERk04GNF154wfgjoQJRtFRR1ZBZLumfpWN249kquCENye0c7FQPDmkETURk8Rkb7LOBUwtPGfRekp/1Ui7u3oV78KrmZdKxEREREREREREZS86NMshqS1vJRJdIT01HuynteBYvEVlFYCPqRhRs3ZFfjhisSwBbeuAwgE1ERERERERE1oSBDRtt+CyM1fCZiMhUmLGR4cq2K7i285rBNgawiYiIiIiIiMgaMbBhow2fvWp4GbXhMxGRKZTwZ2BD21tDemloeVT2UNcMYBMRERERERGRNWJgw4YbPss1EZElcyruBNeSrrD1wEbwxmDc2HtDLXvX9Ea3H7oxgE1EREREREREVitPzcOJiIjMqRxV/P14RIVEIS01DfYO9jadrdF2clsEdg5E4JlAk46LiIiIiIiIiMhsAhtvvPFGru87Y8aMx316IiKixw5shB0LQ1pyGmJvx8LN1w225MLqCwg9HKqWS9ctjRq9a5h6SERERERERERE5hXYCAoKMlg/evQoUlJSUK1aNbV+4cIFODg4oGHDhsYbJRERUQ7c/d11y1KOypYCG+lp6dj+YUa2RruP28HOnqWniIiIiIiIiMi6PXZgY/v27QYZGW5ubpg3bx48PT3VtgcPHmD48OFo1aqVcUdKRESUQ8aGfmCjXLNysBVnl5/F7eO31bJvI19UfbaqqYdERERERERERFTg8lWIfPr06fj00091QQ0hy1OnTlW3Pa7vv/8eFStWhIuLC5o2bYqDBw8+9P5LlixB9erV1f3r1KmDdevWGdz+0UcfqduLFSumxtWxY0ccOHDgscdFRESWE9iwFdJPZMekHbr1th+3ZaNwIiIiIiIiIrIJ+QpsREVF4e7du1m2y7bo6OjHeq7Fixer/h2TJk1S5a3q1q2Lzp07486dO9nef+/evRg0aBBGjhypymP17NlTXU6dOqW7T9WqVTFr1iycPHkSu3fvVkGTTp06ZTtmIiKyTLYa2Di9+DTuntH8PivXvBwCu7BZOBERERERERHZhnwFNnr16qXKTi1fvhwhISHqsmzZMhVs6N2792M9l5S1GjVqlHq+mjVr4qeffkLRokXx22+/ZXv/mTNnokuXLnj77bdRo0YNTJkyBQ0aNFCBDK3BgwerLI3KlSujVq1a6jUkGHPixIn8vG0iIjIjthjYSEtJw46PMrI12k1px2wNIiIiIiIiIrIZj91jQ58EH9566y0VQEhOTtY8YZEiKrDx5Zdf5vp5kpKScOTIEbz33nu6bfb29ioosW/fvmwfI9slw0OfZHisXLkyx9f45ZdfUKJECZUNkpPExER10ZJAiEhLS1OXwiavmZ6ebpLXptzhMTJ/PEbWfYyKli4KOwc7pKemI/JGpE0c5+N/HMf9i/fVcoU2FVChbYUCf9/8Hpk3Hh/zZ63HyNreDxERERERWXlgIzU1FYcPH8Ynn3yighjBwcFqe0BAgOpp8TjCw8PV85UuXdpgu6yfO3cu28eEhYVle3/Zrm/NmjUYOHAg4uLiULZsWWzevBleXl45jkV6hkyePDnLdilflZCQgMImfyxGRkaqP4Ql2EPmh8fI/PEYWf8xKla2GGJCYhBxNSLHEobWIjU5Fdsnb9et1x1ft1BKLPJ7ZN54fMyftR6jxy0/S0REREREZNLAhoODg+pXcfbsWVSqVAlPPPEEzFG7du1w7NgxFTyZPXs2+vfvrxqI+/j4ZHt/yRrRzwSRjA1/f394e3vD3d0dpvgjWMqLyOtb0x/B1oTHyPzxGFn/MSpZqaQKbCTcT4BncU84FnWEtTr6y1FEX9dMJFbuWBl1u+echWhM/B6ZNx4f82etx8jFxcXUQyAiIiIiIhuUr1JUtWvXxuXLl1VgIz8kg0ICJbdv3zbYLutlypTJ9jGyPTf3l+yRwMBAdWnWrBmqVKmCX3/91aDslT5nZ2d1yUz+ADXVH6HyR7ApX58ejcfI/PEYWfcx0u+zEX0zGl7Vcs7Ms2QpiSn4d9q/uvV2U9sV6mea3yPzxuNj/qzxGFnTeyEiIiIiIsuRr79Epk6dqnpsSLmnW7duqewG/UtuOTk5oWHDhti6davBWW2y3rx582wfI9v17y+kzFRO99d/Xv0eGkREZPlspYH40dlHEXVD8/u1SrcqKNe0nKmHRERERERERERkWRkbTz/9tLru3r27OgNNS2oHy7r0zcgtKf/0wgsvoFGjRmjSpAm++eYbxMbGYvjw4er2oUOHws/PT/XAEOPGjUObNm0wffp0dOvWDYsWLVI9P6RBuJDHSv8PGZv01pBSVN9//z1u3ryJfv365edtExGRmbGFwEZyfLJhtsbH7Uw6HiIiIiIiIiIiiwxsbN+e0bw0vwYMGKCan3744YeqAXi9evWwYcMGXYPw69evG6S6t2jRAgsWLMDEiRMxYcIEVWJq5cqVqjyWkNJW0nh83rx5KqhRqlQpNG7cGP/++y9q1apltHETEZHpufu7W31g4/CPhxFzK0YtV+9VHWUblDX1kIiIiIiIiIiILC+wIRkTxjRmzBh1yc6OHTuybJPMi5yyL6SR4fLly406PiIiMv+MjajruS+FaCmSYpOw+7PdmhU7oO3ktqYeEhEREdmCq1cB6ak5dy4wbBgslswntGsnZ2cCbQv5/1G//w5IJYorV4CKFQv3tYmIiKyYUbr9xcXFqeyIEydOGFyIiIgKg7WXojo46yDi7sap5Vr9a6F0HU02IxERkdWSyWApd3z4sKlHYnpnzgAffaQJMuSHTOhrgxNyXdgT/GT64I58p+RzJBdZzuYEUiIiIpvI2JDSUdIDY/369dne/jg9NoiIiPLKpYQLnN2dkRiVaHWBDXlPe7/Yq5bt7O3Q9iNOQhAREdlcYGPyZE0ggmf8503r1kB8PODkZOqREBERkTlkbIwfPx4RERE4cOAAXF1dVU8M6Wkh/S5WrVplrDESERHlOmsj8kYk0tPTYS32z9yP+PvxarnOc3XgVd3L1EMiIiKybfL/DJkkz05CApCWVtgjokeRfp0uLpprIiIisgr5+q2+bds2zJgxA40aNVKNvStUqIDnn38eX3zxBT799FPjjZKIiCiXgY3UxFRd2SZLF/8gHvum71PLdg52aPOhcXtbERERWRQpn1S8OHDzJtCzp2bZ2xt46y0pF2B4XwkuzJwJ1KmjmdCW+3XpYljaKiUFmDIFCAgAnJ012RATJgCJiYbPJdufeQbYuBFo1AhwdQV+/jmjtM+iRcDEiYCfH1C0KBD1X7+vAwc0r1mihGa79Kjcsyfr+5L3M3Ik4OurGYf0tHj1VSApSVOSS9tXUnpEyOvplxCKjATOndNc51dEhGYfy3g9PIAXXtBsy0zKTsv9KlfW7NsyZYARI4B79wzvJ+WzZKyXLmnuL88pzy39JuKy+b/aX38BTZpo9pWnpybLYtMmw/tItYhWrYBixQA3N6BbN+D06Ue/N+2x0i+9JBkwtWtrMmJk38rryjH84ovc7S95PukROn8+UK2aZl80bAjs2vXox/7zj2bs2mMun0H5LGZX9UI+R08/rdkn8r6feELz2dYnn4G+fYGSJTXjkM8pTzYlIiIrl6/ARmxsLHx8fNSyp6enKk0l6tSpg6NHjxpnhERERLngXt5dt2wt5aj2zdiHxEjN5Eq9YfVQMrCkqYdERERkWjLx27kzUKoU8NVXmmDB9OnAL78Y3k8CBePHA/7+wOefA+++q5nw3b8/4z4vvgh8+CHQoAHw9dea55IT9AYOzPq6588DgwYBTz2lmVSuVy/jNpmQXrtWE2CZNk1T7mjbNs3EvAQ5Jk3SbJcgQfv2wMGDGY8NDdVM5ktwZMAA4NtvgSFDgJ07NZP/8hxjx2ruK0GXP//UXGrU0GxbsUKzLNf5zULp0UPz3M8/D0ydCoSEaIIbmW3eDFy+rAlQfPedZn/J+GXyPbus2f79gehozb6VZQnWSGktfbIu79vREfj4Y826HDvZj1oyNgkGSEBLjukHH2iCEi1b5r3/yIMHmuBT3bqaz1H16sA772gCKLkhx0k+Z7LPZNwS3JHnO3Xq4Y+TfSDv4403NJ8nCYjIZ1E+p5n3tXwG5H2OG6cZowRh1qzJuI8Edpo1A86e1Txe7iMBEAn+5fdzQUREZM7S86FRo0bpGzZsUMvPPvts+pAhQ9JDQkLS/+///i+9cuXK6dYgMjJS/memrk0hNTU1/datW+qazBOPkfnjMbKNY7Rr2q70j/CRupxZdibd0sXejU2fVnyaej8fO36c/uDKA5OOh98j88bjY/6s9RiZ+v/KZMXmzpUp8vT0Q4cytr3wgmbbxx8b3rd+/fT0hg0z1rdt09xv7Nisz5uWprk+dkxznxdfNLz9rbc02+U5tCpU0Gz7729fne3bNdvlb9+4OMPXqFIlPb1z54zXE3KfSpXS0596KmPb0KHp6fb2hu8z81iXLNG8jrxeTvtJrvNj5UrN83zxRca2lJT09Fatsj6//nvVWrhQc79duzK2TZqk2TZihOF9e/VKTy9VKmP94kXNPpDtmX9GavdBdHR6uodHevqoUYa3h4Wlp5cokXV7Ztpjpb8P27TRbPvjj4xtiYnp6WXKpKf36ZP+SJowTnr64cMZ265dS093cdG8l8zH6MqVh+/Dl19OTy9aND09ISFj/8vnRT5/DzL9P1D/c9WhQ3p6nToZj9Pe3qKF5nNIRERkpfKVsTFu3DjcunVLLU+aNEk1ES9fvjy+/fZbTJMzUoiIiAq5FJW1ZGzs+XIPkmKS1HL9kfXhUdHD1EMiIiIyD6+8YrgupYkkg0Br2TJNmSDJlMhMtot16zTXcsa8vjff1FxLBoY+KQ8lmSLZkawGKU+ldewYcPEiMHiw5gz+8HDNJTYW6NBBU6pISmXJZeVK4NlnNaWDchrrw0iJJ5k2l+v8kP1RpIimBJaWgwPw2mtZ76v/XqWniLw3yRgQ2VVuyO54yX7RluySfSD7QjIWMvfA0O4DyVyQjBfJmtHuT7nIGJs2BbZvz9v7lqwJybbQkmwbyaDR/zw9TPPmmmwLrfLlNZkvUrYsu7JS2e1DyWaR9yL7RbJ0pKyUCAoCrlzRZIRIGa/s9sv9+5qsFm1WjHa/yP6Vz6t8DqXUGRERkRUqkp8HSz8NrYYNG+LatWs4d+6cCm54ebG5KRERFR5rCmzE3I7BoVmH1LKDswNav9/a1EMiIiIyD9p+Gfqk94CUFNIKDtb0LpB+Azm5dk0ziR4YaLhd+kXIJLLcnjmwkZPMt8lkssiujJOW9MSQHhoyuS99HkxN3m/ZspqJfn3SOyIzmUyXUlFSfurOHcPbsuv1IZP9mY+XkGPm7q45XnIsatbMeXzafSqlvLIjz5MX5cplDSDJ+KSPSG5UqZJ1W9WqmgCFlOqWz1N2pHyU9GWRoIQ2wJN5H8p+EQ/7fEj/EglsSVkuuWRHjpH0DiEiIrIy+QpsXL58GZWlYdh/ihYtigZSn5SIiKiQWVNgY/dnu5Ecl6yWG77cEO7l8vjHOhERkbWRM/SNKTdZEZnPsH/UbZJ9IL780rAXhz4JIEiAwBJJdsDevcDbb2ven7wXec/SW0L73nNzzLLrx5ET7fNKn43sggWSbZIXxhjb45LME+nnIsEY6cshjcMlYCfZLtLfI7t9mBPtfaW/S04ZRZmDd0RERFYiX4GNwMBAlCtXDm3atEHbtm3VtWwjIiIqbG6+brCzt0N6WrpFBzaibkbh8I+H1XIR1yJo9V4rUw+JiIjIsshEsZQCksBBTlkbFSpoJoUlE0DbiFvcvq2ZeJbb8/P6QiauO3bM+X6SeSL3eVSj6dwGX/JD3u/WrUBMjGHWhjRN1ydZFnI/ydiQ0lGZMyryur/kWEiD7JwCQdp96uPz8H1a2LJ73xcuyFmfWTOLtHbs0JSKWr5c0xhcS8pOZfee5fOR03vWnmgqTdfNab8QEREVgnz12Lhx4wY+/fRTuLq64osvvkDVqlVVoOO5557DnDlzjDdKIiKiR3BwdEDxspo/xC05sPHvtH+Rmqipydx4dGMUL5OpJAQRERE9XJ8+mjPuZfI9pzPxn35ac/3NN4a3z5ihue7WLe+vLz0XZFL6q680gYLMpESRkPJLPXsCq1cDhw/nPNZixTTXEnDJTMoWSU+G7EpAPQ7ZHykpwI8/ZmyTHhHffZd9hkPmjIbM+/FxyD6QfSHZC5mzFbSvI9kIEgSSXp7JmqzWbPdpYdu3z7CvyI0bwD//AJ065ZwNkt0+lLJkP/xgeD+phiFlzmTfZj722sdKoKdtW+Dnn4H/+p+axX4hIiIy94wNPz8/FcSQi7h48SI++eQTzJ8/H4sWLcKLL75orHESERHlqhxV9M1oxN6ORUpCCoq45OvXXKGLuBaBo7M1fxw7FnPEk//3pKmHREREZHnatQOGDAG+/VZzRr22RNK//2puGzMGqFtX0wPjl18ySgMdPAjMm6eZaJf75ZVM0suJfl27ArVqAcOHa3ocSBNnaXItE/QSzBAyUb9pk+b1X3pJkz0iE9RLlgC7d2v6fUgWg0yGf/65JoDh7KzpNSGT2itWaJ5/7tz8NRCXBuZPPgm8+y5w9aqm34VkFGQOmMjYJcvgiy80AQZ5XzL+zNkGj0OqPrz/PjBliqaBdu/emvd46JCmV8qnn2peV4Iuclxlwn/gQE1GxPXrmkbvMvZZs1DopP+FBF3GjtWMWRucyC6optWihaaPh3z+5HGSkSMltjIHi+RzJO9Zjo18BuQ4Sx8UCWRJjw7JShLffw+0bAnUqQOMGqXJ4pDMIwm6hIQAx48X4A4gIiIynXzN+MTFxWH37t3YsWOHugQFBaF69eoYM2aMKk1FRERU2IGNkH0hajkqJAolAx/SNNQM7Zq6C2nJmjMVm45rimLe/52hSURERI9HJvqfeAL49VdNL4gSJYBGjTSTyloSfJBJ4N9/1wQIpHfDe+8Bkybl//Xl72GZWJbJeplwl8wNef6mTYGXX864nwQGDhzQNH6eP1/TSFq2SVBEyhkJedxPP2km+EeO1GRSSIBEAhvGIpPoq1YB48cDf/2lmWzv3h2YPh2oX9/wvgsWAK+9pplQl8l4yU5Yv14ThMgrydaQ7ATJEJEgh7x3OX4SyNAaPFjzGp99pulfkpio2VcSDJFJf1OQgFTz5ppAhgRZJCAknycZe05KlQLWrAHefFPTQFyCHM8/D3TokLVPhqzLsZbnl2MhATrJBpIAhpa8pmT8yH3ktaXMlXw25LjplwsjIiKyMnbp6XnviuXk5ARPT0+VsSGBjFatWql1axIVFYUSJUogMjIS7nKWSCFLS0vDnTt34OPjA3v5zyaZHR4j88djZDvHaPP/bcbeL/eq5aFbh6JS+0qwFPeD72NWtVlIT02Hs7szxl0ZB9eSD2lUWsj4PTJvPD7mz1qPkan/r0xEZDIS/Bk92jSZIkRERJS/jI2nn35aZWxI2amwsDB1kQCH9NogIiIyRcaGlqX12dj18S4V1BDN3mhmVkENIiIiIiIiIiJzkq/TxVauXInw8HBs2LABzZs3x6ZNm1TWhrb3BhERkckCGzcsJ7ARfi4cJ/46oZZdPF3QbHwzUw+JiIiIiIiIiMhsGaWrap06dZCSkoKkpCQkJCRg48aNWLx4sWoiTkREVFgsNWNj5+SdSE/TZGu0eLsFXEq4mHpIRERERERERETWGdiYMWOGahou5aiio6NRt25dtG7dGi+99JLK3CAiIjJVYCPqehQswdHZR3Fq0Sm1XNS7KJq+1tTUQyIiIiKiR8l7u1IiIiIydWBj4cKFaNOmjS6QIY0DiYiITEXKODkWc0RybLJFZGykp6erhudaLf6vBZyKO5l0TEREREREREREVh3YOHTokPFGQkRElE92dnYqayP8bLgKbEjgQLaZq0M/HEJCRIJu3auKl0nHQ0RERERERERk9c3Dxb///ovnn39eNQ+/efOm2vbnn3+q8lRERESmKkeVHJeM+PvxMFepyanY+u7WjA12wK5PdqlgDBERERERERERFVBgY9myZejcuTNcXV0RFBSExMREtT0yMhLTpk3Lz1MTERHlibu/u27ZnMtRrX11LZJikjI2pAOhh0Jx78I9Uw6LiIiIiIiIiMi6AxtTp07FTz/9hNmzZ8PR0VG3/cknn8TRo0eNMT4iIqI8NxA318DGmaVnEPRrkME2Owc7+Db2RamqpUw2LiIiIiIiIiIiqw9snD9/Hq1bt86yXZqIR0RE5OepiYiIrDKwcffsXfwz/J8s29NT09FuSjuz7glCRERERERERGTxgY0yZcrg0qVLWbZLf43KlSvn56mJiIisLrCRGJWIxb0W60pQ1R5cG76NfNWyZGsEdAow8QiJiIiIiIiIiKw8sDFq1CiMGzcOBw4cUGeYhoaGYv78+Xjrrbfw6quvGm+UREREeQhsHPnlCC5vuQxzIE3BJVPj3nlND43ST5RG99nd0eHTDvCq4YUO0zowW4OIiIiIiIiIKBeKIB/effddpKWloUOHDoiLi1NlqZydnVVg47XXXsvPUxMREeWJe7mM5uFJUUnYOmErKnWoZPKgwZ4v9uDs8rNq2cXDBf2X94djUUdU7lgZo8+MNunYiIiIiIiIiIhsJmNDJonef/993L9/H6dOncL+/ftx9+5dTJkyBfHx8cYbJRERUS4VcS4CF08X3XrooVAEbwo26Zgub72MbRO26dZ7/dULJQNKmnRMREREREREREQ2GdjQcnJyQs2aNdGkSRM4OjpixowZqFSpkjGemoiI6LFLPqUmperW7eztsP2D7Wq7KUifj2UDlyE9TfP6bSa1QdVuVU0yFiIiIiIiIiIimw1sJCYm4r333kOjRo3QokULrFy5Um2fO3euCmh8/fXXeP311409ViIioke6d+EekmOTdesSUJCsDdle2FISUvB3n78RFx6n1qs8XQVtPmxT6OMgIiIiIiIiIoKt99j48MMP8fPPP6Njx47Yu3cv+vXrh+HDh6tSVJKtIesODg7GHy0REdEjlKpaCmXql0FYUJjB9qs7rsKrmlehjmXda+sQejhULXtW9lQlqCSDhIiIiIiIiIiICjljY8mSJfjjjz+wdOlSbNq0CampqUhJScHx48cxcOBABjWIiMhkpP9Th087ZNm+9pW12D6p8EpSHZ1zFEFzgtRyEdciqlm4q6drobw2EREREREREZE1y1NgIyQkBA0bNlTLtWvXhrOzsyo9JZNJREREphbQKQC+jX3VcrHSxXTbd328C6teXIXU5IweHAXh5qGbWDd6nW792V+eRZm6ZQr0NYmIiIiIiIiIbEWeAhuSoSENw7WKFCmC4sWLG3NcRERE+cvamNYBXjW80Puv3uj8dWfgv9j7sd+OYXHPxUiKTSqQ1469G6v6amgbmDce0xhPPP9EgbwWEREREREREZEtylOPDSnjMWzYMJWpIRISEvDKK6+gWLGMs2LF8uXLjTNKIiKix1S5Y2WMPjNat+zm64YVQ1aogMPFdRcxr908DF4zGMV8DH935UdaShqWDVqGqBtRat2/hT86T+9stOcnIiIiIiIiIqI8BjZeeOEFg/Xnn3/eWOMhIiIqELX611JBjEU9FyExMhGhh0Lxa4tf8fyG51EysKRRXmPbxG24svWKWi5epjj6LekHByf2nSIiIiIiIiIiMnlgY+7cuUYdBBERUWGo2LYiRuwegb+6/IXom9F4EPxABTcGrx0Mv8Z++Xrus8vPYs/ne9SyfRF79P27r8oSISIiIiIiIiIiM+ixQUREZKl8avtg5L6R8K7lrdbj7sZhXtt5qjxVXoWfC8fKF1bq1p/66ilUaFXBKOMlIiIiIiIiIiJDDGwQEZHNKeFfQmVuVGitCT4kxyVjYfeFCPot6LGfKzE6EYt7LUZSjKYZeZ3BddB0bFOjj5mIiIiIiIiIiDQY2CAiIpvk4uGC5zc+j5r9aqr19NR0rBq5Cjs/3on09PRcPYfc75/h/6iMDeFTxwfP/PIM7OzsCnTsRERERERERES2jIENIiKyWUVciqDvor5oOi4jw2LHpB1Y88oapKWkPfLxe7/ai7PLzqpl5xLOGLB8AJyKORXomImIiIiIiIiIbB0DG0REZNPs7O3Q+evOeOrLp3Tbjv5yFIt7L1YlqnJyZdsVbH13q26991+9UTKwZIGPl4iIiIiIiIjI1jGwQURENk9KR7V4qwV6z+8Ne0fNr8YLqy9gXvt5iAuPy3L/yBuRWDpgKdLTNCWrWn/YGlWfqVro4yYiIiIiIiIiskUMbBAREf1HGn8/v+F5OLlpykndPHATv7b4FQ8uP9DdJyUxBUv6LtEFPAK7BqLtpLYmGzMRERERERERka0xq8DG999/j4oVK8LFxQVNmzbFwYMHH3r/JUuWoHr16ur+derUwbp163S3JScn45133lHbixUrBl9fXwwdOhShoaGF8E6IiMhSVWpfCcP/HY7iZYur9fsX76vgxq2jt3B5y2VMLzMdNw/eVLd5VPJQJaiknBUREREREREREdlYYGPx4sV44403MGnSJBw9ehR169ZF586dcefOnWzvv3fvXgwaNAgjR45EUFAQevbsqS6nTp1St8fFxann+eCDD9T18uXLcf78eXTv3r2Q3xkREVmaMnXLYOS+kfCq7qXWY2/HYm7ruVj23DIkRCSobQ7ODqpZuGtJVxOPloiIiIiIiIjIttilp6drCoSbmGRoNG7cGLNmzVLraWlp8Pf3x2uvvYZ33303y/0HDBiA2NhYrFmzRretWbNmqFevHn766adsX+PQoUNo0qQJrl27hvLly+dqXFFRUShRogQiIyPh7u6Owib7QYI7Pj4+sLc3mzgU6eExMn88RubPXI9R/P14LOy+EDf23MhyW/O3mqPTl51gK8z1GJEGj4/5s9ZjZOr/KxMRERERkW0yi7+qkpKScOTIEXTs2FG3Tf7gk/V9+/Zl+xjZrn9/IRkeOd1fyB9c0iDWw8PDiKMnIiJrJdkYQzYPQbWe1QxvsAOu7bwGMzk3gIiIiIiIiIjIphSBGQgPD0dqaipKly5tsF3Wz507l+1jwsLCsr2/bM9OQkKC6rkh5asedjZZYmKiuuifhaY9y04uhU1eUybOTPHalDs8RuaPx8j8mfMxkpJT7aa0w/mV5zM2pgOhh0Jx99xdeFXTlKuyduZ8jIjHxxJY6zGytvdDRERERESWwSwCGwVNGon3799f/TH5448/PvS+n376KSZPnpxl+927d1VwxBR/LEqmiYzdmsoWWBMeI/PHY2T+zP0YpZdKh3ddb4SfDEd6WjrsHOzgVdsLqR6pOfaCsjbmfoxsHY+P+bPWYxQdHW3qIRARERERkQ0yi8CGl5cXHBwccPv2bYPtsl6mTJlsHyPbc3N/bVBD+mps27btkbV/33vvPdXEXD9jQ3p9eHt7m6zHhpTPkte3pj+CrQmPkfnjMTJ/lnCMnvr0KSx4eoFaTk9NV+uZMwetmSUcI1vG42P+rPUYubi4mHoIRERERERkg8wisOHk5ISGDRti69at6Nmzp+6PP1kfM2ZMto9p3ry5un38+PG6bZs3b1bbMwc1Ll68iO3bt6NUqVKPHIuzs7O6ZCZ/gJrqj1D5I9iUr0+PxmNk/niMzJ+5H6PALoHwbeyrSlDJtazLmG2JuR8jW8fjY/6s8RhZ03shIiIiIiLLYTZ/iUiWxOzZszFv3jycPXsWr776KmJjYzF8+HB1+9ChQ1U2hda4ceOwYcMGTJ8+XfXh+Oijj3D48GFdIESCGn379lXb5s+fr3p4SP8NuUizciIiosedkOwwrQO8anipa1sLahARERERERERmQuzyNgQAwYMUH0sPvzwQxV8qFevngpcaMt8XL9+3eCMsBYtWmDBggWYOHEiJkyYgCpVqmDlypWoXbu2uv3mzZtYtWqVWpbn0ifZG23bti3U90dERJavcsfKGH1mtKmHQURERERERERk0+zSpYMh5Uh6bJQoUUI1ezRVjw1pTOvj48NUfzPFY2T+eIzMH4+R+eMxMm88PubPWo+Rqf+vTEREREREtsl6/qoiIiIiIiIiIiIiIiKrx8AGERERERERERERERFZDAY2iIiIiIiIiIiIiIjIYjCwQUREREREREREREREFoOBDSIiIiIiIiIiIiIishgMbBARERERERERERERkcVgYIOIiIiIiIiIiIiIiCwGAxtERERERERERERERGQxGNggIiIiIiIiIiIiIiKLwcAGERERERERERERERFZDAY2iIiIiIiIiIiIiIjIYjCwQUREREREREREREREFoOBDSIiIiIiIiIiIiIishgMbBARERERERERERERkcVgYIOIiIiIiIiIiIiIiCwGAxtERERERERERERERGQxGNggIiIiIiIiIiIiIiKLwcAGERERERERERERERFZDAY2iIiIiIiIiIiIiIjIYjCwQUREREREREREREREFoOBDSIiIiIiIiIiIiIishgMbBARERERERERERERkcVgYIOIiIiIiIiIiIiIiCwGAxtERERERERERERERGQxGNggIiIiIiIiIiIiIiKLwcAGERERERERkYW5GnEVdpPtdJcdV3eYekhEREREhaZI4b0UERERERER0aPJJH27ee0MtjnaO8LV0RWlXEuhsmdltCrfCiPqj4B/CX+jve5HOz7C5J2T1XKFEhVwdfxVmCpoUWlmJd369he2o23FtiYZiyVLSUvBnKNzsPDUQpy6cwpRiVEo7lRcfYYqeVZCvdL10LtGbzT3b657zO/Hfsfwf4Y/dN+3/b0tdl7b+cjPyZ7rezDv+DzsvbEXIVEhiE2ORQnnEqjhXQPtK7bH0LpDEVAyIMvjbsfcxi9HfsGWK1twLvwcHsQ/gKODIyp6VEQzv2boW7MvugR2gZ2dnbp/xW8q4lrktUfuj/RJ6Qbr9+PvY8a+GVh7cS0u3b+ExJREeLh4oFTRUqjuVV3tn8zfsfjkeHx38DssP7tcjU37nuQxgSUD1WMG1xmMWj61HjkeIiKi/GBgg4iIiIiIiMxecloykhOT1eT0lYgr2HplK6bsmoIPWn+AD9p8AHs72ypIUNK1JL586kvdeoBn1glya5GUmoS45Dg16Z5byanJ6DK/C7Zd2WawPSIhQl2CHwRjy+Ut6nOlH9gwBglEjFg1AivPrcxy2734e9h9fbe6SHBkxzDDTJsfDv2ANze9iYSUBMP3k5aMM3fPqMtvx37DlXFXVKAjr65FXEPLuS1VwEXf3bi76iJBCxl/3TJ1dYEN2W+t57bGyTsns7wnuVy4dwHrLq6DdzFvBjaIiKjAMbBBREREREREZm1ArQFo5NsIkQmROBp2FBsvbURqeqq6fLTzI4TFhOHHZ36ELXF3dsdbLd6CtZu8YzKm/jsVH7b+UAWwcuvXoF8NghqSdSFZPi5FXHAr+hYOhR5SF2OLTYpFp7864XDoYd22MsXLoGe1nihfojyik6Jx9NZRFZjL7Is9X+CdLe/o1h3sHNCtajc0LNsQdrDDpQeX1Gf/duztHF9fsplebfTqI8cpr6MNahSxL4J+NfuhpndNpKen43LEZZVlIoEKfZ/t/swgqNGjWg/UK1NPZVNdj7yO/Tf348TtE7nYS0RERPnHwAYRERERERGZNSm7M6zeMN362btn0W1BN5W5IX468hN6VO+h7qfveNhxzDwwU50ZHxodqiaKq5SqoiZxxzUdh2JOxXIsfSWlfaR3hdbcHnMNxrD6/GrMCZqDgzcP4l7cPfVc9cvUx8j6I1UpHm2ZIH0ykfzdge+w6fImBN8PVpkIPsV80KBsA4xuPBpPBTyVbVkh/bG1qdBGneWfm3JVy84sU2f3Hwk9osoOyRhreNVAnxp98GrjV1HUsajB/TO/Xz83P0zbPQ2Hbh5S76dl+Zb46qmvspyNP2zlMFVyydglvGRfSeDq6SpP4/3W7z/WYzcFb9Ity36R/ZPZndg7akLemKbummoQ1JDJ/wV9FmTZ1/J5lM+QlmRiTNg6Qbcun4sNz21A/bL1s2SiSLmszM+n5e/un6uAl/7+mdhqIia1nZTlPvI9k/Jv2T1GvgvyGckuEyQmKeaRr09ERJRfDGwQERERERGRRZEeBYv7LkaTOU10277e/7VBYOPHQz9i7Iaxqs+CvmNhx9Rl/sn52Dp0qzqb/nGkpaepifw/T/xpsF3K9Gy/ul1d/jn/Dxb2WQgHewfd7VKiZ+DSgeqMfX03om6oi5QVksCGMaSmpWLw8sH4+/TfWca4L2SfukhGg7z/sm5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|
||
"text/plain": [
|
||
"<Figure size 1600x1000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Episode 1 Detection Analysis:\n",
|
||
" Correct language: 'move the arm in a circular motion'\n",
|
||
" Incorrect language: 'dance in place'\n",
|
||
" Final reward (correct): -0.4347\n",
|
||
" Final reward (incorrect): -0.4841\n",
|
||
" Difference: 0.0494\n",
|
||
" Detection: SUCCESS\n",
|
||
"\n",
|
||
"==================================================\n",
|
||
"DETECTION TEST - EPISODE 2\n",
|
||
"==================================================\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1600x1000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Episode 2 Detection Analysis:\n",
|
||
" Correct language: 'place the bottle in the ceramic bowl'\n",
|
||
" Incorrect language: 'wave your hand'\n",
|
||
" Final reward (correct): 0.1400\n",
|
||
" Final reward (incorrect): 0.0280\n",
|
||
" Difference: 0.1120\n",
|
||
" Detection: SUCCESS\n",
|
||
"\n",
|
||
"==================================================\n",
|
||
"DETECTION TEST - EPISODE 3\n",
|
||
"==================================================\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 1600x1000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Episode 3 Detection Analysis:\n",
|
||
" Correct language: 'drag the ceramic bowl in a circle'\n",
|
||
" Incorrect language: 'jump up and down'\n",
|
||
" Final reward (correct): 0.4228\n",
|
||
" Final reward (incorrect): 0.4320\n",
|
||
" Difference: -0.0092\n",
|
||
" Detection: FAILURE\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Test success vs failure detection with visualization\n",
|
||
"def compare_correct_vs_incorrect_language(episode_idx, max_frames=32):\n",
|
||
" \"\"\"Compare rewards for correct vs incorrect language for the same episode.\"\"\"\n",
|
||
"\n",
|
||
" # Get original episode data\n",
|
||
" frames, correct_language, correct_rewards, episode_length = get_episode_data(episode_idx, max_frames)\n",
|
||
"\n",
|
||
" if correct_rewards is None:\n",
|
||
" print(f\"No data available for episode {episode_idx}\")\n",
|
||
" return\n",
|
||
"\n",
|
||
" # Generate incorrect language\n",
|
||
" incorrect_languages = [\n",
|
||
" \"kick the ball\",\n",
|
||
" \"dance in place\",\n",
|
||
" \"wave your hand\",\n",
|
||
" \"jump up and down\",\n",
|
||
" \"spin around\",\n",
|
||
" \"do nothing\",\n",
|
||
" ]\n",
|
||
" incorrect_language = incorrect_languages[episode_idx % len(incorrect_languages)]\n",
|
||
"\n",
|
||
" # Predict rewards with incorrect language\n",
|
||
" incorrect_rewards = evaluator.predict_episode_rewards(frames, incorrect_language)\n",
|
||
"\n",
|
||
" # Create comparison plot\n",
|
||
" fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(16, 10))\n",
|
||
"\n",
|
||
" time_steps = range(len(correct_rewards))\n",
|
||
"\n",
|
||
" # 1. Reward curves comparison\n",
|
||
" ax1.plot(\n",
|
||
" time_steps, correct_rewards, \"g-\", linewidth=2, marker=\"o\", markersize=4, label=\"Correct Language\"\n",
|
||
" )\n",
|
||
" ax1.plot(\n",
|
||
" time_steps, incorrect_rewards, \"r-\", linewidth=2, marker=\"s\", markersize=4, label=\"Incorrect Language\"\n",
|
||
" )\n",
|
||
" ax1.set_title(f\"Episode {episode_idx} - Reward Comparison\")\n",
|
||
" ax1.set_xlabel(\"Frame Index\")\n",
|
||
" ax1.set_ylabel(\"Predicted Reward\")\n",
|
||
" ax1.legend()\n",
|
||
" ax1.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" # 2. Final reward comparison\n",
|
||
" final_correct = correct_rewards[-1]\n",
|
||
" final_incorrect = incorrect_rewards[-1]\n",
|
||
"\n",
|
||
" ax2.bar(\n",
|
||
" [\"Correct\\nLanguage\", \"Incorrect\\nLanguage\"],\n",
|
||
" [final_correct, final_incorrect],\n",
|
||
" color=[\"green\", \"red\"],\n",
|
||
" alpha=0.7,\n",
|
||
" )\n",
|
||
" ax2.set_title(\"Final Reward Comparison\")\n",
|
||
" ax2.set_ylabel(\"Final Reward\")\n",
|
||
"\n",
|
||
" # Add values on bars\n",
|
||
" ax2.text(0, final_correct + 0.01, f\"{final_correct:.3f}\", ha=\"center\", va=\"bottom\", fontweight=\"bold\")\n",
|
||
" ax2.text(1, final_incorrect + 0.01, f\"{final_incorrect:.3f}\", ha=\"center\", va=\"bottom\", fontweight=\"bold\")\n",
|
||
"\n",
|
||
" # 3. Reward difference over time\n",
|
||
" reward_diff = correct_rewards - incorrect_rewards\n",
|
||
" ax3.plot(time_steps, reward_diff, \"purple\", linewidth=2, marker=\"d\", markersize=4)\n",
|
||
" ax3.axhline(y=0, color=\"black\", linestyle=\"--\", alpha=0.5)\n",
|
||
" ax3.set_title(\"Reward Difference (Correct - Incorrect)\")\n",
|
||
" ax3.set_xlabel(\"Frame Index\")\n",
|
||
" ax3.set_ylabel(\"Reward Difference\")\n",
|
||
" ax3.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
" # 4. Language descriptions\n",
|
||
" ax4.axis(\"off\")\n",
|
||
" ax4.text(0.1, 0.8, \"Language Conditions:\", fontsize=14, fontweight=\"bold\")\n",
|
||
" ax4.text(0.1, 0.6, f'Correct: \"{correct_language}\"', fontsize=12, color=\"green\")\n",
|
||
" ax4.text(0.1, 0.4, f'Incorrect: \"{incorrect_language}\"', fontsize=12, color=\"red\")\n",
|
||
"\n",
|
||
" detection_success = \"✓ SUCCESS\" if final_correct > final_incorrect else \"✗ FAILURE\"\n",
|
||
" color = \"green\" if final_correct > final_incorrect else \"red\"\n",
|
||
" ax4.text(0.1, 0.2, f\"Detection: {detection_success}\", fontsize=14, fontweight=\"bold\", color=color)\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
" # Print statistics\n",
|
||
" print(f\"Episode {episode_idx} Detection Analysis:\")\n",
|
||
" print(f\" Correct language: '{correct_language}'\")\n",
|
||
" print(f\" Incorrect language: '{incorrect_language}'\")\n",
|
||
" print(f\" Final reward (correct): {final_correct:.4f}\")\n",
|
||
" print(f\" Final reward (incorrect): {final_incorrect:.4f}\")\n",
|
||
" print(f\" Difference: {final_correct - final_incorrect:.4f}\")\n",
|
||
" print(f\" Detection: {'SUCCESS' if final_correct > final_incorrect else 'FAILURE'}\")\n",
|
||
"\n",
|
||
"\n",
|
||
"# Test detection on multiple episodes\n",
|
||
"detection_episodes = [0, 1, 2, 3] # Change as needed\n",
|
||
"\n",
|
||
"for episode_idx in detection_episodes:\n",
|
||
" print(f\"\\n{'=' * 50}\")\n",
|
||
" print(f\"DETECTION TEST - EPISODE {episode_idx}\")\n",
|
||
" print(\"=\" * 50)\n",
|
||
" compare_correct_vs_incorrect_language(episode_idx)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "lerobot",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.10.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|