mirror of
https://github.com/huggingface/lerobot.git
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790 lines
965 KiB
Plaintext
790 lines
965 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": 1,
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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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"/Users/pepijnkooijmans/Documents/GitHub/lerobot\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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"/Users/pepijnkooijmans/miniconda3/envs/lerobot/lib/python3.10/site-packages/IPython/core/magics/osm.py:417: UserWarning: This is now an optional IPython functionality, setting dhist requires you to install the `pickleshare` library.\n",
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" self.shell.db['dhist'] = compress_dhist(dhist)[-100:]\n"
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]
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}
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],
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"source": [
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"cd /Users/pepijnkooijmans/Documents/GitHub/lerobot"
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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": 2,
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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 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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"\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.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": 3,
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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: mps\n",
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"Loading dataset...\n",
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"Dataset loaded: 10 episodes, 1581 frames\n",
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"Features: ['action', 'observation.state', 'observation.images.front', 'timestamp', 'frame_index', 'episode_index', 'index', 'task_index']\n",
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"FPS: 30\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/phone_pipeline_pickup1\" # Change to your dataset\n",
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"MODEL_PATH = \"pepijn223/rlearn_mse\" # Change to your model checkpoint\n",
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"DEVICE = \"cuda\" if torch.cuda.is_available() else \"mps\"\n",
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"NUM_EVAL_EPISODES = 10 # 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": 4,
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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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"Setting up model...\n",
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"Loading trained model from Hugging Face Hub: pepijn223/rlearn_mse\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "0f302188511145498c49e7abf9408e5f",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"config.json: 0.00B [00:00, ?B/s]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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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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"WARNING:root:Device 'cuda' is not available. Switching to 'mps'.\n",
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"WARNING:root:Automatic Mixed Precision (amp) is not available on device 'mps'. Deactivating AMP.\n",
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"WARNING:root:Device 'cuda' is not available. Switching to 'mps'.\n",
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"WARNING:root:Automatic Mixed Precision (amp) is not available on device 'mps'. Deactivating AMP.\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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"✅ Applied torch.compile to encoders and transformer\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "fcb2fe307e5846c7bc364dd3be14cd57",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"model.safetensors: 0%| | 0.00/3.08G [00:00<?, ?B/s]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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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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"✓ Model ready on mps\n",
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" Parameters: 770,064,901\n",
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" Trainable: 19,688,961\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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"print(f\"Loading trained model from Hugging Face Hub: {MODEL_PATH}\")\n",
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"model = RLearNPolicy.from_pretrained(MODEL_PATH)\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": 6,
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"metadata": {},
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"outputs": [],
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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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]
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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": 7,
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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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"image/png": 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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: Pickup the blue block\n",
|
||
" Frames: 128\n",
|
||
" VOC-S (Spearman ρ): -0.2955 (p=0.0007)\n",
|
||
" Reward range: [0.559, 1.032]\n",
|
||
" Trend: ↘ Decreasing\n",
|
||
"--------------------------------------------------------------------------------\n",
|
||
"Episode 1:\n",
|
||
" Language: Pickup the blue block\n",
|
||
" Frames: 128\n",
|
||
" VOC-S (Spearman ρ): -0.1280 (p=0.1500)\n",
|
||
" Reward range: [0.568, 1.022]\n",
|
||
" Trend: ↘ Decreasing\n",
|
||
"--------------------------------------------------------------------------------\n",
|
||
"Episode 2:\n",
|
||
" Language: Pickup the blue block\n",
|
||
" Frames: 128\n",
|
||
" VOC-S (Spearman ρ): -0.0636 (p=0.4758)\n",
|
||
" Reward range: [0.565, 1.018]\n",
|
||
" Trend: → Flat\n",
|
||
"--------------------------------------------------------------------------------\n",
|
||
"Episode 4:\n",
|
||
" Language: Pickup the blue block\n",
|
||
" Frames: 128\n",
|
||
" VOC-S (Spearman ρ): -0.1738 (p=0.0498)\n",
|
||
" Reward range: [0.548, 1.008]\n",
|
||
" Trend: ↘ Decreasing\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=128)"
|
||
]
|
||
},
|
||
{
|
||
"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": null,
|
||
"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): 0.2294\n",
|
||
" Final reward (incorrect): 0.0995\n",
|
||
" Difference: 0.1300\n",
|
||
" Detection: SUCCESS\n",
|
||
"\n",
|
||
"==================================================\n",
|
||
"DETECTION TEST - EPISODE 1\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 1 Detection Analysis:\n",
|
||
" Correct language: 'move the arm in a circular motion'\n",
|
||
" Incorrect language: 'dance in place'\n",
|
||
" Final reward (correct): 0.6490\n",
|
||
" Final reward (incorrect): 0.9115\n",
|
||
" Difference: -0.2625\n",
|
||
" Detection: FAILURE\n",
|
||
"\n",
|
||
"==================================================\n",
|
||
"DETECTION TEST - EPISODE 2\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 2 Detection Analysis:\n",
|
||
" Correct language: 'place the bottle in the ceramic bowl'\n",
|
||
" Incorrect language: 'wave your hand'\n",
|
||
" Final reward (correct): 0.6576\n",
|
||
" Final reward (incorrect): 0.0815\n",
|
||
" Difference: 0.5761\n",
|
||
" Detection: SUCCESS\n",
|
||
"\n",
|
||
"==================================================\n",
|
||
"DETECTION TEST - EPISODE 3\n",
|
||
"==================================================\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 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): 0.0812\n",
|
||
" Final reward (incorrect): 0.0811\n",
|
||
" Difference: 0.0001\n",
|
||
" Detection: SUCCESS\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Test success vs failure detection with visualization\n",
|
||
"def compare_correct_vs_incorrect_language(episode_idx, max_frames=128):\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",
|
||
" \"clean the sink\",\n",
|
||
" \"go to the threepickup the twixdo 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
|
||
}
|