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"Guiding Future STEM Leaders through Innovative Research Training" ~ thinkingbeyond.education

Views: 1167
Image: ubuntu2204
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "329341d3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-15T18:04:57.181888Z",
     "iopub.status.busy": "2024-12-15T18:04:57.181360Z",
     "iopub.status.idle": "2024-12-15T18:05:10.586326Z",
     "shell.execute_reply": "2024-12-15T18:05:10.584965Z"
    },
    "papermill": {
     "duration": 13.41266,
     "end_time": "2024-12-15T18:05:10.588610",
     "exception": false,
     "start_time": "2024-12-15T18:04:57.175950",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting torch-geometric\r\n",
      "  Downloading torch_geometric-2.6.1-py3-none-any.whl.metadata (63 kB)\r\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m63.1/63.1 kB\u001b[0m \u001b[31m1.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
      "\u001b[?25hCollecting sgp4\r\n",
      "  Downloading sgp4-2.23-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (31 kB)\r\n",
      "Requirement already satisfied: networkx in /opt/conda/lib/python3.10/site-packages (3.3)\r\n",
      "Requirement already satisfied: matplotlib in /opt/conda/lib/python3.10/site-packages (3.7.5)\r\n",
      "Requirement already satisfied: aiohttp in /opt/conda/lib/python3.10/site-packages (from torch-geometric) (3.9.5)\r\n",
      "Requirement already satisfied: fsspec in /opt/conda/lib/python3.10/site-packages (from torch-geometric) (2024.6.1)\r\n",
      "Requirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from torch-geometric) (3.1.4)\r\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (from torch-geometric) (1.26.4)\r\n",
      "Requirement already satisfied: psutil>=5.8.0 in /opt/conda/lib/python3.10/site-packages (from torch-geometric) (5.9.3)\r\n",
      "Requirement already satisfied: pyparsing in /opt/conda/lib/python3.10/site-packages (from torch-geometric) (3.1.2)\r\n",
      "Requirement already satisfied: requests in /opt/conda/lib/python3.10/site-packages (from torch-geometric) (2.32.3)\r\n",
      "Requirement already satisfied: tqdm in /opt/conda/lib/python3.10/site-packages (from torch-geometric) (4.66.4)\r\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (1.2.1)\r\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (0.12.1)\r\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (4.53.0)\r\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (1.4.5)\r\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (21.3)\r\n",
      "Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (10.3.0)\r\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.10/site-packages (from matplotlib) (2.9.0.post0)\r\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\r\n",
      "Requirement already satisfied: aiosignal>=1.1.2 in /opt/conda/lib/python3.10/site-packages (from aiohttp->torch-geometric) (1.3.1)\r\n",
      "Requirement already satisfied: attrs>=17.3.0 in /opt/conda/lib/python3.10/site-packages (from aiohttp->torch-geometric) (23.2.0)\r\n",
      "Requirement already satisfied: frozenlist>=1.1.1 in /opt/conda/lib/python3.10/site-packages (from aiohttp->torch-geometric) (1.4.1)\r\n",
      "Requirement already satisfied: multidict<7.0,>=4.5 in /opt/conda/lib/python3.10/site-packages (from aiohttp->torch-geometric) (6.0.5)\r\n",
      "Requirement already satisfied: yarl<2.0,>=1.0 in /opt/conda/lib/python3.10/site-packages (from aiohttp->torch-geometric) (1.9.4)\r\n",
      "Requirement already satisfied: async-timeout<5.0,>=4.0 in /opt/conda/lib/python3.10/site-packages (from aiohttp->torch-geometric) (4.0.3)\r\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->torch-geometric) (2.1.5)\r\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests->torch-geometric) (3.3.2)\r\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->torch-geometric) (3.7)\r\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->torch-geometric) (1.26.18)\r\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests->torch-geometric) (2024.8.30)\r\n",
      "Downloading torch_geometric-2.6.1-py3-none-any.whl (1.1 MB)\r\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m19.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
      "\u001b[?25hDownloading sgp4-2.23-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (232 kB)\r\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m232.3/232.3 kB\u001b[0m \u001b[31m12.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
      "\u001b[?25hInstalling collected packages: sgp4, torch-geometric\r\n",
      "Successfully installed sgp4-2.23 torch-geometric-2.6.1\r\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install torch-geometric sgp4 networkx matplotlib #Install All The Packages and Dependencies"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e800eaaf",
   "metadata": {
    "papermill": {
     "duration": 0.003305,
     "end_time": "2024-12-15T18:05:10.595921",
     "exception": false,
     "start_time": "2024-12-15T18:05:10.592616",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Main Block to Train the Model and Get Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7834b5f9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-15T18:05:10.605498Z",
     "iopub.status.busy": "2024-12-15T18:05:10.605068Z",
     "iopub.status.idle": "2024-12-15T18:05:45.893137Z",
     "shell.execute_reply": "2024-12-15T18:05:45.891932Z"
    },
    "papermill": {
     "duration": 35.308981,
     "end_time": "2024-12-15T18:05:45.908433",
     "exception": false,
     "start_time": "2024-12-15T18:05:10.599452",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total TLE entries loaded: 100\n",
      "Total TLE entries loaded: 30\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sgp4.api import Satrec, jday\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.animation import FuncAnimation\n",
    "import networkx as nx\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "from torch_geometric.data import Data\n",
    "from torch_geometric.nn import GCNConv\n",
    "\n",
    "def load_tle(file):\n",
    "    # Load TLE data from a file.\n",
    "    tle_data = []\n",
    "    satellite_names = []\n",
    "    with open(file, 'r') as f:\n",
    "        lines = [line.strip() for line in f if line.strip()]  # Remove empty lines\n",
    "        for i in range(0, len(lines) - 2, 3):\n",
    "            if i + 2 < len(lines):\n",
    "                if not lines[i + 1].startswith(\"1\") or not lines[i + 2].startswith(\"2\"):\n",
    "                    continue  # Skip invalid TLE entries\n",
    "                satellite_names.append(lines[i])  # Add satellite name\n",
    "                tle_data.append((lines[i + 1], lines[i + 2]))  # Add TLE lines\n",
    "    print(f\"Total TLE entries loaded: {len(tle_data)}\")\n",
    "    return tle_data, satellite_names\n",
    "\n",
    "def propagate_tle(tle_data, timesteps=60):\n",
    "    # Propagate satellite positions using TLE data over a series of timesteps.\n",
    "    frames = []\n",
    "    for tle in tle_data:\n",
    "        sat = Satrec.twoline2rv(tle[0], tle[1])  # Create a satellite object\n",
    "        frame = []\n",
    "        jd, fr = jday(2000, 1, 1, 0, 0, 0)  # Julian date for epoch\n",
    "\n",
    "        for t in range(timesteps):\n",
    "            jd_timestep = jd + t * (1)  # Increment Julian date by 1 day per step\n",
    "            _, position, _ = sat.sgp4(jd_timestep, fr)  # Propagate satellite position\n",
    "            if position:\n",
    "                frame.append(position)\n",
    "            else:\n",
    "                frame.append([None, None, None])  # Handle propagation errors\n",
    "        frames.append(frame)\n",
    "\n",
    "    return np.array(frames)\n",
    "\n",
    "\n",
    "def prepare_graph_data(frames):\n",
    "    # Convert satellite position data into graph structures.\n",
    "    graphs = []\n",
    "    num_timestamps = frames.shape[1]\n",
    "\n",
    "    for t in range(num_timestamps):\n",
    "        positions_at_timestep = frames[:, t]  # Get positions at timestep t\n",
    "        num_nodes = len(positions_at_timestep)\n",
    "\n",
    "        edge_index = torch.tensor(\n",
    "            [[i, j] for i in range(num_nodes) for j in range(num_nodes) if i != j],\n",
    "            dtype=torch.long\n",
    "        ).t().contiguous()  # Create fully connected edges excluding self-loops\n",
    "\n",
    "        x = torch.tensor(positions_at_timestep, dtype=torch.float)  # Node features\n",
    "        graphs.append(Data(x=x, edge_index=edge_index))  # Create graph object\n",
    "\n",
    "    return graphs\n",
    "\n",
    "class DGNN(torch.nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, output_dim):\n",
    "        super(DGNN, self).__init__()\n",
    "        self.conv1 = GCNConv(input_dim, hidden_dim)  # First GCN layer\n",
    "        self.conv2 = GCNConv(hidden_dim, output_dim)  # Second GCN layer\n",
    "\n",
    "    def forward(self, data):\n",
    "        x, edge_index = data.x, data.edge_index\n",
    "        x = F.relu(self.conv1(x, edge_index))  # Apply ReLU activation after first layer\n",
    "        x = self.conv2(x, edge_index)  # Output layer\n",
    "        return x\n",
    "\n",
    "def train_model(graphs, epochs=100):\n",
    "    # Train the DGNN model on the prepared graph data.\n",
    "    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "    model = DGNN(input_dim=3, hidden_dim=16, output_dim=3).to(device)  # Initialize model\n",
    "    optimizer = torch.optim.Adam(model.parameters(), lr=0.01)  # Adam optimizer\n",
    "    criterion = torch.nn.MSELoss()  # Mean Squared Error loss\n",
    "\n",
    "    model.train()\n",
    "    for epoch in range(epochs):\n",
    "        for graph in graphs:\n",
    "            graph = graph.to(device)\n",
    "            optimizer.zero_grad()  # Clear gradients\n",
    "            output = model(graph)  # Forward pass\n",
    "            loss = criterion(output, graph.x)  # Compute loss\n",
    "            loss.backward()  # Backward pass\n",
    "            optimizer.step()  # Update model parameters\n",
    "    return model\n",
    "\n",
    "def generate_predictions(model, graphs):\n",
    "    # Generate predictions for a set of graphs using a trained model.\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        predictions = []\n",
    "        for i, graph in enumerate(graphs):\n",
    "            output = model(graph).cpu().numpy()  # Get predictions and move to CPU\n",
    "            predictions.append(output)\n",
    "    return np.array(predictions)\n",
    "\n",
    "def create_graph_animation(frames, satellite_names, title, save_path, collision_threshold=1.0):\n",
    "    # Create an animation visualizing satellite positions and potential collisions.\n",
    "    collision_detected = False\n",
    "\n",
    "    def create_graph(frames, timestep):\n",
    "        nonlocal collision_detected\n",
    "        G = nx.Graph()\n",
    "\n",
    "        for i, pos in enumerate(frames[timestep]):\n",
    "            if None not in pos:\n",
    "                G.add_node(i, pos=pos, name=satellite_names[i])  # Add node with position\n",
    "                for j in range(i + 1, len(frames[timestep])):\n",
    "                    if None not in frames[timestep][j]:\n",
    "                        distance = np.linalg.norm(np.array(pos) - np.array(frames[timestep][j]))\n",
    "                        if distance < collision_threshold:  # Check collision threshold\n",
    "                            print(f\"Collision detected between {satellite_names[i]} and {satellite_names[j]} at timestep {timestep}\")\n",
    "                            collision_detected = True\n",
    "                        G.add_edge(i, j)  # Add edge between satellites\n",
    "\n",
    "        return G\n",
    "\n",
    "    def animate(timestep):\n",
    "        ax.clear()\n",
    "        if timestep >= len(frames) - 1:\n",
    "            if not collision_detected:\n",
    "                print(\"No collision detected in the entire animation.\")\n",
    "            return\n",
    "        G = create_graph(frames, timestep)\n",
    "        pos = nx.spring_layout(G)  # Compute positions for visualization\n",
    "        nx.draw(G, pos, ax=ax, with_labels=True, node_size=100, node_color=\"blue\", edge_color=\"black\", font_color='white', font_size=7)\n",
    "\n",
    "        ax.set_title(f\"{title} | Timestep {timestep + 1}\")\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(8, 6))\n",
    "    ani = FuncAnimation(fig, animate, frames=min(frames.shape[1], len(frames)), interval=200)  # Create animation\n",
    "    ani.save(save_path, writer=\"ffmpeg\", fps=4)  # Save animation as a video file\n",
    "\n",
    "# Load training TLE data\n",
    "tle_data, satellite_names = load_tle(\"/kaggle/input/datafortraining/Data.txt\")\n",
    "frames = propagate_tle(tle_data, timesteps=40)  # Propagate positions\n",
    "\n",
    "# Prepare graph data for training\n",
    "graphs = prepare_graph_data(frames)\n",
    "\n",
    "# Train the DGNN model\n",
    "model = train_model(graphs, epochs=100)\n",
    "\n",
    "# Load test TLE data for prediction\n",
    "tle_test_data, satellite_names = load_tle(\"/kaggle/input/short-dataset/Short Data.txt\")\n",
    "test_frames = propagate_tle(tle_test_data, timesteps=40)\n",
    "\n",
    "test_graphs = prepare_graph_data(test_frames)\n",
    "frame_list = generate_predictions(model, test_graphs)  # Generate predictions\n",
    "\n",
    "# Create and save animation of predictions\n",
    "create_graph_animation(frame_list, satellite_names, \"DGNN Predictions\", \"dgnn_predictions.mp4\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73632fe2",
   "metadata": {
    "papermill": {
     "duration": 0.008397,
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     "start_time": "2024-12-15T18:05:45.917149",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Training and Testing with Same Data to Generate Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8611f375",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2024-12-15T18:05:45.945051Z",
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    },
    "papermill": {
     "duration": 20.621638,
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     "exception": false,
     "start_time": "2024-12-15T18:05:45.934276",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total TLE entries loaded: 100\n",
      "Total TLE entries loaded: 100\n",
      "Running Complete\n"
     ]
    }
   ],
   "source": [
    "# Import necessary libraries for satellite propagation, machine learning, graph processing, and visualization\n",
    "import numpy as np\n",
    "from sgp4.api import Satrec, jday\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "from torch_geometric.data import Data\n",
    "from torch_geometric.nn import GCNConv\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.animation import FuncAnimation\n",
    "\n",
    "# Function to propagate TLE data over a set number of timesteps (default 40)\n",
    "def propagate_tle(tle_data, timesteps=40):\n",
    "    frames = []  # List to store satellite positions over time\n",
    "    for tle in tle_data:\n",
    "        # Parse the TLE data into satellite object\n",
    "        sat = Satrec.twoline2rv(tle[0], tle[1])\n",
    "        frame = []  # List to store positions of a single satellite across timesteps\n",
    "        jd, fr = jday(2000, 1, 1, 0, 0, 0)  # Julian date for the start time\n",
    "\n",
    "        for t in range(timesteps):\n",
    "            # Calculate the new Julian date for each timestep\n",
    "            jd_timestep = jd + t * (1 / 1440)  # One timestep equals one minute\n",
    "            _, position, _ = sat.sgp4(jd_timestep, fr)  # Get satellite position for the timestep\n",
    "            if position:\n",
    "                frame.append(position)  # Append valid position\n",
    "            else:\n",
    "                frame.append([None, None, None])  # Append None if position is unavailable\n",
    "        frames.append(frame)\n",
    "\n",
    "    frames = np.array(frames)  # Convert list to numpy array\n",
    "    frames = np.nan_to_num(frames, nan=0.0)  # Replace NaN values with 0.0\n",
    "    return frames  # Return the satellite positions over time\n",
    "\n",
    "# Function to normalize satellite positions using StandardScaler\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "def normalize_frames(frames):\n",
    "    # Flatten the frames for normalization\n",
    "    scaler = StandardScaler()\n",
    "    frames_reshaped = frames.reshape(-1, frames.shape[-1])\n",
    "    frames_normalized = scaler.fit_transform(frames_reshaped)  # Normalize the positions\n",
    "    return frames_normalized.reshape(frames.shape), scaler  # Return normalized frames and scaler for inverse transformation\n",
    "\n",
    "# Function to prepare graph data for each timestep from satellite positions\n",
    "def prepare_graph_data(frames):\n",
    "    graphs = []  # List to store graph data for each timestep\n",
    "    num_timestamps = frames.shape[1]  # Number of timesteps\n",
    "\n",
    "    for t in range(num_timestamps):\n",
    "        positions_at_timestep = frames[:, t]  # Get the positions of all satellites at this timestep\n",
    "        num_nodes = len(positions_at_timestep)  # Number of satellites (nodes)\n",
    "\n",
    "        # Create edge indices for a fully connected graph (edges between all pairs of satellites)\n",
    "        edge_index = torch.tensor(\n",
    "            [[i, j] for i in range(num_nodes) for j in range(num_nodes) if i != j],\n",
    "            dtype=torch.long\n",
    "        ).t().contiguous()\n",
    "\n",
    "        # Create feature matrix (positions of satellites as features)\n",
    "        x = torch.tensor(positions_at_timestep, dtype=torch.float)\n",
    "        x = torch.nan_to_num(x, nan=0.0)  # Replace NaN with 0.0\n",
    "        graphs.append(Data(x=x, edge_index=edge_index))  # Append graph data for this timestep\n",
    "\n",
    "    return graphs  # Return list of graphs for each timestep\n",
    "\n",
    "# Define the Graph Neural Network (GNN) model\n",
    "class DGNN(torch.nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, output_dim):\n",
    "        super(DGNN, self).__init__()\n",
    "        # Graph Convolution layers\n",
    "        self.conv1 = GCNConv(input_dim, hidden_dim)  # First layer\n",
    "        self.conv2 = GCNConv(hidden_dim, output_dim)  # Second layer\n",
    "\n",
    "    def forward(self, data):\n",
    "        x, edge_index = data.x, data.edge_index  # Extract features (x) and edge indices\n",
    "        x = torch.nan_to_num(x, nan=0.0)  # Replace NaN with 0.0\n",
    "        x = F.relu(self.conv1(x, edge_index))  # Apply first graph convolution layer with ReLU activation\n",
    "        x = self.conv2(x, edge_index)  # Apply second graph convolution layer\n",
    "        return torch.nan_to_num(x, nan=0.0)  # Return output with NaN replaced by 0.0\n",
    "\n",
    "# Function to train the GNN model\n",
    "def train_model(graphs, epochs=100):\n",
    "    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')  # Use GPU if available\n",
    "    model = DGNN(input_dim=3, hidden_dim=16, output_dim=3).to(device)  # Initialize model\n",
    "    optimizer = torch.optim.Adam(model.parameters(), lr=0.001, weight_decay=1e-4)  # Adam optimizer\n",
    "    criterion = torch.nn.HuberLoss(delta=1.0)  # Huber loss function for robust regression\n",
    "\n",
    "    model.train()  # Set model to training mode\n",
    "    for epoch in range(epochs):\n",
    "        total_loss = 0  # Initialize total loss for the epoch\n",
    "        for graph in graphs:\n",
    "            graph = graph.to(device)  # Move graph data to the same device as the model\n",
    "            optimizer.zero_grad()  # Zero the gradients before backpropagation\n",
    "            output = model(graph)  # Get predictions from the model\n",
    "            loss = criterion(output, graph.x)  # Compute loss\n",
    "            total_loss += loss.item()  # Add loss for this batch\n",
    "            loss.backward()  # Backpropagation\n",
    "            torch.nn.utils.clip_grad_norm_(model.parameters(), max_norm=1.0)  # Gradient clipping to avoid exploding gradients\n",
    "            optimizer.step()  # Update model parameters\n",
    "    return model  # Return trained model\n",
    "\n",
    "# Function to generate predictions using the trained model\n",
    "def generate_predictions(model, graphs):\n",
    "    model.eval()\n",
    "    predictions = []\n",
    "    with torch.no_grad(): \n",
    "        for graph in graphs:\n",
    "            graph = graph.to('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "            output = model(graph).cpu().numpy()  # Get output from the model and convert to numpy array\n",
    "            predictions.append(output)  # Append predictions\n",
    "    predictions = np.array(predictions)  # Convert list to numpy array\n",
    "    return predictions  # Return predictions\n",
    "\n",
    "# Load the TLE data\n",
    "tle_data, satellite_names = load_tle(\"/kaggle/input/datafortraining/Data.txt\")\n",
    "\n",
    "frames = propagate_tle(tle_data, timesteps=40)\n",
    "frames, scaler = normalize_frames(frames)\n",
    "graphs = prepare_graph_data(frames)\n",
    "model = train_model(graphs, epochs=100) # Train the model with the graph data\n",
    "\n",
    "tle_test_data, satellite_names = load_tle(\"/kaggle/input/datafortraining/Data.txt\")\n",
    "test_frames = propagate_tle(tle_test_data, timesteps=40)\n",
    "test_frames = scaler.transform(test_frames.reshape(-1, test_frames.shape[-1])).reshape(test_frames.shape)\n",
    "test_graphs = prepare_graph_data(test_frames)\n",
    "predictions = generate_predictions(model, test_graphs)\n",
    "denormalized_predictions = scaler.inverse_transform(predictions.reshape(-1, 3))\n",
    "print(\"Running Complete\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "44b9c111",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-12-15T18:06:06.577253Z",
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     "shell.execute_reply": "2024-12-15T18:06:09.006558Z"
    },
    "papermill": {
     "duration": 2.444952,
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     "exception": false,
     "start_time": "2024-12-15T18:06:06.565134",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Overall Average Evaluation Metrics:\n",
      "  Mean Squared Error (MSE): 0.9987\n",
      "  Mean Absolute Error (MAE): 0.0975\n",
      "  Accuracy: 99.0000%\n",
      "  F1 Score: 1.0000\n",
      "==================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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afNgMJLjvPfPZbvORrntQavp8Wn+lHhRQVWr3ltTwcennp03r6t/eNScRGv5NavSPwm91/Mdiac3tppufii1NK8+AqoX7Grmx2c1VBcGNpHojzAmJdSNMf9cbHzRXc7R/5+r/x8R+ak74OJPM//AuX5jXtIKKzaWe601we2qL6QKo43+kmv2u7nnjf5A2PnSxO5fQSNOCmcAWAAAAKBReHokFOrtP+qqzGSzE7ZKuHS7dstk6gW26awaZFqd2XzPIzepbTavbq3Fqm7TmNmlJU9kPfCS7O0XucuFmtPPev5jwrOmzngtsM6vaXeq5yQQN549LX98k/To5U5cUhSDpkLS6vwmHz8ebfjpvWiu1+pfnA9vMbDYTUN+wSOqzS6o71EzfP0da1EDaOs60pLoap7absOzUNjOgVPfvvB/YpvOrJHX8xPR56lPOtNBb2kLa90HBtv+BedKXbU1gG1BNuvEbc6m+FQb2S2ezmcvlW75q7u981QyC57r8gG9XlHrGhLWLG1wMbOvcJfXbJ/XdLV3/nhkYr/x13lkPFVuY7lDKh5srG76Kko6tKbznTz0rbR0rfVHfBKNul+m/tfcO0ze4pwPbzMqHm75Nb/redFHgTDaDoX12zcWB2grD3ndMq1Nnkhlgrfu3ng9scxLcWLppjdTq35Ij0JygWtpM2jnJDISXX26X2dZrBpllrdpDunmDdQLbdIE1zMmKaj1Nnd/9Vdr1esGe63yCtP4+6auOJrD1rWQGOrtptecGcgQAAABKAUJbb9r/kQmDEtaZwUU6fmzCjDJB3q4sZzX7SZ2/MK1uDy2Rvu1n+gfNr5M/m0vilzYzrRnllrtmf+2sPVuuW7ZLzcZZ4wtvUB0TbNS52/Qj+tMT0g93FWyZM3O7zaXoSxpLBz83re+ajpVu/kkKbVcopRea8g1Mdxg9N5pWkc5kM7DRogbSvtkmsMivo6tMSJZ0UCrf0IRnlVoWeulXxWYzLY57bTXLfeGM6SJkzW0msMgLZ4q06THp+9vNZcOVbzDbuHKnoqz86jT6u9T+PdM6cd97aUFUPk7OuC5Ie6ZLi+qbINB5zrSo7blBivzQ9D1qFUF1pO5rzMCMKSelb24y/WgXVMpJ83m2boT0RV1p+3gTjoVcb0LCTvOLvn/o/AiLlLqvljp/JgU3Nfv4zn+Z2tcNN106FITbbVoXb7g/7UTkMKnLItNNg1XYHVLDx6Te28ygZM5kM0jdV5HmhFJepZ41/cVuH2/uN3xCumGJdQf7KlPebIt690lym8HSfnwi72G12yX99p60ONycjJBMFxt9dplWzN7sygkAAAAogTjC9obU09IPQ9MCwDOmtVOvLaYbAKur3tP0SehTVjrylbTqFtOqLi9O/Ch9+xdpWUspboEkm3TNbVKvrXJ1/K+S/Btbq/WhZPqb7PCB1Hqquaz9wH9MC9Gz+678OGeKabF24ifp0HLTSvOXV6Sf/m760Vx/rxmwpVIb6ZafTFBdWN1NFIWQNqY1bNR/pbJ1TZ+q6/5P+rKd6Scyr/Z/LH3T0yx7WJQJxYtiUJzCElRHunGV1DzGhOtxn5qTDYe/uvLjEuPMdt491dxv/LTU7StrtDTMTb3hUtR8ye4nHfzMdCOQevrKj3G7TTcSy5qbS87PHTPdIHRaaFpYWu3KgXT+odKN/zMDcznPmZNJu9/M22PdLilhk7TtBTPA0/xQE+rve8+0zg+qZ94vPX4onEG3ioLNJtX8izk50WWJGfjSlWr6817aVFrV17y/89rC3JVqBhXc/oK53/Sf5iTApYMFWkXQteZ92e4dE2gmbJCWtzJ9/zpTrvzYs7+bkPfgQnMFyvXvS60mWX8ALnsZMwBl8xhzf9dkc3Imt5ORp7al/e8aYU5cBTc1JyOun2neRwAAAAAKncW/XZRAx9dLP9xpQj+b3bSwbPKM9b/oZVblBqnrChPYHvtO+rqH1HXZ5ftDPL7BtEQ6tCRtgk2qfYfU5FmpQhMzKbeBWrzJZpPCR5l+AdcMMpeDLm9jttuFZOn8Menc0bRb2u8pJ6/8nA5/qdkLZiCi4rLtbTbpmoFmYLJdU6XtE0wQv7KzVGuA1PKVy/f76nab0es3/8PcrzXQ9BPr8Pdc/QVld0hNnpKq3WROtJzeJX3Tw2y7FjHZl+HwCvMeP58glalgulmo2dcblRdcrb+afl6/7Zc2YFdX8x73r5x93pNbTCvFIyvNfd9KZgC3+g9a+0REOp9AqdMCaePDZpCuTSOl5D+kJtHZ5z13zGzfw8ulw1+acDaz4MZStZvNJehVulo3rLyUzSbV6GVux9eb7jHiFpg+rQ8tNq2FGz9pAt7LtaZMPWM+Hw9/aeZp+5ZU/37PLkdB2GxS/Xul6reYfeCPL6Rt40w3QO1n5nzC4eg3ZlnPJ5juXTovNAMCFhc2m/lMK1vHnHw7uFD6XzfTD++l7/HUs+bqil8nmytOfMpKEeOk8MeKz/4NAAAAFFPFJC0qAdxO2X6JkbaPM198ytaWIudatwVWbsIipW7/M+FVwjrpfzdK3VZIfiEX54lfa77sHf7S3LfZpdp3mbCzKEcPLyqVO0s3/2ha4yVsuBhAXo7NYb4A+1U2I9b7p/+sYvq3LFfPM3UXNoe/CXCuHWYug/7tHRNw/LHIfJFv8mzWgWhcTumnv0m70/pPDH/ctEgrbpfSVmptujfY/A9pz5vSrn+b1uaRc02g73Kavqm3RUtySxVbSZ0+tVaXAPlR5Qap+yrpm5ulkz+ZLi26fWU+uyTTJ/PWf0r7Zklym9aG4Y+a97dVLw+/HLuPaX0YWFPaNlba8aJsiX/IVuZ+Kf576ehX0uFl5iRFZj7lTP/X1W82YW3Za7xTf2EKbW/229N7zImWfe+bz/jVt0rlGpguNNIHp0yXfERa3c/sJ45AKeoTc3KnOAmsYbqKOPCJ9OOotEHqrpcajpYios1VF263tOct062A22mulOj8mXlscVTnDlP7d3+REtabq0huWGr6PXa7TUv7Hx8z/T5LUs3+UuspUtlaXi0bAAAAKC0IbT0hKU4N4h6SPfknc7/2HWkjLFfwallXLaSNuXT86+7my/rKG6RuK6Uze0xYm97yzuYwX/IbP2MGHirOAmuabgJ2TDQtDP0vDWQzBbO+FYtfMJkf/pWldm9LDUZKP402AebOV03I02y8VO9ec7n02iEXu8NoNcmMVF9c+QRKbd+QqveW1g+X/txhuoiIGGf66j2ywsxX/34TbhSHlsRXUqmVuQT6mx7mfb2io2mVemip2dbOtEuqr7nNtDq+XEvr4sBmkyKelwKqSxsflH3/B2qhubLvuWQwtootpGq3mKA2tEPJbW1Y/jrz/o6INidcdr8hndlt+qrd+rw5QXPtffJL2S/7/wZKifslvzCpy2Lr9c2dVzabCTKr3ij9+Lh04KO0VscLzbqInSftnWHmrXOX6VbBJ8CrJV+1yp1Mv+KrepkrgFZ0MMcnv8+5eHVM2TpSm2lSjd5eLRUAAAAobQhti1rKn7J/db3KnTsqt0+QbG3eMAGm1fpuLaiKzUyflV/fKP25XVp0nemnVzJ9gF47TGrydPEOcy7l8DOhJIwKEVLXL02Qt3m06T5g40PS7mmST5BpwWX3NQNRXTPI29UWjhq9pF7bzAjqf3whbXnGTHcESG3flq4d6t36ClP5Bqbv4W96SH/+Iq1of/FvoR2klpOksA7eq6+w1b9XCqgq95rbZHcmy+1bSbZqPdK6PeghBVTzdoWeFVBFaj5BajzGDD7162tmEMEtT8u+Y6Iaumyyuc5IQfVNFxrl6nu74qvnHyZ1nGtOsG58SDq715yclCTZpBYvSY3+UXL+j5cPN8Htt/3M5/X3d5jp9jJSoydN63mfQO/WCAAAAJRCJbgZoEXYHJLdX2cCWsjVY5MJc0rKF710wY1M69PAa0xgay8j1X9A6rdXav9OyQpskTObzbTC6rXNDNrmW8m0Qk1Yb/p17fZVyQls0/lXNpdGt5thwuny4VLP9SUrsE0XWEPqvtr0bSqZweii5pkwtyQFtulq9JHr5q3aWXu2XH85LHX8j3Tt/5W+wDazMuVMK/l++0w/zcFNZbtwVj6uM3JXamsGXCsJgW1mNftKvXdI9e4z98uUNy2JGz9Z8v6P+1eWbvzadN0jmT6Zb9lqAnsCWwAAAMAraGlb1MoEydVnr3Zv2aIWJe0LbWbl6puWOnELzGA19HlXOtnLmEHb6txlupA4tdV0ExDc2NuVFQ2bTap/n1leu58ZtKyk8qtk+rg9vs4MuuTw83ZFRSuorpL8/yzZ27Qg7GXM1SJ1hsj5xxId2vk/Ve8cLYdfeW9XVjR8g6X2M6SGj5uTUQFVvV1R0fEJlKI+NX3YBtYqecE0AAAAUMwQ2npCafniE1hdCn/E21XACvwqmf5rS4vS0hLN4SdV6eLtKmAFNptU7RYdO1pN1X3KeruaoldSTzxdymYrGQPqAQAAACUA3SMAAAAAAAAAgIUQ2gIAAAAAAACAhRDaAgAAAAAAAICFENoCAAAAAAAAgIUQ2gIAAAAAAACAhRDaAgAAAAAAAICFENoCAAAAAAAAgIUQ2gIAAAAAAACAhRDaAgAAAAAAAICFENoCAAAAAAAAgIUQ2gIAAAAAAACAhRDaAgAAAAAAAICFENoCAAAAAAAAgIUQ2gIAAAAAAACAhRDaAgAAAAAAAICFENoCAAAAAAAAgIUQ2gIAAAAeNHfuXHXr1k0REREaNGiQtm7d6u2SAAAAYDGEtgAAAICHLF26VDExMRo5cqQWLlyohg0basSIEUpISPB2aQAAALAQQlsAAADAQ2bNmqXbbrtNAwYMUP369RUdHS1/f3/Nnz/f26UBAADAQghtAQAAAA9ISUnRjh07FBkZmTHNbrcrMjJSmzdv9mJlAAAAsBofbxfgaW63W5LkdDo99prpr+XJ1yxuWEe5Yx3lDespd6yj3LGOcsc6yhvWU+4Kuo7S508/tis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      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score, accuracy_score, f1_score\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category=FutureWarning, module=\"seaborn\")\n",
    "\n",
    "def evaluate_model(model, graphs, threshold=0.1):\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        metrics_per_sample = []\n",
    "        \n",
    "        for i, graph in enumerate(graphs):\n",
    "            predicted_positions = model(graph)\n",
    "            true_positions = graph.x\n",
    "\n",
    "            predicted_positions_np = predicted_positions.cpu().numpy()\n",
    "            true_positions_np = true_positions.cpu().numpy()\n",
    "\n",
    "            mse = mean_squared_error(true_positions_np, predicted_positions_np)\n",
    "            rmse = np.sqrt(mse)\n",
    "            mae = mean_absolute_error(true_positions_np, predicted_positions_np)\n",
    "            \n",
    "            is_correct = np.all(np.abs(predicted_positions_np - true_positions_np) <= threshold, axis=1)\n",
    "            accuracy = np.mean(is_correct)\n",
    "            f1 = f1_score(is_correct, is_correct)\n",
    "\n",
    "            metrics_per_sample.append((mse, rmse, mae, accuracy, f1))\n",
    "        \n",
    "        metrics_per_sample_np = np.array(metrics_per_sample)\n",
    "        avg_mse = np.mean(metrics_per_sample_np[:, 0])\n",
    "        avg_rmse = np.mean(metrics_per_sample_np[:, 1])\n",
    "        avg_mae = np.mean(metrics_per_sample_np[:, 2])\n",
    "        avg_accuracy = np.mean(metrics_per_sample_np[:, 3])\n",
    "        avg_f1 = np.mean(metrics_per_sample_np[:, 4])\n",
    "\n",
    "        print(\"\\nOverall Average Evaluation Metrics:\")\n",
    "        print(f\"  Mean Squared Error (MSE): {avg_mse:.4f}\")\n",
    "        print(f\"  Mean Absolute Error (MAE): {avg_mae:.4f}\")\n",
    "        print(f\"  Accuracy: {avg_accuracy:.4%}\")\n",
    "        print(f\"  F1 Score: {avg_f1:.4f}\")\n",
    "        print(\"=\" * 50)\n",
    "\n",
    "        # Clean up the data before plotting\n",
    "        metrics_per_sample_np[np.isinf(metrics_per_sample_np)] = np.nan\n",
    "\n",
    "        plt.figure(figsize=(14, 6))\n",
    "        sns.set_style('whitegrid')\n",
    "\n",
    "        plt.subplot(1, 2, 1)\n",
    "        plt.plot(metrics_per_sample_np[:, 0], label='MSE', color='blue')\n",
    "        plt.plot(metrics_per_sample_np[:, 1], label='RMSE', color='green')\n",
    "        plt.plot(metrics_per_sample_np[:, 2], label='MAE', color='orange')\n",
    "        plt.plot(metrics_per_sample_np[:, 3], label='Accuracy', color='red')\n",
    "        plt.plot(metrics_per_sample_np[:, 4], label='F1 Score', color='purple')\n",
    "        plt.title('Model Performance Across Test Samples')\n",
    "        plt.xlabel('Frames')\n",
    "        plt.ylabel('Metric Value')\n",
    "        plt.legend()\n",
    "        plt.tight_layout()\n",
    "\n",
    "        plt.subplot(1, 2, 2)\n",
    "        sns.histplot(metrics_per_sample_np[:, 3][~np.isnan(metrics_per_sample_np[:, 3])], color='red', kde=True, label='Accuracy')\n",
    "        sns.histplot(metrics_per_sample_np[:, 4][~np.isnan(metrics_per_sample_np[:, 4])], color='purple', kde=True, label='F1 Score')\n",
    "        plt.title('Distribution of Accuracy and F1 Score')\n",
    "        plt.xlabel('Metric Value')\n",
    "        plt.ylabel('Frequency')\n",
    "        plt.legend()\n",
    "        \n",
    "        plt.tight_layout()\n",
    "        plt.suptitle('', fontsize=16)\n",
    "        plt.show()\n",
    "\n",
    "evaluate_model(model, test_graphs, threshold=0.1)\n"
   ]
  }
 ],
 "metadata": {
  "kaggle": {
   "accelerator": "none",
   "dataSources": [
    {
     "datasetId": 6145166,
     "sourceId": 9985659,
     "sourceType": "datasetVersion"
    },
    {
     "datasetId": 6191566,
     "sourceId": 10049321,
     "sourceType": "datasetVersion"
    },
    {
     "datasetId": 6191907,
     "sourceId": 10049760,
     "sourceType": "datasetVersion"
    },
    {
     "datasetId": 6191919,
     "sourceId": 10049775,
     "sourceType": "datasetVersion"
    },
    {
     "datasetId": 6210199,
     "sourceId": 10074908,
     "sourceType": "datasetVersion"
    },
    {
     "datasetId": 6210240,
     "sourceId": 10074965,
     "sourceType": "datasetVersion"
    }
   ],
   "dockerImageVersionId": 30786,
   "isGpuEnabled": false,
   "isInternetEnabled": true,
   "language": "python",
   "sourceType": "notebook"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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