{ "cells": [ { "cell_type": "markdown", "id": "b0ed0610-9643-4e48-a05d-281703e16998", "metadata": {}, "source": [ "### Import Required Packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "0c14de93-d962-4225-86c5-c2a44ad716ab", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.10/dist-packages/torch/utils/_pytree.py:185: FutureWarning: optree is installed but the version is too old to support PyTorch Dynamo in C++ pytree. C++ pytree support is disabled. Please consider upgrading optree using `python3 -m pip install --upgrade 'optree>=0.13.0'`.\n", " warnings.warn(\n", "/usr/local/lib/python3.10/dist-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2025-04-24 12:51:36,085] [INFO] [real_accelerator.py:239:get_accelerator] Setting ds_accelerator to cuda (auto detect)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:x86_64-linux-gnu-gcc -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -c /tmp/tmpvzykj5sk/test.c -o /tmp/tmpvzykj5sk/test.o\n", "INFO:root:x86_64-linux-gnu-gcc /tmp/tmpvzykj5sk/test.o -laio -o /tmp/tmpvzykj5sk/a.out\n", "/usr/bin/ld: cannot find -laio: No such file or directory\n", "collect2: error: ld returned 1 exit status\n", "INFO:root:x86_64-linux-gnu-gcc -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -c /tmp/tmpzxqor2qm/test.c -o /tmp/tmpzxqor2qm/test.o\n", "INFO:root:x86_64-linux-gnu-gcc /tmp/tmpzxqor2qm/test.o -L/usr/local/cuda -L/usr/local/cuda/lib64 -lcufile -o /tmp/tmpzxqor2qm/a.out\n", "INFO:root:x86_64-linux-gnu-gcc -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -c /tmp/tmpizocejf0/test.c -o /tmp/tmpizocejf0/test.o\n", "INFO:root:x86_64-linux-gnu-gcc /tmp/tmpizocejf0/test.o -laio -o /tmp/tmpizocejf0/a.out\n", "/usr/bin/ld: cannot find -laio: No such file or directory\n", "collect2: error: ld returned 1 exit status\n" ] } ], "source": [ "import sys\n", "sys.path.append('../.')\n", "\n", "import torch\n", "import torch.distributed\n", "from torch.utils.data import DataLoader\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from tqdm import tqdm\n", "import time\n", "\n", "from downstream.precip.precip_dataloader import TrainingDataModule, PrecipDataset, create_dataloader\n", "from downstream.precip.lightning_presetup import GAIAPrecip" ] }, { "cell_type": "markdown", "id": "9a442874-1f90-41c1-90a1-c7a364bce1a0", "metadata": {}, "source": [ "# Load model from checkpoint" ] }, { "cell_type": "code", "execution_count": 7, "id": "2c41511f-d7e5-48c5-9ff3-31c93f5a85b1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:downstream.precip.lightning_wrapper:Mask Ratio: 0.1\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Define path to config file\n", "config_path = \"../configs/precip_config.yaml\"\n", "\n", "# Create model using config file\n", "model = GAIAPrecip(\n", " config_path=config_path\n", ")\n", "\n", "model.configure_model()\n", "\n", "checkpoint_dir = '../checkpoints/gaia-precip-v1.pt'\n", "state_dict = torch.load(checkpoint_dir)\n", "model.load_state_dict(state_dict)" ] }, { "cell_type": "markdown", "id": "2ebc874a-cad4-4baf-8c9b-b751dc8f7f23", "metadata": {}, "source": [ "### Run Inference" ] }, { "cell_type": "code", "execution_count": 8, "id": "3cb316ff-d7cb-43fc-8f6c-dbe2e5b95508", "metadata": {}, "outputs": [], "source": [ "def run_inference(model, num_samples, device='cuda', dtype=torch.float32, mask_ratio=0.5, \n", " data_path=\"../data/IR\", **dataloader_kwargs):\n", " model.eval()\n", " model.to(device)\n", " model.eval() \n", "\n", " loader = create_dataloader(\n", " data_path=data_path,\n", " **dataloader_kwargs\n", " )\n", " samples_collected = 0\n", "\n", " for batch in tqdm(loader, desc=\"Running Inference\", unit=\"sample\"):\n", " # Extract inputs and metadata\n", " x = batch.get(\"x\") # Input images\n", " x_mask = batch.get(\"x_mask\") # GOES masks\n", " precip_missing_data_mask = batch.get(\"y_mask\") # Precip masks\n", " precip_target = batch.get(\"y\") # Target images\n", " temporal_pos = batch.get(\"temporal_pos\") # Temporal position metadata\n", "\n", " x = x.float().to(device)\n", " x_mask = x_mask.to(device)\n", " precip_target = precip_target.to(device)\n", " precip_missing_data_mask = precip_missing_data_mask.to(device)\n", " _temporal_pos = [temporal_component.to(device) for temporal_component in temporal_pos]\n", " temporal_pos = None\n", "\n", " with torch.no_grad():\n", " mse_loss, pred,mask = model(x, x_mask, precip_target, precip_missing_data_mask, temporal_pos, mask_ratio)\n", "\n", " unpatched = pred # Shape: [batch, channels, temporal, height, width\\\n", " \n", " # Convert tensors back to CPU for saving\n", " imgs = x\n", " imgs = imgs.float().cpu()\n", " precip_target = precip_target.float().cpu()\n", " unpatched = unpatched.float().cpu()\n", " mask = mask.detach()\n", " mask = mask.float().cpu()\n", "\n", " s, p, q = model.model.encoder.patch_embed.patch_size\n", " mask = model.model.encoder.unpatchify(mask.unsqueeze(-1).repeat(1, 1, s * p * q))\n", "\n", " for i in range(min(imgs.size(0), num_samples - samples_collected)):\n", " plot_reconstructions(\n", " input=imgs[i,0,0,:,:],\n", " masked_input = imgs[i,0,0,:,:] * (1 - mask[i,0,0,:,:]),\n", " ground_truth=precip_target[i,0,0,:,:],\n", " reconstruction=unpatched[i,0,0,:,:]\n", " )\n", " samples_collected += 1\n", " if samples_collected >= num_samples:\n", " return\n", " \n", "def plot_reconstructions(input, masked_input, ground_truth, reconstruction):\n", " \"\"\"\n", " Show ground truth, masked input, and reconstruction.\n", " \"\"\"\n", " fig, axes = plt.subplots(1, 4, figsize=(12, 4))\n", " titles = [\"Input\", \"Masked Input\", \"Ground Truth\", \"Reconstruction\"]\n", " images = [input, masked_input, ground_truth, reconstruction]\n", "\n", " for ax, img, title in zip(axes, images, titles):\n", " if title == \"Input\":\n", " ax.imshow(img, cmap='jet', vmin=0, vmax=1)\n", " ax.set_title(title)\n", " ax.axis(\"off\")\n", " if title == \"Masked Input\":\n", " ax.imshow(img, cmap='jet', vmin=0, vmax=1)\n", " ax.set_title(title)\n", " ax.axis(\"off\")\n", " if title == \"Ground Truth\":\n", " img_log = np.log1p(img) \n", " ax.imshow(img_log, cmap='jet', vmin=0, vmax=1)\n", " ax.set_title(title)\n", " ax.axis(\"off\")\n", " if title == \"Reconstruction\":\n", " img_log = np.log1p(img)\n", " ax.imshow(img_log, cmap='jet', vmin=0, vmax=1)\n", " ax.set_title(title)\n", " ax.axis(\"off\")\n", "\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "31a296ef-f9a2-4c34-944d-9a8b093082be", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Running Inference: 0%| | 0/4 [00:00=0.13.0'`.\n", " warnings.warn(\n", "INFO:downstream.precip.lightning_wrapper:forward pass start\n", "INFO:downstream.precip.lightning_wrapper:finished forward\n", "INFO:downstream.precip.models:Mask ratio: 0\n", "INFO:downstream.precip.models:Input imgs shape: torch.Size([2, 1, 1, 480, 1440])\n", "INFO:downstream.precip.models:Input img_masks shape: torch.Size([2, 1, 1, 480, 1440])\n", "INFO:downstream.precip.models:Input precip_target shape: torch.Size([2, 1, 1, 480, 1440])\n", "INFO:downstream.precip.models:Input precip_missing_data_mask shape: torch.Size([2, 1, 1, 480, 1440])\n", "INFO:downstream.precip.models:Latent shape: torch.Size([2, 715, 912])\n", "INFO:downstream.precip.models:Pred shape: torch.Size([2, 768, 900])\n", "INFO:downstream.precip.models:Pred shape after unpatchify: torch.Size([2, 1, 1, 480, 1440])\n", "INFO:downstream.precip.models:Target min: 0.0, max: 63.0625, avg: 0.1356201171875\n", "INFO:downstream.precip.models:Pred min: 0.0, max: 20.54570770263672, avg: 0.07404941320419312\n", "INFO:downstream.precip.models:Target zeros: 1211042 (0.876043%), NaNs: 0\n", "INFO:downstream.precip.models:Pred zeros: 1242850 (0.899052%), NaNs: 0\n", "INFO:downstream.precip.models:Loss mse: torch.Size([2, 1, 1, 480, 1440])\n", "INFO:downstream.precip.models:Loss mean MSE: 0.7870287299156189\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Running Inference: 0%| | 0/4 [00:31