{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "657dfe13", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "id": "07aae5a1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/raid/lttung05/miniconda3/envs/fmri_encoder/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "import sys\n", "sys.path.append('../src')\n", "from stage2 import unit_nn" ] }, { "cell_type": "code", "execution_count": 3, "id": "419750ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([8])\n", "torch.Size([8, 16])\n" ] } ], "source": [ "import torch\n", "test = unit_nn.SinusoidalPosEmb(16)\n", "x = torch.randn(8)\n", "print(x.shape)\n", "print(test(x).shape)\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "a2512ad0", "metadata": {}, "outputs": [], "source": [ "from stage2.decoder import *" ] }, { "cell_type": "code", "execution_count": 5, "id": "f1276795", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/raid/lttung05/miniconda3/envs/fmri_encoder/lib/python3.10/site-packages/diffusers/models/lora.py:391: FutureWarning: `LoRACompatibleLinear` is deprecated and will be removed in version 1.0.0. Use of `LoRACompatibleLinear` is deprecated. Please switch to PEFT backend by installing PEFT: `pip install peft`.\n", " deprecate(\"LoRACompatibleLinear\", \"1.0.0\", deprecation_message)\n" ] }, { "data": { "text/plain": [ "========================================================================================================================\n", "Layer (type:depth-idx) Output Shape Param #\n", "========================================================================================================================\n", "Decoder [2, 80, 100] --\n", "├─SinusoidalPosEmb: 1-1 [2, 256] --\n", "├─TimestepEmbedding: 1-2 [2, 1024] --\n", "│ └─Linear: 2-1 [2, 1024] 263,168\n", "│ └─SiLU: 2-2 [2, 1024] --\n", "│ └─Linear: 2-3 [2, 1024] 1,049,600\n", "├─ModuleList: 1-3 -- --\n", "│ └─DownBlock: 2-4 [2, 256, 100] --\n", "│ │ └─ResnetBlock1D: 3-1 [2, 256, 100] 624,640\n", "│ │ └─ModuleList: 3-2 -- 791,040\n", "│ │ └─Conv1d: 3-3 [2, 256, 100] 196,864\n", "│ └─DownBlock: 2-5 [2, 512, 100] --\n", "│ │ └─ResnetBlock1D: 3-4 [2, 512, 100] 1,839,104\n", "│ │ └─ModuleList: 3-5 -- 2,630,656\n", "│ │ └─Conv1d: 3-6 [2, 512, 100] 786,944\n", "├─ModuleList: 1-4 -- --\n", "│ └─MidBlock: 2-6 [2, 512, 100] --\n", "│ │ └─ResnetBlock1D: 3-7 [2, 512, 100] 2,363,392\n", "│ │ └─ModuleList: 3-8 -- 2,630,656\n", "│ └─MidBlock: 2-7 [2, 512, 100] --\n", "│ │ └─ResnetBlock1D: 3-9 [2, 512, 100] 2,363,392\n", "│ │ └─ModuleList: 3-10 -- 2,630,656\n", "├─ModuleList: 1-5 -- --\n", "│ └─UpBlock: 2-8 [2, 256, 100] --\n", "│ │ └─ResnetBlock1D: 3-11 [2, 256, 100] 1,509,376\n", "│ │ └─ModuleList: 3-12 -- 791,040\n", "│ │ └─Conv1d: 3-13 [2, 256, 100] 196,864\n", "│ └─UpBlock: 2-9 [2, 256, 100] --\n", "│ │ └─ResnetBlock1D: 3-14 [2, 256, 100] 985,088\n", "│ │ └─ModuleList: 3-15 -- 791,040\n", "│ │ └─Conv1d: 3-16 [2, 256, 100] 196,864\n", "├─Block1D: 1-6 [2, 256, 100] --\n", "│ └─Sequential: 2-10 [2, 256, 100] --\n", "│ │ └─Conv1d: 3-17 [2, 256, 100] 196,864\n", "│ │ └─GroupNorm: 3-18 [2, 256, 100] 512\n", "│ │ └─Mish: 3-19 [2, 256, 100] --\n", "├─Conv1d: 1-7 [2, 80, 100] 20,560\n", "========================================================================================================================\n", "Total params: 22,858,320\n", "Trainable params: 22,858,320\n", "Non-trainable params: 0\n", "Total mult-adds (G): 1.81\n", "========================================================================================================================\n", "Input size (MB): 0.13\n", "Forward/backward pass size (MB): 58.36\n", "Params size (MB): 91.36\n", "Estimated Total Size (MB): 149.85\n", "========================================================================================================================" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from torchinfo import summary\n", "import torch\n", "\n", "# Define model configurations\n", "in_channels = 80\n", "out_channels = 80\n", "\n", "model = Decoder(\n", " in_channels=in_channels,\n", " out_channels=out_channels,\n", " channels=(256, 512),\n", " n_mid_blocks=2,\n", " n_transformer=1,\n", " n_heads=4,\n", " head_dim=64,\n", " act_fn=\"snakebeta\", # pass a supported activation function\n", ")\n", "\n", "# Create dummy inputs for forward pass\n", "B = 2\n", "T = 100\n", "x = torch.randn(B, in_channels, T)\n", "mask = torch.ones(B, 1, T)\n", "mu = torch.randn(B, in_channels, T)\n", "t = torch.randint(0, 1000, (B,))\n", "\n", "# Summarize the model\n", "summary(model, input_data=[x, mask, mu, t])" ] }, { "cell_type": "code", "execution_count": 6, "id": "71fcf3f9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0 - Train Loss: 24.9926, Test Loss: 187.6378\n", "Epoch 1000 - Train Loss: 0.9004, Test Loss: 730844.8125\n", "Epoch 2000 - Train Loss: 0.8772, Test Loss: 511475.7188\n", "Epoch 3000 - Train Loss: 0.8650, Test Loss: 1037.8494\n", "Epoch 4000 - Train Loss: 0.8290, Test Loss: 132983.0000\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import torch\n", "import torch.nn as nn\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# 1. THE DATA: Randomly sample space (y) and time (t)\n", "total_samples = 5000\n", "train_size = int(0.5 * total_samples)\n", "\n", "y_all = torch.linspace(-100, 100, total_samples).unsqueeze(1) # Linear locations between -5 and 5\n", "t_all = torch.rand(total_samples, 1) # Random times between 0 and 1\n", "# target_v_all = torch.log(torch.pow(y_all, 2)) * torch.tanh(y_all) / torch.exp(y_all)\n", "target_v_all = torch.sin(y_all) + torch.cos(y_all)\n", "\n", "# Train/Test Split (testing extrapolation/OOD)\n", "y_train, y_test = y_all[:train_size], y_all[train_size:]\n", "t_train, t_test = t_all[:train_size], t_all[train_size:]\n", "target_v_train, target_v_test = target_v_all[:train_size], target_v_all[train_size:]\n", "\n", "# 2. THE MODEL: A simple MLP vector field u_t(y)\n", "class VectorFieldMLP(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " self.net = nn.Sequential(\n", " nn.Linear(2, 64), # Input is 2D: (y, t)\n", " nn.GELU(),\n", " nn.Linear(64, 64),\n", " nn.GELU(),\n", " nn.Linear(64, 1) # Output is 1D velocity: dy/dt\n", " )\n", " \n", " def forward(self, y, t):\n", " x = torch.cat([y, t], dim=-1) # Concatenate location and time\n", " return self.net(x)\n", "\n", "model = VectorFieldMLP()\n", "optimizer = torch.optim.Adam(model.parameters(), lr=1e-2)\n", "criterion = nn.MSELoss()\n", "\n", "# 3. THE TRAINING LOOP: Match predicted velocity to target velocity\n", "epochs = 5000\n", "for epoch in range(epochs):\n", " optimizer.zero_grad()\n", " \n", " # Predict dy/dt given the random coordinates\n", " pred_v_train = model(y_train, t_train)\n", " \n", " # Loss is Mean Squared Error of the velocity vectors\n", " loss = criterion(pred_v_train, target_v_train)\n", " \n", " loss.backward()\n", " optimizer.step()\n", " if epoch % 1000 == 0:\n", " # Calculate test loss\n", " with torch.no_grad():\n", " pred_v_test = model(y_test, t_test)\n", " test_loss = criterion(pred_v_test, target_v_test)\n", " print(f\"Epoch {epoch} - Train Loss: {loss.item():.4f}, Test Loss: {test_loss.item():.4f}\")\n", "\n", "# 4. PLOTTING: Visualize mapping on train vs test\n", "with torch.no_grad():\n", " pred_v_train_final = model(y_train, t_train)\n", " pred_v_test_final = model(y_test, t_test)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# Plot Train\n", "axs[0].scatter(y_train.numpy(), pred_v_train_final.numpy(), alpha=0.3, label=\"Predicted\", color='blue', s=2)\n", "axs[0].scatter(y_train.numpy(), target_v_train.numpy(), alpha=0.3, label=\"True\", color='orange', s=2)\n", "axs[0].set_title(\"Train Set Mapping\")\n", "axs[0].set_xlabel(\"y\")\n", "axs[0].set_ylabel(\"v\")\n", "axs[0].legend()\n", "\n", "# Plot Test\n", "axs[1].scatter(y_test.numpy(), pred_v_test_final.numpy(), alpha=0.3, label=\"Predicted\", color='blue', s=2)\n", "axs[1].scatter(y_test.numpy(), target_v_test.numpy(), alpha=0.3, label=\"True\", color='orange', s=2)\n", "axs[1].set_title(\"Test Set Mapping\")\n", "axs[1].set_xlabel(\"y\")\n", "axs[1].set_ylabel(\"v\")\n", "axs[1].legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "bc763525", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[2.0005e-02],\n", " [6.0013e-02],\n", " [1.0002e-01],\n", " ...,\n", " [9.9920e+01],\n", " [9.9960e+01],\n", " [1.0000e+02]])\n" ] } ], "source": [ "print(y_test)" ] }, { "cell_type": "code", "execution_count": 8, "id": "ea1d82b3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[1.3687],\n", " [1.3818],\n", " [1.3928],\n", " ...,\n", " [0.8951],\n", " [0.9382],\n", " [0.9798]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "target_v_train" ] }, { "cell_type": "code", "execution_count": 9, "id": "a7822aa6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.plot(y_all.numpy(), target_v_all.numpy())\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": ".conda", "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": "3.10.20" } }, "nbformat": 4, "nbformat_minor": 5 }