From 0174242f198e9928bca8753e3c70fb5222211d5f Mon Sep 17 00:00:00 2001 From: Alex Tong Date: Mon, 7 Aug 2023 13:06:39 -0400 Subject: [PATCH] Reset unconditional mnist example --- examples/mnist_example.ipynb | 321 ++++++++++++++++++++++++++++++++--- 1 file changed, 293 insertions(+), 28 deletions(-) diff --git a/examples/mnist_example.ipynb b/examples/mnist_example.ipynb index 4541f89..80ddfcc 100644 --- a/examples/mnist_example.ipynb +++ b/examples/mnist_example.ipynb @@ -9,7 +9,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "/home/aiteam/gevorg/conditional-flow-matching\n" + "/home/mila/a/alexander.tong/conditional-flow-matching\n" ] } ], @@ -21,7 +21,16 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mila/a/alexander.tong/.conda/envs/trajectory-inference/lib/python3.10/site-packages/lightning_utilities/core/imports.py:93: UserWarning: Unbuilt egg for MIOFlow [unknown version] (/home/mila/a/alexander.tong/MIOFlow)\n", + " pkg_resources.require(self.requirement)\n" + ] + } + ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", @@ -46,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -85,21 +94,21 @@ " num_classes=10\n", ").to(device)\n", "optimizer = torch.optim.Adam(model.parameters())\n", - "# FM = ConditionalFlowMatcher(sigma=sigma)\n", - "FM = ExactOptimalTransportConditionalFlowMatcher(sigma=sigma)\n", + "FM = ConditionalFlowMatcher(sigma=sigma)\n", + "# FM = ExactOptimalTransportConditionalFlowMatcher(sigma=sigma)\n", "node = NeuralODE(model, solver=\"dopri5\", sensitivity=\"adjoint\", atol=1e-4, rtol=1e-4)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "epoch: 2, steps: 467, loss: 0.1295\r" + "epoch: 2, steps: 467, loss: 0.1643\r" ] } ], @@ -120,24 +129,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "USE_TORCH_DIFFEQ = True\n", "digit_label = 8\n", - "l = torch.tensor([digit_label]*100).to(device)\n", + "l = torch.arange(10).repeat(10).to(device)\n", "with torch.no_grad():\n", " if USE_TORCH_DIFFEQ:\n", " traj = torchdiffeq.odeint(\n", @@ -163,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -187,9 +185,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "468it [01:47, 4.34it/s]\n", + "468it [01:47, 4.35it/s]\n", + "468it [01:47, 4.34it/s]\n", + "378it [01:27, 4.33it/s]\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[8], line 14\u001b[0m\n\u001b[1;32m 12\u001b[0m loss \u001b[38;5;241m=\u001b[39m flow_loss \u001b[38;5;241m+\u001b[39m score_loss\n\u001b[1;32m 13\u001b[0m loss\u001b[38;5;241m.\u001b[39mbackward()\n\u001b[0;32m---> 14\u001b[0m \u001b[43moptimizer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.conda/envs/trajectory-inference/lib/python3.10/site-packages/torch/optim/optimizer.py:140\u001b[0m, in \u001b[0;36mOptimizer._hook_for_profile..profile_hook_step..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 138\u001b[0m profile_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOptimizer.step#\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m.step\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(obj\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m)\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mautograd\u001b[38;5;241m.\u001b[39mprofiler\u001b[38;5;241m.\u001b[39mrecord_function(profile_name):\n\u001b[0;32m--> 140\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 141\u001b[0m obj\u001b[38;5;241m.\u001b[39m_optimizer_step_code()\n\u001b[1;32m 142\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m out\n", + "File \u001b[0;32m~/.conda/envs/trajectory-inference/lib/python3.10/site-packages/torch/optim/optimizer.py:23\u001b[0m, in \u001b[0;36m_use_grad_for_differentiable.._use_grad\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 22\u001b[0m torch\u001b[38;5;241m.\u001b[39mset_grad_enabled(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdefaults[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdifferentiable\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m---> 23\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 24\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 25\u001b[0m torch\u001b[38;5;241m.\u001b[39mset_grad_enabled(prev_grad)\n", + "File \u001b[0;32m~/.conda/envs/trajectory-inference/lib/python3.10/site-packages/torch/optim/adam.py:234\u001b[0m, in \u001b[0;36mAdam.step\u001b[0;34m(self, closure, grad_scaler)\u001b[0m\n\u001b[1;32m 231\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m`requires_grad` is not supported for `step` in differentiable mode\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 232\u001b[0m state_steps\u001b[38;5;241m.\u001b[39mappend(state[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstep\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m--> 234\u001b[0m \u001b[43madam\u001b[49m\u001b[43m(\u001b[49m\u001b[43mparams_with_grad\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 235\u001b[0m \u001b[43m \u001b[49m\u001b[43mgrads\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 236\u001b[0m \u001b[43m 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243\u001b[0m \u001b[43m \u001b[49m\u001b[43mlr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mlr\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 244\u001b[0m \u001b[43m \u001b[49m\u001b[43mweight_decay\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mweight_decay\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 245\u001b[0m \u001b[43m \u001b[49m\u001b[43meps\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43meps\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 246\u001b[0m \u001b[43m \u001b[49m\u001b[43mmaximize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmaximize\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 247\u001b[0m \u001b[43m \u001b[49m\u001b[43mforeach\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mforeach\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 248\u001b[0m \u001b[43m \u001b[49m\u001b[43mcapturable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcapturable\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 249\u001b[0m \u001b[43m \u001b[49m\u001b[43mdifferentiable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdifferentiable\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 250\u001b[0m \u001b[43m \u001b[49m\u001b[43mfused\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mfused\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 251\u001b[0m \u001b[43m \u001b[49m\u001b[43mgrad_scale\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgrad_scale\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 252\u001b[0m \u001b[43m \u001b[49m\u001b[43mfound_inf\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfound_inf\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 254\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m loss\n", + "File \u001b[0;32m~/.conda/envs/trajectory-inference/lib/python3.10/site-packages/torch/optim/adam.py:300\u001b[0m, in \u001b[0;36madam\u001b[0;34m(params, grads, exp_avgs, exp_avg_sqs, max_exp_avg_sqs, state_steps, foreach, capturable, differentiable, fused, grad_scale, found_inf, amsgrad, beta1, beta2, lr, weight_decay, eps, maximize)\u001b[0m\n\u001b[1;32m 297\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 298\u001b[0m func \u001b[38;5;241m=\u001b[39m _single_tensor_adam\n\u001b[0;32m--> 300\u001b[0m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 301\u001b[0m \u001b[43m \u001b[49m\u001b[43mgrads\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 302\u001b[0m \u001b[43m \u001b[49m\u001b[43mexp_avgs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 303\u001b[0m \u001b[43m \u001b[49m\u001b[43mexp_avg_sqs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 304\u001b[0m \u001b[43m 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\u001b[49m\u001b[43meps\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43meps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 312\u001b[0m \u001b[43m \u001b[49m\u001b[43mmaximize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmaximize\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 313\u001b[0m \u001b[43m \u001b[49m\u001b[43mcapturable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcapturable\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 314\u001b[0m \u001b[43m \u001b[49m\u001b[43mdifferentiable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdifferentiable\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 315\u001b[0m \u001b[43m \u001b[49m\u001b[43mgrad_scale\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgrad_scale\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 316\u001b[0m \u001b[43m \u001b[49m\u001b[43mfound_inf\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfound_inf\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.conda/envs/trajectory-inference/lib/python3.10/site-packages/torch/optim/adam.py:412\u001b[0m, in \u001b[0;36m_single_tensor_adam\u001b[0;34m(params, grads, exp_avgs, exp_avg_sqs, max_exp_avg_sqs, state_steps, grad_scale, found_inf, amsgrad, beta1, beta2, lr, weight_decay, eps, maximize, capturable, differentiable)\u001b[0m\n\u001b[1;32m 409\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 410\u001b[0m denom \u001b[38;5;241m=\u001b[39m (exp_avg_sq\u001b[38;5;241m.\u001b[39msqrt() \u001b[38;5;241m/\u001b[39m bias_correction2_sqrt)\u001b[38;5;241m.\u001b[39madd_(eps)\n\u001b[0;32m--> 412\u001b[0m \u001b[43mparam\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43maddcdiv_\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexp_avg\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdenom\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43mstep_size\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], "source": [ "for epoch in range(n_epochs):\n", " for i, data in tqdm(enumerate(train_loader)):\n", @@ -299,9 +324,249 @@ ], "metadata": { "kernelspec": { - "display_name": "cfm", + "display_name": "Python 3 (ipykernel)", + "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": "3.10.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with torch.no_grad():\n", + " traj = node.trajectory(\n", + " torch.randn(100, 1, 28, 28).to(device),\n", + " t_span=torch.linspace(0, 1, 2).to(device),\n", + " )\n", + "grid = make_grid(\n", + " traj[-1, :100].view([-1, 1, 28, 28]).clip(-1, 1), value_range=(-1, 1), padding=0, nrow=10\n", + ")\n", + "img = ToPILImage()(grid)\n", + "plt.imshow(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "#################################\n", + "# SF2M\n", + "#################################\n", + "batch_size = 128\n", + "n_epochs = 10\n", + "sigma = 0.1\n", + "\n", + "# We note that with a little bit of effort these two networks can be combined to a single network with two prediction heads\n", + "# We leave it this way for simplicity in the notebook, but encourage you to consider supplying the `learn_sigma=True` parameter\n", + "# to the UNetModel, which outputs a shape (batch, 2, 28, 28), and can be used to increase efficiency.\n", + "model = UNetModel(dim=(1, 28, 28), num_channels=32, num_res_blocks=1).to(device)\n", + "score_model = UNetModel(dim=(1, 28, 28), num_channels=32, num_res_blocks=1).to(device)\n", + "\n", + "optimizer = torch.optim.Adam(list(model.parameters()) + list(score_model.parameters()))\n", + "FM = SchrodingerBridgeConditionalFlowMatcher(sigma=sigma)\n", + "node = NeuralODE(model, solver=\"dopri5\", sensitivity=\"adjoint\", atol=1e-4, rtol=1e-4)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "468it [01:10, 6.61it/s]\n", + "468it [01:10, 6.60it/s]\n", + "468it [01:10, 6.60it/s]\n", + "468it [01:11, 6.59it/s]\n", + "468it [01:10, 6.63it/s]\n", + "468it [01:11, 6.54it/s]\n", + "468it [01:11, 6.53it/s]\n", + "468it [01:11, 6.56it/s]\n", + "468it [01:11, 6.56it/s]\n", + "468it [01:11, 6.54it/s]\n" + ] + } + ], + "source": [ + "for epoch in range(n_epochs):\n", + " for i, data in tqdm(enumerate(train_loader)):\n", + " optimizer.zero_grad()\n", + " x1 = data[0].to(device)\n", + " x0 = torch.randn_like(x1)\n", + " t, xt, ut, eps = FM.sample_location_and_conditional_flow(x0, x1, return_noise=True)\n", + " lambda_t = FM.compute_lambda(t)\n", + " vt = model(t, xt)\n", + " st = score_model(t, xt)\n", + " flow_loss = torch.mean((vt - ut) ** 2)\n", + " score_loss = torch.mean((lambda_t[:, None, None, None] * st + eps) ** 2)\n", + " loss = flow_loss + score_loss\n", + " loss.backward()\n", + " optimizer.step()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mila/a/alexander.tong/.conda/envs/trajectory-inference/lib/python3.10/site-packages/torchdyn/numerics/odeint.py:84: UserWarning: Setting tolerances has no effect on fixed-step methods\n", + " warn(\"Setting tolerances has no effect on fixed-step methods\")\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "node = NeuralODE(model, solver=\"euler\", sensitivity=\"adjoint\", atol=1e-4, rtol=1e-4)\n", + "# Evaluate the ODE\n", + "with torch.no_grad():\n", + " traj = node.trajectory(\n", + " torch.randn(100, 1, 28, 28).to(device),\n", + " t_span=torch.linspace(0, 1, 1000).to(device),\n", + " )\n", + "grid = make_grid(\n", + " traj[-1, :100].view([-1, 1, 28, 28]).clip(-1, 1), value_range=(-1, 1), padding=0, nrow=10\n", + ")\n", + "img = ToPILImage()(grid)\n", + "plt.imshow(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# follows example from https://github.com/google-research/torchsde/blob/master/examples/cont_ddpm.py\n", + "class SDE(torch.nn.Module):\n", + " noise_type = \"diagonal\"\n", + " sde_type = \"ito\"\n", + "\n", + " def __init__(self, ode_drift, score, input_size=(1, 28, 28), reverse=False):\n", + " super().__init__()\n", + " self.drift = ode_drift\n", + " self.score = score\n", + " self.reverse = reverse\n", + "\n", + " # Drift\n", + " def f(self, t, y):\n", + " y = y.view(-1, 1, 28, 28)\n", + " if self.reverse:\n", + " t = 1 - t\n", + " return -self.drift(t, y) + self.score(t, y)\n", + " return self.drift(t, y).flatten(start_dim=1) - self.score(t, y).flatten(start_dim=1)\n", + "\n", + " # Diffusion\n", + " def g(self, t, y):\n", + " y = y.view(-1, 1, 28, 28)\n", + " return (torch.ones_like(t) * torch.ones_like(y)).flatten(start_dim=1) * sigma" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# from torchcfm.utils import SDE\n", + "sde = SDE(model, score_model)\n", + "with torch.no_grad():\n", + " sde_traj = torchsde.sdeint(\n", + " sde,\n", + " # x0.view(x0.size(0), -1),\n", + " torch.randn(50, 1 * 28 * 28).to(device),\n", + " ts=torch.linspace(0, 1, 2).to(device),\n", + " dt=0.01,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "grid = make_grid(\n", + " sde_traj[-1, :100].view([-1, 1, 28, 28]).clip(-1, 1), value_range=(-1, 1), padding=0, nrow=10\n", + ")\n", + "img = ToPILImage()(grid)\n", + "plt.imshow(img)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "cfm" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -313,7 +578,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.8" } }, "nbformat": 4,