diff --git a/cifar_test.ipynb b/cifar_test.ipynb
new file mode 100644
index 0000000..08661ff
--- /dev/null
+++ b/cifar_test.ipynb
@@ -0,0 +1,618 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d6cb560a-707c-4c1e-b50f-2b9c8037a3c7",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from PIL import Image\n",
+    "import torch\n",
+    "import torch.nn as nn\n",
+    "import torch.nn.functional as F\n",
+    "import torch.optim as optim\n",
+    "import torchvision\n",
+    "import torchvision.transforms as transforms\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "from rbm.model import Model\n",
+    "from rbm.entity import Entity, EntityParams, TrainingParams\n",
+    "from rbm.matrix import Mat, np, rms_error_accu\n",
+    "from rbm.torch import Optimizer\n",
+    "import math"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4065302d-862f-4639-99d7-e396d055434c",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "transform = transforms.Compose([\n",
+    "    transforms.ToTensor(),\n",
+    "    transforms.Normalize((0.5, 0.5, 0.5), (1.0, 1.0, 1.0))                            \n",
+    "])                              "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ffe48fc6-0f57-48a0-b5e9-aa68cbc8edf1",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "train_data = torchvision.datasets.CIFAR10(root='./data', train=True, transform=transform, download=True)\n",
+    "test_data = torchvision.datasets.CIFAR10(root='./data', train=False, transform=transform, download=True)\n",
+    "\n",
+    "train_loader = torch.utils.data.DataLoader(train_data, batch_size=32, shuffle=True, num_workers=2)\n",
+    "test_loader = torch.utils.data.DataLoader(test_data, batch_size=32, shuffle=True, num_workers=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "51b90664-e470-4c9a-884d-374a2ece61b2",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "image, label = train_data[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "e98f3f60-e764-470b-ada1-d562a48e4813",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(label)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "33501c0f-6d78-43e9-b2ce-adbe40b6d95a",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dataset CIFAR10\n",
+      "    Number of datapoints: 50000\n",
+      "    Root location: ./data\n",
+      "    Split: Train\n",
+      "    StandardTransform\n",
+      "Transform: Compose(\n",
+      "               ToTensor()\n",
+      "               Normalize(mean=(0.5, 0.5, 0.5), std=(1.0, 1.0, 1.0))\n",
+      "           )\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(train_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "08149024-e441-4786-a956-a068431932ca",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "torch.Size([3, 32, 32])\n"
+     ]
+    }
+   ],
+   "source": [
+    "dim = image.size()\n",
+    "print(dim)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f333fee6-91df-4153-9cfa-66d6550dd11c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "aedf601a-9084-4047-98e8-481f4d41a2d9",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "N = 100\n",
+    "image, label = train_data[0]\n",
+    "size = len(torch.flatten(image))\n",
+    "train_images = np.zeros(shape=(N, size))\n",
+    "train_images_tensor = torch.Tensor(N, size)\n",
+    "#train_labels = np.zeros(shape=(N, size))\n",
+    "for i in range(N):\n",
+    "    image, label = train_data[i]\n",
+    "    flat_array = torch.flatten(image)\n",
+    "    train_images[i, :] = np.asarray(flat_array.numpy())\n",
+    "    train_images_tensor[i, :] = flat_array\n",
+    "#    train_labels[i, :] = torch.flatten(label).numpy()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "5ee865c3-2af4-487f-a184-1291f99839b1",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "100\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(train_images))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "b4310933-d850-4128-a2dd-27d88c004846",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 3000x3000 with 100 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "n_side = int(math.sqrt(len(train_images)))\n",
+    "fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
+    "index = 0             \n",
+    "for x in range(n_side):\n",
+    "    for y in range(n_side):\n",
+    "        inp = train_images[index]\n",
+    "        img = (0.5 + np.reshape(inp, (3, 32, 32)))\n",
+    "        img = img.transpose((1,2,0))\n",
+    "        axes[x,y].imshow(np.asnumpy(img))\n",
+    "        axes[x,y].axis('off')\n",
+    "        index += 1\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "08143a53-12a1-4896-a4b2-166dedf0e021",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "class TestModel(Model):\n",
+    "\tdef __init__(self, name: str, work_dir: str = '.'):\n",
+    "\t\tsuper().__init__(name, work_dir)\n",
+    "\t\tself.unit1 = Entity((3072, 96), EntityParams(do_gaussian_visible=True, do_gaussian_hidden=True), TrainingParams(do_rao_blackwell=True, learning_rate=0.00004, momentum=0.9, num_epochs=1000, do_batch_sample=False, mini_batch_size=100))\n",
+    "\n",
+    "\tdef forward(self, x: Mat):\n",
+    "\t\tx = self.unit1.forward(x)\n",
+    "\t\treturn x\n",
+    "\n",
+    "\tdef backward(self, x: Mat):\n",
+    "\t\tx = self.unit1.reconstruct(x)\n",
+    "\t\treturn x\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "6b3be9f6-38e1-442d-a7bd-1f3c164ec8d4",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "results/cifar_test-0-state.npz loaded successfully!\n",
+      "-------------------------------------------\n",
+      "progress              : 0%\n",
+      "err_rms              : 6.39629894725141e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 10%\n",
+      "err_rms              : 6.396054836124522e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 20%\n",
+      "err_rms              : 6.395780753128475e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 30%\n",
+      "err_rms              : 6.395504820323911e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 40%\n",
+      "err_rms              : 6.395229806888158e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 50%\n",
+      "err_rms              : 6.394955707973693e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 60%\n",
+      "err_rms              : 6.394682518781539e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 70%\n",
+      "err_rms              : 6.394410234560418e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 80%\n",
+      "err_rms              : 6.39413614129685e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 90%\n",
+      "err_rms              : 6.393865661883024e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 100%\n",
+      "err_rms              : 6.393596073417932e-05\n",
+      "-------------------------------------------\n",
+      "progress              : 100%\n",
+      "err_rms_total              : 6.393587999481262e-05\n",
+      "results/cifar_test-0-state.npz saved successfully!\n"
+     ]
+    }
+   ],
+   "source": [
+    "work_dir = \"results\"\n",
+    "prj_name = \"cifar_test\"\n",
+    "prj_root = \"/home/jens/work/repos/Rbm\"\n",
+    "\n",
+    "# Create model\n",
+    "model = TestModel(prj_name, \"results\")\n",
+    "\n",
+    "# Init state\n",
+    "model.init(0.01)\n",
+    "\n",
+    "# load state\n",
+    "model.load()\n",
+    "\n",
+    "# Train\n",
+    "model.train(train_images)\n",
+    "# save state\n",
+    "model.save()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "d036b106-77a3-4993-bc2a-5fb164b8ec46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 3000x3000 with 100 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "n_side = int(math.sqrt(len(train_images)))\n",
+    "fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
+    "index = 0             \n",
+    "for x in range(n_side):\n",
+    "    for y in range(n_side):\n",
+    "        inp = train_images[index]\n",
+    "        recon = model.backward(model.forward(inp))\n",
+    "        recon -= np.min(recon)\n",
+    "        recon = recon / np.max(recon) - 0.5\n",
+    "        img = (0.5 + np.reshape(recon, (3, 32, 32)))\n",
+    "        img = img.transpose((1,2,0))\n",
+    "        axes[x,y].imshow(np.asnumpy(img))\n",
+    "        axes[x,y].axis('off')\n",
+    "        index += 1\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "00f7f113-9efa-4c7b-8cb4-eeefb5cb797f",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# torch style"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "da54ec00-8db1-4dd9-ac4f-755f2886d72b",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training epoch 1000...\n",
+      "6.397701150028974e-05\n",
+      "Training epoch 2000...\n",
+      "6.397418812761233e-05\n",
+      "Training epoch 3000...\n",
+      "6.397137429020308e-05\n",
+      "Training epoch 4000...\n",
+      "6.39685699360804e-05\n",
+      "Training epoch 5000...\n",
+      "6.396577501381398e-05\n",
+      "results/cifar_test-0-state.npz saved successfully!\n"
+     ]
+    }
+   ],
+   "source": [
+    "optimizer = Optimizer(model.unit1)\n",
+    "report_interval = 1000\n",
+    "next_ep = report_interval\n",
+    "for epoch in range(6000):\n",
+    "    running_loss = 0.0\n",
+    "\n",
+    "    optimizer.zero_grad()\n",
+    "    optimizer.step(train_images)\n",
+    "\n",
+    "    if epoch >= next_ep:\n",
+    "        print(f'Training epoch {epoch}...')\n",
+    "        next_ep += report_interval\n",
+    "        # Update final status\n",
+    "        err_rms = rms_error_accu(train_images - model.unit1.reconstruct(model.unit1.forward(train_images)))\n",
+    "        print(err_rms)\n",
+    "\n",
+    "model.save()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "80b0cdcc-3059-4840-98db-3416c585fa81",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c3238db1-179c-4e7a-a09c-5a2371cdac49",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "66bc0b12-dab5-46a8-b932-1c8ce4bd2175",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fcc5c072-0e21-4cdc-a05d-ebf8c7cf0db1",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6efdc1ef-6fdd-4dc5-8903-88464cf2d25f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9bdd50bb-875e-49d7-8a1e-8257a2d4ed25",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9076754a-51ed-45ed-a0a8-767a3a7eeffd",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ea6fc3b7-c1b7-45dc-9ef2-4c9dfdf82e18",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a7c82df5-9eb2-4920-b98f-4798d94ef896",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eedf5bef-6341-4923-be79-ac8efdf424d3",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2c937475-f297-4f2f-86aa-b28203de8485",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e7fc0b9d-b652-4581-81e0-a0c83bdf4a63",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "544e0ea3-0602-4219-a67a-3162152aa730",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "848dad8e-ae01-4520-9978-9552ca8db9fb",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ab664e72-ac9b-4c9d-b059-8ceacdc5d211",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b9062597-5973-4c45-97ec-e4b8ee078eba",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c976fed5-162c-4a70-8219-fc6c68c1fb66",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "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": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/rbm/matrix.py b/src/rbm/matrix.py
index 915822f..5d458a4 100644
--- a/src/rbm/matrix.py
+++ b/src/rbm/matrix.py
@@ -1,6 +1,6 @@
 from typing import TypeAlias
 
-USE_CUDA = 0
+USE_CUDA = 1
 if USE_CUDA:
 	import cupy as np
 	Mat: TypeAlias = np.array
diff --git a/src/rbm/torch.py b/src/rbm/torch.py
new file mode 100644
index 0000000..54e2645
--- /dev/null
+++ b/src/rbm/torch.py
@@ -0,0 +1,42 @@
+from rbm.entity import Entity
+from rbm.train import cd_binary_binary, cd_binary_gaussian, cd_gaussian_binary, cd_gaussian_gaussian
+from rbm.matrix import Mat, rms_error_accu, np
+
+class LossFunction:
+	def __init__(self, entity_type: Entity.Type):
+		self.func = None
+		if entity_type == Entity.Type.GB_RBM:
+			self.func = cd_gaussian_binary
+		if entity_type == Entity.Type.BB_RBM:
+			self.func = cd_binary_binary
+		if entity_type == Entity.Type.GG_RBM:
+			self.func = cd_gaussian_gaussian
+		if entity_type == Entity.Type.BG_RBM:
+			self.func = cd_binary_gaussian
+
+	def __call__(self, entity: Entity, data: Mat):
+		# Contrastive divergence learning: calculate gradients
+		dwhv, dbv, dbh = self.func(entity, data)
+
+		return dwhv, dbv, dbh
+
+class Optimizer:
+	def __init__(self, entity: Entity):
+		self.loss = LossFunction(entity.type)
+		self.entity = entity
+
+	def zero_grad(self):
+		self.entity.grad_zero()
+
+	def step(self, data: Mat):
+		params = self.entity.training_params
+
+		# Call loss function
+		dwhv, dbv, dbh = self.loss(self.entity, data)
+
+		# Adjust weight and biases
+		grad = self.entity.grad_compute(dbv, dbh, dwhv, learning_rate=params.learning_rate / data.shape[0],
+								   momentum=params.momentum, weight_decay=params.weight_decay)
+		# Adjust weights
+		self.entity.state_adjust(grad)
+