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comparing consistency model performance of miniai model with batchnorm or groupnorm
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training Consistency Models on FashionMNIST using miniai - model comparison\n",
"\n",
"This notebook is a comparison of performance with different model architectures for consistency models. Check the original consistency model notebook for more details. Here we use the diffusion U-net architecture from miniai, comparing with batchnorm vs. with groupnorm."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"os.environ['CUDA_VISIBLE_DEVICES']='0'"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from miniai.imports import *\n",
"from miniai.diffusion import *\n",
"from diffusers import UNet2DModel\n",
"from fastprogress import progress_bar\n",
"from glob import glob\n",
"from copy import deepcopy"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"torch.set_printoptions(precision=4, linewidth=140, sci_mode=False)\n",
"torch.manual_seed(1)\n",
"mpl.rcParams['image.cmap'] = 'gray_r'\n",
"mpl.rcParams['figure.dpi'] = 70\n",
"\n",
"set_seed(42)\n",
"if fc.defaults.cpus>8: fc.defaults.cpus=8"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data processing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use HuggingFace Datasets to load the Fashion MNIST dataset."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Found cached dataset fashion_mnist (/home/tmabraham/.cache/huggingface/datasets/fashion_mnist/fashion_mnist/1.0.0/8d6c32399aa01613d96e2cbc9b13638f359ef62bb33612b077b4c247f6ef99c1)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4beedc5e594d48ab91c6b0fb136ef748",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xl,yl = 'image','label'\n",
"name = \"fashion_mnist\"\n",
"n_steps = 1000\n",
"bs = 512\n",
"dsd = load_dataset(name)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Noisification based on Karras et al."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sig_data=0.5\n",
"\n",
"def scalings(sig,eps):\n",
" # c_skip,c_out,c_in\n",
" return sig_data**2/((sig-eps)**2+sig_data**2),(sig-eps)*sig_data/(sig**2+sig_data**2).sqrt(),1/((sig-eps)**2+sig_data**2).sqrt()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def sigmas_karras(n, sigma_min=0.002, sigma_max=80., rho=7.):\n",
" ramp = torch.linspace(0, 1, n)\n",
" min_inv_rho = sigma_min**(1/rho)\n",
" max_inv_rho = sigma_max**(1/rho)\n",
" sigmas = (max_inv_rho + ramp * (min_inv_rho-max_inv_rho))**rho\n",
" return sigmas.cuda()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create DataLoaders:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def collate_consistency(b): return default_collate(b)[xl]\n",
"def dl_consistency(ds): return DataLoader(ds, batch_size=bs, collate_fn=collate_consistency, num_workers=8)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"@inplace\n",
"def transformi(b): b[xl] = [F.pad(TF.to_tensor(o), (2,2,2,2))*2-1 for o in b[xl]]\n",
"\n",
"tds = dsd.with_transform(transformi)\n",
"dls = DataLoaders(dl_consistency(tds['train']), dl_consistency(tds['test']))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Consistency model - with miniai Unet w/ batch-norm"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Model parameterization as described in the paper:\n",
"![image.png](attachment:f9102c3d-7fcd-4d89-9b93-19fd9571b363.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class ConsistencyUNet(nn.Module):\n",
" def __init__(self, eps, model):\n",
" super().__init__()\n",
" self.eps = eps\n",
" self.F = model \n",
" \n",
" def forward(self, inp):\n",
" x,sig = inp\n",
" c_skip,c_out,c_in = scalings(sig.reshape(-1,1,1,1),self.eps)\n",
" return c_skip*x + c_out*self.F((x,sig.squeeze()))#.squeeze(-1).squeeze(-1)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"miniai Callback for Consistency Model training. \n",
"\n",
"Before training, create EMA model.\n",
"\n",
"During each batch of training, calculate maximum timestep based on the adaptive N schedule. Our new batch is now $((\\mathbf{x}_n,\\sigma_n),(\\mathbf{x}_{n+1},\\sigma_{n+1}))$. The second tuple is passed into the EMA model while the first is passed into the regular model and the loss is the MSE between both of these outputs. \n",
"\n",
"Finally, the EMA model is updated."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def unwrap_modules(module,unwrapped_modules=[],parents=[],parent=None): \n",
" if hasattr(module.forward, \"__wrapped__\"): # check if the forward method is wrapped\n",
" module.forward = module.forward.__wrapped__ # restore the original forward method\n",
" unwrapped_modules.append(module)\n",
" parents.append(parent)\n",
" for child in module.children(): # recursively check the child modules\n",
" if type(module) == nn.ModuleList: parent = parent\n",
" else: parent = module\n",
" unwrapped_modules,parents = unwrap_modules(child, unwrapped_modules,parents,parent)\n",
" return unwrapped_modules,parents"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class ConsistencyCB(TrainCB):\n",
" def __init__(self, N=150):\n",
" super().__init__()\n",
" self.N=N\n",
" \n",
" def before_fit(self, learn): \n",
" self.ema_model = deepcopy(learn.model)\n",
" unwrapped_modules,parents = unwrap_modules(self.ema_model) # need to unwrap and redo `saved` features for unet, hack\n",
" for i in range(len(unwrapped_modules)): \n",
" unwrapped_modules[i] = saved(unwrapped_modules[i],parents[i])\n",
" \n",
" def before_batch(self, learn):\n",
" self.N = math.ceil(math.sqrt((learn.epoch+1 * (self.N**2 - 4) / learn.n_epochs) + 4) - 1) + 1\n",
" noise_sched = sigmas_karras(self.N).flip(dims=(-1,))\n",
" x0 = learn.batch # original images, x_0\n",
" device = x0.device\n",
" t = torch.randint(self.N-1,[len(x0)])\n",
" t_1 = t+1\n",
" sig_n = noise_sched[t].reshape(-1,1,1,1).to(device)\n",
" sig_n_1 = noise_sched[t_1].reshape(-1,1,1,1).to(device)\n",
" z = torch.randn_like(x0, device=device)\n",
" noised_input_n = x0 + sig_n*z\n",
" noised_input_n_1 = x0 + sig_n_1*z\n",
" learn.batch = (noised_input_n,sig_n),(noised_input_n_1,sig_n_1)#.squeeze())\n",
" def predict(self, learn): \n",
" with torch.no_grad(): learn.preds = self.ema_model(*learn.batch[:self.n_inp]) \n",
" def get_loss(self, learn): learn.loss = learn.loss_func(learn.preds, learn.model(*learn.batch[self.n_inp:]))\n",
" def after_step(self, learn):\n",
" with torch.no_grad():\n",
" mu = math.exp(2 * math.log(0.95) / self.N)\n",
" # update \\theta_{-}\n",
" for p, ema_p in zip(learn.model.parameters(), self.ema_model.parameters()):\n",
" ema_p.mul_(mu).add_(p, alpha=1 - mu)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Setup and start training:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"lr = 3e-5\n",
"epochs = 20\n",
"opt_func = optim.AdamW\n",
"cbs = [DeviceCB(), ProgressCB(plot=True), MetricsCB(), ConsistencyCB()]\n",
"model = ConsistencyUNet(0.002, EmbUNetModel(in_channels=1, out_channels=1, nfs=(16, 32, 64, 64), num_layers=2)) \n",
"learn = Learner(model, dls, nn.MSELoss(), lr=lr, cbs=cbs, opt_func=opt_func)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>loss</th>\n",
" <th>epoch</th>\n",
" <th>train</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0.368</td>\n",
" <td>0</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1.227</td>\n",
" <td>0</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.314</td>\n",
" <td>1</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>25.709</td>\n",
" <td>1</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.215</td>\n",
" <td>2</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>18.975</td>\n",
" <td>2</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.148</td>\n",
" <td>3</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9.127</td>\n",
" <td>3</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.124</td>\n",
" <td>4</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5.085</td>\n",
" <td>4</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.098</td>\n",
" <td>5</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9.064</td>\n",
" <td>5</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.094</td>\n",
" <td>6</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7.293</td>\n",
" <td>6</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.094</td>\n",
" <td>7</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7.418</td>\n",
" <td>7</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.094</td>\n",
" <td>8</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9.359</td>\n",
" <td>8</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.095</td>\n",
" <td>9</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7.849</td>\n",
" <td>9</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.095</td>\n",
" <td>10</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6.989</td>\n",
" <td>10</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.095</td>\n",
" <td>11</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5.899</td>\n",
" <td>11</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.068</td>\n",
" <td>12</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4.202</td>\n",
" <td>12</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.076</td>\n",
" <td>13</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4.525</td>\n",
" <td>13</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.075</td>\n",
" <td>14</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5.992</td>\n",
" <td>14</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.071</td>\n",
" <td>15</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4.710</td>\n",
" <td>15</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.069</td>\n",
" <td>16</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5.901</td>\n",
" <td>16</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.065</td>\n",
" <td>17</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7.785</td>\n",
" <td>17</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.065</td>\n",
" <td>18</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>12.886</td>\n",
" <td>18</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.065</td>\n",
" <td>19</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>15.370</td>\n",
" <td>19</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
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"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
"<Figure size 420x280 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit(epochs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sampling"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import gc\n",
"gc.collect()\n",
"\n",
"torch.cuda.empty_cache()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def one_step_sample(model,sz):\n",
" sig = sigmas_karras(learn.cbs[-1].N).flip(dims=(-1,))[-1] # get the max variance\n",
" x = torch.randn(sz).cuda() * sig # create noise\n",
" sig = sig[None] * torch.ones((len(x),1)).cuda().reshape(-1,1,1,1) # reshape it appropriately\n",
" return model((x,sig)) # simply return model output"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sz = (512, 1, 32, 32)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"s = one_step_sample(learn.model,sz)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x525 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_images(s[:25].clamp(-1,1), imsize=1.5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"40.0\n",
"20.0\n",
"10.0\n",
"5.0\n"
]
}
],
"source": [
"x=s\n",
"for sig in reversed([5.0, 10.0, 20.0, 40.0]):\n",
" print(sig)\n",
" z = torch.randn_like(x)\n",
" x = x + math.sqrt((sig)**2 - learn.model.eps**2) * torch.randn(sz).cuda()\n",
" x = learn.model((x, tensor(sig)[None].cuda() * torch.ones((len(x),1)).cuda().reshape(-1,1,1,1)))\n",
" gc.collect()\n",
" torch.cuda.empty_cache()\n",
"s=x"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x525 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_images(s[:25].clamp(-1,1), imsize=1.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Consistency model - with miniai Unet w/ group-norm"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class MyGroupNorm(nn.Module):\n",
" def __init__(self, *args, **kwargs):\n",
" super().__init__()\n",
" self.group_norm = nn.GroupNorm(num_groups=8, num_channels=args[0], **kwargs)\n",
"\n",
" def forward(self, x): return self.group_norm(x)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class GroupNormDownBlock(nn.Module):\n",
" def __init__(self, n_emb, ni, nf, add_down=True, num_layers=1, attn_chans=0):\n",
" super().__init__()\n",
" self.resnets = nn.ModuleList([saved(EmbResBlock(n_emb, ni if i==0 else nf, nf, attn_chans=attn_chans, norm=MyGroupNorm), self)\n",
" for i in range(num_layers)])\n",
" self.down = saved(nn.Conv2d(nf, nf, 3, stride=2, padding=1), self) if add_down else nn.Identity()\n",
"\n",
" def forward(self, x, t):\n",
" self.saved = []\n",
" for resnet in self.resnets: x = resnet(x, t)\n",
" x = self.down(x)\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class GroupNormUpBlock(nn.Module):\n",
" def __init__(self, n_emb, ni, prev_nf, nf, add_up=True, num_layers=2, attn_chans=0):\n",
" super().__init__()\n",
" self.resnets = nn.ModuleList(\n",
" [EmbResBlock(n_emb, (prev_nf if i==0 else nf)+(ni if (i==num_layers-1) else nf), nf, attn_chans=attn_chans, norm=MyGroupNorm)\n",
" for i in range(num_layers)])\n",
" self.up = upsample(nf) if add_up else nn.Identity()\n",
"\n",
" def forward(self, x, t, ups):\n",
" for resnet in self.resnets: x = resnet(torch.cat([x, ups.pop()], dim=1), t)\n",
" return self.up(x)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class GroupNormEmbUNetModel(nn.Module):\n",
" def __init__( self, in_channels=3, out_channels=3, nfs=(224,448,672,896), num_layers=1, attn_chans=8, attn_start=1):\n",
" super().__init__()\n",
" self.conv_in = nn.Conv2d(in_channels, nfs[0], kernel_size=3, padding=1)\n",
" self.n_temb = nf = nfs[0]\n",
" n_emb = nf*4\n",
" self.emb_mlp = nn.Sequential(lin(self.n_temb, n_emb, norm=MyGroupNorm),\n",
" lin(n_emb, n_emb))\n",
" self.downs = nn.ModuleList()\n",
" n = len(nfs)\n",
" for i in range(n):\n",
" ni = nf\n",
" nf = nfs[i]\n",
" self.downs.append(GroupNormDownBlock(n_emb, ni, nf, add_down=i!=n-1, num_layers=num_layers,\n",
" attn_chans=0 if i<attn_start else attn_chans))\n",
" self.mid_block = EmbResBlock(n_emb, nfs[-1],norm=MyGroupNorm)\n",
"\n",
" rev_nfs = list(reversed(nfs))\n",
" nf = rev_nfs[0]\n",
" self.ups = nn.ModuleList()\n",
" for i in range(n):\n",
" prev_nf = nf\n",
" nf = rev_nfs[i]\n",
" ni = rev_nfs[min(i+1, len(nfs)-1)]\n",
" self.ups.append(GroupNormUpBlock(n_emb, ni, prev_nf, nf, add_up=i!=n-1, num_layers=num_layers+1,\n",
" attn_chans=0 if i>=n-attn_start else attn_chans))\n",
" self.conv_out = pre_conv(nfs[0], out_channels, act=nn.SiLU, norm=MyGroupNorm, bias=False)\n",
"\n",
" def forward(self, inp):\n",
" x,t = inp\n",
" temb = timestep_embedding(t, self.n_temb)\n",
" emb = self.emb_mlp(temb)\n",
" x = self.conv_in(x)\n",
" saved = [x]\n",
" for block in self.downs: x = block(x, emb)\n",
" saved += [p for o in self.downs for p in o.saved]\n",
" x = self.mid_block(x, emb)\n",
" for block in self.ups: x = block(x, emb, saved)\n",
" return self.conv_out(x)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"lr = 3e-5\n",
"epochs = 20\n",
"opt_func = optim.AdamW\n",
"cbs = [DeviceCB(), ProgressCB(plot=True), MetricsCB(), ConsistencyCB()]\n",
"model = ConsistencyUNet(0.002, GroupNormEmbUNetModel(in_channels=1, out_channels=1, nfs=(16, 32, 64, 64), num_layers=2)) \n",
"learn = Learner(model, dls, nn.MSELoss(), lr=lr, cbs=cbs, opt_func=opt_func)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
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5OCom6zkGVcM5tS162pGmBpBoHsQZtR16tR3n1TZcUZ2vJWfrl4ZrHSYr8qKQn92mo9nzOYycX1fFFkI0gmqTd2pqKsHBweh0OgCio6PZuHEjkyZNAsDNzY1hw4YB4O7uTmBgIGfPnrUm78ZSfkTioqRDvDmuT72/58SPUm54XIOJRzTfM1P7JR4U8avaAb3ajm3q7ejV9ujVdlcTdHvO0wZzHXfDz8edJMMARu9dBXfPAwdNnd5fCNFwqk3emZmZ1sQNoNPp0OsrH3J++vRp0tPT6d+/v3Xf22+/zUcffcSQIUNYsmQJ7u7udRC2rcqeV5Z/iPn5zlMNkrxvZKjDXuZpP6OXg57vTAN40/gIJ9RODR7Hl6ahjC54C45tgYCRDf7+Qoi6UWdVu5KSEh5++GGWLFlCq1atAHj66af55ZdfSEtLw83NjVdeeaXCdQkJCURERBAREUFW1q0O7b7WZHD9XCDHLxTe4r1v7MzFygcD+Sl6PnF8i/9zWowZByaXzuUJQ3yjJG6AreYQ8OgEez5rlPcXQtSNapO3r6+vTU1br9fj6+trc46qqkydOpWYmBgmTJhg3d+hQwc0Gg0ajYbHH3+cXbt2Vbh/XFwcKSkppKSk4OPjU+F4bV0/C98b6+pvdsFSo7lCzxIvCpmv/SffOs2hr8MxXjD8llGlb9K5fwwAH08Ns557X3BHAjt4cPzNmDqL6YH+nSvdb8YB+k6EQ+vgysVKzxFCNH3VJu/w8HAyMjLQ6/UUFhaSlJREVFSUzTlz587Fzc2NefPm2ew/e/ba4JNvvvmG4ODgOgq7etfP42GoZla+2jiVU0T3OevoNS+JZd//AoAWI49qNvA/5z8xWbOJT0z3EVnyNp+bRmBCw+IJIZxcNIp7gjpY7/Phbwaw4U9DrfN1a68bTDNtcPdK3//oG9GV7v/LxFCWPtQXfx9LE9VDYZ3p0a7VtRNCJ4OpFPZ9WduiCyEaWbVt3lqtlqVLlxIZGYnZbOb555/H29ubmJgYEhISMJvNLF68mKCgIEJDQwFYvHgxUVFRPP/88+zZswdFUejVqxcfffRRfZfH6vpmk61HLqCqap2uKP/cl3tttoddbdcOcNCzwRTGm8ZH+FXteFP3fPZuf+4J6sib6w9yd28f3lh/kIcHdmFF8kkAOrdxtY7W1Goc2Dv/XmZ8/jPPjgjAt7UrHT1dKoykfHq4Pz33n2NR0iHLjnYB0Dkc9qyE8CdqV3ghRKOqUT/v2NhYYmNjbfatX39tiHdVs9V9+umntxBazVX2/qZKQjpw9hLBvnWzurzBZGbnCcsMgH6Knnnaz4jU7OWguSuTSl9khzmYTTOHMvLtrdZr0l66x+Ye3/7xLpTruvbNvDcQgC+ejADgiXJzk7s4OrB99t2s3n2a7UezAfBydeTT395xw1idtQ78bmhPTly4bL2OfpNh7R/g/AHoEFSLn4AQojE1zflSa6l8pdqxknk8Smq48EFNDF/yA60pYL72n2xwmk0fhxPMMcQxqvRNdpiDibuzB/4+HqyMsyRW71ZOtGnlZHOP3h09CezoUdntK3h97O0k/v5OAB4M68JfJvarcaxajYKiKLg6aTCX/aELHg9aV0vtWwjR7NhV8i5v4fg+zIi07WturoN278T0TLrPWUdp3lnWO8/lEc33JJhGEVnyNqtMd1v7ZvfpbKnhD/Fvx+tjb+fr6UNu6X2nRHTD36dmib7MxIFdAPBwtgxQclCUa4s6uHhCUCyk/wtM1Y/cFEI0LXabvH08XZgVFWizr7qlxGpixudpaDHyntMy3LnC6NI3WWScRAFu1nOeiwpkVJ9rXQGnRHSjS1u3ym5Xr357Zw9OLIzB1ckyGEerUWx/BqGPwOUL8Mt3DR6bEOLW2G3yrsyt5u69p/MAmKP9gjscDjHT8Ay/qJYueScXjaK1myPBvp5Mj/RH2wSWX1MUxeYBrcZBwWgq13TUfSh4dZWmEyGaIbuYVbCmOfmtDYf46pnaNV+YzSr3v/8jYxySidMmsdw4lk3mAex6cSTFBsucJHtevrdJLzWmdbiu5u3gAKGTYNtSuJwNrdo1XnBCiJvS+NXDOlRdJ8C0U3m1vvfQJVvopZxmsePHbDX14R2jZTBSew9nmyaRuuyKWNccFKXC4CX6TgKzEdL/3ThBCSFqxS5q3vWpqNRI0Msb8KCI/3N6h1w8eNYwg7XPDqW1m1P1N2hCKtS8Adr2gG53wp7PYdAzjROYEOKm2VXNuz70e/U7FMwsdfwrOiWH35X+iTw8CPb1QtfatbHDuykaTbneJuX1mwzn98HZvRWPCSGapBaXvC8UlNS4XdpoMlNiNPO0Zg33an5invEx9qs9iOlzc6Mmmwqtg4KqVtJlMuh+cHKHNHlwKURzYRfJ+0a5ePkk28EsA9/YxNgPkuk+Zx0Hz1664X0XrN3PXQ7pzNKu5nPj3aw2DefQa/fxweQBdRF2gytbw7JC7dupFQSNhX3/BmNJwwcmhLhpdpG8y1T2sHBMX98K+8q6/G06cL7Ke6WfyWNLyk/8xfE90tWeLHd+kj8/2BcXx+a7gMGFQktizr9SyaCcfpMtswwe+baBoxJC1IZdJe+qHHz1vkr336jf94PvbeGvTu+iovB06R/Z+kIUEwZUPs1qc7H66rS1mw5W8ker6yBo21OaToRoJlpE8i4bYXg9cxXtLSazyivaFQQrJ5lheJb/+9M4HJvAoJtb9cFkywpHXq6VrOepKJYRl0e/g4JzDRyZEOJmNf+MdAuM5sonqtry+RIman/gLeNEXHtFEtDh5uYUaapu11nmW8kprKJdu+8kywOE9H81YFRCiNqwk+Rdu1GNH1Syyvv6pLXc9ctikkwDuRz2DJ9MG3irwTUZrlfb64sNVcyu6NUZeg63NJ004ZGiQgi7Sd4WNzu2sXx+Kiwx8u6aZPqm/IHTqg/PGX7H6+NC6jS+xlY2S26lfb3L9JsC2YdB/1PDBCWEqBW7St43smXW8Er3FxQbuHi5lL7z1xO2axZeXOZ3hj8R0LViL5XmTlEUHDXXTU51vd6jwNlLJqsSoolrMcnbZg3Hcvos2Ei/175jlvbf3KnZz3OG33FM1fHv3w1q4AgbhsGksvS7I2QVFFd+gqMr3D4e9v0HDFcaNjghRI3VKHknJiYSGBhIQEAACQkJNseKioqIjo6md+/eBAcHs3z5cuux7OxsIiMjCQgIYPz48RQXV5EwGsiKxypvv45ySOVp7Vr+ZhxFkvkOlj7Y1y56l9zIuvSzVR/sNwVK8i0rzAshmqRqM5TRaGTmzJls3ryZtLQ0lixZQk5Ojs05c+bM4dChQ+zcuZP333+fo0ePArBo0SIeeOABfvnlF3r27Fkh8deVmj5bGx7ow1sTbNux/RQ9f3b8G8mmIN4yTiSokycPNPP+3DVxw/nGdQOgXSCkfdZwAQkhbkq1yTs1NZXg4GB0Oh3u7u5ER0ezceNG63E3NzeGDRsGgLu7O4GBgZw9a6nVrVmzht/85jcATJkyhbVr19ZHGaxqMhvrhP7lE7PKQscECnHl94bf8+gQf9Y9e2e9xdeUvPPdkaoPlvX5Pv4D5J9psJiEEDVXbfLOzMxEp9NZt3U6HXq9vtJzT58+TXp6Ov37WwaD5Ofn4+XldcPrEhISiIiIICIigqysrFoV4mY4OCgsGt/n6pbCTMPTxJXGMyIsmJfHBDXp+bjrQuqLIwDIvVx64xP7TgTFAfZ+0QBRCSFuVp017JaUlPDwww+zZMkSWrWq/OFgZeLi4khJSSElJQUfH5+6CueGJoZ3tb4+o/qwX+3B+P7231QC4OPhUrMTPTqC/0jLPN/S51uIJqfa5O3r62tTY9br9fj62najU1WVqVOnEhMTw4QJE6z7vby8yM/Pr/K6xuThbLsORURP70aKpAnrNxlyj8OplMaORAhxnWqTd3h4OBkZGej1egoLC0lKSiIqKsrmnLlz5+Lm5sa8efNs9o8ePZpPP/0UgM8++4wxY8bUYejX1KZeuOb3d7Iy7g6G+HszPdKvzmOyC73uA9c2sEceXArR1FSbvLVaLUuXLiUyMpLQ0FDi4+Px9vYmJiaGzMxMzpw5w+LFi0lNTSU0NJTQ0FA2bNgAWJL66tWr8ff35+jRo8TFxdVrYZSbGGPZo10rhvi3Y2VcBM9F9a7HqJquhG3Hb7wwhdaZg+3v48qe/0Dp5YYLTAhRrRqtYRkbG0tsbKzNvvXr11tfV5UA2rdvz//+979bCE/Up9fXHWTEbR2qHMAEMOuXPqxz/oK83atpPXhawwUnhLgh+x6JIip1p3876+vLJUYAvk7T033OOgqKLQs1lBrNXCk1sV/txkFzVxzSpdeJEE2JJO8WaPvRbOvrKwYTACt3/grA+UuWNT57zUvitpe/BRRWm4bheS6FDdt3NEa4QohK2EXylp5stbflUBZ5Rdf6fI98+3/0mLve5pyvTUMwqBoOfftRQ4cnhKiCXSTvMnY+vqbO9Ova2vr6gx+OEfb6JnadvFjl+bl4kmQO5zFNEu/854f6D1AIUS27St6iZoI6edps33B+76veNDwCwO17XuHo+YJ6iUsIUXOSvFugVs416mRk4xzeLDQ+wj2an/nLXxaRX2Tgha/2WR9wCiEaliTvFkjrUPP2pRdirvWBX2WKZIcpiAWO/2T4q1/y+c5T/DP5ZD1EKISojl0kb7WWa1i2VE8Nr/mI0gHd2hDWrQ0AKg7MMcbhRgkvO1pGzv554xGKSo31EqcQomp2kbzFzfF0cbzh8R1z77a+9mvvzr3BHazbv6odWWp8kHGaH4l0SAPgj6v21EucQoiqSfJuoT6eGlZhX2AHD2bd24tOXq6cXDSKk4tG0drNiQf6d2ZQuYm7/mG6jz3mnrzp+HfcKWLjgfMNGboQAkneLdbdvStOv3tbJw9m3B1QYb+3uzNfPBlBz6vD6E1oeN7wO7zJZ45WRl4K0RgkebdQmnIPLdc/excAt+u8bnjNNzOGWF8fUbvwgel+pmi/5w7lIEs2HKqfQIUQlbKL5C0jLG9NkK8n38cP47d39rjheR4ujky+49pCFh8Y7+ewuTOLHD/i71sO1HeYQohy7CJ5l5ERlrXn1969RkvAvTHOsoScdysnSnFktuFJuipZ/FH7H15Zu7/65dWEEHXi5kdrCLux6skIsgpKbvq6k4tGAdB9zjr2qP58YormCc06xiZHMOfiFT6cMgCHm+hLLoS4eXZV8xY3J6KnN7F9a7803bxRtwHwtnECZ9T2vOX4N7Yc0BOzbFtdhSiEqIIkb1FrcXf15OSiUVzBhTnGJ7jN4TRPadZw6FwBRpO5scMTwq7VKHknJiYSGBhIQEAACQkJFY5Pnz6dDh06EBZm23d42rRp9OzZ07o82rFjx+om6uvI88rGdezNGLoNuI8vjJH8XvsV/soZ/F9MovjqXOFCiLpXbfI2Go3MnDmTzZs3k5aWxpIlS8jJybE555FHHrFZFq28ZcuWsWfPHvbs2YOfX/0u9FuTB26i7mkcFBY9EMJC4yPk4slbjh/hgJk+CzZwpVQSuBD1odrknZqaSnBwMDqdDnd3d6Kjo9m4caPNOUOGDMHb27uKO4iWwq+rjnmGx+nvcJRHNRswmFSeWflTY4clhF2qNnlnZmai0+ms2zqdDr1eX+M3mDVrFn379mXu3LmYTFILs2fzRgWxyTyAtaYIntP+my7KebYcvtDYYQlhl+r1geXChQs5ePAgO3fu5Pjx43z44YcVzklISCAiIoKIiAiysrLqMxxRzwZcnX1wgeFRinFkoTYBUHny/3Y3bmBC2KFqk7evr69NTVuv1+PrW7PuZZ06dUJRFFxcXJg6dSq7du2qcE5cXBwpKSmkpKTg41Nxvo2aUGWIZZOSgxevGKZyp2Y/D2r+x8YD5zmdW9TYYQlhV6pN3uHh4WRkZKDX6yksLCQpKYmoqKga3fzs2bMAmM1m1qxZQ3Bw8K1FWw15XNn49r8Sxfj+Ol55cQGbTaG8pP0MHy5y11tb2HxIZh8Uoq5Um7y1Wi1Lly4lMjKS0NBQ4uPj8fb2JiYmhszMTMDSJXDQoEGkp6fTuXNnVq9eDcDkyZMJCQkhJCQEk8nEs88+W7+lEY2ulbOWtx8KpXUrZ140/BYFldcc/wGoPL5iN9/sqfnzEiFE1Wo0PD42NpbY2FibfeW7Bq5YsaLS6zZv3lz7yESzZ3D3ZdGVSbzh+AkPmLbxH/NQ/rBqDwXFRnq2a8Vg/3aNHaIQzZbMbSLqzffxwzh6vh/f/z2NxY4fccXgxHpzBPO+zgCuzZEihLh5Mjxe1BsvV0cGdPfmGcMf+NF8O8sc3yPGIcV6fMP+c40YnRDNm10lbxlg2TSV4MSThpkVEvjvPv2Jmf/a07jBCdFM2VXyFk3TpPAuVSbw/6bp2X0yt5EjFKL5keQt6t3C8SHsfyWKtl6elSbwCR/uIPWEJHAhboYkb9EgWjlr2TF3BJuej6o0gb/17SGOZhXIYB4hasgukrcMsGw+urR1Izq0e4UEvvvXi4x8eyt3vbWlsUMUolmwi+RdRpExls3C1MHdrW3gyeZgljm+R7TDTuvxs/lX2HpEJrQS4kbsKnmL5iHY1xOw9EJ5whBPsjmY5Y7LrQl80MLNTP0ktTFDFKLJk+QtGpyzVmMdoFNVAhdC3Jgkb9GoOrdxrTKBx/xlG6VGWQtTiMrYxfB4VVaxbJY2zRxKew8XLpcYWbs3kyeS4vnYcSnLHZfzewMknb2Dc/nFdGnrKkvcCXEdu0jeZeT/d/Pi7+MBWIbR/26YHydzingi1TaBD11y7fwpEV15fWyfRopWiKZFmk1EkzHnvt60a+1VZRv4Zymn6D5nHZdLjI0YpRBNgyRv0WR4uTny92lhFdrAn9X8F2dKree99e0hXk88wNsbD3M0q4Big6yNKloeu2o2Ec1f746e3K7zJEN/iScM8SzQ/pOZjl/ygGYrC4yPssXcj3/u+NV6/rLNRwGZXla0PHZR85YRlvZlZVwE88cEUYITc41PMK7kFS7hxj+clvCx41I6KxUXqv415zJHswq4UFDSCBEL0fDsInmXkeeV9sHL1ZGHB3axbqepAdxf+jrzDI8R7nCQTU7PVWhKGbbkB0a+vZWBb2wi7dRFfj51sTFCF6LB1Ch5JyYmEhgYSEBAAAkJCRWOT58+nQ4dOhAWFmaz/9ixY4SFheHv789TTz0lq7yLGnNz0vLq/dcWrDbjwGeme4gseZuvTUOY6fglG5xmE+mQVuHacR8kM/6DZHYcyyH5aHZDhi1Eg6k2eRuNRmbOnMnmzZtJS0tjyZIl5OTk2JzzyCOP2KxpWWb27NksWLCAo0ePkp2dzbp16+oucmH3pg7qzn+eHsynvw237svFkznGJxlfsoBCXG/YlDLp4xQeSdiJ2SyVBmF/qk3eqampBAcHo9PpcHd3Jzo6mo0bN9qcM2TIELy9vW32qapKcnIyo0ZZHiRNmTKFtWvX1mHooiUY0K0NdwW0552H+/LmuD7cE9QBgJ/VXsRe15Ty++uaUsrs/vUiV0qlR4qwL9Um78zMTHQ6nXVbp9Oh1+urvXFOTg5t27a1joyr6rqEhAQiIiKIiIggK6ti7akmpDXG/o3r15lH7uhqfa6xZEIIXm7O1qaUb0xDiL/alDL8uqaUh/62g9te/pYthyz/vjL0+TJvuGj2Gv2BZVxcHCkpKaSkpODj43NrN5MnlnavvYczAGHd25L28r18HncHX8aPYXa5ppQVTkv4yHEpnRXbaWUfW7GLX3MuM3r59krnDU/Ydpz0M3kNUQwhblm1ydvX19emxqzX6/H19a32xt7e3uTm5lofUtb0OiFuZN6oIFY8NpAe7VoBMNi/HT3bu7NsUj+bppQ7HA6y2WkmCY5LGOuwnVZcASy9UsqcyL7MwbOXOHahkAOZl3h93UFi3/uRs/lX+DbjHAPf2ITRZDsx1oHMS+QUSndE0fiqHaQTHh5ORkYGer0eLy8vkpKSeOmll6q9saIoREREsG7dOkaPHs3KlSuZOnVqnQQtWi5XJw3DAyt+Qovt68uzX6RhxoG9HSdwtz6cqdqNjHZI4V2nDyhWHdliDiXRNIjN5lCu4ELkn3+o9D0GLdxsfb1h/3lGhXQi61Ix7i5aYpZtw9fLheS5Iypcd7nEiKujBgcH+Qgo6l+1NW+tVsvSpUuJjIwkNDSU+Ph4vL29iYmJITMzE4Bp06YxaNAg0tPT6dy5M6tXrwZg8eLFzJ8/Hz8/P9q0aWN9eClEffjqmcF89cxg1swYQg5evGN8kBGlfyam5E0+MUUTrJzkfadl/OT8NMsdlxHlsKvSB5zlTf/8Z/5vx0nC3/yeoJc3AJCZX1zhvM9SfiV4/gZ6vrCeT3ec5HRuEatST1U6D8s/k0/i/0LF3llC3AxFbUKdryMiIkhJSbnp67786QyzVu8l9cUR+Hi41ENkorkxmVVeSzzAiuST5faqhCjHGa1JYZQmBZ2SQ4HqynfmAaw1DWK7uQ+GGs4YsW/BvSxKOsS9wR3JKyrlD6v2VHrepPAuLBwfQn6RAWdHB3q/9K312ImFMSiKgsFk5unPfub5+wLp1cGj9oUWdqmqvGhXc5vIGpaijMZBYUFsMCuSTzIqpBNjQjqRob/Ee1sU0o1+LDROop9ylDGaHcRodjJes508tRUbTANJNEeQbA7GhKbK+/dZYOkuu3LnqRvG8UXqae70b8/0z3+mo6dtxaLH3PW8PvZ2wrq3YdPB81wuMfLFkxG3XnjRIthVzXvXiyOtvRGEqIyqqvSYa9tk4YCZgcphRmt2EK1JpZ1yiRJVSzZeZKteXFC9uKC2JhvL6+yr2xeuHi/Elbrq6rRp5jD8fdzr5F7CPrSImrcQ1VEUhZOLRpFfZODohQIOnyvkha/2sVO9jZ3G21hgfJQIhwP0V36hnZJPeyWf9koefkom7ZV83JWK7d1XVCdLQseS1HNVD/JpxSW1Ffm0Il9tRR7u5JfbLsANcyWPnBLTM/njyF4N8aMQzZwkb9Eiebk5MqBbWwZ0a4u7i5aN+8+RmH4WExp+NPfhRypfsceVYktSx5LU25clePJop+Tjo+QRqJzGS7mMJ5fRKJV/sDWrCoW42iT0i7iz/oc7MUbOQ6tp9CEYoomzi+TdhFp+RDMU29eX2L6+DPE/RVLGObYesQzu6dGuFSeyL1vPy3glitvnb+C06sJpOlB+6dSyY+UpmHGnGC+lEC8u46Vctvne+up+z6vbwcpJRmt2kr1iH+0eXAaenRqk/KJ5sovkXUbWsBS3YlJ4VyaFd+XPGw5z7lIxD4V14d1NR0g+ZpmIzd1Zy+IH+lBqNPPSN/ut190T1AF3Zy1vjuvDC1/tAyzJfOuRCzyz8mcKVDfOANWtk61gZopmE/PProb3w+GeV6D/NHCQWrioSP5VCHGdWVGB/PnBvoT3aMvnT0Tw6KBu/G5oTwAeHtiV3wzqzomFMex8wTJQZ/IdXQFLt8Ay7s5aom/vyPpn77LuO7loFM9FBVb5vioOfGq6l+8iv4FuQyDxT7BiFGT/Uh/FFM2cXdW8hagPr9x/e4V9iqLQwdPFZvk1RVFY8dhAurR1s24H+XraXPdgWGe+P3iedx4OpbDESJe2bni6OPL0Zz+RlHEOgD8kZfPjgBd4ceyDuHw3B/P7gzgZPB2/sS+C1qkeSyqaE6l5C1GHhgf64NfetqvfmL6+vBJrWVjCx8OF/z4zhG7erQj29cLTxRGAv0zsx8jbLMP+S41mPtt5mttWuXC/8g6rDUPwy3iXU4sGYj61q2ELJJosu0je8rhSNGXLJ/Xj0cHdb3iOk9aBhEcH0trN0WZ/erbCHOOTTCp9EXPpFZRP7oGk2VBSUI8Ri+bALpJ3GXleKZq7vCJDpft3mIOJKl3MX41jUFM/Rn3/Dv79eQLHLxTyytr9lBrNqKrK37ef4FRO5XOVbzmcRfIxWRbOXkibtxDNRAlOvGWcSKIpgoWmBB66FM83B//DGsNv+MePJ63nvZZ4wKYtPjPvCt8fyuKlrzMAy5wqe8/kE9ql9Q3fz2xWefu7I9yu8+S+25tGt8WyP1ATBnSmtVvLbv+3q5q3EM2dX/tW1Z5zQO3O+NJXeM0whXscfmKT83M8qPmB9uShYJl/fOnGw3Sfs47vDpxn8KLN1sQN8M6mXxj7/o9s2H+OnMISMvT5rEo9Rfc56+g+Zx0J245jNqt8uPUY7205ylOf/UxR6bXZES+XGMm6VHGkaU389OtF/vSvPZQazbyydj+5l6ue1fHZL9JYufNXm32HzhXw+rqDvPh1BlmXihn/wY+VztxYV5KPZlNQXPmnocYmNW8hmpCnhvnx3Jfp1Z5nQsPfTTFsMIfxpvbvLHH8CByhVNWQRRsyt3sT4NiW45+3ZZrGm7NqW86pbclUvXnv+8OAAy9+lUF2JQtLvL7uIHvP5LN2b6Z1X9DLGzj8+n1cLjHR/7XvAGxq9wDFBhO9X/qWT6aFMdivHS6Olom9Xv4mg/buzjg4KCzZcBiAS1cMfH8oy/qJIaJnW1Y9OYjD5wrQ5xVxd+8OrNmbyZq9mUy+oxsfbz3O/sx8JgywdMfMKSwh/M3vAViRfJLpkf4VymE0mblYZKC9hzNHzhdwLKuQ+27vyI9Hc/Bt7ULPqw+W/737NFmXiplxd0CF8jySsJPhge2ZfV9vbutk23Povz+fwUnrwOiQqheZuVBQgquTBnfnuk+19pG85YmlsBPdvC017w8m9+e1xAOcrWTu8PLOqD5MNcwhzHiY7g7n6UQOnZRcOiq5BCh6hjqk01q5bHONQdVwnjacLW3LOce2nFfbkKe6cwk3LqmtuIQbZ9MP0UtpxSXVjXxacQVnAud9a3Ofc/nFGExm65JyPlcnhXt8xW7AsmSdyaxWWrv+/pDterUpx3OJ/ss2Dp69VOHc7nPWWV9/vcfyB6XYcG2Fo8ISIz/9msvWI9kMD2xPv65tSD2Ry4tf7eOXrEKOvhHNve9sBWBg9zbsOnkRuPbH5/mrfyz7dW3D1iMX+OPIXrg6aazPB344fIEfDl/gH48NxEFROJd/hY5ersz8914Aa/LecSyHAd3a4KR1IPjlb7lcbtHrPS/fU+fNPHYxq+C/dp1i9n/28fNL99C2VctuBxPN3+ncIrq0dSP3cimPfpLKPn0+D4V15t+7z9Tqfq4U01G5SCclh05YEnsnxZLkOym5+CgX8eIyjoqpynsYVM3V5O7GJVpd/W5J9oW4Uqi6UoAbBeVeW767UqC6UYgrRTjTEN0KHDUKBtO1tHanfzu2H638Qe3aGXcy5r3tFfb//NI91k8YNTFxYBdW7ToNQOoLI6yfCsq7/pNKTVWVF+0iea9KPcWc/+4j7aV7aCPJW9gRg8nM1iMXGHFbB3Ycy+HA2Ut08nKhX9fWnMopYu5/99GzvTubDp5nWK/2/O/IhQr30LV2RZ93pZp3UnGhFE+K8FQu40mRdXItT6XIZn/ZXCxl+92VK3hwBWflxm3DpquTcZUl9rI/BmUzMF66OkFX/tXaf9mkXWWzM1ad/FVcKcGNElwVy/dWFFtfX9tfjCulmFEw4YAZB4xoMOFw7Uu9bhsHTOXOMaClVNViwPJVihYjGgzqtW2D9UtjE29dJ+8aNZskJiYSHx+P2Wxm9uzZxMXF2RxPTU3lscceo6SkhKlTp/Lyyy8DluXRtm7diqenpa3oP//5D35+frUqwI2U/fWRuU2EvXHUODDitg4ADPLzZpCft/VYJy9XNs8aDsAv5wvo6u3G6dwifjh8gWKDiSeG9sRZa2l3Lt/0ADBv1G28vu4gYOmH/vsv0ijGmWKcyVLbWE66yWqdEwbcuWJN5h5KkWX76r6yRO9+9VjZH4iuZOHlYPnD4KpU/QCzfO1fgxlXpYRWlOCm1HxBaJNqWbLFoYrZHuuaQdVgQMtJtSNQt8tAVpu8jUYjM2fOZMuWLXh5eTFgwADGjRuHt/e1f0TTp0/niy++IDg4mCFDhjBu3Dj69LFMqbls2TJGjx5dp0Ffr+yzg6ykI1qqgKvLp/n7eODvU3EptYiebWnbyon1+84xKqQTcXf1pF/XNmzcf44xfX1ZszeTSeFdMJhUzly8wmuJB6zX3tGjLTtP5Fb53tMGd2dF8klKcSQXR3LVqw/2rv6/9HJ1JP+Kba38nYf78tt/7bVuTx3Ujb1n8jl4+sLVpF5YrnZ/+eqngGufBkxoKMLZ8qW6UIQzV3CmSLXsu6K6cNm679rxUrRYMoUZTYUvk+22YrutxYQWE44YcVKMOHLtywmj5ZhieX3tmAknxUiB6kpQLX+3Vak2eaemphIcHIxOpwMgOjqajRs3MmnSJAAyMzMxGo2EhIQAMHHiRBITE63JuyGoWLO3EKISq54cBFj6SStXP6IO6NaGAd0steyPp4bZnP9QWGdOZF/mtk6eaBQFBwcFs1klYftxpkR0Q+Og8NzqdNycNCyIDWZOdG/r+pxPDfOju7cbc/67j4SpYYwM6sCmA+fp6OWCj6ezdZ3Z+d/s51KxpZvfyNs68OrVOWR6zUvC1bMjf4mLsD4MrYlNM4fxw+EsfFu78szKn6s8r+yPkREHKutk2MpJY3nYWK5y7qCA+ep2+fbt6jw93I93fjgGwLyaFqSGqk3emZmZ1sQNoNPp0Ov1Nzz+v//9z7o9a9YsXnzxRWJiYnj99dfRaKpeF7C2ymreDpK8hbghpYZtix4ujoR0bm2zz8FB4cmh15o9l03qZ33t4qip0KY7rr/O2mwzMqhDhfdIXxDF5RIjK5JPMrhcc9D25yPxdHXExVHDkdejybtSShs3J/616zQTB3ZBq3GwNgN5umi5VGxkTnRv/H3cKywhN6xXe4b4e5N8LMfaYyQy0Icj5wv4eOtxpg7qzvHsQu4P1fF1mp47A9rRzt2ZvKJSWrs5kX/FwPlLxTz2j13o865wYmEMhSVGm+R9T1AHBnZvw0+/XuS1sbfj4+HCnzccxsvVkSeG9uSvV5N3XavXroILFy6kY8eOlJSU8Oijj/Lhhx8yffp0m3MSEhJISEgAICsrq7LbVKvsmWtN/2EKIepfWeK+kVbO2gp9tH3KLdTspHWw1tSnRHSz7v/qmcGcyi1iQLc2pBzPZcKAzjb32D1vJL/mFFk/WTw2pAe7TuQy2L8dAL06eLDkwb4A9OnsBcDYftcqoWXd+rxcHfFydeTfTw3i0NlLKIpCKyctLo4OvDG2D7GhvtZPJuXNKjf174FXo3Csh5WRqk3evr6+NjVtvV5PeHj4DY/7+lr6PXbqZBlS6+LiwtSpU1m9enWF+8fFxVkfgEZE1G7lbOsDy1pdLYRobvp1bUO/rpbEPGGAW4Xj7dydaed+bTFyR42DNXHXhq61K7rWroDlE8ih16JrfK2bU/3Ukav9cxAeHk5GRgZ6vZ7CwkKSkpKIioqyHvf19UWj0ZCeno7JZGLVqlWMGTMGgLNnzwJgNptZs2YNwcHB9VII6wNLyd5CiBai2uSt1WpZunQpkZGRhIaGEh8fj7e3NzExMWRmWkY7vffee0yaNIlevXpx3333WR9WTp48mZCQEEJCQjCZTDz77LP1Ughrs4nUvYUQLUSN6vOxsbHExsba7Fu/fr31dUREBPv377/+MjZv3nyL4dWM9PMWQrQ0djGrYNMZIyqEEA3DPpL31e9S8xZCtBT2kbylzVsI0cLYRfIuIzVvIURLYRfJW5XR8UKIFsY+kjcywlII0bLYR/KWmrcQooWxj+R99btUvIUQLYV9JG/r8HjJ3kKIlsE+kresQCyEaGHsI3mr0mQihGhZ7CJ5gzysFEK0LHaRvMsv7SSEEC2BnSRvqXkLIVoW+0jeSJu3EKJlsY/krcqkVEKIlsU+kjfSbiKEaFlqlLwTExMJDAwkICDAutJ7eampqQQHB+Pv78+rr75q3X/s2DHCwsLw9/fnqaeesk7dWtekzVsI0dJUm7yNRiMzZ85k8+bNpKWlsWTJEnJycmzOmT59Ol988QWHDx9m/fr17Nu3D4DZs2ezYMECjh49SnZ2NuvWrauXQkibtxCipak2eZfVqnU6He7u7kRHR7Nx40br8czMTIxGIyEhIWg0GiZOnEhiYiKqqpKcnMyoUaMAmDJlCmvXrq2fUqiqtHkLIVqUapN3ZmYmOp3Ouq3T6dDr9dUez8nJoW3bttb+19dfV5d+e1dPvps5tF7uLYQQTVGNVo+vTwkJCdZ29KysrFrdw8vVES9Xx7oMSwghmrRqa96+vr42NWa9Xo+vr2+1x729vcnNzbU+pLz+ujJxcXGkpKSQkpKCj4/PLRVGCCFaimqTd3h4OBkZGej1egoLC0lKSiIqKsp63NfXF41GQ3p6OiaTiVWrVjFmzBgURSEiIsL6kHLlypWMGTOm/koihBAtSLXJW6vVsnTpUiIjIwkNDSU+Ph5vb29iYmLIzMwE4L333mPSpEn06tWL++67jz59+gCwePFi5s+fj5+fH23atLE+vBRCCHFrFLW+Ol/XQkREBCkpKY0dhhBCNBlV5UW7GGEphBAtjSRvIYRohiR5CyFEM9Sk2rw7dOhAjx49anVtVlZWi+1qKGVveWVvqeWGllf2EydOcP78+Qr7m1TyvhUt+WGnlL3llb2llhtadtnLk2YTIYRohuwmecfFxTV2CI1Gyt7ytNRyQ8sue3l202wihBAtid3UvIUQoiWR5C2EEM2QXSTv6pZpa+66d+9OSEgIoaGhREZGAlUvMZednU1kZCQBAQGMHz+e4uLixgz9po0bN442bdowYcIE676bXWavuf4MKiv78OHD6d27N6GhoYSGhnLlyhWg6jIWFxczfvx4AgICiIyMJDs7u1HKcjNOnz7N8OHDCQoKIiQkhNWrVwM3//ttjmW/JWozZzAY1ICAAPXMmTNqQUGB2qtXLzU7O7uxw6pT3bp1UwsKCmz2PfDAA+ratWsrvI6Pj1eXL19e4XVzsWXLFnXNmjXqAw88YN0XFham7t27VzUajeodd9yhpqenq6pqfz+Dyso+bNgwdd++fRXOraqMy5cvV+Pj4yu8bsoyMzPVtLQ0VVVV9ezZs6qvr69aWFh407/f5lj2W9Hsk/ePP/6ojh071rr9hz/8Qf38888bMaK6d33yNpvNaqdOnVSz2ayqqqp+9dVX6pNPPqmqqqoGBASoeXl5qqqqalpamnrvvfc2fMC3aMuWLdYEptfr1dDQUOuxd955R33zzTft9mdQvuyqWnXyrqqM99xzj7pnzx5VVVX14sWLaq9evRog6roVEhKinjp16qZ/v/ZQ9pvR7JtNqlumzR4oisKwYcMYOHAgK1euvOESc/n5+Xh5eVXY31zVZpk9e/sZPPLII/Tr14+3337buq+qMpb/ebVu3Zq8vLwGj/dW/PTTT5hMJlxdXW/699vcy36zGn0ZNFG97du3o9PpOHv2LCNHjqRLly6NHZJoICtXrkSn05Gfn09sbCyBgYF2Oy9+bm4uU6dO5eOPP27sUJqFZl/zrm6ZNntQVpvo1KkTMTExHDt2rMol5ry8vMjPz6+wv7mqzTJ79vQzKPvde3l58dBDD7Fr1y7rdmVlLP/zysvLo3Xr1g0fdC2UlJQwduxY5syZw+DBg2v1+22uZa+tZp+8q1umrbm7fPkyBQUFABQWFrJ582Zuv/32KpeYGz16NJ9++ikAn332WbNfeq42y+zZy8/AaDRae0yUlpaSlJREcHAwUHUZr98/evToRoj85qiqyrRp07j77rv5zW9+A1Cr329zLPstadwm97rxzTffqAEBAaqfn5/6t7/9rbHDqVPHjh1TQ0JC1JCQEDU4OFh99913VVVV1SNHjqj9+/dXe/bsqT7xxBOqyWRSVVVVs7Ky1KFDh6p+fn7q/fffrxYVFTVm+DdtxIgRart27VRXV1dVp9OpycnJ6o4dO9SgoCC1Z8+e6vz5863n2tvP4Pqyb9++Xe3fv7/ap08fNSgoSJ09e7b1AV5VZSwqKlLvv/9+1c/PTx06dKialZXVmEWqkW3btqmKoqh9+/a1fqWnp9/077c5lv1WyPB4IYRohpp9s4kQQrREkryFEKIZkuQthBDNkCRvIYRohiR5CyFEMyTJWwghmiFJ3kII0QxJ8hZCiGbo/wG90JMQ2NwLkAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 420x280 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit(epochs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sampling"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"gc.collect()\n",
"\n",
"torch.cuda.empty_cache()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sz = (512, 1, 32, 32)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"s = one_step_sample(learn.model,sz)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x525 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_images(s[:25].clamp(-1,1), imsize=1.5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"40.0\n",
"20.0\n",
"10.0\n",
"5.0\n"
]
}
],
"source": [
"x=s\n",
"for sig in reversed([5.0, 10.0, 20.0, 40.0]):\n",
" print(sig)\n",
" z = torch.randn_like(x)\n",
" x = x + math.sqrt((sig)**2 - learn.model.eps**2) * torch.randn(sz).cuda()\n",
" x = learn.model((x, tensor(sig)[None].cuda() * torch.ones((len(x),1)).cuda().reshape(-1,1,1,1)))\n",
" gc.collect()\n",
" torch.cuda.empty_cache()\n",
"s=x"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
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