From 7fea34d65e9dcce807c5b7dbe0f0992242794262 Mon Sep 17 00:00:00 2001 From: Shubbair Date: Tue, 30 Jul 2024 02:37:09 +0300 Subject: [PATCH] Updating GAN Code... --- gan/playground.ipynb | 114 +++++++++++++++++++++++-------------------- 1 file changed, 60 insertions(+), 54 deletions(-) diff --git a/gan/playground.ipynb b/gan/playground.ipynb index 5088ec21..3d78894b 100644 --- a/gan/playground.ipynb +++ b/gan/playground.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 427, + "execution_count": 573, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 428, + "execution_count": 574, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 429, + "execution_count": 575, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 430, + "execution_count": 576, "metadata": {}, "outputs": [], "source": [ @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 431, + "execution_count": 577, "metadata": {}, "outputs": [], "source": [ @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 432, + "execution_count": 578, "metadata": {}, "outputs": [ { @@ -130,7 +130,7 @@ ")" ] }, - "execution_count": 432, + "execution_count": 578, "metadata": {}, "output_type": "execute_result" } @@ -142,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 433, + "execution_count": 579, "metadata": {}, "outputs": [], "source": [ @@ -153,12 +153,12 @@ }, { "cell_type": "code", - "execution_count": 434, + "execution_count": 580, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -183,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 435, + "execution_count": 581, "metadata": {}, "outputs": [], "source": [ @@ -196,34 +196,35 @@ }, { "cell_type": "code", - "execution_count": 436, + "execution_count": 582, "metadata": {}, "outputs": [], "source": [ "class Discriminator(nn.Module):\n", "\n", - " def __init__(self,im_dim:int = 784, hidden_dim:int = 128):\n", + " def __init__(self,im_dim:int = 784, hidden_dim:int = 256):\n", " super(Discriminator, self).__init__()\n", "\n", " self.disc = nn.Sequential(\n", - " # DisBlock(im_dim, hidden_dim * 4),\n", - " # DisBlock(hidden_dim * 4, hidden_dim * 2),\n", - " # DisBlock(hidden_dim * 2, hidden_dim),\n", - " \n", - " DisBlock(im_dim, hidden_dim * 2),\n", + " DisBlock(im_dim, hidden_dim * 4),\n", + " DisBlock(hidden_dim * 4, hidden_dim * 2),\n", " DisBlock(hidden_dim * 2, hidden_dim),\n", - "\n", + " \n", + " nn.Dropout(0.3),\n", " nn.Linear(hidden_dim,1),\n", - " nn.Sigmoid()\n", + " # nn.Sigmoid()\n", " )\n", " \n", " def __call__(self, noise):\n", - " return self.disc(noise)" + " x = noise + 1.0\n", + " x = self.disc(noise)\n", + " out = mx.log(mx.softmax(x)) \n", + " return out" ] }, { "cell_type": "code", - "execution_count": 437, + "execution_count": 583, "metadata": {}, "outputs": [ { @@ -232,20 +233,24 @@ "Discriminator(\n", " (disc): Sequential(\n", " (layers.0): Sequential(\n", - " (layers.0): Linear(input_dims=784, output_dims=256, bias=True)\n", + " (layers.0): Linear(input_dims=784, output_dims=1024, bias=True)\n", " (layers.1): LeakyReLU()\n", " )\n", " (layers.1): Sequential(\n", - " (layers.0): Linear(input_dims=256, output_dims=128, bias=True)\n", + " (layers.0): Linear(input_dims=1024, output_dims=512, bias=True)\n", " (layers.1): LeakyReLU()\n", " )\n", - " (layers.2): Linear(input_dims=128, output_dims=1, bias=True)\n", - " (layers.3): Sigmoid()\n", + " (layers.2): Sequential(\n", + " (layers.0): Linear(input_dims=512, output_dims=256, bias=True)\n", + " (layers.1): LeakyReLU()\n", + " )\n", + " (layers.3): Dropout(p=0.30000000000000004)\n", + " (layers.4): Linear(input_dims=256, output_dims=1, bias=True)\n", " )\n", ")" ] }, - "execution_count": 437, + "execution_count": 583, "metadata": {}, "output_type": "execute_result" } @@ -278,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 438, + "execution_count": 584, "metadata": {}, "outputs": [], "source": [ @@ -312,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 439, + "execution_count": 585, "metadata": {}, "outputs": [], "source": [ @@ -332,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 440, + "execution_count": 586, "metadata": {}, "outputs": [], "source": [ @@ -342,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 441, + "execution_count": 587, "metadata": {}, "outputs": [], "source": [ @@ -352,16 +357,16 @@ }, { "cell_type": "code", - "execution_count": 442, + "execution_count": 588, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 442, + "execution_count": 588, "metadata": {}, "output_type": "execute_result" }, @@ -382,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 443, + "execution_count": 589, "metadata": {}, "outputs": [], "source": [ @@ -395,7 +400,7 @@ }, { "cell_type": "code", - "execution_count": 444, + "execution_count": 590, "metadata": {}, "outputs": [], "source": [ @@ -419,12 +424,12 @@ }, { "cell_type": "code", - "execution_count": 445, + "execution_count": 591, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -449,25 +454,25 @@ }, { "cell_type": "code", - "execution_count": 446, + "execution_count": 592, "metadata": {}, "outputs": [], "source": [ - "lr = 2e-4\n", + "lr = 2e-8\n", "z_dim = 64\n", "\n", "gen = Generator(z_dim)\n", "mx.eval(gen.parameters())\n", - "gen_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.999]) #,betas=[0.5, 0.9]\n", + "gen_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.9]) #,betas=[0.5, 0.9]\n", "\n", "disc = Discriminator()\n", "mx.eval(disc.parameters())\n", - "disc_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.999])" + "disc_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.9])" ] }, { "cell_type": "code", - "execution_count": 447, + "execution_count": 593, "metadata": {}, "outputs": [ { @@ -484,7 +489,7 @@ "display_step = 5000\n", "cur_step = 0\n", "\n", - "batch_size = 128\n", + "batch_size = 64\n", "\n", "D_loss_grad = nn.value_and_grad(disc, disc_loss)\n", "G_loss_grad = nn.value_and_grad(gen, gen_loss)\n", @@ -510,16 +515,17 @@ " gen_opt.update(gen, G_grads)\n", " \n", " # Update gradients\n", - " mx.eval(gen.parameters(), gen_opt.state)\n", - " \n", - " \n", - " if (cur_step + 1) % display_step == 0:\n", - " print(f\"Step {epoch}: Generator loss: {G_loss}, discriminator loss: {D_loss}\")\n", - " fake_noise = mx.array(get_noise(batch_size, z_dim))\n", - " fake = gen(fake_noise)\n", - " show_images(fake)\n", - " show_images(real)\n", - " cur_step += 1" + " mx.eval(gen.parameters(), gen_opt.state) \n", + " \n", + " print('Losses D={0} G={1}'.format(D_loss,G_loss))\n", + " \n", + " if (cur_step + 1) % display_step == 0:\n", + " print(f\"Step {epoch}: Generator loss: {G_loss}, discriminator loss: {D_loss}\")\n", + " fake_noise = mx.array(get_noise(batch_size, z_dim))\n", + " fake = gen(fake_noise)\n", + " show_images(fake)\n", + " show_images(real)\n", + " cur_step += 1" ] } ],