From f505fe6e55f18869d20bacb30aee33c0cc45e9bf Mon Sep 17 00:00:00 2001 From: Shubbair Date: Tue, 30 Jul 2024 02:17:12 +0300 Subject: [PATCH] Updating GAN Code... --- gan/playground.ipynb | 71 +++++++++++++++++++++++++------------------- 1 file changed, 40 insertions(+), 31 deletions(-) diff --git a/gan/playground.ipynb b/gan/playground.ipynb index 40949f7d..5088ec21 100644 --- a/gan/playground.ipynb +++ b/gan/playground.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 369, + "execution_count": 427, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 370, + "execution_count": 428, "metadata": {}, "outputs": [], "source": [ @@ -31,6 +31,15 @@ "import matplotlib.pyplot as plt" ] }, + { + "cell_type": "code", + "execution_count": 429, + "metadata": {}, + "outputs": [], + "source": [ + "# mx.set_default_device(mx.gpu)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -47,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 371, + "execution_count": 430, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 393, + "execution_count": 431, "metadata": {}, "outputs": [], "source": [ @@ -88,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 394, + "execution_count": 432, "metadata": {}, "outputs": [ { @@ -121,7 +130,7 @@ ")" ] }, - "execution_count": 394, + "execution_count": 432, "metadata": {}, "output_type": "execute_result" } @@ -133,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 374, + "execution_count": 433, "metadata": {}, "outputs": [], "source": [ @@ -144,12 +153,12 @@ }, { "cell_type": "code", - "execution_count": 375, + "execution_count": 434, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", "text/plain": [ "
" ] @@ -174,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 376, + "execution_count": 435, "metadata": {}, "outputs": [], "source": [ @@ -187,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 377, + "execution_count": 436, "metadata": {}, "outputs": [], "source": [ @@ -214,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 378, + "execution_count": 437, "metadata": {}, "outputs": [ { @@ -236,7 +245,7 @@ ")" ] }, - "execution_count": 378, + "execution_count": 437, "metadata": {}, "output_type": "execute_result" } @@ -269,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 379, + "execution_count": 438, "metadata": {}, "outputs": [], "source": [ @@ -303,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 380, + "execution_count": 439, "metadata": {}, "outputs": [], "source": [ @@ -323,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 381, + "execution_count": 440, "metadata": {}, "outputs": [], "source": [ @@ -333,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 382, + "execution_count": 441, "metadata": {}, "outputs": [], "source": [ @@ -343,16 +352,16 @@ }, { "cell_type": "code", - "execution_count": 383, + "execution_count": 442, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 383, + "execution_count": 442, "metadata": {}, "output_type": "execute_result" }, @@ -373,7 +382,7 @@ }, { "cell_type": "code", - "execution_count": 384, + "execution_count": 443, "metadata": {}, "outputs": [], "source": [ @@ -386,7 +395,7 @@ }, { "cell_type": "code", - "execution_count": 385, + "execution_count": 444, "metadata": {}, "outputs": [], "source": [ @@ -410,12 +419,12 @@ }, { "cell_type": "code", - "execution_count": 386, + "execution_count": 445, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -440,32 +449,32 @@ }, { "cell_type": "code", - "execution_count": 391, + "execution_count": 446, "metadata": {}, "outputs": [], "source": [ - "lr = 0.002\n", - "z_dim = 100\n", + "lr = 2e-4\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])\n", + "gen_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.999]) #,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, 0.999])" ] }, { "cell_type": "code", - "execution_count": 395, + "execution_count": 447, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 4%|▍ | 9/200 [00:59<21:10, 6.65s/it]" + " 0%| | 0/200 [00:00