From d17d293df9e9355c222f4e9687ee241bd228c802 Mon Sep 17 00:00:00 2001 From: Shubbair Date: Sun, 28 Jul 2024 17:35:36 +0300 Subject: [PATCH] Updating GAN Code... --- gan/playground.ipynb | 55 ++++++++++++++++++++++---------------------- 1 file changed, 28 insertions(+), 27 deletions(-) diff --git a/gan/playground.ipynb b/gan/playground.ipynb index b087a1b0..be4ae606 100644 --- a/gan/playground.ipynb +++ b/gan/playground.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -123,7 +123,7 @@ ")" ] }, - "execution_count": 5, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -135,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -152,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -214,7 +214,7 @@ ")" ] }, - "execution_count": 9, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -233,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -248,7 +248,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -270,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -295,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -314,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -325,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -345,12 +345,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -372,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -388,16 +388,16 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array(0.738084, dtype=float32)" + "array(0.662747, dtype=float32)" ] }, - "execution_count": 18, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -418,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -427,7 +427,7 @@ "60000" ] }, - "execution_count": 19, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -438,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -450,6 +450,7 @@ } ], "source": [ + "# Train the GAN for only 1000 images\n", "batch_size = 16\n", "display_step = 50\n", "cur_step = 0\n", @@ -462,7 +463,7 @@ "\n", "for epoch in tqdm(range(200)):\n", "\n", - " for real in batch_iterate(batch_size, train_images):\n", + " for real in batch_iterate(batch_size, train_images[:1000]):\n", " \n", " D_loss,D_grads = D_loss_grad(gen, disc, real, batch_size, z_dim)\n", "\n",