diff --git a/gan/playground.ipynb b/gan/playground.ipynb index 98b23839..9bdf4ee6 100644 --- a/gan/playground.ipynb +++ b/gan/playground.ipynb @@ -296,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 204, "metadata": {}, "outputs": [], "source": [ @@ -307,7 +307,7 @@ " \n", " fake_disc = disc(fake_images)\n", "\n", - " fake_labels = mx.ones((fake_images.size(0),1))\n", + " fake_labels = mx.ones((len(fake_images),1))\n", " \n", " gen_loss = nn.losses.binary_cross_entropy(fake_disc,fake_labels,with_logits=True)\n", "\n", @@ -316,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 200, + "execution_count": 205, "metadata": {}, "outputs": [], "source": [ @@ -327,7 +327,7 @@ }, { "cell_type": "code", - "execution_count": 201, + "execution_count": 206, "metadata": {}, "outputs": [], "source": [ @@ -347,12 +347,12 @@ }, { "cell_type": "code", - "execution_count": 202, + "execution_count": 207, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -374,7 +374,7 @@ }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 208, "metadata": {}, "outputs": [ { @@ -391,7 +391,7 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[203], line 28\u001b[0m\n\u001b[1;32m 23\u001b[0m disc_opt\u001b[38;5;241m.\u001b[39mupdate(disc, D_grads)\n\u001b[1;32m 25\u001b[0m \u001b[38;5;66;03m# Update gradients\u001b[39;00m\n\u001b[0;32m---> 28\u001b[0m G_loss,G_grads \u001b[38;5;241m=\u001b[39m \u001b[43mG_loss_grad\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgen\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdisc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mz_dim\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 30\u001b[0m \u001b[38;5;66;03m# Update optimizer\u001b[39;00m\n\u001b[1;32m 31\u001b[0m gen_opt\u001b[38;5;241m.\u001b[39mupdate(gen, G_grads)\n", + "Cell \u001b[0;32mIn[208], line 28\u001b[0m\n\u001b[1;32m 23\u001b[0m disc_opt\u001b[38;5;241m.\u001b[39mupdate(disc, D_grads)\n\u001b[1;32m 25\u001b[0m \u001b[38;5;66;03m# Update gradients\u001b[39;00m\n\u001b[0;32m---> 28\u001b[0m G_loss,G_grads \u001b[38;5;241m=\u001b[39m \u001b[43mG_loss_grad\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgen\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdisc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mz_dim\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 30\u001b[0m \u001b[38;5;66;03m# Update optimizer\u001b[39;00m\n\u001b[1;32m 31\u001b[0m gen_opt\u001b[38;5;241m.\u001b[39mupdate(gen, G_grads)\n", "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/mlx/nn/utils.py:34\u001b[0m, in \u001b[0;36mvalue_and_grad..wrapped_value_grad_fn\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(fn)\n\u001b[1;32m 33\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapped_value_grad_fn\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m---> 34\u001b[0m value, grad \u001b[38;5;241m=\u001b[39m \u001b[43mvalue_grad_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrainable_parameters\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 35\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m value, grad\n", "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/mlx/nn/utils.py:28\u001b[0m, in \u001b[0;36mvalue_and_grad..inner_fn\u001b[0;34m(params, *args, **kwargs)\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner_fn\u001b[39m(params, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 27\u001b[0m model\u001b[38;5;241m.\u001b[39mupdate(params)\n\u001b[0;32m---> 28\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[0;31mTypeError\u001b[0m: 'bool' object is not callable"