diff --git a/src/inference.ipynb b/src/inference.ipynb index ec62e8b..b0a57a6 100644 --- a/src/inference.ipynb +++ b/src/inference.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 84, + "execution_count": 17, "metadata": { "metadata": {} }, @@ -21,7 +21,7 @@ " 'loss': 'kl'}" ] }, - "execution_count": 84, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -35,7 +35,8 @@ "device = torch.device(\"cuda:0\") if torch.cuda.is_available() else torch.device(\"cpu\")\n", "\n", "run = \"run_71\"\n", - "image = 1177\n", + "# run = \"run_96\"\n", + "image = 11547\n", "\n", "model_path = (MODELS_PATH / run).with_suffix(\".pth\")\n", "params_path = (MODELS_PATH / run).with_suffix(\".json\")\n", @@ -46,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -73,7 +74,7 @@ ")" ] }, - "execution_count": 85, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -102,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -120,39 +121,30 @@ "rgb(16.0,32.0,16.0)", "rgb(16.0,32.0,32.0)", "rgb(16.0,32.0,48.0)", - "rgb(16.0,48.0,16.0)", - "rgb(16.0,48.0,32.0)", - "rgb(16.0,48.0,48.0)", - "rgb(32.0,16.0,16.0)", "rgb(32.0,16.0,32.0)", - "rgb(32.0,32.0,16.0)", "rgb(32.0,32.0,32.0)", "rgb(32.0,32.0,48.0)", - "rgb(32.0,48.0,16.0)", "rgb(32.0,48.0,32.0)", "rgb(32.0,48.0,48.0)", "rgb(32.0,48.0,64.0)", - "rgb(32.0,64.0,32.0)", + "rgb(32.0,64.0,48.0)", "rgb(32.0,64.0,64.0)", - "rgb(32.0,64.0,80.0)", - "rgb(32.0,64.0,96.0)", - "rgb(48.0,32.0,16.0)", "rgb(48.0,32.0,32.0)", "rgb(48.0,32.0,48.0)", - "rgb(48.0,48.0,16.0)", "rgb(48.0,48.0,32.0)", "rgb(48.0,48.0,48.0)", "rgb(48.0,48.0,64.0)", + "rgb(48.0,48.0,80.0)", + "rgb(48.0,64.0,32.0)", "rgb(48.0,64.0,48.0)", "rgb(48.0,64.0,64.0)", "rgb(48.0,64.0,80.0)", "rgb(48.0,80.0,64.0)", "rgb(48.0,80.0,80.0)", "rgb(48.0,80.0,96.0)", - "rgb(48.0,96.0,112.0)", - "rgb(64.0,32.0,16.0)", + "rgb(64.0,16.0,32.0)", "rgb(64.0,32.0,32.0)", - "rgb(64.0,48.0,16.0)", + "rgb(64.0,32.0,48.0)", "rgb(64.0,48.0,32.0)", "rgb(64.0,48.0,48.0)", "rgb(64.0,48.0,64.0)", @@ -160,6 +152,7 @@ "rgb(64.0,64.0,48.0)", "rgb(64.0,64.0,64.0)", "rgb(64.0,64.0,80.0)", + "rgb(64.0,64.0,96.0)", "rgb(64.0,80.0,48.0)", "rgb(64.0,80.0,64.0)", "rgb(64.0,80.0,80.0)", @@ -168,12 +161,10 @@ "rgb(64.0,96.0,80.0)", "rgb(64.0,96.0,96.0)", "rgb(64.0,96.0,112.0)", - "rgb(64.0,96.0,128.0)", - "rgb(64.0,112.0,128.0)", - "rgb(80.0,48.0,16.0)", - "rgb(80.0,48.0,32.0)", + "rgb(64.0,112.0,96.0)", + "rgb(80.0,32.0,48.0)", "rgb(80.0,48.0,48.0)", - "rgb(80.0,64.0,32.0)", + "rgb(80.0,48.0,64.0)", "rgb(80.0,64.0,48.0)", "rgb(80.0,64.0,64.0)", "rgb(80.0,64.0,80.0)", @@ -181,39 +172,41 @@ "rgb(80.0,80.0,64.0)", "rgb(80.0,80.0,80.0)", "rgb(80.0,80.0,96.0)", + "rgb(80.0,80.0,112.0)", "rgb(80.0,96.0,64.0)", "rgb(80.0,96.0,80.0)", "rgb(80.0,96.0,96.0)", "rgb(80.0,96.0,112.0)", 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"rgb(112.0,64.0,80.0)", "rgb(112.0,80.0,64.0)", "rgb(112.0,80.0,80.0)", "rgb(112.0,80.0,96.0)", @@ -221,22 +214,26 @@ "rgb(112.0,96.0,80.0)", "rgb(112.0,96.0,96.0)", "rgb(112.0,96.0,112.0)", + "rgb(112.0,96.0,128.0)", "rgb(112.0,112.0,80.0)", "rgb(112.0,112.0,96.0)", "rgb(112.0,112.0,112.0)", "rgb(112.0,112.0,128.0)", - "rgb(112.0,128.0,80.0)", + "rgb(112.0,112.0,144.0)", + "rgb(112.0,128.0,96.0)", "rgb(112.0,128.0,112.0)", "rgb(112.0,128.0,128.0)", "rgb(112.0,128.0,144.0)", "rgb(112.0,128.0,160.0)", + "rgb(112.0,144.0,128.0)", "rgb(112.0,144.0,144.0)", "rgb(112.0,144.0,160.0)", - "rgb(112.0,144.0,176.0)", - "rgb(112.0,160.0,160.0)", - "rgb(112.0,160.0,176.0)", - "rgb(128.0,80.0,48.0)", + "rgb(112.0,160.0,144.0)", + "rgb(128.0,64.0,64.0)", + "rgb(128.0,64.0,80.0)", "rgb(128.0,80.0,64.0)", + "rgb(128.0,80.0,80.0)", + "rgb(128.0,80.0,96.0)", "rgb(128.0,96.0,64.0)", "rgb(128.0,96.0,80.0)", "rgb(128.0,96.0,96.0)", @@ -245,23 +242,31 @@ "rgb(128.0,112.0,96.0)", "rgb(128.0,112.0,112.0)", 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"rgb(0.0,32.0,80.0)", @@ -3795,7 +7716,8 @@ "rgb(0.0,32.0,192.0)", "rgb(0.0,32.0,208.0)", "rgb(0.0,32.0,240.0)", - "rgb(0.0,48.0,0.0)", + "rgb(0.0,48.0,32.0)", + "rgb(0.0,48.0,48.0)", "rgb(0.0,48.0,64.0)", "rgb(0.0,48.0,80.0)", "rgb(0.0,48.0,96.0)", @@ -3823,6 +7745,8 @@ "rgb(0.0,64.0,240.0)", "rgb(0.0,80.0,0.0)", "rgb(0.0,80.0,16.0)", + "rgb(0.0,80.0,32.0)", + "rgb(0.0,80.0,48.0)", "rgb(0.0,80.0,64.0)", "rgb(0.0,80.0,80.0)", "rgb(0.0,80.0,96.0)", @@ -3836,6 +7760,7 @@ "rgb(0.0,80.0,224.0)", "rgb(0.0,80.0,240.0)", "rgb(0.0,96.0,0.0)", + "rgb(0.0,96.0,16.0)", "rgb(0.0,96.0,32.0)", "rgb(0.0,96.0,48.0)", "rgb(0.0,96.0,64.0)", @@ -3996,6 +7921,7 @@ "rgb(0.0,240.0,240.0)", "rgb(16.0,0.0,0.0)", "rgb(16.0,0.0,16.0)", + "rgb(16.0,0.0,32.0)", "rgb(16.0,0.0,80.0)", "rgb(16.0,0.0,96.0)", "rgb(16.0,0.0,112.0)", @@ -4005,9 +7931,9 @@ "rgb(16.0,0.0,176.0)", "rgb(16.0,0.0,192.0)", "rgb(16.0,0.0,240.0)", - "rgb(16.0,16.0,0.0)", "rgb(16.0,16.0,16.0)", "rgb(16.0,16.0,32.0)", + "rgb(16.0,16.0,48.0)", "rgb(16.0,16.0,80.0)", "rgb(16.0,16.0,96.0)", "rgb(16.0,16.0,112.0)", @@ -4015,9 +7941,9 @@ "rgb(16.0,16.0,144.0)", "rgb(16.0,16.0,160.0)", "rgb(16.0,16.0,176.0)", - "rgb(16.0,32.0,0.0)", "rgb(16.0,32.0,16.0)", "rgb(16.0,32.0,32.0)", + "rgb(16.0,32.0,48.0)", "rgb(16.0,32.0,64.0)", "rgb(16.0,32.0,80.0)", "rgb(16.0,32.0,96.0)", @@ -4029,6 +7955,7 @@ "rgb(16.0,32.0,192.0)", "rgb(16.0,32.0,208.0)", "rgb(16.0,48.0,16.0)", + "rgb(16.0,48.0,32.0)", "rgb(16.0,48.0,48.0)", "rgb(16.0,48.0,64.0)", "rgb(16.0,48.0,80.0)", @@ -4041,7 +7968,11 @@ "rgb(16.0,48.0,192.0)", "rgb(16.0,48.0,208.0)", "rgb(16.0,48.0,224.0)", + "rgb(16.0,64.0,0.0)", + "rgb(16.0,64.0,16.0)", + "rgb(16.0,64.0,32.0)", "rgb(16.0,64.0,64.0)", + "rgb(16.0,64.0,80.0)", "rgb(16.0,64.0,96.0)", "rgb(16.0,64.0,112.0)", "rgb(16.0,64.0,128.0)", @@ -4050,7 +7981,9 @@ "rgb(16.0,64.0,176.0)", "rgb(16.0,64.0,192.0)", "rgb(16.0,64.0,208.0)", + "rgb(16.0,80.0,16.0)", "rgb(16.0,80.0,32.0)", + "rgb(16.0,80.0,48.0)", "rgb(16.0,80.0,64.0)", "rgb(16.0,80.0,80.0)", "rgb(16.0,80.0,96.0)", @@ -4063,6 +7996,7 @@ "rgb(16.0,80.0,208.0)", "rgb(16.0,96.0,0.0)", "rgb(16.0,96.0,16.0)", + "rgb(16.0,96.0,32.0)", "rgb(16.0,96.0,48.0)", "rgb(16.0,96.0,64.0)", "rgb(16.0,96.0,80.0)", @@ -4217,8 +8151,6 @@ "rgb(16.0,240.0,208.0)", "rgb(16.0,240.0,224.0)", "rgb(16.0,240.0,240.0)", - "rgb(32.0,0.0,0.0)", - "rgb(32.0,0.0,64.0)", "rgb(32.0,0.0,80.0)", "rgb(32.0,0.0,96.0)", "rgb(32.0,0.0,112.0)", @@ -4232,7 +8164,7 @@ "rgb(32.0,16.0,0.0)", "rgb(32.0,16.0,16.0)", "rgb(32.0,16.0,32.0)", - "rgb(32.0,16.0,80.0)", + "rgb(32.0,16.0,48.0)", "rgb(32.0,16.0,96.0)", "rgb(32.0,16.0,112.0)", "rgb(32.0,16.0,128.0)", @@ -4241,10 +8173,10 @@ "rgb(32.0,16.0,176.0)", "rgb(32.0,16.0,192.0)", "rgb(32.0,16.0,208.0)", - "rgb(32.0,32.0,0.0)", "rgb(32.0,32.0,16.0)", "rgb(32.0,32.0,32.0)", "rgb(32.0,32.0,48.0)", + "rgb(32.0,32.0,64.0)", "rgb(32.0,32.0,80.0)", "rgb(32.0,32.0,96.0)", "rgb(32.0,32.0,112.0)", @@ -4255,6 +8187,7 @@ "rgb(32.0,32.0,192.0)", 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"text/html": [ - "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -24341,20 +42943,34 @@ "\n", "\n", "output = pdf_transfer_3d(\n", - " source=np.array(og),\n", - " target_flattened=r.transpose(),\n", - " relaxation=1,\n", - " bin_count=1000,\n", + " source=np.array(edited_image),\n", + " target_flattened=rgb_vectors.transpose(),\n", + " relaxation=0.5,\n", + " bin_count=5000,\n", " iterations=20,\n", " smoothness=1,\n", + " should_regrain=True,\n", ")\n", "\n", "display_images(\n", " {\n", - " \"Input\": og,\n", - " \"Reference\": edited,\n", + " \"Input\": original_image,\n", + " \"Reference\": edited_image,\n", " \"Output\": Image.fromarray(output),\n", " }\n", + ")\n", + "plot_histograms_in_3d(\n", + " {\n", + " \"original\": compute_histogram(\n", + " original_image, bins=hyperparameters[\"bin_count\"], normalize=True\n", + " ),\n", + " \"edited\": compute_histogram(\n", + " edited_image, bins=hyperparameters[\"bin_count\"], normalize=True\n", + " ),\n", + " \"predicted\": compute_histogram(\n", + " Image.fromarray(output), bins=hyperparameters[\"bin_count\"], normalize=True\n", + " ),\n", + " },\n", ")" ] }