From 2cd518321f34ebff21ba6d7dc1f022e55ead2ec3 Mon Sep 17 00:00:00 2001 From: Lars Bogner Date: Thu, 27 Nov 2025 08:41:43 +0100 Subject: [PATCH] Prepare run 3 --- .../03_visualize_hyperparameters.ipynb | 695 ++++++++++++++++-- Code/python/notebooks/hyperparameter_scan.py | 4 +- 2 files changed, 654 insertions(+), 45 deletions(-) diff --git a/Code/python/notebooks/03_visualize_hyperparameters.ipynb b/Code/python/notebooks/03_visualize_hyperparameters.ipynb index 3dfa437..7980903 100644 --- a/Code/python/notebooks/03_visualize_hyperparameters.ipynb +++ b/Code/python/notebooks/03_visualize_hyperparameters.ipynb @@ -53,7 +53,7 @@ "type": "float" } ], - "ref": "bc137ea2-2c98-4186-b74e-931e4ef486f0", + "ref": "823f7ca1-4ced-4802-9a38-1288b13d322f", "rows": [ [ "65", @@ -604,19 +604,95 @@ } ], "source": [ - "df = pd.read_csv(\"../hyperparameter_scan_results.csv\")\n", + "df = pd.read_csv(\"hyperparameter_scan_results.csv\")\n", "df.sort_values(\"Final Loss\")" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "id": "2fe2d178", "metadata": {}, + "outputs": [], + "source": [ + "def visualize_hyperparameter_scan(df):\n", + " from matplotlib.colors import Normalize, LogNorm\n", + "\n", + " score_column = \"Final Loss\" # Validation Loss\n", + " hyperparameters = list([c for c in df.columns if c != score_column])\n", + " n_hyperparameters = len(hyperparameters)\n", + " fig, axs = plt.subplots(n_hyperparameters, n_hyperparameters, figsize=(10, 10), constrained_layout=True)\n", + " \n", + "\n", + " cmap = plt.get_cmap('viridis')\n", + " cnorm = LogNorm(vmin=df[score_column].min(), vmax=300)\n", + "\n", + " for i, hp1 in enumerate(hyperparameters):\n", + " for j, hp2 in enumerate(hyperparameters):\n", + " if i != j:\n", + " values = df.pivot_table(index=hp1, columns=hp2, values=score_column, aggfunc='min')\n", + " im = axs[i, j].imshow(values, aspect='auto', origin='lower', cmap=cmap, norm=cnorm)\n", + " axs[i, j].set_xlabel(hp2)\n", + " axs[i, j].set_ylabel(hp1)\n", + " axs[i, j].set_xticks(np.arange(len(values.columns)))\n", + " axs[i, j].set_xticklabels(values.columns.astype(str), rotation=45)\n", + " axs[i, j].set_yticks(np.arange(len(values.index)))\n", + " axs[i, j].set_yticklabels(values.index.astype(str))\n", + " #axs[i, j].set_title(f'{hp1} vs {hp2}')\n", + " else:\n", + " values = df.groupby(hp1)[score_column].min()\n", + " max_values = df.groupby(hp1)[score_column].max()\n", + " axs[i, j].bar(values.index.astype(str), values.values)\n", + " #axs[i, j].plot(max_values.index.astype(str), max_values.values, ls='--')\n", + " #axs[i, j].set_yscale('log')\n", + " axs[i, j].set_xlabel(hp1)\n", + " axs[i, j].set_ylabel(score_column)\n", + " #axs[i, j].set_title(f'{hp1}')\n", + " axs[i, j].tick_params(axis='x', rotation=45)\n", + "\n", + "\n", + " #fig.subplots_adjust(right=0.88) # tighten/loosen as needed\n", + " cbar = fig.colorbar(im, ax=axs, orientation='vertical', fraction=0.02, pad=0.04)\n", + " cbar.set_label(score_column)\n", + " #fig.tight_layout()\n", + " return fig, axs" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "495393a7", + "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -626,50 +702,583 @@ } ], "source": [ - "from matplotlib.colors import Normalize, LogNorm\n", - "\n", - "fig, axs = plt.subplots(4, 4, figsize=(10, 10), constrained_layout=True)\n", - "hyperparameters = [\"Model\", \"Hidden Size\", \"RNN Size\", \"Step\"]\n", - "score_column = \"Final Loss\" # Validation Loss\n", - "\n", - "cmap = plt.get_cmap('viridis')\n", - "cnorm = LogNorm(vmin=df[score_column].min(), vmax=300)\n", - "\n", - "for i, hp1 in enumerate(hyperparameters):\n", - " for j, hp2 in enumerate(hyperparameters):\n", - " if i != j:\n", - " values = df.pivot_table(index=hp1, columns=hp2, values=score_column, aggfunc='min')\n", - " im = axs[i, j].imshow(values, aspect='auto', origin='lower', cmap=cmap, norm=cnorm)\n", - " axs[i, j].set_xlabel(hp2)\n", - " axs[i, j].set_ylabel(hp1)\n", - " axs[i, j].set_xticks(np.arange(len(values.columns)))\n", - " axs[i, j].set_xticklabels(values.columns.astype(str), rotation=45)\n", - " axs[i, j].set_yticks(np.arange(len(values.index)))\n", - " axs[i, j].set_yticklabels(values.index.astype(str))\n", - " #axs[i, j].set_title(f'{hp1} vs {hp2}')\n", - " else:\n", - " values = df.groupby(hp1)[score_column].min()\n", - " max_values = df.groupby(hp1)[score_column].max()\n", - " axs[i, j].bar(values.index.astype(str), values.values)\n", - " #axs[i, j].plot(max_values.index.astype(str), max_values.values, ls='--')\n", - " #axs[i, j].set_yscale('log')\n", - " axs[i, j].set_xlabel(hp1)\n", - " axs[i, j].set_ylabel(score_column)\n", - " #axs[i, j].set_title(f'{hp1}')\n", - " axs[i, j].tick_params(axis='x', rotation=45)\n", - "\n", - "\n", - "#fig.subplots_adjust(right=0.88) # tighten/loosen as needed\n", - "cbar = fig.colorbar(im, ax=axs, orientation='vertical', fraction=0.02, pad=0.04)\n", - "cbar.set_label(score_column)\n", - "#fig.tight_layout()\n", - "plt.show()" + "visualize_hyperparameter_scan(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4624b0f2", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Hidden Layers", + "rawType": "int64", + "type": "integer" + }, + { + "name": "RNN Layers", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Dropout", + "rawType": "float64", + "type": "float" + }, + { + "name": "Final Loss", + "rawType": "float64", + "type": "float" + } + ], + "ref": "5164288c-9a19-48ba-b26f-d77def1cc469", + "rows": [ + [ + "0", + "0", + "2", + "0.0", + "13.57315312304967" + ], + [ + "4", + "0", + "3", + "0.0", + "13.700146980688606" + ], + [ + "16", + "1", + "2", + "0.0", + "15.143101020598076" + ], + [ + "40", + "2", + "4", + "0.0", + "16.42642393246503" + ], + [ + "17", + "1", + "2", + "0.05", + "17.294107027456793" + ], + [ + "2", + "0", + "2", + "0.1", + "17.698180574766347" + ], + [ + "5", + "0", + "3", + "0.05", + "17.857194296071228" + ], + [ + "20", + "1", + "3", + "0.0", + "18.612104852434616" + ], + [ + "1", + "0", + "2", + "0.05", + "19.794176068104488" + ], + [ + "7", + "0", + "3", + "0.15", + "20.09943933218298" + ], + [ + "19", + "1", + "2", + "0.15", + "20.26114520220689" + ], + [ + "18", + "1", + "2", + "0.1", + "20.3395075529394" + ], + [ + "8", + "0", + "4", + "0.0", + "20.451897950239584" + ], + [ + "6", + "0", + "3", + "0.1", + "20.897490259627222" + ], + [ + "21", + "1", + "3", + "0.05", + "21.64210480031833" + ], + [ + "33", + "2", + "2", + "0.05", + "22.740719331821925" + ], + [ + "3", + "0", + "2", + "0.15", + "23.32098652611316" + ], + [ + "28", + "1", + "5", + "0.0", + "24.34533299190897" + ], + [ + "23", + "1", + "3", + "0.15", + "24.81157889836271" + ], + [ + "14", + "0", + "5", + "0.1", + "25.02020470525177" + ], + [ + "24", + "1", + "4", + "0.0", + "25.49259500100579" + ], + [ + "35", + "2", + "2", + "0.15", + "26.377998459507044" + ], + [ + "27", + "1", + "4", + "0.15", + "26.519190546492457" + ], + [ + "44", + "2", + "5", + "0.0", + "26.90418548315344" + ], + [ + "34", + "2", + "2", + "0.1", + "27.11947537811709" + ], + [ + "36", + "2", + "3", + "0.0", + "29.63593423870248" + ], + [ + "9", + "0", + "4", + "0.05", + "30.69713682523916" + ], + [ + "15", + "0", + "5", + "0.15", + "31.87427187637544" + ], + [ + "12", + "0", + "5", + "0.0", + "32.88772487640381" + ], + [ + "22", + "1", + "3", + "0.1", + "33.828577202810365" + ], + [ + "10", + "0", + "4", + "0.1", + "35.30218719428694" + ], + [ + "51", + "4", + "2", + "0.15", + "36.28804776366328" + ], + [ + "55", + "4", + "3", + "0.15", + "38.12456071880501" + ], + [ + "39", + "2", + "3", + "0.15", + "39.90182106931445" + ], + [ + "37", + "2", + "3", + "0.05", + "40.43093305238536" + ], + [ + "13", + "0", + "5", + "0.05", + "41.01707866829886" + ], + [ + "25", + "1", + "4", + "0.05", + "43.26106494581196" + ], + [ + "49", + "4", + "2", + "0.05", + "44.17875827198297" + ], + [ + "56", + "4", + "4", + "0.0", + "50.08498817766216" + ], + [ + "11", + "0", + "4", + "0.15", + "56.88415065281828" + ], + [ + "31", + "1", + "5", + "0.15", + "70.0674764337674" + ], + [ + "32", + "2", + "2", + "0.0", + "96.50166923899046" + ], + [ + "48", + "4", + "2", + "0.0", + "96.90064337555792" + ], + [ + "52", + "4", + "3", + "0.0", + "100.72823489551811" + ], + [ + "38", + "2", + "3", + "0.1", + "102.70769267015054" + ], + [ + "41", + "2", + "4", + "0.05", + "103.43423487434924" + ], + [ + "50", + "4", + "2", + "0.1", + "107.32435410459276" + ], + [ + "26", + "1", + "4", + "0.1", + "109.03877604847224" + ], + [ + "43", + "2", + "4", + "0.15", + "109.470432227766" + ], + [ + "53", + "4", + "3", + "0.05", + "114.38032405477176" + ] + ], + "shape": { + "columns": 4, + "rows": 64 + } + }, + "text/html": [ + "
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64 rows × 4 columns

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" + ], + "text/plain": [ + " Hidden Layers RNN Layers Dropout Final Loss\n", + "0 0 2 0.00 13.573153\n", + "4 0 3 0.00 13.700147\n", + "16 1 2 0.00 15.143101\n", + "40 2 4 0.00 16.426424\n", + "17 1 2 0.05 17.294107\n", + ".. ... ... ... ...\n", + "29 1 5 0.05 2160.664361\n", + "46 2 5 0.10 2160.667680\n", + "57 4 4 0.05 2160.668174\n", + "61 4 5 0.05 2160.670699\n", + "47 2 5 0.15 2160.677020\n", + "\n", + "[64 rows x 4 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_mode2 = pd.read_csv(\"hyperparameter_scan_results_mode2.csv\")\n", + "df_mode2 = df_mode2.drop(columns=[\"Model\"])\n", + "df_mode2.sort_values(\"Final Loss\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9bd5b3b9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "visualize_hyperparameter_scan(df_mode2) " ] }, { "cell_type": "code", "execution_count": null, - "id": "495393a7", + "id": "027d3c9e", "metadata": {}, "outputs": [], "source": [] diff --git a/Code/python/notebooks/hyperparameter_scan.py b/Code/python/notebooks/hyperparameter_scan.py index 304e1d2..40224e6 100644 --- a/Code/python/notebooks/hyperparameter_scan.py +++ b/Code/python/notebooks/hyperparameter_scan.py @@ -3,7 +3,7 @@ import pathlib import pandas as pd from aiRNN import dataloader, models, losses -MODE = 2 +MODE = 3 DEVICE = "cuda:2" @@ -233,7 +233,7 @@ def run_mode_3(): cls = models.ThreeInputLSTM hidden_size = 16 rnn_size = 64 - hidden_layers = 1 + hidden_layers = 0 rnn_layers = 3 rnn_dropout = 0.0