diff --git "a/plot.ipynb" "b/plot.ipynb" new file mode 100644--- /dev/null +++ "b/plot.ipynb" @@ -0,0 +1,199 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "lIYdn1woOS1n" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "def get_plot(file_path, title=\"SDXL, Batch Size: 1, Steps: 30\"):\n", + " # Load the CSV file\n", + " df = pd.read_csv(file_path)\n", + "\n", + " # Drop the columns that are not needed\n", + " columns_to_drop = [\n", + " 'batch_size', 'num_inference_steps',\n", + " 'pipeline_cls', 'ckpt_id', 'upcast_vae', 'memory (gbs)',\n", + " 'actual_gpu_memory (gbs)',\n", + " 'tag'\n", + " ]\n", + " df_filtered = df.drop(columns=columns_to_drop)\n", + " df_filtered[[\"quant\"]] = df_filtered[[\"do_quant\"]].fillna(\"None\")\n", + " df_filtered.drop(columns=[\"do_quant\"], inplace=True)\n", + "\n", + " # Create a new column to consolidate settings into a readable format\n", + " df_filtered['settings'] = df_filtered.apply(lambda row: ', '.join([f\"{col}-{row[col]}\" for col in df_filtered.columns if col != 'time (secs)']), axis=1)\n", + " df_filtered['formatted_settings'] = df_filtered['settings'].str.replace(\", \", \"\\n\", regex=False)\n", + " df_filtered.loc[0, 'formatted_settings'] = \"default\"\n", + "\n", + " # Generating the plot with matplotlib directly for better control\n", + " plt.figure(figsize=(12, 10))\n", + " sns.set_style(\"whitegrid\")\n", + "\n", + " # Calculate the number of unique settings for bar positions\n", + " n_settings = len(df_filtered['formatted_settings'].unique())\n", + " bar_positions = range(n_settings)\n", + "\n", + " # Choose a color palette\n", + " palette = sns.color_palette(\"husl\", n_settings)\n", + "\n", + " # Plot each bar manually\n", + " bar_width = 0.25 # Width of the bars\n", + " for i, setting in enumerate(df_filtered['formatted_settings'].unique()):\n", + " # Filter the dataframe for each setting and get the mean time\n", + " mean_time = df_filtered[df_filtered['formatted_settings'] == setting]['time (secs)'].mean()\n", + " plt.bar(i, mean_time, width=bar_width, align='center', color=palette[i])\n", + "\n", + " # Add the text above the bars\n", + " plt.text(i, mean_time + 0.01, f'{mean_time:.2f}', ha='center', va='bottom', fontsize=14, fontweight='bold')\n", + "\n", + " # Set the x-ticks to correspond to the settings\n", + " plt.xticks(bar_positions, df_filtered['formatted_settings'].unique(), rotation=45, ha='right', fontsize=10)\n", + "\n", + " plt.ylabel('Time in Seconds', fontsize=14, labelpad=15)\n", + " plt.xlabel('Settings', fontsize=14, labelpad=15)\n", + " plt.title(title, fontsize=18, fontweight=\"bold\", pad=20)\n", + "\n", + " # Adding horizontal gridlines for better readability\n", + " plt.grid(axis='y', linestyle='--', linewidth=0.7, alpha=0.7)\n", + "\n", + " plt.tight_layout()\n", + " plt.subplots_adjust(top=0.9, bottom=0.2) # Adjust the top and bottom\n", + "\n", + " plt.savefig(title.replace(\" \", \"_\") + \".png\", bbox_inches=\"tight\", dpi=300)\n", + "\n", + " # Show the plot\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "source": [ + "get_plot(\"https://huggingface.co/datasets/sayakpaul/sample-datasets/raw/main/sdxl_results/collated_results_peft.csv\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 711 + }, + "id": "B9mLiqLdbl7C", + "outputId": "fc689188-8c18-4e4a-95a3-b6bd6fb27c2d" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "get_plot(\"https://huggingface.co/datasets/sayakpaul/sample-datasets/raw/main/ssd-1b/collated_results_peft.csv\",\n", + " \"SSD-1B, Batch Size: 1, Steps: 30\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 711 + }, + "id": "kesg0D0tYIEF", + "outputId": "478b55f4-1592-431e-b8d1-a9fe3cace47a" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "get_plot(\"https://huggingface.co/datasets/sayakpaul/sample-datasets/raw/main/sdv1-5/collated_results_peft.csv\",\n", + " \"SD v1-5, Batch Size: 1, Steps: 30\")" + ], + "metadata": { + "id": "KrzrOX8Zsr2b", + "outputId": "7e7aa72e-1549-4d02-ad49-873410cbc4e5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 711 + } + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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5ePx6kUTXrl113nnn6bLLLjPWjCotLdWHH36oqVOnnvS1eHt7a+nSpcZloklJSQoKCrK7NLW2tlZr167VzTffLEl2N6aQpFtvvdXuDMDevXvr8ssv14MPPmi3VmBbufHGG3X77bc3+nlwdEalr6+vw2Oc2H6qO/UBQHtGKAUAaJUBAwbonXfe0fz58/XNN980edvzwsJCPfDAA/L19dXYsWNb9byOnqel/8t+zTXX2IVSmzdvVmFhoYKCglReXq7//Oc/dv2vvfZa54ptQklJSZMfWCIjI+Xp+d9f12+++WajQC4xMVGDBw/Wueeeq1tvvdVu29q1a8+YUOqtt97S1q1btWTJEoeXNW3fvl0ffvihdu3apaysLJWXl9stRn+8o0ePtqqWExekDw8P14033uiwr5eX1ynX57riiiuMQKpB165d7UIpZz6YWiwWPfPMM1q8eLFeffXVUwavn332mX7/+9/r3XfftXvftFRdXZ3+/Oc/242Tl5eXnn/+efXv39+u344dO+z2Xb58ebPOgtq2bZtdKHXXXXc5te7Wma4t5sjjQ1vp1wXom1oT7fj9mgqlLr744kbrlo0ePVqBgYF2ZwYlJycbX/fp08fu8r2JEyfqwgsvVGJiohITE9WjRw/FxcVJksObCcyfP7/J0NrVli1bpvfff1/PPPOMLrjggib7nux72dT3GABgj1AKANBqv/nNb7Ro0SJlZmbqq6++0o4dO/Tjjz/q0KFDDvs///zzrQ6lsrOzG7U5upSiKQkJCRo8eLDxAa6mpkbr16/XlClTtHHjRru1WHr16qXevXu3qmZHlixZYnfHsRNt2rTJ7mwIR2eINRgxYoT69OmjPXv2GG1paWmqrKyUn5+fawo+hYazgWw2m3Jzc7VmzRr94x//MLYfPHiw0S3S6+vr9fDDDzu8w9jJnOysk+ZquGyzQa9evWS1Wp0+XteuXRu1nXhW3YlnjDSXh4eHbrnlFk2bNk3ffvuttm7dquTkZO3evdvhOOzdu1cbN27U5Zdf7tTz2Ww2PfLII3aXdnl4eOjJJ5/UhRdeaNe3qKhI1dXVTj1Pbm6uU/udjcyeIx3Nj81xqu+JozOzPDw8FB0dbRdKHX+Z25133qmvvvpKhYWFkn4NlFeuXGl3jIiICF111VW69dZbTbncuGGeKisr05EjR7RhwwYtWrTI+HkqKSnRH//4R3366afG7xVHdR1/ZmpT7See5QYA+C8WOgcAuExsbKxuuOEGPf300/rkk0/09ddfa/bs2Y0uZThw4ECrLtOor6/X9u3b7dqsVmuj26M3x4kLl3/44YeSfj3D6Hin4yyp08HRh8a2uHTEYrEoPDxct912W6P1WzZs2GBX07vvvtuiQOpMFBgY2KitNSGXI15eXrrooot07733atmyZdq+fbuWL1/ucB21nTt3Ov08Tz75pFavXm3X9sgjj+iKK65w+piOnOwDvTsza4501vGX/LlKQkKCPvzwQ/3+979XQkKCwz7Z2dl6+eWXNX36dFMX7/f399dvfvMbzZo1S3PnzrXbVlZWZvw+kH69JO/EGw84Wqi+pqam0U03TnaZJQCAM6UAAKdRWFiYZsyYoby8PL3yyit22yoqKhxeqtEcH374oY4cOWLXds455zS5QO/JXH755frrX/9qLNS7c+dO7d69W5s3bzb6+Pj4nHQtpDONowV1nRkXV4qPj7d7XF9fr/T0dPXt21dS47W7OnfurHvuuUcDBgww3iMffvih3dlVrRUeHm53B7iffvpJ9fX1xpo7ZwOr1apBgwbp3//+t4YMGWL3Yf5Ud1w7mZdeekmLFy+2a5s1a9ZJL20MDAyUl5eX3WWWf/jDH5p1l0ozF+A/U52uOTI8PNzukrkLLrig0cL+jnh7eze53dH8Ul9fr8OHD9u1nRjehIWF6f7779f999+vsrIypaWlKT09XcnJyXrzzTeN98+ePXv0+eefa/To0aes1dUcnQl74pls/fr1s7us+5dffpHNZrO7dPzAgQONLt/r16+fi6sFAPdx9vzlBQA44xQUFOjuu+/Wjz/+2GS/Ez8gW61Wh2eWNMfWrVsdfri67bbbnDqen5+f3Z3EbDab7r//frsP2aNHjz5twc5dd92l/fv3n/Tf8f/D/sorr2jlypUnPZPgiy++sLt0T/r1luUnW4zXLCfWJNmfRXTipXS/+93vdP3116tnz56KjY1VbGysfvjhh1M+z4nrPjV11seJZxfl5OTorbfecti3pqbG6ZCntRYuXKilS5c2edbMsWPHVF9fb9fW0oXOpV/X/PrnP/9p13bDDTc0uc5TQzB2vP/85z8KDQ01vncn/gsMDNT333/f6Gfq+eefV1JSkvFv1KhRLX4NZxpXzpEteX+feCfFnTt3qra29qTfk6ioKO3Zs+eUodSXX37Z6Od148aNdpfuSb/+J0GDEy8l9Pf3V9++fTVu3Dg9/PDDuvjii+22p6Sk2D1+6KGH7N4XN910U5M1OlJeXm4X0jly4hqCUuMFy0+8JLaoqEjffvutXdv69evtHnt4eGjMmDEtKRcA2hXOlAIAOK2urs64a1TXrl01atQoDRgwQLGxsfLz81NBQYE2bdrU6Lbl55577ik//Ei//q+8zWZTeXm5UlJS9Omnn2rDhg2N1uYZP368Ro4c6fTruPbaa/Xuu+8aj0/8UNTUpXvl5eXGWimSGt0yvKHt+DMMgoKCGt3ZqTlycnL09NNP6/nnn9dVV12lYcOGKTIyUgUFBfrqq68aneEi/bqY+4keeughu8vlhgwZomXLlrW4HkcaXqfNZlNeXp7WrFnTaFFxPz8/JSYmGo+DgoKUlpZmPP744481ZMgQde/eXTk5OXrzzTcdfmA80YlriuXn52vFihUaOnSo8YG+IeSbOHGiFi5caLcm01//+lcdOHBA48ePV1hYmIqLi7Vz504jrGnOQtGulpWVpbffflsLFizQxRdfrKFDh6pnz54KDg5WTU2NDh48qIULFzYKpRxd0teUdevWNQp7Bw8erFtuucXh2TEBAQHGOjlTpkzRli1bjG0//fSTpkyZohkzZug3v/mNfH19VVBQoJ9//llbtmzRl19+qeDgYLs7XbpaQUGB3ffW0SWsJ76uE28q4IqfE1fOkc68vxuCq4qKCt1000265ZZbNHDgQHXu3FmlpaVKSUnRjh079Nlnnyk3N1ebNm1q8j8MqqurNW3aNN13332Ki4vTDz/8YHdXTOnXuwIef6nnE088oV9++UUjRozQOeeco7i4OPn7+6uqqkrbt2+3e+9Iv97h0dUKCwt1xRVX6LzzztPIkSPVt29fhYeHq76+XkePHtWGDRsarXMlNf45uvzyy/XMM8/Ynak7e/ZsPfroo4qPj9eWLVsazcNjxoxRTEyMy18TALgLQikAgEukpKQ0CnMcsVgsuv3225t1zBPXInJk1KhR+vvf/96s453MgAED1L17d7vLuRrExMTo/PPPP+m+GzZs0OzZs5s8/j333GP3eN68eQ7DouY6evSoFi5caHfnQEf69+/v1FkFrdGc79l1111ndwbCmDFj7NZAys3NbXR2TlhY2CkXYR4wYECjthPXiWlY4DgsLExz5szRnDlzjG02m01vvfXWSc+YaktVVVX65JNP9Mknn5yy77nnnqthw4a16PhvvfVWo2Br27ZtJ72MatasWcb3aMyYMbriiivs1mHbs2eP7r///hbV4EpPPfXUKdcpO/G9euJNBVyttXNkS97fEREReuihh/S///u/xracnBzNmzevZUWfwM/PT6mpqbrzzjtP2mf69OmKjIy0azt48OApz1SSfg20TlxM31VsNpu2b9/eaD3Ckxk2bJguuugiuzZfX1898cQTuvXWW40zVo8cOaI77rjD4THCwsL0yCOPtK5wAHBzXL4HAHCap6dni/5X28fHR4899phLPnQEBwdrzpw5+ve//93oLmfOOFlIdM0119itF9KWWnJ21SWXXKJXXnmlWWekmWn8+PG699577dqmTp3a6HKj4w0fPlyzZs065bF79OjRoku+rr32Wj311FNOr9tjhpZe5jpgwIAm7+Z4usyfP1833XRTs39WTgwt3JUr58iWvr9vuOEGPfHEE81+/qCgoFNe6jtt2jSNGDHipNsvvfRS3X333c2u8XhWq1Vz5sw56WLoZrFYLBo/frxefPFFh2vMXXDBBXr22WdPuSZaQkKCli1bprCwsNNVKgC4Bc6UAgA4LSgoSN999522bdum7du3a8+ePUpPT1dubq4qKytltVoVEBCgxMREDRs2TNdcc42io6ObfXyLxSJPT0/5+voqICBAERER6tatm84//3xddtllLg1crr76av3zn/+0W0vKw8NDEyZMcNlztNbdd9+tyy+/XF9++aW+//57paSkKDc3V8eOHZOfn5+ioqI0YMAAXXXVVRo8ePBJj3P8a5R02kIZLy8vdejQQbGxserfv7/Gjx/faP0h6dfFlRctWqQlS5bogw8+UFpamry8vJSYmKirr75aU6ZM0fvvv9+s53z22Wf18ssva8OGDcrIyDjlWlBXXXWVRo4cqdWrV+vrr7/W/v37VVxcLKvVqpCQEHXv3l3Dhw9XXFycU2PQWvfcc48mT56szZs3Kzk5Wb/88osOHz6s0tJS1dTUyNfXVxEREerdu7cuv/xyXXrppW2yWLu3t7ceeeQR3XDDDVq5cqW2b9+u9PR0lZWVycvLS8HBwerWrZsGDhyoiy666KxY+NkVPyeuniNb+v6+9tprNWrUKK1cuVKbN2/WL7/8ouLiYtlsNgUGBio+Pl79+vXT8OHDdf755zdat+pEXl5eWrhwod555x2tWrXKWOi7e/fumjx5sq699tpGweScOXN02WWX6fvvv9fevXuVl5engoICVVdXq2PHjoqNjdXgwYM1efJkdevWrfmD2wKRkZFatGiRduzYoeTkZB0+fFhFRUUqLS2Vt7e3OnfurISEBA0cOFC//e1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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "get_plot(\"https://huggingface.co/datasets/sayakpaul/sample-datasets/raw/main/pixart/collated_results_peft.csv\",\n", + " \"PixArt-Alpha, Batch Size: 1, Steps: 30\")" + ], + "metadata": { + "id": "w2yl5vZosuvB", + "outputId": "1ff41897-978a-447e-f6b6-8d327332c110", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 711 + } + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + } + ], + "metadata": { + "colab": { + "name": "scratchpad", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file