seismic 0.2.1

Seismic is designed for effective and efficient KNN retrieval over learned sparse embeddings.
Documentation
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "6ba95979-ca24-4ef7-8e2b-735a70e8ed48",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d6d4ace1-4035-4cb4-a092-f97067a459c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_best(df):\n",
    "    chosen_configurations = []\n",
    "    for recall_cut in np.arange(0.9, 1.01, 0.01):\n",
    "        chosen_configurations.append(df[df.Recall > recall_cut].sort_values(\"Query Time (microsecs)\").head(1))\n",
    "    df = pd.concat(chosen_configurations)\n",
    "    return df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "60e7e930-95a3-43e3-b8b9-5ca10ee5532d",
   "metadata": {},
   "outputs": [],
   "source": [
    "base_dir = # Path to the grid search dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "df7185ea-e5a9-4c6d-8fa8-48a77a806b8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_df = []\n",
    "for file in os.listdir(base_dir):\n",
    "    path = os.path.join(base_dir, file)\n",
    "    if not os.path.isdir(path):\n",
    "        continue\n",
    "    result_path  = os.path.join(path, \"report.tsv\")\n",
    "    df = extract_best(pd.read_csv(result_path, sep=\"\\t\"))\n",
    "    df['name'] = file\n",
    "all_df = pd.concat(all_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f5761737-85c7-46af-8add-3f51368194d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd41e217940>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=all_df, x=\"Query Time (microsecs)\", y=\"Recall\", hue=\"name\", style=\"name\")\n",
    "plt.legend(bbox_to_anchor=(1.1, 1.05))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e74b889e-88bc-4bcb-a82a-b7972a7f5777",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}