| { |
| "cells": [ |
| { |
| "cell_type": "markdown", |
| "metadata": {}, |
| "source": [ |
| "# False Positive Rate, Fingerprints, and Expansion\n", |
| "\n", |
| "We test the false positive rate and its relation to fingerprint and expansion." |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 1, |
| "metadata": {}, |
| "outputs": [], |
| "source": [ |
| "import numpy as np\n", |
| "import pandas as pd\n", |
| "from typing import Tuple\n", |
| "import matplotlib.pyplot as plt\n", |
| "%matplotlib inline\n", |
| "from qf_probability_sum import qf_probability_sum" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 2, |
| "metadata": {}, |
| "outputs": [], |
| "source": [ |
| "def parse_results(filename:str) -> Tuple[pd.DataFrame, float, int]:\n", |
| " \"\"\"\n", |
| " Takes an input file name in .txt format, strips out the extra strings and returns \n", |
| " the main results in a dataframe.\n", |
| "\n", |
| " The universe size is the largest power of 2 that is used to insert into the sketch and \n", |
| " the capacity is how far along the power of two interval used for maximum cardinality.\n", |
| "\n", |
| " Eg. capacity = 0.9 and lgU = 20 means that we insert 0.9 * 2^20 elements into the sketch.\n", |
| "\n", |
| " Parameters:\n", |
| " - filename (str): The path to the input file in .txt format.\n", |
| "\n", |
| " Returns:\n", |
| " - Tuple[pd.DataFrame, float, int]: A tuple containing the main results in a dataframe, \n", |
| " the number of queries, and the number of false positives per query.\n", |
| " \"\"\"\n", |
| " with open(filename) as f:\n", |
| " lines = f.readlines()[2:]\n", |
| " ignore_from_idx = lines.index(\"PROPERTIES:\\n\")\n", |
| " results = lines[:ignore_from_idx-1] # there is an empty line preceding the ignore_from_idx\n", |
| " results_clean = [r.strip(\"\\n\") for r in results]\n", |
| " results_df = pd.DataFrame(sub.split(\"\\t\") for sub in results_clean[1:])\n", |
| " results_df.columns = results_clean[0].split(\"\\t\")\n", |
| " for col in results_df.columns:\n", |
| " results_df[col] = pd.to_numeric(results_df[col])\n", |
| " num_queries = None\n", |
| " for line in lines:\n", |
| " if \"lgNumQueries\" in line:\n", |
| " num_queries = 2.**int(line.split(\"=\")[-1])\n", |
| " break\n", |
| " results_df[\"trialFPR\"] = results_df[\"NumFalsePositives\"] / num_queries\n", |
| " return results_df, int(num_queries)" |
| ] |
| }, |
| { |
| "cell_type": "markdown", |
| "metadata": {}, |
| "source": [ |
| "## 1. False Positive Rate Bound for a fixed fingerprint\n", |
| "\n", |
| "First, we check the FPR bound of $2^{-f}$ for a single fingerprint.\n", |
| "The configuration for this experiment is: $m = 2^{21}$ slots, and four points in the octave between $2^{20}$ and $2^{21}$.\n", |
| "For each trial, we generate a new input and query set $Q$ and count the number of false positives when testing the query set against the filter.\n", |
| "The query set has $|Q| = 4096$.\n", |
| "\n", |
| "The number of false positives reported is approximately a Binomial distribution with $Q$ trials and probability $p$ of reporting a false positive as the Binomial success probability.\n" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 3, |
| "metadata": {}, |
| "outputs": [], |
| "source": [ |
| "single_fingerprint_df, num_queries = parse_results(\"QuotientFilterExpansionProfile20240813_090828PST.txt\")\n", |
| "single_fprint = single_fingerprint_df[\"FPrintLen\"].values[0]\n", |
| "\n", |
| "# ignore any fingerprints that are not the same length as the first fingerprint\n", |
| "single_fingerprint_df = single_fingerprint_df[single_fingerprint_df[\"FPrintLen\"] == single_fprint]\n", |
| "single_fingerprint_df.head()\n", |
| "\n", |
| "input_values = single_fingerprint_df[\"NumInput\"].unique()\n", |
| "num_slots = single_fingerprint_df[\"NumSlots\"].unique()[0]" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 4, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "data": { |
| "text/plain": [ |
| "(2097152, 4096)" |
| ] |
| }, |
| "execution_count": 4, |
| "metadata": {}, |
| "output_type": "execute_result" |
| } |
| ], |
| "source": [ |
| "num_slots, num_queries" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 5, |
| "metadata": {}, |
| "outputs": [], |
| "source": [ |
| "def get_mean_entries_fpr(results_df:pd.DataFrame) -> np.ndarray:\n", |
| " \"\"\"\n", |
| " Calculate the mean number of entries and false positive rate for each combination of \"NumSlots\" and \"NumInput\" in the given DataFrame.\n", |
| "\n", |
| " Parameters:\n", |
| " - results_df (pd.DataFrame): The DataFrame containing the results.\n", |
| "\n", |
| " Returns:\n", |
| " - np.ndarray: An array whose columns are the number of slots, mean number of entries in filterinput points and the mean of the number of entries and trial FPR.\n", |
| " # first column is number of slots, second is number of entries, third is trial FPR\n", |
| " \"\"\"\n", |
| " means = []\n", |
| " for gg in results_df.groupby(\"NumSlots\"):\n", |
| " for gdf in gg[1].groupby(\"NumInput\"):\n", |
| " means.append([gg[0], gdf[1][\"NumEntries\"].mean(), gdf[1][\"trialFPR\"].mean(), gdf[1][\"trialFPR\"].median()])\n", |
| " return np.array(means)\n", |
| "\n", |
| "mean_num_entries_fpr = get_mean_entries_fpr(single_fingerprint_df)" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 7, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "data": { |
| "text/plain": [ |
| "array([[2.09715200e+06, 1.04042699e+06, 1.54996514e-02, 1.53808594e-02],\n", |
| " [2.09715200e+06, 1.08923099e+06, 1.62308216e-02, 1.61132812e-02],\n", |
| " [2.09715200e+06, 1.14030623e+06, 1.69944763e-02, 1.68457031e-02],\n", |
| " [2.09715200e+06, 1.19375406e+06, 1.77892447e-02, 1.78222656e-02],\n", |
| " [2.09715200e+06, 1.24968171e+06, 1.86212659e-02, 1.85546875e-02],\n", |
| " [2.09715200e+06, 1.30820458e+06, 1.94831491e-02, 1.95312500e-02],\n", |
| " [2.09715200e+06, 1.36943901e+06, 2.03975439e-02, 2.02636719e-02],\n", |
| " [2.09715200e+06, 1.43350899e+06, 2.13514566e-02, 2.12402344e-02],\n", |
| " [2.09715200e+06, 1.50054058e+06, 2.23572850e-02, 2.22167969e-02],\n", |
| " [2.09715200e+06, 1.57067088e+06, 2.34036446e-02, 2.31933594e-02],\n", |
| " [2.09715200e+06, 1.64403715e+06, 2.44902968e-02, 2.44140625e-02]])" |
| ] |
| }, |
| "execution_count": 7, |
| "metadata": {}, |
| "output_type": "execute_result" |
| } |
| ], |
| "source": [ |
| "mean_num_entries_fpr" |
| ] |
| }, |
| { |
| "cell_type": "markdown", |
| "metadata": {}, |
| "source": [ |
| "Now we will plot the error behaviour as the number of entries in the filter increases." |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 6, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "data": { |
| "text/plain": [ |
| "<matplotlib.legend.Legend at 0x14fbeb910>" |
| ] |
| }, |
| "execution_count": 6, |
| "metadata": {}, |
| "output_type": "execute_result" |
| }, |
| { |
| "data": { |
| "image/png": "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", |
| "text/plain": [ |
| "<Figure size 1400x400 with 1 Axes>" |
| ] |
| }, |
| "metadata": {}, |
| "output_type": "display_data" |
| } |
| ], |
| "source": [ |
| "fig, ax = plt.subplots(figsize=(14, 4))\n", |
| "\n", |
| "for i, g in enumerate(single_fingerprint_df.groupby(\"NumInput\")):\n", |
| " group = g[0]\n", |
| " group_data = g[1]\n", |
| " fprint_len = group_data[\"FPrintLen\"].values[0]\n", |
| " naive_bound = 2.**(-fprint_len)\n", |
| "\n", |
| " colour = \"C\" + str(group_data[\"FPrintLen\"].values[0] -3)\n", |
| " ax.scatter(group_data[\"NumEntries\"], group_data[\"NumFalsePositives\"], \n", |
| " color=colour, marker=\"o\", s=10, alpha=0.01)\n", |
| " \n", |
| "\n", |
| "# bound function -- plotted at the input values points because the absolute load is a random variable that deviates \n", |
| "# from a deterministic input cardinality.\n", |
| "ff = fprint_len*np.ones_like(input_values)\n", |
| "bound_fct = 2.**(-ff)\n", |
| "ax.plot(input_values, bound_fct*num_queries, \n", |
| " color=\"red\", marker=\"x\", label=r\"$2^{-f}\\cdot |\\{QuerySet\\}|$\", linestyle=\"--\")\n", |
| "ax.plot(input_values, (mean_num_entries_fpr[:,1]/mean_num_entries_fpr[:,0])*bound_fct*num_queries, \n", |
| " label=r\"$\\alpha 2^{-f} \\cdot |\\{QuerySet\\}|$\", color=\"black\", marker=\"x\", linestyle=\"--\")\n", |
| "\n", |
| "\n", |
| "# Mean operator is linear in this setting\n", |
| "ax.plot(mean_num_entries_fpr[:,1], mean_num_entries_fpr[:,2]*num_queries, label=r\"$Mean(FPR)\\cdot |\\{QuerySet\\}|$\")\n", |
| "\n", |
| "# Exact probability sum\n", |
| "exact_probs = np.array([qf_probability_sum(num_slots, n, fprint_len) for n in input_values])\n", |
| "ax.plot(input_values, exact_probs*num_queries, label=\"Exact Probability Sum\", color=\"magenta\", marker=\"*\", linestyle=\"--\")\n", |
| "\n", |
| "# # tidy the axes\n", |
| "ax.set_ylabel(\"Number of FPs\")\n", |
| "ax.set_xlabel(\"Number of input items: $n$\")\n", |
| "\n", |
| "slot_ticks = single_fingerprint_df[\"NumInput\"].unique().tolist()\n", |
| "ax.set_xticks(slot_ticks)\n", |
| "ax.ticklabel_format(style='plain')\n", |
| "ax.grid()\n", |
| "ax.legend(loc=\"upper center\", bbox_to_anchor=(0.5, 1.15), ncol=4)\n", |
| "\n", |
| "#fig.savefig(\"single_fp_results_count.pdf\")" |
| ] |
| }, |
| { |
| "cell_type": "markdown", |
| "metadata": {}, |
| "source": [ |
| "Now subtract the mean to get a better idea of how the variance behaves as input items increase.\n", |
| "We see that the variance is mildly increasing. This is to be expected since each of the independent trials represents a draw from a $Binomial(Q, p)$ distribution\n", |
| "(where $p$ is the probability of a false positive) whose variance is proportional to $p(1-p)$ which is increasing on $(0,\\frac12)$. Indeed we see that the empirical standard deviation closely matches that predicted from the theory." |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 8, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "data": { |
| "text/plain": [ |
| "<matplotlib.legend.Legend at 0x14fbc3310>" |
| ] |
| }, |
| "execution_count": 8, |
| "metadata": {}, |
| "output_type": "execute_result" |
| }, |
| { |
| "data": { |
| "image/png": "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", |
| "text/plain": [ |
| "<Figure size 1400x400 with 1 Axes>" |
| ] |
| }, |
| "metadata": {}, |
| "output_type": "display_data" |
| } |
| ], |
| "source": [ |
| "fig, ax = plt.subplots(figsize=(14, 4))\n", |
| "\n", |
| "num_fp_means = []\n", |
| "num_fp_stds = []\n", |
| "for i, g in enumerate(single_fingerprint_df.groupby(\"NumInput\")):\n", |
| " group = g[0]\n", |
| " group_data = g[1]\n", |
| " fprint_len = group_data[\"FPrintLen\"].values[0]\n", |
| " load_factor = group_data[\"NumEntries\"] / group_data[\"NumSlots\"]\n", |
| " fps_less_mean = group_data[\"NumFalsePositives\"]- group_data[\"NumFalsePositives\"].mean()\n", |
| " num_fp_means.append(fps_less_mean.mean())\n", |
| " num_fp_stds.append(fps_less_mean.std())\n", |
| " \n", |
| " colour = \"C\" + str(group_data[\"FPrintLen\"].values[0] -3)\n", |
| "\n", |
| " ax.scatter(group_data[\"NumEntries\"], fps_less_mean, \n", |
| " color=colour, marker=\".\", s=10, alpha=0.01)\n", |
| " \n", |
| "\n", |
| "# Binomial error terms\n", |
| "ax.plot(input_values, np.sqrt(exact_probs*(1-exact_probs)*num_queries), label=\"Binomial Error\", color=\"blue\", marker=\"+\", linestyle=\"--\")\n", |
| "ax.plot(input_values, -np.sqrt(exact_probs*(1-exact_probs)*num_queries), color=\"blue\", marker=\"+\", linestyle=\"--\")\n", |
| "\n", |
| "# Mean and standard deviations of FPs less mean\n", |
| "ax.plot(input_values, num_fp_means, label=\"Empirical mean\", color=\"red\", linestyle=\":\")\n", |
| "ax.plot(input_values, num_fp_stds, label=\"Empirical standard deviation\", color=\"red\", marker=\"x\", linestyle=\":\")\n", |
| "ax.plot(input_values, -np.array(num_fp_stds), color=\"red\", marker=\"x\", linestyle=\":\")\n", |
| "\n", |
| "# # tidy the axes\n", |
| "ax.set_ylabel(r\"$\\# \\text{FPs} - Mean(\\# \\text{FPs})$\")\n", |
| "ax.set_xlabel(\"Number of input items: $n$\")\n", |
| "\n", |
| "slot_ticks = single_fingerprint_df[\"NumInput\"].unique().tolist()\n", |
| "ax.set_xticks(slot_ticks)\n", |
| "ax.ticklabel_format(style='plain')\n", |
| "ax.grid()\n", |
| "ax.legend(loc=\"upper left\")" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 9, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "data": { |
| "text/plain": [ |
| "array([[7.86102209, 7.90683742],\n", |
| " [8.05846448, 8.08716986],\n", |
| " [8.25690964, 8.27140107],\n", |
| " [8.4470204 , 8.45959971],\n", |
| " [8.63977779, 8.65182699],\n", |
| " [8.83408323, 8.84815939],\n", |
| " [8.99173992, 9.04866053],\n", |
| " [9.22347582, 9.25340337],\n", |
| " [9.4533194 , 9.46244994],\n", |
| " [9.73107549, 9.67586922],\n", |
| " [9.98112535, 9.89372946]])" |
| ] |
| }, |
| "execution_count": 9, |
| "metadata": {}, |
| "output_type": "execute_result" |
| } |
| ], |
| "source": [ |
| "# empirical and mathematical standard deviations\n", |
| "np.c_[num_fp_stds, np.sqrt(exact_probs*(1-exact_probs)*num_queries)]" |
| ] |
| }, |
| { |
| "cell_type": "markdown", |
| "metadata": {}, |
| "source": [ |
| "Now we use the same results to estimate the false positive rate by dividing out the number of query points normalising constant." |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 10, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "data": { |
| "text/plain": [ |
| "<matplotlib.legend.Legend at 0x165f0b910>" |
| ] |
| }, |
| "execution_count": 10, |
| "metadata": {}, |
| "output_type": "execute_result" |
| }, |
| { |
| "data": { |
| "image/png": "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", |
| "text/plain": [ |
| "<Figure size 1400x600 with 1 Axes>" |
| ] |
| }, |
| "metadata": {}, |
| "output_type": "display_data" |
| } |
| ], |
| "source": [ |
| "fig, ax = plt.subplots(figsize=(14, 6))\n", |
| "for i, g in enumerate(single_fingerprint_df.groupby(\"NumInput\")):\n", |
| " group = g[0]\n", |
| " group_data = g[1]\n", |
| " fprint_len = group_data[\"FPrintLen\"].values[0]\n", |
| "\n", |
| " naive_bound = 2.**(-fprint_len)\n", |
| "\n", |
| " colour = \"C\" + str(group_data[\"FPrintLen\"].values[0] -3)\n", |
| " ax.scatter(group_data[\"NumEntries\"], group_data[\"NumFalsePositives\"]/num_queries, \n", |
| " color=colour, marker=\"o\", s=10, alpha=0.01)\n", |
| " \n", |
| "\n", |
| "# bound function\n", |
| "ff = fprint_len*np.ones_like(input_values)\n", |
| "bound_fct = 2.**(-ff)\n", |
| "ax.plot(input_values, bound_fct, \n", |
| " color=\"red\", marker=\"x\", label=r\"$2^{-f}\\cdot$\", linestyle=\"--\")\n", |
| "ax.plot(input_values, (mean_num_entries_fpr[:,1]/mean_num_entries_fpr[:,0])*bound_fct, \n", |
| " label=r\"$\\alpha 2^{-f}$\", color=\"black\", marker=\"x\", linestyle=\"--\")\n", |
| "\n", |
| "ax.plot(mean_num_entries_fpr[:,1], mean_num_entries_fpr[:,2], label=r\"$Mean(FPR)$\")\n", |
| "ax.plot(input_values, exact_probs, label=\"Exact Probability Sum\", color=\"magenta\", marker=\"*\", linestyle=\"--\")\n", |
| "\n", |
| "# tidy the axes\n", |
| "ax.set_ylabel(\"False Positive Rate\")\n", |
| "ax.set_xlabel(\"Number of Entries in Filter\")\n", |
| "\n", |
| "slot_ticks = single_fingerprint_df[\"NumInput\"].unique().tolist()\n", |
| "ax.set_xticks(slot_ticks)\n", |
| "ax.ticklabel_format(style='plain')\n", |
| "ax.grid()\n", |
| "ax.set_yscale(\"log\", base=2)\n", |
| "ax.legend(loc=\"upper center\", bbox_to_anchor=(0.5, 1.15), ncol=4)" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 11, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "name": "stdout", |
| "output_type": "stream", |
| "text": [ |
| "0.01550, 0.01526, 0.01550, 0.01526\n", |
| "0.01623, 0.01597, 0.01623, 0.01597\n", |
| "0.01699, 0.01670, 0.01699, 0.01671\n", |
| "0.01779, 0.01747, 0.01779, 0.01747\n", |
| "0.01862, 0.01827, 0.01862, 0.01827\n", |
| "0.01949, 0.01911, 0.01948, 0.01910\n", |
| "0.02041, 0.01999, 0.02040, 0.01998\n", |
| "0.02136, 0.02090, 0.02135, 0.02090\n", |
| "0.02236, 0.02186, 0.02236, 0.02186\n", |
| "0.02340, 0.02286, 0.02340, 0.02286\n", |
| "0.02450, 0.02390, 0.02449, 0.02389\n" |
| ] |
| }, |
| { |
| "data": { |
| "text/plain": [ |
| "<matplotlib.legend.Legend at 0x165f13310>" |
| ] |
| }, |
| "execution_count": 11, |
| "metadata": {}, |
| "output_type": "execute_result" |
| }, |
| { |
| "data": { |
| "image/png": "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", |
| "text/plain": [ |
| "<Figure size 1400x600 with 1 Axes>" |
| ] |
| }, |
| "metadata": {}, |
| "output_type": "display_data" |
| } |
| ], |
| "source": [ |
| "fig, ax = plt.subplots(figsize=(14, 6))\n", |
| "\n", |
| "fpr_means = []\n", |
| "fpr_stds = []\n", |
| "approx_bound = []\n", |
| "for i, g in enumerate(single_fingerprint_df.groupby(\"NumInput\")):\n", |
| " group = g[0]\n", |
| " group_data = g[1]\n", |
| " fprint_len = group_data[\"FPrintLen\"].values[0]\n", |
| " fps_less_mean = group_data[\"trialFPR\"]- group_data[\"trialFPR\"].mean()\n", |
| " fpr_means.append(fps_less_mean.mean())\n", |
| " fpr_stds.append(fps_less_mean.std())\n", |
| " mean_load = (group_data[\"NumEntries\"] / group_data[\"NumSlots\"]).mean()\n", |
| " p = mean_load*2.**(-fprint_len)\n", |
| " p_emp = group_data[\"trialFPR\"].mean()\n", |
| " print(f\"{p:.5f}, {p*(1-p):.5f}, {p_emp:.5f}, {p_emp*(1-p_emp):.5f}\")\n", |
| " approx_bound.append(mean_load*2.**(-fprint_len) - group_data[\"trialFPR\"].mean())\n", |
| "\n", |
| " colour = \"C\" + str(group_data[\"FPrintLen\"].values[0] -3)\n", |
| " ax.scatter(group_data[\"NumEntries\"], fps_less_mean, color=colour, marker=\"o\", s=10, alpha=0.01)\n", |
| "\n", |
| "\n", |
| "# empirical mean and standard deviations of FPs less mean\n", |
| "ax.plot(input_values, fpr_means, label=\"Empirical mean\", color=\"red\", marker=\"x\", linestyle=\":\")\n", |
| "ax.plot(input_values, fpr_stds, label=\"Empirical standard deviation\", color=\"red\", marker=\"x\", linestyle=\":\")\n", |
| "ax.plot(input_values, -np.array(fpr_stds), color=\"red\", marker=\"x\", linestyle=\":\")\n", |
| "\n", |
| "# add the simple bound back in\n", |
| "ax.plot(input_values, approx_bound, label=r\"$\\alpha 2^{-f} - \\text{Mean}(TrialFPR)$\", color=\"black\", marker=\"v\", markersize=5., linestyle=\"--\")\n", |
| "\n", |
| "# Binomial error terms\n", |
| "ax.plot(input_values, np.sqrt(exact_probs*(1-exact_probs)/num_queries), label=\"Binomial Error\", color=\"blue\", marker=\"+\", linestyle=\"--\")\n", |
| "ax.plot(input_values, -np.sqrt(exact_probs*(1-exact_probs)/num_queries), color=\"blue\", marker=\"+\", linestyle=\"--\")\n", |
| "\n", |
| "# tidy the axes\n", |
| "ax.set_ylabel(\"Empirical FPR - Mean(Empirical FPR)\")\n", |
| "ax.set_xlabel(\"Number of Entries in Filter\")\n", |
| "\n", |
| "slot_ticks = single_fingerprint_df[\"NumInput\"].unique().tolist()\n", |
| "ax.set_xticks(slot_ticks)\n", |
| "ax.ticklabel_format(style='plain')\n", |
| "ax.grid()\n", |
| "#ax.set_yscale(\"log\", base=2)\n", |
| "ax.legend(loc=\"upper center\", bbox_to_anchor=(0.5, 1.15), ncol=4)" |
| ] |
| }, |
| { |
| "cell_type": "markdown", |
| "metadata": {}, |
| "source": [ |
| "Overall, what we see from this plot is that a slightly more refined bound can be given to the user given information in the filter.\n", |
| "Namely, the load can be calculated and this value can be used to scale the $2^{-f}$ function. The plot above shows that the function \n", |
| "$\\alpha 2^{-f} - \\text{Mean}(TrialFPR)$ is centered on zero, so on average there is little difference between the two functions." |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 12, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "name": "stdout", |
| "output_type": "stream", |
| "text": [ |
| "NumSlots NumInput NumEntries FPrintLen MedNumFPs MaxNumFPs nBadTrial MeanFPR stdFPR WorstFPR Bound \n", |
| "------------------------------------------------------------------------------------------\n", |
| "2097152 1048576 1040426.0 5 63.0 95 0 0.0155 0.0019 0.0232 0.0312 \n", |
| "2097152 1098167 1089232.0 5 66.0 99 0 0.0162 0.0020 0.0242 0.0312 \n", |
| "2097152 1150104 1140308.0 5 69.0 102 0 0.0170 0.0020 0.0249 0.0312 \n", |
| "2097152 1204498 1193754.0 5 73.0 105 0 0.0178 0.0021 0.0256 0.0312 \n", |
| "2097152 1261463 1249681.0 5 76.0 106 0 0.0186 0.0021 0.0259 0.0312 \n", |
| "2097152 1321123 1308203.0 5 80.0 108 0 0.0195 0.0022 0.0264 0.0312 \n", |
| "2097152 1383604 1369436.0 5 83.0 115 0 0.0204 0.0022 0.0281 0.0312 \n", |
| "2097152 1449041 1433508.0 5 87.0 119 0 0.0214 0.0023 0.0291 0.0312 \n", |
| "2097152 1517572 1500540.0 5 91.0 122 0 0.0224 0.0023 0.0298 0.0312 \n", |
| "2097152 1589344 1570671.0 5 95.0 128 0 0.0234 0.0024 0.0312 0.0312 \n", |
| "2097152 1664511 1644037.0 5 100.0 136 6 0.0245 0.0024 0.0332 0.0312 \n" |
| ] |
| } |
| ], |
| "source": [ |
| "print(f\"{'NumSlots':<10} {'NumInput':<10} {'NumEntries':<10} {'FPrintLen':<10} {'MedNumFPs':<10} {'MaxNumFPs':<10} {'nBadTrial':<10} {'MeanFPR':<10} {'stdFPR':<10} {'WorstFPR':<10} {'Bound':<10}\")\n", |
| "print(\"-\"*90)\n", |
| "\n", |
| "for g in single_fingerprint_df.groupby(\"NumInput\"):\n", |
| " \n", |
| " num_slots = g[1][\"NumSlots\"].values[0]\n", |
| " fprint_len = g[1][\"FPrintLen\"].values[0]\n", |
| " num_entries = g[1][\"NumEntries\"].median()\n", |
| " med_num_fps = g[1][\"NumFalsePositives\"].median()\n", |
| " max_num_fps = g[1][\"NumFalsePositives\"].max()\n", |
| " mean_fpr = g[1][\"trialFPR\"].mean()\n", |
| " std_fpr = g[1][\"trialFPR\"].std()\n", |
| " worst_fpr = g[1]['trialFPR'].max()\n", |
| " bound = 2.**(-fprint_len)\n", |
| " thld = np.floor(num_queries * bound).astype(int)\n", |
| " g[1][\"BadTrial\"] = g[1][\"NumFalsePositives\"] > thld\n", |
| " num_bad_trials = g[1][\"BadTrial\"].sum() \n", |
| " print(f\"{num_slots:<10} {g[0]:<10} {num_entries:<10} {fprint_len:<10} {med_num_fps:<10} {max_num_fps:<10} {num_bad_trials:<10} {mean_fpr:<10.4f} {std_fpr:<10.4f} {worst_fpr:<10.4f} {bound:<10.4f}\")\n" |
| ] |
| }, |
| { |
| "cell_type": "markdown", |
| "metadata": {}, |
| "source": [ |
| "## 2. False Positive Rate Bound for varying fingerprint length\n", |
| "We should see similar behaviour to the above but across all fingerprint lengths." |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 13, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "data": { |
| "text/html": [ |
| "<div>\n", |
| "<style scoped>\n", |
| " .dataframe tbody tr th:only-of-type {\n", |
| " vertical-align: middle;\n", |
| " }\n", |
| "\n", |
| " .dataframe tbody tr th {\n", |
| " vertical-align: top;\n", |
| " }\n", |
| "\n", |
| " .dataframe thead th {\n", |
| " text-align: right;\n", |
| " }\n", |
| "</style>\n", |
| "<table border=\"1\" class=\"dataframe\">\n", |
| " <thead>\n", |
| " <tr style=\"text-align: right;\">\n", |
| " <th></th>\n", |
| " <th>NumSlots</th>\n", |
| " <th>NumInput</th>\n", |
| " <th>FPrintLen</th>\n", |
| " <th>NumEntries</th>\n", |
| " <th>NumFalsePositives</th>\n", |
| " <th>trialFPR</th>\n", |
| " </tr>\n", |
| " </thead>\n", |
| " <tbody>\n", |
| " <tr>\n", |
| " <th>0</th>\n", |
| " <td>2097152</td>\n", |
| " <td>1048576</td>\n", |
| " <td>5</td>\n", |
| " <td>1040474</td>\n", |
| " <td>72</td>\n", |
| " <td>0.017578</td>\n", |
| " </tr>\n", |
| " <tr>\n", |
| " <th>1</th>\n", |
| " <td>2097152</td>\n", |
| " <td>1098167</td>\n", |
| " <td>5</td>\n", |
| " <td>1089276</td>\n", |
| " <td>77</td>\n", |
| " <td>0.018799</td>\n", |
| " </tr>\n", |
| " <tr>\n", |
| " <th>2</th>\n", |
| " <td>2097152</td>\n", |
| " <td>1150104</td>\n", |
| " <td>5</td>\n", |
| " <td>1140311</td>\n", |
| " <td>79</td>\n", |
| " <td>0.019287</td>\n", |
| " </tr>\n", |
| " <tr>\n", |
| " <th>3</th>\n", |
| " <td>2097152</td>\n", |
| " <td>1204498</td>\n", |
| " <td>5</td>\n", |
| " <td>1193814</td>\n", |
| " <td>83</td>\n", |
| " <td>0.020264</td>\n", |
| " </tr>\n", |
| " <tr>\n", |
| " <th>4</th>\n", |
| " <td>2097152</td>\n", |
| " <td>1261463</td>\n", |
| " <td>5</td>\n", |
| " <td>1249723</td>\n", |
| " <td>86</td>\n", |
| " <td>0.020996</td>\n", |
| " </tr>\n", |
| " </tbody>\n", |
| "</table>\n", |
| "</div>" |
| ], |
| "text/plain": [ |
| " NumSlots NumInput FPrintLen NumEntries NumFalsePositives trialFPR\n", |
| "0 2097152 1048576 5 1040474 72 0.017578\n", |
| "1 2097152 1098167 5 1089276 77 0.018799\n", |
| "2 2097152 1150104 5 1140311 79 0.019287\n", |
| "3 2097152 1204498 5 1193814 83 0.020264\n", |
| "4 2097152 1261463 5 1249723 86 0.020996" |
| ] |
| }, |
| "execution_count": 13, |
| "metadata": {}, |
| "output_type": "execute_result" |
| } |
| ], |
| "source": [ |
| "multi_fingerprint_df, multi_fp_num_queries = parse_results(\"QuotientFilterExpansionProfile20240814_034519PST.txt\")\n", |
| "\n", |
| "\n", |
| "multi_input_values = multi_fingerprint_df[\"NumInput\"].unique()\n", |
| "multi_num_slots = multi_fingerprint_df[\"NumSlots\"].unique()\n", |
| "\n", |
| "multi_fingerprint_df.head()" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 14, |
| "metadata": {}, |
| "outputs": [], |
| "source": [ |
| "def get_fingerprint_lengths(df:pd.DataFrame) -> np.ndarray:\n", |
| " \"\"\"\n", |
| " Get the fingerprint lengths in the given DataFrame.\n", |
| "\n", |
| " Parameters:\n", |
| " - df (pd.DataFrame): The DataFrame containing the fingerprint lengths.\n", |
| "\n", |
| " Returns:\n", |
| " - np.ndarray: An array of the fingerprint lengths.\n", |
| " \"\"\"\n", |
| " num_input_fprint_len_arr = []\n", |
| " for g in df.groupby(\"NumInput\"):\n", |
| " num_input_fprint_len_arr.append([g[0], g[1][\"FPrintLen\"].values[0]])\n", |
| " return np.array(num_input_fprint_len_arr)" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 15, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "name": "stdout", |
| "output_type": "stream", |
| "text": [ |
| "30\n" |
| ] |
| } |
| ], |
| "source": [ |
| "unique_triples = multi_fingerprint_df[[\"NumSlots\", \"NumInput\",\t\"FPrintLen\"]].drop_duplicates()\n", |
| "print(len(unique_triples))" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 16, |
| "metadata": {}, |
| "outputs": [], |
| "source": [ |
| "multi_exact_probs = np.zeros((len(unique_triples),), dtype=float)\n", |
| "for i, triple in enumerate(unique_triples.values):\n", |
| " multi_exact_probs[i] = qf_probability_sum(*triple)" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 17, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "data": { |
| "text/plain": [ |
| "<matplotlib.legend.Legend at 0x16467e490>" |
| ] |
| }, |
| "execution_count": 17, |
| "metadata": {}, |
| "output_type": "execute_result" |
| }, |
| { |
| "data": { |
| "image/png": "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", |
| "text/plain": [ |
| "<Figure size 1400x400 with 1 Axes>" |
| ] |
| }, |
| "metadata": {}, |
| "output_type": "display_data" |
| } |
| ], |
| "source": [ |
| "fig, ax = plt.subplots(figsize=(14, 4))\n", |
| "\n", |
| "multi_mean_num_entries_fpr = get_mean_entries_fpr(multi_fingerprint_df)\n", |
| "\n", |
| "for i, g in enumerate(multi_fingerprint_df.groupby(\"NumInput\")):\n", |
| " group = g[0]\n", |
| " group_data = g[1]\n", |
| " fprint_len = group_data[\"FPrintLen\"].values[0]\n", |
| " naive_bound = 2.**(-fprint_len)\n", |
| "\n", |
| " colour = \"C\" + str(group_data[\"FPrintLen\"].values[0] -3)\n", |
| " ax.scatter(group_data[\"NumEntries\"], group_data[\"NumFalsePositives\"], \n", |
| " color=colour, marker=\"o\", s=10, alpha=0.01)\n", |
| " \n", |
| "\n", |
| "# bound function -- plotted at the input values points because the absolute load is a random variable that deviates \n", |
| "# from a deterministic input cardinality.\n", |
| "inputs_and_fprint_lens = get_fingerprint_lengths(multi_fingerprint_df)\n", |
| "bound_fct = 2.**(-inputs_and_fprint_lens[:, 1])\n", |
| "ax.plot(inputs_and_fprint_lens[:, 0], bound_fct*multi_fp_num_queries, \n", |
| " color=\"red\", marker=\"x\", label=r\"$2^{-f}\\cdot |\\{QuerySet\\}|$\", linestyle=\"--\")\n", |
| "ax.plot(multi_input_values, (multi_mean_num_entries_fpr[:,1]/multi_mean_num_entries_fpr[:,0])*bound_fct*multi_fp_num_queries, \n", |
| " label=r\"$\\alpha 2^{-f} \\cdot |\\{QuerySet\\}|$\", color=\"black\", marker=\"x\", linestyle=\"--\")\n", |
| "\n", |
| "\n", |
| "# Mean operator is linear in this setting\n", |
| "ax.plot(multi_mean_num_entries_fpr[:,1], multi_mean_num_entries_fpr[:,2]*multi_fp_num_queries, label=r\"$Mean(FPR)\\cdot |\\{QuerySet\\}|$\")\n", |
| "\n", |
| "# Exact probability sum\n", |
| "ax.plot(multi_input_values, multi_exact_probs*num_queries, label=\"Exact Probability Sum\", color=\"magenta\", marker=\"*\", linestyle=\"--\")\n", |
| "\n", |
| "# tidy the axes\n", |
| "ax.set_ylabel(\"Number of FPs\")\n", |
| "ax.set_xlabel(\"Number of input items: $n$\")\n", |
| "ax.set_yscale(\"log\", base=2)\n", |
| "ax.set_xscale(\"log\", base=2)\n", |
| "ax.grid()\n", |
| "ax.legend(loc=\"upper center\", bbox_to_anchor=(0.5, 1.15), ncol=4)" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 18, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "data": { |
| "text/plain": [ |
| "<matplotlib.legend.Legend at 0x14ff44f10>" |
| ] |
| }, |
| "execution_count": 18, |
| "metadata": {}, |
| "output_type": "execute_result" |
| }, |
| { |
| "data": { |
| "image/png": "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", |
| "text/plain": [ |
| "<Figure size 1400x400 with 1 Axes>" |
| ] |
| }, |
| "metadata": {}, |
| "output_type": "display_data" |
| } |
| ], |
| "source": [ |
| "fig, ax = plt.subplots(figsize=(14, 4))\n", |
| "\n", |
| "multi_mean_num_entries_fpr = get_mean_entries_fpr(multi_fingerprint_df)\n", |
| "\n", |
| "for i, g in enumerate(multi_fingerprint_df.groupby(\"NumInput\")):\n", |
| " group = g[0]\n", |
| " group_data = g[1]\n", |
| " fprint_len = group_data[\"FPrintLen\"].values[0]\n", |
| " naive_bound = 2.**(-fprint_len)\n", |
| "\n", |
| " colour = \"C\" + str(group_data[\"FPrintLen\"].values[0] -3)\n", |
| " ax.scatter(group_data[\"NumEntries\"], group_data[\"trialFPR\"], \n", |
| " color=colour, marker=\"o\", s=10, alpha=0.01)\n", |
| " \n", |
| "\n", |
| "# bound function -- plotted at the input values points because the absolute load is a random variable that deviates \n", |
| "# from a deterministic input cardinality.\n", |
| "inputs_and_fprint_lens = get_fingerprint_lengths(multi_fingerprint_df)\n", |
| "bound_fct = 2.**(-inputs_and_fprint_lens[:, 1])\n", |
| "ax.plot(inputs_and_fprint_lens[:, 0], bound_fct, \n", |
| " color=\"red\", marker=\"x\", label=r\"$2^{-f}$\", linestyle=\"--\")\n", |
| "ax.plot(multi_input_values, (multi_mean_num_entries_fpr[:,1]/multi_mean_num_entries_fpr[:,0])*bound_fct, \n", |
| " label=r\"$\\alpha 2^{-f}$\", color=\"black\", marker=\"x\", linestyle=\"--\")\n", |
| "\n", |
| "\n", |
| "# Mean operator is linear in this setting\n", |
| "ax.plot(multi_mean_num_entries_fpr[:,1], multi_mean_num_entries_fpr[:,2], label=r\"$Mean(FPR)$\")\n", |
| "\n", |
| "# Exact probability sum\n", |
| "ax.plot(multi_input_values, multi_exact_probs, label=\"Exact Probability Sum\", color=\"magenta\", marker=\"*\", linestyle=\"--\")\n", |
| "\n", |
| "# tidy the axes\n", |
| "ax.set_ylabel(\"FPR\")\n", |
| "ax.set_xlabel(\"Number of input items: $n$\")\n", |
| "ax.set_yscale(\"log\", base=2)\n", |
| "ax.set_xscale(\"log\", base=2)\n", |
| "ax.grid()\n", |
| "ax.legend(loc=\"upper center\", bbox_to_anchor=(0.5, 1.15), ncol=4)" |
| ] |
| }, |
| { |
| "cell_type": "markdown", |
| "metadata": {}, |
| "source": [ |
| "We see the same behaviour as for the single fingerprint length even when the filter expands.\n", |
| "Different colours represent different fingerprint lengths. The three groups are $5, 4, 3$ from left to right in green, orange, and blue." |
| ] |
| }, |
| { |
| "cell_type": "markdown", |
| "metadata": {}, |
| "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": "3.11.4" |
| } |
| }, |
| "nbformat": 4, |
| "nbformat_minor": 2 |
| } |