From c208037ae98d5ccc14595fb9e923e889635e5f82 Mon Sep 17 00:00:00 2001 From: Arthur Lu Date: Sat, 7 Jun 2025 01:10:05 +0000 Subject: [PATCH] implement priority aware algorithm, add dataset size printout --- DecisionTree.ipynb | 26 ++++------ TreeToRMT.ipynb | 118 ++++++++++++++++++++++++++++++++++++++++++--- 2 files changed, 121 insertions(+), 23 deletions(-) diff --git a/DecisionTree.ipynb b/DecisionTree.ipynb index 8085541..d89aa8b 100644 --- a/DecisionTree.ipynb +++ b/DecisionTree.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "id": "d5618056", "metadata": {}, "outputs": [], @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "id": "b96f3403", "metadata": {}, "outputs": [ @@ -30,6 +30,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "dataset size: 4735360\n", "train accuracy: 0.879490682862549\n", "test accuracy: 0.879490682862549\n" ] @@ -57,6 +58,8 @@ "Xt = np.array(Xt)\n", "Yt = np.array(Yt)\n", "\n", + "print(f\"dataset size: {len(X)}\")\n", + "\n", "# decision tree fit\n", "dt = DecisionTreeClassifier(max_depth = 5)\n", "dt.fit(X, Y)\n", @@ -69,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "id": "d336971a", "metadata": {}, "outputs": [], @@ -134,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "id": "7f36344d", "metadata": {}, "outputs": [], @@ -149,21 +152,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "cf8832b9", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(figsize=(25,20))\n", "_ = plot_tree(dt, filled=True)" diff --git a/TreeToRMT.ipynb b/TreeToRMT.ipynb index ece67d0..cd956e6 100644 --- a/TreeToRMT.ipynb +++ b/TreeToRMT.ipynb @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "0dc1d6d4", "metadata": {}, "outputs": [ @@ -117,8 +117,8 @@ "[1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "id mapping: \n", "[['dst_range', 'dst_meta'], ['src_range', 'src_meta'], ['protocl_range', 'protocl_meta'], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], []]\n", - "13312\n", - "110\n" + "TCAM bits: 13312\n", + "RAM bits: 110\n" ] } ], @@ -204,6 +204,7 @@ "\tfor layer in layers:\n", "\t\tnum_prefixes = 0\n", "\t\tprefix_width = field_width[layer]\n", + "\t\t# for each range in the layer, convert the ranges to prefixes using naive range expansion\n", "\t\tfor r in layers[layer]:\n", "\t\t\tif r[\"min\"] == None:\n", "\t\t\t\tr[\"min\"] = 0\n", @@ -250,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "48011528", "metadata": {}, "outputs": [ @@ -264,8 +265,8 @@ "[1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "id mapping: \n", "[['dst_range', 'dst_meta'], ['src_range', 'src_meta'], ['protocl_range', 'protocl_meta'], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], []]\n", - "3520\n", - "110\n" + "TCAM bits: 3520\n", + "RAM bits: 110\n" ] } ], @@ -274,6 +275,111 @@ "print(f\"TCAM bits: {tcam_bits}\")\n", "print(f\"RAM bits: {ram_bits}\")" ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "64b7271e", + "metadata": {}, + "outputs": [], + "source": [ + "# for this technique, we note that given disjoint ranges [0,a][a,b],[b,c] ...\n", + "# then if using a TCAM that selects the first matching prefix, then [0,a],[0,b],[0,c] would be equivalent\n", + "# this is because if for some k