mirror of
https://github.com/ltcptgeneral/IdealRMT-DecisionTrees.git
synced 2025-09-04 22:37:24 +00:00
implement priority aware algorithm,
add dataset size printout
This commit is contained in:
File diff suppressed because one or more lines are too long
118
TreeToRMT.ipynb
118
TreeToRMT.ipynb
@@ -103,7 +103,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 5,
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"id": "0dc1d6d4",
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"metadata": {},
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"outputs": [
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@@ -117,8 +117,8 @@
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"[1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
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"id mapping: \n",
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"[['dst_range', 'dst_meta'], ['src_range', 'src_meta'], ['protocl_range', 'protocl_meta'], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], []]\n",
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"13312\n",
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"110\n"
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"TCAM bits: 13312\n",
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"RAM bits: 110\n"
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]
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}
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],
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@@ -204,6 +204,7 @@
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"\tfor layer in layers:\n",
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"\t\tnum_prefixes = 0\n",
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"\t\tprefix_width = field_width[layer]\n",
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"\t\t# for each range in the layer, convert the ranges to prefixes using naive range expansion\n",
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"\t\tfor r in layers[layer]:\n",
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"\t\t\tif r[\"min\"] == None:\n",
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"\t\t\t\tr[\"min\"] = 0\n",
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@@ -250,7 +251,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 8,
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"id": "48011528",
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"metadata": {},
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"outputs": [
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@@ -264,8 +265,8 @@
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"[1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
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"id mapping: \n",
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"[['dst_range', 'dst_meta'], ['src_range', 'src_meta'], ['protocl_range', 'protocl_meta'], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], []]\n",
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"3520\n",
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"110\n"
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"TCAM bits: 3520\n",
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"RAM bits: 110\n"
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]
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}
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],
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@@ -274,6 +275,111 @@
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"print(f\"TCAM bits: {tcam_bits}\")\n",
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"print(f\"RAM bits: {ram_bits}\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "64b7271e",
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"metadata": {},
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"outputs": [],
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"source": [
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"# for this technique, we note that given disjoint ranges [0,a][a,b],[b,c] ...\n",
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"# then if using a TCAM that selects the first matching prefix, then [0,a],[0,b],[0,c] would be equivalent\n",
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"# this is because if for some k<a, even though the range [0,b] could be selected, as long as the prefixes for [0,a] are before [0,b] then the correct prefix will still be selected\n",
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"\n",
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"def priority_aware(tree):\n",
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"\trmt = []\n",
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"\tstep = 0\n",
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"\n",
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"\ttcam_bits = 0\n",
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"\tram_bits = 0\n",
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"\n",
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"\tfor layer in layers:\n",
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"\t\tnum_prefixes = 0\n",
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"\t\tprefix_width = field_width[layer]\n",
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"\t\t# for each range, run the regular prefix expansion, and also the prefix expansion setting the minimum to 0\n",
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"\t\t# then check which set of prefixes would be better\n",
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"\t\t# we will assume the ranges are already disjoin and in the correct order\n",
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"\t\tfor r in layers[layer]:\n",
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"\t\t\tif r[\"min\"] == None:\n",
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"\t\t\t\tr[\"min\"] = 0\n",
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"\t\t\telif r[\"max\"] == None:\n",
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"\t\t\t\tr[\"max\"] = 2 ** prefix_width\n",
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"\t\t\tregular_prefixes = convert_range(r[\"min\"], r[\"max\"], prefix_width)\n",
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"\t\t\tzero_start_prefixes = convert_range(0, r[\"max\"], prefix_width)\n",
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"\n",
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"\t\t\tif len(regular_prefixes) <= len(zero_start_prefixes):\n",
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"\t\t\t\tpfx_type = \"exact\"\n",
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"\t\t\t\tprefixes = regular_prefixes\n",
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"\t\t\telse:\n",
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"\t\t\t\tpfx_type = \"zero\"\n",
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"\t\t\t\tprefixes = zero_start_prefixes\n",
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"\n",
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"\t\t\tr[\"prefixes\"] = prefixes\n",
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"\t\t\tr[\"prefix_type\"] = pfx_type\n",
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"\t\t\tnum_prefixes += len(prefixes)\n",
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"\t\t\ttcam_bits += len(prefixes) * prefix_width\n",
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"\n",
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"\t\ttcam = {\n",
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"\t\t\t\"id\": f\"{layer}_range\",\n",
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"\t\t\t\"step\": step,\n",
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"\t\t\t\"match\": \"ternary\",\n",
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"\t\t\t\"entries\": num_prefixes,\n",
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"\t\t\t\"key_size\": prefix_width,\n",
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"\t\t\t\"ranges\": layers[layer]\n",
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"\t\t}\n",
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"\n",
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"\t\tnum_ranges = len(layers[layer])\n",
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"\t\t# assume no pointer reuse for metadata storage\n",
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"\t\tram = {\n",
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"\t\t\t\"id\": f\"{layer}_meta\",\n",
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"\t\t\t\"step\": step,\n",
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"\t\t\t\"match\": \"exact\",\n",
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"\t\t\t\"method\": \"index\",\n",
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"\t\t\t\"key_size\": math.ceil(math.log2(num_ranges)),\n",
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"\t\t\t\"data_size\": len(classes)\n",
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"\t\t}\n",
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"\t\tram_bits += math.ceil(math.log2(num_ranges)) * len(classes)\n",
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"\n",
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"\t\trmt.append(tcam)\n",
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"\t\trmt.append(ram)\n",
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"\n",
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"\t\tstep += 1\n",
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"\n",
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"\treturn rmt, tcam_bits, ram_bits\n",
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"\n",
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"x, tcam_bits, ram_bits = priority_aware(tree)\n",
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"f = open(\"priority_aware.json\", \"w+\")\n",
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"f.write(json.dumps(x, indent=4))\n",
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"f.close()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "cd706e41",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"TCAM mapping: \n",
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"[1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
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"SRAM mapping: \n",
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"[1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
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"id mapping: \n",
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"[['dst_range', 'dst_meta'], ['src_range', 'src_meta'], ['protocl_range', 'protocl_meta'], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], []]\n",
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"TCAM bits: 2120\n",
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"RAM bits: 110\n"
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]
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}
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],
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"source": [
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"! command python3 ideal-rmt-simulator/sim.py priority_aware.json\n",
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"print(f\"TCAM bits: {tcam_bits}\")\n",
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"print(f\"RAM bits: {ram_bits}\")"
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]
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}
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],
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"metadata": {
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