Skip to content

Instantly share code, notes, and snippets.

@donn

donn/chain_tests.ipynb

Created April 14, 2026 12:08
Show Gist options

  • Select an option

    Learn more about clone URLs
  • Save donn/2f64bb05240283f4f5c2c8efc2271e8e to your computer and use it in GitHub Desktop.

Select an option

Learn more about clone URLs
Save donn/2f64bb05240283f4f5c2c8efc2271e8e to your computer and use it in GitHub Desktop.
Download ZIP
TSP High-level Testing/Nonsense
Display the source blob
Display the rendered blob
Raw
chain_tests.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 10,
"id": "b809a7f1",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "b809a7f1",
"outputId": "d085078c-979c-4b3a-b669-0aa074b57812"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: pip in ./venv/lib/python3.13/site-packages (26.0.1)\n",
"Requirement already satisfied: networkx in ./venv/lib/python3.13/site-packages (3.6.1)\n",
"Collecting scipy\n",
" Using cached scipy-1.17.1-cp313-cp313-macosx_14_0_arm64.whl.metadata (62 kB)\n",
"Requirement already satisfied: numpy<2.7,>=1.26.4 in ./venv/lib/python3.13/site-packages (from scipy) (2.4.4)\n",
"Downloading scipy-1.17.1-cp313-cp313-macosx_14_0_arm64.whl (20.3 MB)\n",
"\u001b[2K \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m20.3/20.3 MB\u001b[0m \u001b[31m534.9 kB/s\u001b[0m \u001b[33m0:00:32\u001b[0m\u001b[0m eta \u001b[36m0:00:01\u001b[0m[36m0:00:02\u001b[0m\n",
"\u001b[?25hInstalling collected packages: scipy\n",
"Successfully installed scipy-1.17.1\n",
"Requirement already satisfied: numpy in ./venv/lib/python3.13/site-packages (2.4.4)\n",
"Requirement already satisfied: matplotlib in ./venv/lib/python3.13/site-packages (3.10.8)\n",
"Requirement already satisfied: contourpy>=1.0.1 in ./venv/lib/python3.13/site-packages (from matplotlib) (1.3.3)\n",
"Requirement already satisfied: cycler>=0.10 in ./venv/lib/python3.13/site-packages (from matplotlib) (0.12.1)\n",
"Requirement already satisfied: fonttools>=4.22.0 in ./venv/lib/python3.13/site-packages (from matplotlib) (4.62.1)\n",
"Requirement already satisfied: kiwisolver>=1.3.1 in ./venv/lib/python3.13/site-packages (from matplotlib) (1.5.0)\n",
"Requirement already satisfied: numpy>=1.23 in ./venv/lib/python3.13/site-packages (from matplotlib) (2.4.4)\n",
"Requirement already satisfied: packaging>=20.0 in ./venv/lib/python3.13/site-packages (from matplotlib) (26.0)\n",
"Requirement already satisfied: pillow>=8 in ./venv/lib/python3.13/site-packages (from matplotlib) (12.2.0)\n",
"Requirement already satisfied: pyparsing>=3 in ./venv/lib/python3.13/site-packages (from matplotlib) (3.3.2)\n",
"Requirement already satisfied: python-dateutil>=2.7 in ./venv/lib/python3.13/site-packages (from matplotlib) (2.9.0.post0)\n",
"Requirement already satisfied: six>=1.5 in ./venv/lib/python3.13/site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n",
"Requirement already satisfied: rtree in ./venv/lib/python3.13/site-packages (1.4.1)\n",
"Collecting git+https://gitlab.com/Soha/local-tsp\n",
" Cloning https://gitlab.com/Soha/local-tsp to /private/var/folders/83/9g5sqzs94bj45cd21z3hrfg00000gn/T/pip-req-build-evae_jgn\n",
" Running command git clone --filter=blob:none --quiet https://gitlab.com/Soha/local-tsp /private/var/folders/83/9g5sqzs94bj45cd21z3hrfg00000gn/T/pip-req-build-evae_jgn\n",
" warning: redirecting to https://gitlab.com/Soha/local-tsp.git/\n",
" Resolved https://gitlab.com/Soha/local-tsp to commit c3c508a920abe920a352bf7bd6fdcc59c8852718\n",
" Installing build dependencies ... \u001b[?25ldone\n",
"\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
"\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
"\u001b[?25hRequirement already satisfied: rich in ./venv/lib/python3.13/site-packages (15.0.0)\n",
"Requirement already satisfied: markdown-it-py>=2.2.0 in ./venv/lib/python3.13/site-packages (from rich) (4.0.0)\n",
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in ./venv/lib/python3.13/site-packages (from rich) (2.20.0)\n",
"Requirement already satisfied: mdurl~=0.1 in ./venv/lib/python3.13/site-packages (from markdown-it-py>=2.2.0->rich) (0.1.2)\n"
]
}
],
"source": [
"!pip3 install --upgrade pip\n",
"!pip3 install networkx\n",
"!pip3 install scipy\n",
"!pip3 install numpy\n",
"!pip3 install matplotlib\n",
"!pip3 install rtree\n",
"!pip3 install git+https://gitlab.com/Soha/local-tsp\n",
"!pip3 install rich"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "17f998ee",
"metadata": {
"id": "17f998ee"
},
"outputs": [],
"source": [
"import numpy as np\n",
"from matplotlib.pyplot import subplots\n",
"from random import Random\n",
"from dataclasses import field, dataclass\n",
"from typing import List, Tuple\n",
"\n",
"def snap_to_edge(point, dims):\n",
" x, y = point\n",
" dist_right = dims[0] - x\n",
" dist_up = dims[1] - y\n",
" closest_edge_distance = min(x, y, dist_right, dist_up)\n",
" if closest_edge_distance == x:\n",
" x = 0\n",
" elif closest_edge_distance == y:\n",
" y = 0\n",
" elif closest_edge_distance == dist_right:\n",
" x = dims[0] - 1\n",
" else:\n",
" y = dims[1] - 1\n",
" return (x, y)\n",
"\n",
"Point = Tuple[int, int]\n",
"\n",
"def l1d(a, b):\n",
" f_x, f_y = a\n",
" t_x, t_y = b\n",
" return abs(t_x - f_x) + abs(t_y - f_y)\n",
"\n",
"@dataclass\n",
"class Layout:\n",
" source: Point\n",
" sink: Point\n",
" elements: List[Point]\n",
" edges: List[Tuple[int, int]] = field(default_factory=lambda: list())\n",
" total_wire_length: int = -1\n",
"\n",
" def __len__(self):\n",
" return len(self.elements) + 2\n",
"\n",
" def visualize(self, edges=None):\n",
" fig, ax = subplots()\n",
" xs, ys = zip(*self.elements)\n",
" ax.plot(xs, ys, 'go')\n",
" ax.plot(*self.source, 'ro')\n",
" ax.plot(*self.sink, 'bo')\n",
" graph_elements = [self.source, *self.elements, self.sink]\n",
" if edges is None:\n",
" for edge in self.edges:\n",
" frm = graph_elements[edge[0]]\n",
" to = graph_elements[edge[1]]\n",
" ax.plot(*zip(frm, to), 'g')\n",
" else:\n",
" for edge in edges:\n",
" frm, to = edge\n",
" ax.plot((frm[0], to[0]), (frm[1], to[1]), 'g')\n",
" \n",
" return fig\n",
"\n",
" def calc_twl(self, edges=None):\n",
" target_edges = self.edges\n",
" if edges is not None:\n",
" target_edges = edges\n",
" twl = 0\n",
" for (frm, to) in target_edges:\n",
" twl += l1d(elements[frm], elements[to])\n",
" return twl\n",
"\n",
" def node_list(self):\n",
" return [self.source, *self.elements, self.sink]\n",
"\n",
" def as_adjacency_matrix(self, zero_at_loop=True, **kwargs):\n",
" all_nodes = self.node_list()\n",
" N = len(all_nodes)\n",
" x = np.empty((N, N), **kwargs)\n",
" for i, node_from in enumerate(all_nodes):\n",
" for j, node_to in enumerate(all_nodes):\n",
" if j < i:\n",
" continue\n",
" weight = l1d(node_from, node_to)\n",
" x[i][j] = weight\n",
" x[j][i] = weight\n",
" if zero_at_loop:\n",
" x[0][N - 1] = 0\n",
" x[N - 1][0] = 0\n",
" return x\n",
"\n",
" def edges_as_path(self):\n",
" path = np.empty((len(self),), dtype=np.int16)\n",
" path[0] = self.edges[0][0]\n",
" for i, edge in enumerate(self.edges):\n",
" path[i + 1] = edge[1]\n",
" return path\n",
"\n",
" def calculate_twl(self, edges=None):\n",
" all_nodes = self.node_list()\n",
" if edges is None:\n",
" edges = self.edges\n",
" twl = 0\n",
" for frm, to in edges:\n",
" twl += l1d(all_nodes[frm], all_nodes[to])\n",
" return twl\n",
"\n",
" def calculate_twl_tour(self, tour):\n",
" all_nodes = self.node_list()\n",
" last = tour[0]\n",
" twl = 0\n",
" for current in tour[1:]:\n",
" twl += l1d(all_nodes[last], all_nodes[current])\n",
" last = current\n",
" return twl\n",
"\n",
" def edges_from_path(self, path, *, break_loop=True):\n",
" all_nodes = self.node_list()\n",
" N = len(all_nodes)\n",
" last_idx = path[0]\n",
" edges = []\n",
" for current_idx in path[1:]:\n",
" path_node = all_nodes[current_idx]\n",
" if not break_loop or (current_idx, last_idx) not in [(0, N-1), (N-1, 0)]:\n",
" edges.append((last_idx, current_idx))\n",
" last_idx = current_idx\n",
" self.edges = edges\n",
" self.total_wire_length = self.calculate_twl()\n",
" return (edges, self.total_wire_length)\n",
"\n",
" @staticmethod\n",
" def generate(seed, dims=(1000, 1000), scannable_elements=80):\n",
" rng = Random(seed)\n",
" x_dim, y_dim = dims\n",
" gen_point = lambda: (rng.randint(0, x_dim-1), rng.randint(0, y_dim-1))\n",
" source = snap_to_edge(gen_point(), dims)\n",
" sink = snap_to_edge(gen_point(), dims)\n",
" elements = set()\n",
" while len(elements) < scannable_elements:\n",
" elements.add(gen_point())\n",
" return Layout(source, sink, list(elements))\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "120641c7",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 430
},
"id": "120641c7",
"outputId": "d3586011-078f-4cc9-d57b-7956d54c7262"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"layout = Layout.generate(0)\n",
"layout.visualize();"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "90861cad",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 447
},
"id": "90861cad",
"outputId": "7067c318-0b4a-4d79-dbb6-5360fc7e42fb"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import functools\n",
"import sys\n",
"from typing import Literal\n",
"import numpy as np\n",
"import networkx as nx\n",
"\n",
"def nx_tsp_approx(layout: Layout, algorithm: Literal[\"christofides\", \"threshold_accepting\"] = \"christofides\"):\n",
" \"\"\"\n",
" Use a TSP approximation algorithm included with networkx.\n",
" \"\"\"\n",
" all_nodes = layout.node_list()\n",
" A = layout.as_adjacency_matrix(zero_at_loop=True, dtype=np.int32)\n",
" G: nx.Graph = nx.from_numpy_array(A)\n",
" G.add_edge(0, len(layout)-1, weight=0) # https://github.com/networkx/networkx/issues/4876\n",
" if algorithm == \"christofides\":\n",
" path = nx.approximation.christofides(G)\n",
" else:\n",
" path = nx.approximation.threshold_accepting_tsp(\n",
" G,\n",
" source=0,\n",
" init_cycle='greedy',\n",
" )\n",
"\n",
" visited = {}\n",
" last = -1\n",
" repeats = 0\n",
" for node in path:\n",
" if node in visited and visited[node] != -1:\n",
" repeats += 1\n",
" print(f\"error: repeated node {node} ({all_nodes[node]}): originally visited from {visited[node]} ({all_nodes[visited[node]]}), revisited from {last} ({all_nodes[node]})\", file=sys.stderr)\n",
" else:\n",
" visited[node] = last\n",
" last = node\n",
"\n",
" layout.edges_from_path(path)\n",
" return repeats\n",
"\n",
"opt_christofides = functools.partial(nx_tsp_approx, algorithm=\"christofides\")\n",
"opt_threshold_accepting = functools.partial(nx_tsp_approx, algorithm=\"threshold_accepting\")\n",
"\n",
"opt_christofides(layout)\n",
"layout.visualize();\n",
"\n",
"opt_threshold_accepting(layout)\n",
"layout.visualize();"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "2e81a197",
"metadata": {
"id": "2e81a197"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import rtree\n",
"\n",
"def ord_nearest_neighbor(layout: Layout, start_with_source=True):\n",
" \"\"\"\n",
" This is a recreation of the nearest-neighbor algorithm employed by the\n",
" OpenROAD DFT module.\n",
" \n",
" :param start_with_source: The OpenROAD module does not consider the scan-in\n",
" pin's location for implementation complexity reasons.\n",
" \"\"\"\n",
" rt = rtree.index.Index()\n",
" for i, element in enumerate(layout.elements):\n",
" rt.insert(i + 1, element)\n",
"\n",
" if start_with_source:\n",
" cursor = next(rt.nearest(layout.source, 1, objects=True))\n",
" else:\n",
" cursor = next(rt.nearest((0, 0), 1, objects=True))\n",
" edges = [(0, cursor.id)]\n",
" twl = int(l1d(layout.source, cursor.bbox[:2]))\n",
" while len(edges) < len(layout.elements):\n",
" rt.delete(cursor.id, cursor.bbox)\n",
" n = next(rt.nearest(cursor.bbox, 1, objects=True))\n",
" twl += int(l1d(n.bbox[:2], cursor.bbox[:2]))\n",
" edges.append((cursor.id, n.id))\n",
" cursor = n\n",
"\n",
" twl += int(l1d(cursor.bbox[:2], layout.sink))\n",
" edges.append((cursor.id, len(edges) + 1))\n",
" layout.edges = edges\n",
" layout.total_wire_length = twl\n",
"\n",
"ord_nearest_neighbor(layout, start_with_source=True)\n",
"layout.visualize();"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "e103082b",
"metadata": {
"id": "e103082b"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from tsp_local.base import TSP\n",
"from tsp_local.kopt import KOpt\n",
"from functools import partial\n",
"\n",
"def kopt_local(layout: Layout, source_sink_hack: bool = False):\n",
" \"\"\"\n",
" Uses a Python-based implementation of KOpt algorithms by Arthur Mahéo.\n",
"\n",
" Works really well, but does not scale (worst case exponential)\n",
" \"\"\"\n",
" matrix = layout.as_adjacency_matrix()\n",
" N = len(matrix)\n",
" \n",
" if source_sink_hack:\n",
" rt = rtree.index.Index()\n",
" for i, element in enumerate(layout.elements):\n",
" rt.insert(i + 1, element)\n",
" # force source and sink to be connected to closest points\n",
" closest_source = next(rt.nearest(layout.source, 1, objects=True))\n",
" closest_sink = next(rt.nearest(layout.sink, 1, objects=True))\n",
" for i in range(1, N - 1):\n",
" matrix[0][i] = 1e30\n",
" matrix[i][0] = 1e30\n",
" matrix[N-1][i] = 1e30\n",
" matrix[i][N-1] = 1e30\n",
" matrix[0][closest_source.id] = 1\n",
" matrix[closest_source.id][0] = 1\n",
" matrix[N-1][closest_sink.id] = 1\n",
" matrix[closest_sink.id][N-1] = 1\n",
"\n",
" TSP.edges = {}\n",
" TSP.routes = {}\n",
" TSP.setEdges(matrix)\n",
" lk = KOpt(range(len(matrix)))\n",
" path, _ = lk.optimise()\n",
" layout.edges_from_path((*path, path[0]))\n",
"\n",
"kopt_hack = functools.partial(kopt_local, source_sink_hack=True)\n",
"\n",
"kopt_local(layout)\n",
"layout.visualize();\n",
"kopt_hack(layout)\n",
"layout.visualize();"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "b3f47e91-cb8f-47ad-8432-8b6ac66a3858",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"twl: 9096\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"execution_count": 16,
"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": [
"def swap_2opt(tour, v1, v2):\n",
" new_tour = np.empty((len(tour),), dtype=np.int16)\n",
" i = 0\n",
" while i <= v1:\n",
" new_tour[i] = tour[i]\n",
" i += 1\n",
" for j in range(v2, v1, -1):\n",
" new_tour[i] = tour[j]\n",
" i += 1\n",
" while i < len(tour):\n",
" new_tour[i] = tour[i]\n",
" i += 1\n",
" return new_tour\n",
"\n",
"\n",
"def basic_2opt(layout: Layout):\n",
" A = layout.as_adjacency_matrix()\n",
" ord_nearest_neighbor(layout) # initial tour\n",
" init_tour = layout.edges_as_path()\n",
" best_path, best_twl = init_tour, layout.total_wire_length\n",
" N = len(A)\n",
" improved = True\n",
" iters = 0\n",
" while improved:\n",
" improved = False\n",
" iters += 1\n",
" # typical implementations are usually like (0, N-1), (i+2, N) but the last element cannot change here\n",
" for i in range(0, N-2):\n",
" for j in range(i+2, N-1):\n",
" current_path = swap_2opt(best_path, i, j)\n",
" current_twl = layout.calculate_twl_tour(current_path)\n",
" if current_twl < best_twl:\n",
" best_twl = current_twl\n",
" best_path = current_path\n",
" improved = True\n",
"\n",
" layout.edges_from_path(best_path)\n",
" \n",
"\n",
"basic_2opt(layout)\n",
"print(f\"twl: {layout.total_wire_length}\")\n",
"layout.visualize()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "ae8af89e",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"\n",
"def segment_midpoint_nn(layout: Layout, debug_stream=open(os.devnull, \"w\")):\n",
" \"\"\"\n",
" Works by finding the point closest to any line segment in the graph and\n",
" bisecting the line segment at that point until all points are included.\n",
"\n",
" This is a crack algorithm I made that is about about on par with NN and\n",
" slower. Do not recommend.\n",
" \"\"\"\n",
" N = len(layout)\n",
" line_segments = {(layout.source, layout.sink)}\n",
" index_by_point = {point: i for i, point in enumerate(layout.node_list())}\n",
" rt = rtree.index.Index()\n",
" for i, element in enumerate(layout.elements):\n",
" rt.insert(i + 1, element)\n",
"\n",
" while len(line_segments) < N - 1:\n",
" print(f\"Iteration {len(line_segments)}\", file=debug_stream)\n",
" # find point closest to all line segments\n",
" closest_segment = None\n",
" closest_point = None\n",
" closest_distance = 1e30\n",
" for segment in line_segments:\n",
" p1, p2 = segment\n",
" midpoint = ((p1[0] + p2[0]) / 2, (p1[1] + p2[1]) / 2)\n",
" current_nearest = next(rt.nearest(midpoint, 1, objects=True))\n",
" current_distance = np.linalg.norm(np.asarray(midpoint) - np.asarray(current_nearest.bbox[2:]))\n",
" if current_distance < closest_distance:\n",
" closest_segment = segment\n",
" closest_point = current_nearest\n",
" closest_distance = current_distance\n",
" print(f\"Iteration {len(line_segments)} result: Removing {closest_segment}…\", file=debug_stream)\n",
" line_segments.remove(closest_segment)\n",
" p0, p1 = closest_segment\n",
" pN = tuple(closest_point.bbox[:2])\n",
" new_segment_0 = (p0, pN)\n",
" new_segment_1 = (pN, p1)\n",
" print(closest_segment, \"->\", new_segment_0, \"+\", new_segment_1, file=debug_stream)\n",
" rt.delete(closest_point.id, closest_point.bbox)\n",
" line_segments.add(new_segment_0)\n",
" line_segments.add(new_segment_1)\n",
" edges = []\n",
" twl = 0\n",
" for segment in line_segments:\n",
" edges.append((index_by_point[segment[0]], index_by_point[segment[1]]))\n",
" twl += l1d(segment[0], segment[1])\n",
" layout.edges = edges\n",
" layout.total_wire_length = twl"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "3fac3550",
"metadata": {
"id": "3fac3550"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing Seed 0x0…\n",
"Processing Seed 0x1…\n",
"Processing Seed 0x2…\n",
"Processing Seed 0x3…\n",
"Processing Seed 0x4…\n",
"Processing Seed 0x5…\n",
"Processing Seed 0x6…\n",
"Processing Seed 0x7…\n",
"Processing Seed 0x8…\n",
"Processing Seed 0x9…\n",
"Processing Seed 0xa…\n",
"Processing Seed 0xb…\n",
"Processing Seed 0xc…\n",
"Processing Seed 0xd…\n",
"Processing Seed 0xe…\n",
"Processing Seed 0xf…\n",
"Processing Seed 0x10…\n",
"Processing Seed 0x11…\n",
"Processing Seed 0x12…\n",
"Processing Seed 0x13…\n",
"Processing Seed 0x14…\n",
"Processing Seed 0x15…\n",
"Processing Seed 0x16…\n",
"Processing Seed 0x17…\n",
"Processing Seed 0x18…\n",
"Processing Seed 0x19…\n",
"Processing Seed 0x1a…\n",
"Processing Seed 0x1b…\n",
"Processing Seed 0x1c…\n",
"Processing Seed 0x1d…\n",
"Processing Seed 0x1e…\n",
"Processing Seed 0x1f…\n",
"Processing Seed 0x20…\n",
"Processing Seed 0x21…\n",
"Processing Seed 0x22…\n",
"Processing Seed 0x23…\n",
"Processing Seed 0x24…\n",
"Processing Seed 0x25…\n",
"Processing Seed 0x26…\n",
"Processing Seed 0x27…\n",
"Processing Seed 0x28…\n",
"Processing Seed 0x29…\n",
"Processing Seed 0x2a…\n",
"Processing Seed 0x2b…\n",
"Processing Seed 0x2c…\n",
"Processing Seed 0x2d…\n",
"Processing Seed 0x2e…\n",
"Processing Seed 0x2f…\n",
"Processing Seed 0x30…\n",
"Processing Seed 0x31…\n",
"Processing Seed 0x32…\n",
"Processing Seed 0x33…\n",
"Processing Seed 0x34…\n",
"Processing Seed 0x35…\n",
"Processing Seed 0x36…\n",
"Processing Seed 0x37…\n",
"Processing Seed 0x38…\n",
"Processing Seed 0x39…\n",
"Processing Seed 0x3a…\n",
"Processing Seed 0x3b…\n",
"Processing Seed 0x3c…\n",
"Processing Seed 0x3d…\n",
"Processing Seed 0x3e…\n",
"Processing Seed 0x3f…\n",
"Processing Seed 0x40…\n",
"Processing Seed 0x41…\n",
"Processing Seed 0x42…\n",
"Processing Seed 0x43…\n",
"Processing Seed 0x44…\n",
"Processing Seed 0x45…\n",
"Processing Seed 0x46…\n",
"Processing Seed 0x47…\n",
"Processing Seed 0x48…\n",
"Processing Seed 0x49…\n",
"Processing Seed 0x4a…\n",
"Processing Seed 0x4b…\n",
"Processing Seed 0x4c…\n",
"Processing Seed 0x4d…\n",
"Processing Seed 0x4e…\n",
"Processing Seed 0x4f…\n",
"Processing Seed 0x50…\n",
"Processing Seed 0x51…\n",
"Processing Seed 0x52…\n",
"Processing Seed 0x53…\n",
"Processing Seed 0x54…\n",
"Processing Seed 0x55…\n",
"Processing Seed 0x56…\n",
"Processing Seed 0x57…\n",
"Processing Seed 0x58…\n",
"Processing Seed 0x59…\n",
"Processing Seed 0x5a…\n",
"Processing Seed 0x5b…\n",
"Processing Seed 0x5c…\n",
"Processing Seed 0x5d…\n",
"Processing Seed 0x5e…\n",
"Processing Seed 0x5f…\n",
"Processing Seed 0x60…\n",
"Processing Seed 0x61…\n",
"Processing Seed 0x62…\n",
"Processing Seed 0x63…\n",
"Processing Seed 0x64…\n",
"Processing Seed 0x65…\n",
"Processing Seed 0x66…\n",
"Processing Seed 0x67…\n",
"Processing Seed 0x68…\n",
"Processing Seed 0x69…\n",
"Processing Seed 0x6a…\n",
"Processing Seed 0x6b…\n",
"Processing Seed 0x6c…\n",
"Processing Seed 0x6d…\n",
"Processing Seed 0x6e…\n",
"Processing Seed 0x6f…\n",
"Processing Seed 0x70…\n",
"Processing Seed 0x71…\n",
"Processing Seed 0x72…\n",
"Processing Seed 0x73…\n",
"Processing Seed 0x74…\n",
"Processing Seed 0x75…\n",
"Processing Seed 0x76…\n",
"Processing Seed 0x77…\n",
"Processing Seed 0x78…\n",
"Processing Seed 0x79…\n",
"Processing Seed 0x7a…\n",
"Processing Seed 0x7b…\n",
"Processing Seed 0x7c…\n",
"Processing Seed 0x7d…\n",
"Processing Seed 0x7e…\n",
"Processing Seed 0x7f…\n",
"Processing Seed 0x80…\n",
"Processing Seed 0x81…\n",
"Processing Seed 0x82…\n",
"Processing Seed 0x83…\n",
"Processing Seed 0x84…\n",
"Processing Seed 0x85…\n",
"Processing Seed 0x86…\n",
"Processing Seed 0x87…\n",
"Processing Seed 0x88…\n",
"Processing Seed 0x89…\n",
"Processing Seed 0x8a…\n",
"Processing Seed 0x8b…\n",
"Processing Seed 0x8c…\n",
"Processing Seed 0x8d…\n",
"Processing Seed 0x8e…\n",
"Processing Seed 0x8f…\n",
"Processing Seed 0x90…\n",
"Processing Seed 0x91…\n",
"Processing Seed 0x92…\n",
"Processing Seed 0x93…\n",
"Processing Seed 0x94…\n",
"Processing Seed 0x95…\n",
"Processing Seed 0x96…\n",
"Processing Seed 0x97…\n",
"Processing Seed 0x98…\n",
"Processing Seed 0x99…\n",
"Processing Seed 0x9a…\n",
"Processing Seed 0x9b…\n",
"Processing Seed 0x9c…\n",
"Processing Seed 0x9d…\n",
"Processing Seed 0x9e…\n",
"Processing Seed 0x9f…\n",
"Processing Seed 0xa0…\n",
"Processing Seed 0xa1…\n",
"Processing Seed 0xa2…\n",
"Processing Seed 0xa3…\n",
"Processing Seed 0xa4…\n",
"Processing Seed 0xa5…\n",
"Processing Seed 0xa6…\n",
"Processing Seed 0xa7…\n",
"Processing Seed 0xa8…\n",
"Processing Seed 0xa9…\n",
"Processing Seed 0xaa…\n",
"Processing Seed 0xab…\n",
"Processing Seed 0xac…\n",
"Processing Seed 0xad…\n",
"Processing Seed 0xae…\n",
"Processing Seed 0xaf…\n",
"Processing Seed 0xb0…\n",
"Processing Seed 0xb1…\n",
"Processing Seed 0xb2…\n",
"Processing Seed 0xb3…\n",
"Processing Seed 0xb4…\n",
"Processing Seed 0xb5…\n",
"Processing Seed 0xb6…\n",
"Processing Seed 0xb7…\n",
"Processing Seed 0xb8…\n",
"Processing Seed 0xb9…\n",
"Processing Seed 0xba…\n",
"Processing Seed 0xbb…\n",
"Processing Seed 0xbc…\n",
"Processing Seed 0xbd…\n",
"Processing Seed 0xbe…\n",
"Processing Seed 0xbf…\n",
"Processing Seed 0xc0…\n",
"Processing Seed 0xc1…\n",
"Processing Seed 0xc2…\n",
"Processing Seed 0xc3…\n",
"Processing Seed 0xc4…\n",
"Processing Seed 0xc5…\n",
"Processing Seed 0xc6…\n",
"Processing Seed 0xc7…\n",
"Processing Seed 0xc8…\n",
"Processing Seed 0xc9…\n",
"Processing Seed 0xca…\n",
"Processing Seed 0xcb…\n",
"Processing Seed 0xcc…\n",
"Processing Seed 0xcd…\n",
"Processing Seed 0xce…\n",
"Processing Seed 0xcf…\n",
"Processing Seed 0xd0…\n",
"Processing Seed 0xd1…\n",
"Processing Seed 0xd2…\n",
"Processing Seed 0xd3…\n",
"Processing Seed 0xd4…\n",
"Processing Seed 0xd5…\n",
"Processing Seed 0xd6…\n",
"Processing Seed 0xd7…\n",
"Processing Seed 0xd8…\n",
"Processing Seed 0xd9…\n",
"Processing Seed 0xda…\n",
"Processing Seed 0xdb…\n",
"Processing Seed 0xdc…\n",
"Processing Seed 0xdd…\n",
"Processing Seed 0xde…\n",
"Processing Seed 0xdf…\n",
"Processing Seed 0xe0…\n",
"Processing Seed 0xe1…\n",
"Processing Seed 0xe2…\n",
"Processing Seed 0xe3…\n",
"Processing Seed 0xe4…\n",
"Processing Seed 0xe5…\n",
"Processing Seed 0xe6…\n",
"Processing Seed 0xe7…\n",
"Processing Seed 0xe8…\n",
"Processing Seed 0xe9…\n",
"Processing Seed 0xea…\n",
"Processing Seed 0xeb…\n",
"Processing Seed 0xec…\n",
"Processing Seed 0xed…\n",
"Processing Seed 0xee…\n",
"Processing Seed 0xef…\n",
"Processing Seed 0xf0…\n",
"Processing Seed 0xf1…\n",
"Processing Seed 0xf2…\n",
"Processing Seed 0xf3…\n",
"Processing Seed 0xf4…\n",
"Processing Seed 0xf5…\n",
"Processing Seed 0xf6…\n",
"Processing Seed 0xf7…\n",
"Processing Seed 0xf8…\n",
"Processing Seed 0xf9…\n",
"Processing Seed 0xfa…\n",
"Processing Seed 0xfb…\n",
"Processing Seed 0xfc…\n",
"Processing Seed 0xfd…\n",
"Processing Seed 0xfe…\n"
]
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
"┃<span style=\"font-weight: bold\"> </span>┃<span style=\"font-weight: bold\"> </span>┃<span style=\"font-weight: bold\"> Segment </span>┃<span style=\"font-weight: bold\"> NX </span>┃<span style=\"font-weight: bold\"> NX </span>┃<span style=\"font-weight: bold\"> </span>┃<span style=\"font-weight: bold\"> </span>┃<span style=\"font-weight: bold\"> </span>┃\n",
"┃<span style=\"font-weight: bold\"> Seed </span>┃<span style=\"font-weight: bold\"> OpenROAD NN </span>┃<span style=\"font-weight: bold\"> Midpoint NN </span>┃<span style=\"font-weight: bold\"> Threshold </span>┃<span style=\"font-weight: bold\"> Christofides </span>┃<span style=\"font-weight: bold\"> K-Opt Hack </span>┃<span style=\"font-weight: bold\"> K-Opt </span>┃<span style=\"font-weight: bold\"> 2-Opt </span>┃\n",
"┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
"│ 0x0 │ 10312 │ 11518.0 │ 10154 │ 9606 │ 8960 │ 8884 │ 9096 │\n",
"│ │ (100.00%) │ (89.53%) │ (101.56%) │ (107.35%) │ (115.09%) │ (116.07%) │ (113.37%) │\n",
"│ 0x1 │ 12812 │ 12340.0 │ 10934 │ 12714 │ 9714 │ 9288 │ 9892 │\n",
"│ │ (100.00%) │ (103.82%) │ (117.18%) │ (100.77%) │ (131.89%) │ (137.94%) │ (129.52%) │\n",
"│ 0x2 │ 10926 │ 11960.0 │ 11170 │ 9750 │ 9178 │ 8812 │ 9238 │\n",
"│ │ (100.00%) │ (91.35%) │ (97.82%) │ (112.06%) │ (119.05%) │ (123.99%) │ (118.27%) │\n",
"│ 0x3 │ 12321 │ 11113.0 │ 11325 │ 9885 │ 9071 │ 8737 │ 9401 │\n",
"│ │ (100.00%) │ (110.87%) │ (108.79%) │ (124.64%) │ (135.83%) │ (141.02%) │ (131.06%) │\n",
"│ 0x4 │ 11024 │ 11456.0 │ 10322 │ 9586 │ 8930 │ 8974 │ 9068 │\n",
"│ │ (100.00%) │ (96.23%) │ (106.80%) │ (115.00%) │ (123.45%) │ (122.84%) │ (121.57%) │\n",
"│ 0x5 │ 11483 │ 12019.0 │ 11057 │ 10287 │ 9467 │ 9416 │ 10137 │\n",
"│ │ (100.00%) │ (95.54%) │ (103.85%) │ (111.63%) │ (121.30%) │ (121.95%) │ (113.28%) │\n",
"│ 0x6 │ 11421 │ 12087.0 │ 11469 │ 11022 │ 9383 │ 9419 │ 9761 │\n",
"│ │ (100.00%) │ (94.49%) │ (99.58%) │ (103.62%) │ (121.72%) │ (121.25%) │ (117.01%) │\n",
"│ 0x7 │ 11838 │ 11936.0 │ 10856 │ 10202 │ 9432 │ 9284 │ 9626 │\n",
"│ │ (100.00%) │ (99.18%) │ (109.05%) │ (116.04%) │ (125.51%) │ (127.51%) │ (122.98%) │\n",
"│ 0x8 │ 10792 │ 11586.0 │ 10226 │ 9786 │ 8954 │ 8788 │ 9386 │\n",
"│ │ (100.00%) │ (93.15%) │ (105.53%) │ (110.28%) │ (120.53%) │ (122.80%) │ (114.98%) │\n",
"│ 0x9 │ 12127 │ 10823.0 │ 10153 │ 9089 │ 8239 │ 8356 │ 8593 │\n",
"│ │ (100.00%) │ (112.05%) │ (119.44%) │ (133.43%) │ (147.19%) │ (145.13%) │ (141.13%) │\n",
"│ 0xa │ 11777 │ 12089.0 │ 11269 │ 11142 │ 9161 │ 9029 │ 9541 │\n",
"│ │ (100.00%) │ (97.42%) │ (104.51%) │ (105.70%) │ (128.56%) │ (130.44%) │ (123.44%) │\n",
"│ 0xb │ 10854 │ 12682.0 │ 11714 │ 9946 │ 9230 │ 9278 │ 9948 │\n",
"│ │ (100.00%) │ (85.59%) │ (92.66%) │ (109.13%) │ (117.59%) │ (116.99%) │ (109.11%) │\n",
"│ 0xc │ 10777 │ 11515.0 │ 10049 │ 9614 │ 8719 │ 8819 │ 9003 │\n",
"│ │ (100.00%) │ (93.59%) │ (107.24%) │ (112.10%) │ (123.60%) │ (122.20%) │ (119.70%) │\n",
"│ 0xd │ 9945 │ 11969.0 │ 11447 │ 10617 │ 9045 │ 8829 │ 9129 │\n",
"│ │ (100.00%) │ (83.09%) │ (86.88%) │ (93.67%) │ (109.95%) │ (112.64%) │ (108.94%) │\n",
"│ 0xe │ 9750 │ 10844.0 │ 10124 │ 9250 │ 8198 │ 8318 │ 8528 │\n",
"│ │ (100.00%) │ (89.91%) │ (96.31%) │ (105.41%) │ (118.93%) │ (117.22%) │ (114.33%) │\n",
"│ 0xf │ 10415 │ 11071.0 │ 12097 │ 10181 │ 9015 │ 8711 │ 8847 │\n",
"│ │ (100.00%) │ (94.07%) │ (86.10%) │ (102.30%) │ (115.53%) │ (119.56%) │ (117.72%) │\n",
"│ 0x10 │ 11038 │ 11672.0 │ 9970 │ 10508 │ 8302 │ 8388 │ 8746 │\n",
"│ │ (100.00%) │ (94.57%) │ (110.71%) │ (105.04%) │ (132.96%) │ (131.59%) │ (126.21%) │\n",
"│ 0x11 │ 11279 │ 11389.0 │ 9923 │ 10170 │ 8681 │ 8962 │ 9771 │\n",
"│ │ (100.00%) │ (99.03%) │ (113.67%) │ (110.90%) │ (129.93%) │ (125.85%) │ (115.43%) │\n",
"│ 0x12 │ 11677 │ 11145.0 │ 10727 │ 10513 │ 8741 │ 8879 │ 8785 │\n",
"│ │ (100.00%) │ (104.77%) │ (108.86%) │ (111.07%) │ (133.59%) │ (131.51%) │ (132.92%) │\n",
"│ 0x13 │ 10947 │ 11573.0 │ 12847 │ 10063 │ 8999 │ 9139 │ 9557 │\n",
"│ │ (100.00%) │ (94.59%) │ (85.21%) │ (108.78%) │ (121.65%) │ (119.78%) │ (114.54%) │\n",
"│ 0x14 │ 10768 │ 10876.0 │ 10336 │ 9728 │ 8494 │ 8484 │ 9148 │\n",
"│ │ (100.00%) │ (99.01%) │ (104.18%) │ (110.69%) │ (126.77%) │ (126.92%) │ (117.71%) │\n",
"│ 0x15 │ 11507 │ 12031.0 │ 11521 │ 10292 │ 9301 │ 9386 │ 10199 │\n",
"│ │ (100.00%) │ (95.64%) │ (99.88%) │ (111.81%) │ (123.72%) │ (122.60%) │ (112.82%) │\n",
"│ 0x16 │ 11748 │ 11090.0 │ 11534 │ 10286 │ 9154 │ 9182 │ 9460 │\n",
"│ │ (100.00%) │ (105.93%) │ (101.86%) │ (114.21%) │ (128.34%) │ (127.95%) │ (124.19%) │\n",
"│ 0x17 │ 10664 │ 11766.0 │ 10076 │ 10084 │ 8652 │ 8780 │ 9328 │\n",
"│ │ (100.00%) │ (90.63%) │ (105.84%) │ (105.75%) │ (123.25%) │ (121.46%) │ (114.32%) │\n",
"│ 0x18 │ 11304 │ 12138.0 │ 10960 │ 10006 │ 9120 │ 9236 │ 10172 │\n",
"│ │ (100.00%) │ (93.13%) │ (103.14%) │ (112.97%) │ (123.95%) │ (122.39%) │ (111.13%) │\n",
"│ 0x19 │ 11207 │ 11493.0 │ 10677 │ 10077 │ 9057 │ 8815 │ 9189 │\n",
"│ │ (100.00%) │ (97.51%) │ (104.96%) │ (111.21%) │ (123.74%) │ (127.14%) │ (121.96%) │\n",
"│ 0x1a │ 11279 │ 11545.0 │ 11129 │ 11544 │ 8667 │ 8667 │ 8723 │\n",
"│ │ (100.00%) │ (97.70%) │ (101.35%) │ (97.70%) │ (130.14%) │ (130.14%) │ (129.30%) │\n",
"│ 0x1b │ 11614 │ 12034.0 │ 10638 │ 9996 │ 9198 │ 9284 │ 9252 │\n",
"│ │ (100.00%) │ (96.51%) │ (109.17%) │ (116.19%) │ (126.27%) │ (125.10%) │ (125.53%) │\n",
"│ 0x1c │ 12800 │ 11290.0 │ 10406 │ 9706 │ 9622 │ 8686 │ 9514 │\n",
"│ │ (100.00%) │ (113.37%) │ (123.01%) │ (131.88%) │ (133.03%) │ (147.36%) │ (134.54%) │\n",
"│ 0x1d │ 11621 │ 11879.0 │ 11719 │ 10561 │ 9531 │ 9685 │ 9971 │\n",
"│ │ (100.00%) │ (97.83%) │ (99.16%) │ (110.04%) │ (121.93%) │ (119.99%) │ (116.55%) │\n",
"│ 0x1e │ 9812 │ 11162.0 │ 11118 │ 9640 │ 8614 │ 8520 │ 9100 │\n",
"│ │ (100.00%) │ (87.91%) │ (88.25%) │ (101.78%) │ (113.91%) │ (115.16%) │ (107.82%) │\n",
"│ 0x1f │ 11014 │ 11066.0 │ 11336 │ 9770 │ 8696 │ 8988 │ 9144 │\n",
"│ │ (100.00%) │ (99.53%) │ (97.16%) │ (112.73%) │ (126.66%) │ (122.54%) │ (120.45%) │\n",
"│ 0x20 │ 12752 │ 11738.0 │ 11970 │ 10522 │ 9510 │ 9442 │ 10038 │\n",
"│ │ (100.00%) │ (108.64%) │ (106.53%) │ (121.19%) │ (134.09%) │ (135.06%) │ (127.04%) │\n",
"│ 0x21 │ 10059 │ 11845.0 │ 10189 │ 9471 │ 8471 │ 8615 │ 8815 │\n",
"│ │ (100.00%) │ (84.92%) │ (98.72%) │ (106.21%) │ (118.75%) │ (116.76%) │ (114.11%) │\n",
"│ 0x22 │ 12610 │ 11876.0 │ 11572 │ 9556 │ 9322 │ 8762 │ 9052 │\n",
"│ │ (100.00%) │ (106.18%) │ (108.97%) │ (131.96%) │ (135.27%) │ (143.92%) │ (139.31%) │\n",
"│ 0x23 │ 11355 │ 11857.0 │ 11105 │ 10331 │ 9603 │ 9477 │ 9879 │\n",
"│ │ (100.00%) │ (95.77%) │ (102.25%) │ (109.91%) │ (118.24%) │ (119.82%) │ (114.94%) │\n",
"│ 0x24 │ 10974 │ 10996.0 │ 11474 │ 9866 │ 8814 │ 8876 │ 9178 │\n",
"│ │ (100.00%) │ (99.80%) │ (95.64%) │ (111.23%) │ (124.51%) │ (123.64%) │ (119.57%) │\n",
"│ 0x25 │ 10887 │ 11051.0 │ 11073 │ 10085 │ 9073 │ 9061 │ 9475 │\n",
"│ │ (100.00%) │ (98.52%) │ (98.32%) │ (107.95%) │ (119.99%) │ (120.15%) │ (114.90%) │\n",
"│ 0x26 │ 10814 │ 10474.0 │ 9768 │ 9288 │ 8200 │ 8324 │ 8950 │\n",
"│ │ (100.00%) │ (103.25%) │ (110.71%) │ (116.43%) │ (131.88%) │ (129.91%) │ (120.83%) │\n",
"│ 0x27 │ 11911 │ 12609.0 │ 13367 │ 10533 │ 9645 │ 9524 │ 9983 │\n",
"│ │ (100.00%) │ (94.46%) │ (89.11%) │ (113.08%) │ (123.49%) │ (125.06%) │ (119.31%) │\n",
"│ 0x28 │ 11557 │ 11801.0 │ 12705 │ 10740 │ 9335 │ 9245 │ 10099 │\n",
"│ │ (100.00%) │ (97.93%) │ (90.96%) │ (107.61%) │ (123.80%) │ (125.01%) │ (114.44%) │\n",
"│ 0x29 │ 11964 │ 12042.0 │ 11148 │ 9538 │ 8534 │ 8696 │ 9466 │\n",
"│ │ (100.00%) │ (99.35%) │ (107.32%) │ (125.44%) │ (140.19%) │ (137.58%) │ (126.39%) │\n",
"│ 0x2a │ 11547 │ 11139.0 │ 10523 │ 11162 │ 8689 │ 8771 │ 9507 │\n",
"│ │ (100.00%) │ (103.66%) │ (109.73%) │ (103.45%) │ (132.89%) │ (131.65%) │ (121.46%) │\n",
"│ 0x2b │ 10655 │ 11303.0 │ 12701 │ 9651 │ 8823 │ 8801 │ 8991 │\n",
"│ │ (100.00%) │ (94.27%) │ (83.89%) │ (110.40%) │ (120.76%) │ (121.07%) │ (118.51%) │\n",
"│ 0x2c │ 11141 │ 11731.0 │ 11249 │ 10371 │ 9295 │ 9391 │ 9939 │\n",
"│ │ (100.00%) │ (94.97%) │ (99.04%) │ (107.42%) │ (119.86%) │ (118.63%) │ (112.09%) │\n",
"│ 0x2d │ 11592 │ 12260.0 │ 9762 │ 10390 │ 9374 │ 9540 │ 9840 │\n",
"│ │ (100.00%) │ (94.55%) │ (118.75%) │ (111.57%) │ (123.66%) │ (121.51%) │ (117.80%) │\n",
"│ 0x2e │ 10516 │ 10914.0 │ 11916 │ 9416 │ 8750 │ 8816 │ 9138 │\n",
"│ │ (100.00%) │ (96.35%) │ (88.25%) │ (111.68%) │ (120.18%) │ (119.28%) │ (115.08%) │\n",
"│ 0x2f │ 10193 │ 11797.0 │ 10819 │ 10754 │ 9017 │ 8925 │ 9369 │\n",
"│ │ (100.00%) │ (86.40%) │ (94.21%) │ (94.78%) │ (113.04%) │ (114.21%) │ (108.79%) │\n",
"│ 0x30 │ 12523 │ 11735.0 │ 10141 │ 11056 │ 8885 │ 8983 │ 9045 │\n",
"│ │ (100.00%) │ (106.71%) │ (123.49%) │ (113.27%) │ (140.95%) │ (139.41%) │ (138.45%) │\n",
"│ 0x31 │ 13310 │ 11494.0 │ 11748 │ 10862 │ 9556 │ 9536 │ 10222 │\n",
"│ │ (100.00%) │ (115.80%) │ (113.30%) │ (122.54%) │ (139.28%) │ (139.58%) │ (130.21%) │\n",
"│ 0x32 │ 12490 │ 11798.0 │ 11442 │ 10180 │ 9204 │ 9206 │ 9570 │\n",
"│ │ (100.00%) │ (105.87%) │ (109.16%) │ (122.69%) │ (135.70%) │ (135.67%) │ (130.51%) │\n",
"│ 0x33 │ 11201 │ 11253.0 │ 10993 │ 10230 │ 8989 │ 9024 │ 10227 │\n",
"│ │ (100.00%) │ (99.54%) │ (101.89%) │ (109.49%) │ (124.61%) │ (124.12%) │ (109.52%) │\n",
"│ 0x34 │ 10758 │ 11862.0 │ 10302 │ 10212 │ 8920 │ 9396 │ 9516 │\n",
"│ │ (100.00%) │ (90.69%) │ (104.43%) │ (105.35%) │ (120.61%) │ (114.50%) │ (113.05%) │\n",
"│ 0x35 │ 9858 │ 10904.0 │ 10704 │ 9178 │ 8342 │ 8296 │ 8622 │\n",
"│ │ (100.00%) │ (90.41%) │ (92.10%) │ (107.41%) │ (118.17%) │ (118.83%) │ (114.34%) │\n",
"│ 0x36 │ 11819 │ 11177.0 │ 10755 │ 9943 │ 9113 │ 8861 │ 9525 │\n",
"│ │ (100.00%) │ (105.74%) │ (109.89%) │ (118.87%) │ (129.69%) │ (133.38%) │ (124.08%) │\n",
"│ 0x37 │ 10083 │ 11455.0 │ 11883 │ 10229 │ 9419 │ 9177 │ 9185 │\n",
"│ │ (100.00%) │ (88.02%) │ (84.85%) │ (98.57%) │ (107.05%) │ (109.87%) │ (109.78%) │\n",
"│ 0x38 │ 10486 │ 10752.0 │ 11266 │ 8864 │ 8286 │ 8292 │ 8792 │\n",
"│ │ (100.00%) │ (97.53%) │ (93.08%) │ (118.30%) │ (126.55%) │ (126.46%) │ (119.27%) │\n",
"│ 0x39 │ 10480 │ 12218.0 │ 9986 │ 11270 │ 9388 │ 9076 │ 9532 │\n",
"│ │ (100.00%) │ (85.78%) │ (104.95%) │ (92.99%) │ (111.63%) │ (115.47%) │ (109.95%) │\n",
"│ 0x3a │ 11060 │ 10892.0 │ 9476 │ 8908 │ 8544 │ 8702 │ 8902 │\n",
"│ │ (100.00%) │ (101.54%) │ (116.72%) │ (124.16%) │ (129.45%) │ (127.10%) │ (124.24%) │\n",
"│ 0x3b │ 12196 │ 11360.0 │ 12320 │ 10274 │ 9370 │ 9364 │ 10202 │\n",
"│ │ (100.00%) │ (107.36%) │ (98.99%) │ (118.71%) │ (130.16%) │ (130.24%) │ (119.55%) │\n",
"│ 0x3c │ 11516 │ 11422.0 │ 12176 │ 10230 │ 9044 │ 9152 │ 9694 │\n",
"│ │ (100.00%) │ (100.82%) │ (94.58%) │ (112.57%) │ (127.33%) │ (125.83%) │ (118.80%) │\n",
"│ 0x3d │ 10622 │ 11642.0 │ 10850 │ 9404 │ 8572 │ 8574 │ 9228 │\n",
"│ │ (100.00%) │ (91.24%) │ (97.90%) │ (112.95%) │ (123.92%) │ (123.89%) │ (115.11%) │\n",
"│ 0x3e │ 11977 │ 11601.0 │ 12141 │ 11580 │ 9303 │ 9548 │ 10495 │\n",
"│ │ (100.00%) │ (103.24%) │ (98.65%) │ (103.43%) │ (128.74%) │ (125.44%) │ (114.12%) │\n",
"│ 0x3f │ 12629 │ 11089.0 │ 11701 │ 10623 │ 9355 │ 9425 │ 10157 │\n",
"│ │ (100.00%) │ (113.89%) │ (107.93%) │ (118.88%) │ (135.00%) │ (133.99%) │ (124.34%) │\n",
"│ 0x40 │ 9829 │ 10581.0 │ 10099 │ 9629 │ 8637 │ 8836 │ 8695 │\n",
"│ │ (100.00%) │ (92.89%) │ (97.33%) │ (102.08%) │ (113.80%) │ (111.24%) │ (113.04%) │\n",
"│ 0x41 │ 9096 │ 10694.0 │ 10184 │ 9884 │ 8126 │ 8104 │ 8478 │\n",
"│ │ (100.00%) │ (85.06%) │ (89.32%) │ (92.03%) │ (111.94%) │ (112.24%) │ (107.29%) │\n",
"│ 0x42 │ 11829 │ 11233.0 │ 12533 │ 10153 │ 9295 │ 9503 │ 9615 │\n",
"│ │ (100.00%) │ (105.31%) │ (94.38%) │ (116.51%) │ (127.26%) │ (124.48%) │ (123.03%) │\n",
"│ 0x43 │ 10389 │ 11717.0 │ 11091 │ 10784 │ 8663 │ 8995 │ 9227 │\n",
"│ │ (100.00%) │ (88.67%) │ (93.67%) │ (96.34%) │ (119.92%) │ (115.50%) │ (112.59%) │\n",
"│ 0x44 │ 11979 │ 10909.0 │ 11143 │ 9819 │ 8995 │ 8951 │ 9475 │\n",
"│ │ (100.00%) │ (109.81%) │ (107.50%) │ (122.00%) │ (133.17%) │ (133.83%) │ (126.43%) │\n",
"│ 0x45 │ 11108 │ 11200.0 │ 11420 │ 9728 │ 8556 │ 8444 │ 8926 │\n",
"│ │ (100.00%) │ (99.18%) │ (97.27%) │ (114.19%) │ (129.83%) │ (131.55%) │ (124.45%) │\n",
"│ 0x46 │ 11206 │ 11304.0 │ 10674 │ 10798 │ 8910 │ 8730 │ 9068 │\n",
"│ │ (100.00%) │ (99.13%) │ (104.98%) │ (103.78%) │ (125.77%) │ (128.36%) │ (123.58%) │\n",
"│ 0x47 │ 10759 │ 11061.0 │ 10817 │ 9661 │ 8865 │ 9215 │ 9521 │\n",
"│ │ (100.00%) │ (97.27%) │ (99.46%) │ (111.37%) │ (121.36%) │ (116.76%) │ (113.00%) │\n",
"│ 0x48 │ 11573 │ 11931.0 │ 10957 │ 10043 │ 9387 │ 9171 │ 9911 │\n",
"│ │ (100.00%) │ (97.00%) │ (105.62%) │ (115.23%) │ (123.29%) │ (126.19%) │ (116.77%) │\n",
"│ 0x49 │ 11044 │ 11046.0 │ 11236 │ 11040 │ 9194 │ 8954 │ 9310 │\n",
"│ │ (100.00%) │ (99.98%) │ (98.29%) │ (100.04%) │ (120.12%) │ (123.34%) │ (118.63%) │\n",
"│ 0x4a │ 12196 │ 11672.0 │ 10404 │ 10100 │ 9378 │ 9368 │ 9904 │\n",
"│ │ (100.00%) │ (104.49%) │ (117.22%) │ (120.75%) │ (130.05%) │ (130.19%) │ (123.14%) │\n",
"│ 0x4b │ 10729 │ 12425.0 │ 10109 │ 10226 │ 9067 │ 9113 │ 9749 │\n",
"│ │ (100.00%) │ (86.35%) │ (106.13%) │ (104.92%) │ (118.33%) │ (117.73%) │ (110.05%) │\n",
"│ 0x4c │ 11911 │ 11041.0 │ 11091 │ 9585 │ 9073 │ 8633 │ 8697 │\n",
"│ │ (100.00%) │ (107.88%) │ (107.39%) │ (124.27%) │ (131.28%) │ (137.97%) │ (136.96%) │\n",
"│ 0x4d │ 10782 │ 11322.0 │ 10196 │ 10928 │ 9062 │ 9234 │ 9190 │\n",
"│ │ (100.00%) │ (95.23%) │ (105.75%) │ (98.66%) │ (118.98%) │ (116.76%) │ (117.32%) │\n",
"│ 0x4e │ 10404 │ 10784.0 │ 9718 │ 10042 │ 8566 │ 8956 │ 9244 │\n",
"│ │ (100.00%) │ (96.48%) │ (107.06%) │ (103.60%) │ (121.46%) │ (116.17%) │ (112.55%) │\n",
"│ 0x4f │ 11160 │ 11714.0 │ 11156 │ 10336 │ 8898 │ 8996 │ 9426 │\n",
"│ │ (100.00%) │ (95.27%) │ (100.04%) │ (107.97%) │ (125.42%) │ (124.06%) │ (118.40%) │\n",
"│ 0x50 │ 10866 │ 12282.0 │ 9868 │ 9566 │ 8872 │ 9370 │ 9422 │\n",
"│ │ (100.00%) │ (88.47%) │ (110.11%) │ (113.59%) │ (122.48%) │ (115.97%) │ (115.33%) │\n",
"│ 0x51 │ 11639 │ 10913.0 │ 11135 │ 11032 │ 9283 │ 9345 │ 9831 │\n",
"│ │ (100.00%) │ (106.65%) │ (104.53%) │ (105.50%) │ (125.38%) │ (124.55%) │ (118.39%) │\n",
"│ 0x52 │ 11387 │ 12055.0 │ 12163 │ 10957 │ 9387 │ 9369 │ 10131 │\n",
"│ │ (100.00%) │ (94.46%) │ (93.62%) │ (103.92%) │ (121.31%) │ (121.54%) │ (112.40%) │\n",
"│ 0x53 │ 13222 │ 11880.0 │ 11218 │ 10880 │ 9232 │ 9072 │ 9792 │\n",
"│ │ (100.00%) │ (111.30%) │ (117.86%) │ (121.53%) │ (143.22%) │ (145.75%) │ (135.03%) │\n",
"│ 0x54 │ 11493 │ 12019.0 │ 10421 │ 9216 │ 8599 │ 8477 │ 9945 │\n",
"│ │ (100.00%) │ (95.62%) │ (110.29%) │ (124.71%) │ (133.66%) │ (135.58%) │ (115.57%) │\n",
"│ 0x55 │ 10742 │ 11264.0 │ 10324 │ 10842 │ 9000 │ 9232 │ 9494 │\n",
"│ │ (100.00%) │ (95.37%) │ (104.05%) │ (99.08%) │ (119.36%) │ (116.36%) │ (113.15%) │\n",
"│ 0x56 │ 11532 │ 10406.0 │ 11018 │ 10470 │ 8558 │ 8434 │ 9024 │\n",
"│ │ (100.00%) │ (110.82%) │ (104.67%) │ (110.14%) │ (134.75%) │ (136.73%) │ (127.79%) │\n",
"│ 0x57 │ 13507 │ 11451.0 │ 12115 │ 10653 │ 9355 │ 9497 │ 10351 │\n",
"│ │ (100.00%) │ (117.95%) │ (111.49%) │ (126.79%) │ (144.38%) │ (142.22%) │ (130.49%) │\n",
"│ 0x58 │ 10356 │ 11598.0 │ 11644 │ 11934 │ 8778 │ 9076 │ 9136 │\n",
"│ │ (100.00%) │ (89.29%) │ (88.94%) │ (86.78%) │ (117.98%) │ (114.10%) │ (113.35%) │\n",
"│ 0x59 │ 12554 │ 12168.0 │ 12112 │ 10842 │ 9480 │ 9292 │ 10060 │\n",
"│ │ (100.00%) │ (103.17%) │ (103.65%) │ (115.79%) │ (132.43%) │ (135.11%) │ (124.79%) │\n",
"│ 0x5a │ 11748 │ 12268.0 │ 12958 │ 11108 │ 9658 │ 9544 │ 10062 │\n",
"│ │ (100.00%) │ (95.76%) │ (90.66%) │ (105.76%) │ (121.64%) │ (123.09%) │ (116.76%) │\n",
"│ 0x5b │ 10859 │ 11467.0 │ 10539 │ 9851 │ 8741 │ 8948 │ 9261 │\n",
"│ │ (100.00%) │ (94.70%) │ (103.04%) │ (110.23%) │ (124.23%) │ (121.36%) │ (117.26%) │\n",
"│ 0x5c │ 12180 │ 11264.0 │ 11174 │ 10362 │ 9538 │ 9126 │ 10324 │\n",
"│ │ (100.00%) │ (108.13%) │ (109.00%) │ (117.54%) │ (127.70%) │ (133.46%) │ (117.98%) │\n",
"│ 0x5d │ 11681 │ 11609.0 │ 11753 │ 10166 │ 8781 │ 8641 │ 9531 │\n",
"│ │ (100.00%) │ (100.62%) │ (99.39%) │ (114.90%) │ (133.03%) │ (135.18%) │ (122.56%) │\n",
"│ 0x5e │ 11558 │ 11194.0 │ 10528 │ 11462 │ 9042 │ 8822 │ 9500 │\n",
"│ │ (100.00%) │ (103.25%) │ (109.78%) │ (100.84%) │ (127.83%) │ (131.01%) │ (121.66%) │\n",
"│ 0x5f │ 12620 │ 11878.0 │ 11936 │ 9536 │ 8846 │ 9060 │ 9876 │\n",
"│ │ (100.00%) │ (106.25%) │ (105.73%) │ (132.34%) │ (142.66%) │ (139.29%) │ (127.78%) │\n",
"│ 0x60 │ 10543 │ 11499.0 │ 10979 │ 9957 │ 8975 │ 8987 │ 9583 │\n",
"│ │ (100.00%) │ (91.69%) │ (96.03%) │ (105.89%) │ (117.47%) │ (117.31%) │ (110.02%) │\n",
"│ 0x61 │ 11450 │ 11526.0 │ 12834 │ 9386 │ 8650 │ 8624 │ 9234 │\n",
"│ │ (100.00%) │ (99.34%) │ (89.22%) │ (121.99%) │ (132.37%) │ (132.77%) │ (124.00%) │\n",
"│ 0x62 │ 11965 │ 11293.0 │ 9993 │ 12440 │ 8537 │ 8793 │ 9411 │\n",
"│ │ (100.00%) │ (105.95%) │ (119.73%) │ (96.18%) │ (140.15%) │ (136.07%) │ (127.14%) │\n",
"│ 0x63 │ 11724 │ 11302.0 │ 11344 │ 9652 │ 9104 │ 8984 │ 9390 │\n",
"│ │ (100.00%) │ (103.73%) │ (103.35%) │ (121.47%) │ (128.78%) │ (130.50%) │ (124.86%) │\n",
"│ 0x64 │ 11728 │ 10648.0 │ 11122 │ 10526 │ 8714 │ 8740 │ 9928 │\n",
"│ │ (100.00%) │ (110.14%) │ (105.45%) │ (111.42%) │ (134.59%) │ (134.19%) │ (118.13%) │\n",
"│ 0x65 │ 11502 │ 11526.0 │ 11302 │ 9908 │ 9100 │ 9072 │ 10132 │\n",
"│ │ (100.00%) │ (99.79%) │ (101.77%) │ (116.09%) │ (126.40%) │ (126.79%) │ (113.52%) │\n",
"│ 0x66 │ 11780 │ 11290.0 │ 11566 │ 9530 │ 8964 │ 8688 │ 9218 │\n",
"│ │ (100.00%) │ (104.34%) │ (101.85%) │ (123.61%) │ (131.41%) │ (135.59%) │ (127.79%) │\n",
"│ 0x67 │ 11271 │ 11225.0 │ 10195 │ 9681 │ 8557 │ 8691 │ 9213 │\n",
"│ │ (100.00%) │ (100.41%) │ (110.55%) │ (116.42%) │ (131.72%) │ (129.69%) │ (122.34%) │\n",
"│ 0x68 │ 11198 │ 11254.0 │ 10232 │ 9822 │ 9002 │ 8806 │ 9532 │\n",
"│ │ (100.00%) │ (99.50%) │ (109.44%) │ (114.01%) │ (124.39%) │ (127.16%) │ (117.48%) │\n",
"│ 0x69 │ 10046 │ 11278.0 │ 10022 │ 9610 │ 8646 │ 8836 │ 9044 │\n",
"│ │ (100.00%) │ (89.08%) │ (100.24%) │ (104.54%) │ (116.19%) │ (113.69%) │ (111.08%) │\n",
"│ 0x6a │ 9904 │ 10954.0 │ 11296 │ 9574 │ 8716 │ 8642 │ 9122 │\n",
"│ │ (100.00%) │ (90.41%) │ (87.68%) │ (103.45%) │ (113.63%) │ (114.60%) │ (108.57%) │\n",
"│ 0x6b │ 10656 │ 11282.0 │ 11534 │ 10066 │ 8970 │ 8998 │ 9708 │\n",
"│ │ (100.00%) │ (94.45%) │ (92.39%) │ (105.86%) │ (118.80%) │ (118.43%) │ (109.77%) │\n",
"│ 0x6c │ 10941 │ 11073.0 │ 10311 │ 9863 │ 8837 │ 8895 │ 9555 │\n",
"│ │ (100.00%) │ (98.81%) │ (106.11%) │ (110.93%) │ (123.81%) │ (123.00%) │ (114.51%) │\n",
"│ 0x6d │ 11580 │ 11606.0 │ 11050 │ 10210 │ 9090 │ 9142 │ 9506 │\n",
"│ │ (100.00%) │ (99.78%) │ (104.80%) │ (113.42%) │ (127.39%) │ (126.67%) │ (121.82%) │\n",
"│ 0x6e │ 11286 │ 11574.0 │ 12972 │ 10722 │ 9380 │ 9656 │ 9836 │\n",
"│ │ (100.00%) │ (97.51%) │ (87.00%) │ (105.26%) │ (120.32%) │ (116.88%) │ (114.74%) │\n",
"│ 0x6f │ 10184 │ 12656.0 │ 10922 │ 10848 │ 9096 │ 9100 │ 9626 │\n",
"│ │ (100.00%) │ (80.47%) │ (93.24%) │ (93.88%) │ (111.96%) │ (111.91%) │ (105.80%) │\n",
"│ 0x70 │ 11063 │ 12427.0 │ 11455 │ 9959 │ 8875 │ 8941 │ 9153 │\n",
"│ │ (100.00%) │ (89.02%) │ (96.58%) │ (111.09%) │ (124.65%) │ (123.73%) │ (120.87%) │\n",
"│ 0x71 │ 10773 │ 10419.0 │ 10443 │ 9463 │ 8617 │ 8658 │ 8925 │\n",
"│ │ (100.00%) │ (103.40%) │ (103.16%) │ (113.84%) │ (125.02%) │ (124.43%) │ (120.71%) │\n",
"│ 0x72 │ 13038 │ 11114.0 │ 11094 │ 9360 │ 8852 │ 8860 │ 9812 │\n",
"│ │ (100.00%) │ (117.31%) │ (117.52%) │ (139.29%) │ (147.29%) │ (147.16%) │ (132.88%) │\n",
"│ 0x73 │ 11483 │ 11689.0 │ 13123 │ 10829 │ 9633 │ 9529 │ 10141 │\n",
"│ │ (100.00%) │ (98.24%) │ (87.50%) │ (106.04%) │ (119.20%) │ (120.51%) │ (113.23%) │\n",
"│ 0x74 │ 11898 │ 12420.0 │ 10306 │ 10150 │ 9168 │ 9100 │ 9994 │\n",
"│ │ (100.00%) │ (95.80%) │ (115.45%) │ (117.22%) │ (129.78%) │ (130.75%) │ (119.05%) │\n",
"│ 0x75 │ 9759 │ 11087.0 │ 11561 │ 9636 │ 8653 │ 8269 │ 8687 │\n",
"│ │ (100.00%) │ (88.02%) │ (84.41%) │ (101.28%) │ (112.78%) │ (118.02%) │ (112.34%) │\n",
"│ 0x76 │ 11247 │ 11685.0 │ 11507 │ 10825 │ 8949 │ 9006 │ 10145 │\n",
"│ │ (100.00%) │ (96.25%) │ (97.74%) │ (103.90%) │ (125.68%) │ (124.88%) │ (110.86%) │\n",
"│ 0x77 │ 11791 │ 12499.0 │ 10941 │ 10095 │ 9035 │ 8863 │ 9595 │\n",
"│ │ (100.00%) │ (94.34%) │ (107.77%) │ (116.80%) │ (130.50%) │ (133.04%) │ (122.89%) │\n",
"│ 0x78 │ 11555 │ 11933.0 │ 11141 │ 11457 │ 8957 │ 8999 │ 9879 │\n",
"│ │ (100.00%) │ (96.83%) │ (103.72%) │ (100.86%) │ (129.01%) │ (128.40%) │ (116.97%) │\n",
"│ 0x79 │ 11811 │ 11513.0 │ 11509 │ 11192 │ 9007 │ 9333 │ 9507 │\n",
"│ │ (100.00%) │ (102.59%) │ (102.62%) │ (105.53%) │ (131.13%) │ (126.55%) │ (124.23%) │\n",
"│ 0x7a │ 11456 │ 11570.0 │ 12278 │ 10056 │ 9290 │ 9246 │ 9934 │\n",
"│ │ (100.00%) │ (99.01%) │ (93.31%) │ (113.92%) │ (123.32%) │ (123.90%) │ (115.32%) │\n",
"│ 0x7b │ 12199 │ 11319.0 │ 12607 │ 10270 │ 8891 │ 9193 │ 9319 │\n",
"│ │ (100.00%) │ (107.77%) │ (96.76%) │ (118.78%) │ (137.21%) │ (132.70%) │ (130.90%) │\n",
"│ 0x7c │ 9486 │ 12486.0 │ 10700 │ 9326 │ 8730 │ 8754 │ 8762 │\n",
"│ │ (100.00%) │ (75.97%) │ (88.65%) │ (101.72%) │ (108.66%) │ (108.36%) │ (108.26%) │\n",
"│ 0x7d │ 10089 │ 11047.0 │ 9653 │ 9465 │ 8629 │ 8825 │ 8797 │\n",
"│ │ (100.00%) │ (91.33%) │ (104.52%) │ (106.59%) │ (116.92%) │ (114.32%) │ (114.69%) │\n",
"│ 0x7e │ 11706 │ 11458.0 │ 10020 │ 11166 │ 8986 │ 9180 │ 9992 │\n",
"│ │ (100.00%) │ (102.16%) │ (116.83%) │ (104.84%) │ (130.27%) │ (127.52%) │ (117.15%) │\n",
"│ 0x7f │ 11479 │ 10917.0 │ 10823 │ 11232 │ 8615 │ 8835 │ 9759 │\n",
"│ │ (100.00%) │ (105.15%) │ (106.06%) │ (102.20%) │ (133.24%) │ (129.93%) │ (117.62%) │\n",
"│ 0x80 │ 11171 │ 12151.0 │ 11265 │ 11167 │ 9315 │ 8937 │ 9825 │\n",
"│ │ (100.00%) │ (91.93%) │ (99.17%) │ (100.04%) │ (119.92%) │ (125.00%) │ (113.70%) │\n",
"│ 0x81 │ 12252 │ 12036.0 │ 11526 │ 10488 │ 9030 │ 8826 │ 10204 │\n",
"│ │ (100.00%) │ (101.79%) │ (106.30%) │ (116.82%) │ (135.68%) │ (138.82%) │ (120.07%) │\n",
"│ 0x82 │ 11186 │ 10854.0 │ 11056 │ 10210 │ 9080 │ 9242 │ 9800 │\n",
"│ │ (100.00%) │ (103.06%) │ (101.18%) │ (109.56%) │ (123.19%) │ (121.03%) │ (114.14%) │\n",
"│ 0x83 │ 10900 │ 10724.0 │ 10446 │ 9802 │ 8788 │ 8650 │ 9336 │\n",
"│ │ (100.00%) │ (101.64%) │ (104.35%) │ (111.20%) │ (124.03%) │ (126.01%) │ (116.75%) │\n",
"│ 0x84 │ 11255 │ 11945.0 │ 10757 │ 9465 │ 9371 │ 8867 │ 9573 │\n",
"│ │ (100.00%) │ (94.22%) │ (104.63%) │ (118.91%) │ (120.10%) │ (126.93%) │ (117.57%) │\n",
"│ 0x85 │ 10694 │ 12430.0 │ 11012 │ 10428 │ 9628 │ 9768 │ 10220 │\n",
"│ │ (100.00%) │ (86.03%) │ (97.11%) │ (102.55%) │ (111.07%) │ (109.48%) │ (104.64%) │\n",
"│ 0x86 │ 10937 │ 11547.0 │ 10323 │ 10013 │ 8991 │ 9054 │ 9091 │\n",
"│ │ (100.00%) │ (94.72%) │ (105.95%) │ (109.23%) │ (121.64%) │ (120.80%) │ (120.31%) │\n",
"│ 0x87 │ 10808 │ 11486.0 │ 10928 │ 10160 │ 8944 │ 9466 │ 9832 │\n",
"│ │ (100.00%) │ (94.10%) │ (98.90%) │ (106.38%) │ (120.84%) │ (114.18%) │ (109.93%) │\n",
"│ 0x88 │ 10052 │ 11206.0 │ 10800 │ 10388 │ 8820 │ 8602 │ 8934 │\n",
"│ │ (100.00%) │ (89.70%) │ (93.07%) │ (96.77%) │ (113.97%) │ (116.86%) │ (112.51%) │\n",
"│ 0x89 │ 11726 │ 12200.0 │ 11348 │ 9878 │ 9134 │ 9004 │ 9222 │\n",
"│ │ (100.00%) │ (96.11%) │ (103.33%) │ (118.71%) │ (128.38%) │ (130.23%) │ (127.15%) │\n",
"│ 0x8a │ 11092 │ 11656.0 │ 12408 │ 10302 │ 9476 │ 9352 │ 9934 │\n",
"│ │ (100.00%) │ (95.16%) │ (89.39%) │ (107.67%) │ (117.05%) │ (118.61%) │ (111.66%) │\n",
"│ 0x8b │ 11097 │ 11179.0 │ 10783 │ 9805 │ 8997 │ 8795 │ 9731 │\n",
"│ │ (100.00%) │ (99.27%) │ (102.91%) │ (113.18%) │ (123.34%) │ (126.17%) │ (114.04%) │\n",
"│ 0x8c │ 11582 │ 11728.0 │ 10326 │ 9884 │ 9298 │ 9100 │ 9628 │\n",
"│ │ (100.00%) │ (98.76%) │ (112.16%) │ (117.18%) │ (124.56%) │ (127.27%) │ (120.29%) │\n",
"│ 0x8d │ 10472 │ 12900.0 │ 11046 │ 10826 │ 9138 │ 9374 │ 9332 │\n",
"│ │ (100.00%) │ (81.18%) │ (94.80%) │ (96.73%) │ (114.60%) │ (111.71%) │ (112.22%) │\n",
"│ 0x8e │ 12195 │ 11537.0 │ 10761 │ 9419 │ 9087 │ 8825 │ 9933 │\n",
"│ │ (100.00%) │ (105.70%) │ (113.33%) │ (129.47%) │ (134.20%) │ (138.19%) │ (122.77%) │\n",
"│ 0x8f │ 11335 │ 11859.0 │ 11129 │ 9815 │ 9431 │ 9171 │ 9503 │\n",
"│ │ (100.00%) │ (95.58%) │ (101.85%) │ (115.49%) │ (120.19%) │ (123.60%) │ (119.28%) │\n",
"│ 0x90 │ 10494 │ 11612.0 │ 11760 │ 10230 │ 9640 │ 9194 │ 9696 │\n",
"│ │ (100.00%) │ (90.37%) │ (89.23%) │ (102.58%) │ (108.86%) │ (114.14%) │ (108.23%) │\n",
"│ 0x91 │ 11297 │ 11899.0 │ 10539 │ 10326 │ 8999 │ 9094 │ 9259 │\n",
"│ │ (100.00%) │ (94.94%) │ (107.19%) │ (109.40%) │ (125.54%) │ (124.22%) │ (122.01%) │\n",
"│ 0x92 │ 11097 │ 12039.0 │ 12139 │ 10625 │ 9297 │ 9405 │ 9637 │\n",
"│ │ (100.00%) │ (92.18%) │ (91.42%) │ (104.44%) │ (119.36%) │ (117.99%) │ (115.15%) │\n",
"│ 0x93 │ 11967 │ 11415.0 │ 10283 │ 9613 │ 8667 │ 8657 │ 9077 │\n",
"│ │ (100.00%) │ (104.84%) │ (116.38%) │ (124.49%) │ (138.08%) │ (138.23%) │ (131.84%) │\n",
"│ 0x94 │ 11666 │ 12270.0 │ 10686 │ 10416 │ 9174 │ 9342 │ 9998 │\n",
"│ │ (100.00%) │ (95.08%) │ (109.17%) │ (112.00%) │ (127.16%) │ (124.88%) │ (116.68%) │\n",
"│ 0x95 │ 10338 │ 11802.0 │ 10572 │ 9792 │ 8804 │ 8744 │ 9260 │\n",
"│ │ (100.00%) │ (87.60%) │ (97.79%) │ (105.58%) │ (117.42%) │ (118.23%) │ (111.64%) │\n",
"│ 0x96 │ 10570 │ 12454.0 │ 11578 │ 9888 │ 9616 │ 8690 │ 8996 │\n",
"│ │ (100.00%) │ (84.87%) │ (91.29%) │ (106.90%) │ (109.92%) │ (121.63%) │ (117.50%) │\n",
"│ 0x97 │ 10487 │ 11169.0 │ 10111 │ 9421 │ 8819 │ 8613 │ 9337 │\n",
"│ │ (100.00%) │ (93.89%) │ (103.72%) │ (111.32%) │ (118.91%) │ (121.76%) │ (112.32%) │\n",
"│ 0x98 │ 13813 │ 12335.0 │ 10539 │ 10379 │ 9443 │ 9430 │ 10773 │\n",
"│ │ (100.00%) │ (111.98%) │ (131.07%) │ (133.09%) │ (146.28%) │ (146.48%) │ (128.22%) │\n",
"│ 0x99 │ 11012 │ 11354.0 │ 10886 │ 10754 │ 8660 │ 8464 │ 9394 │\n",
"│ │ (100.00%) │ (96.99%) │ (101.16%) │ (102.40%) │ (127.16%) │ (130.10%) │ (117.22%) │\n",
"│ 0x9a │ 10035 │ 12051.0 │ 12217 │ 10810 │ 8983 │ 9019 │ 9361 │\n",
"│ │ (100.00%) │ (83.27%) │ (82.14%) │ (92.83%) │ (111.71%) │ (111.27%) │ (107.20%) │\n",
"│ 0x9b │ 10668 │ 11032.0 │ 10936 │ 10564 │ 8982 │ 8980 │ 9410 │\n",
"│ │ (100.00%) │ (96.70%) │ (97.55%) │ (100.98%) │ (118.77%) │ (118.80%) │ (113.37%) │\n",
"│ 0x9c │ 11780 │ 12216.0 │ 10302 │ 11034 │ 9332 │ 9164 │ 9924 │\n",
"│ │ (100.00%) │ (96.43%) │ (114.35%) │ (106.76%) │ (126.23%) │ (128.55%) │ (118.70%) │\n",
"│ 0x9d │ 10853 │ 11057.0 │ 10279 │ 9542 │ 9071 │ 8742 │ 9299 │\n",
"│ │ (100.00%) │ (98.16%) │ (105.58%) │ (113.74%) │ (119.65%) │ (124.15%) │ (116.71%) │\n",
"│ 0x9e │ 11161 │ 11309.0 │ 10959 │ 9591 │ 8679 │ 8445 │ 9347 │\n",
"│ │ (100.00%) │ (98.69%) │ (101.84%) │ (116.37%) │ (128.60%) │ (132.16%) │ (119.41%) │\n",
"│ 0x9f │ 11431 │ 11397.0 │ 12061 │ 9841 │ 9157 │ 9059 │ 10249 │\n",
"│ │ (100.00%) │ (100.30%) │ (94.78%) │ (116.16%) │ (124.83%) │ (126.18%) │ (111.53%) │\n",
"│ 0xa0 │ 12147 │ 12227.0 │ 10939 │ 10649 │ 9791 │ 9493 │ 9641 │\n",
"│ │ (100.00%) │ (99.35%) │ (111.04%) │ (114.07%) │ (124.06%) │ (127.96%) │ (125.99%) │\n",
"│ 0xa1 │ 12011 │ 12261.0 │ 10425 │ 10031 │ 9653 │ 9083 │ 9445 │\n",
"│ │ (100.00%) │ (97.96%) │ (115.21%) │ (119.74%) │ (124.43%) │ (132.24%) │ (127.17%) │\n",
"│ 0xa2 │ 11209 │ 11699.0 │ 10927 │ 9981 │ 8903 │ 8979 │ 9553 │\n",
"│ │ (100.00%) │ (95.81%) │ (102.58%) │ (112.30%) │ (125.90%) │ (124.84%) │ (117.33%) │\n",
"│ 0xa3 │ 12972 │ 11996.0 │ 12880 │ 10330 │ 9286 │ 9250 │ 9646 │\n",
"│ │ (100.00%) │ (108.14%) │ (100.71%) │ (125.58%) │ (139.69%) │ (140.24%) │ (134.48%) │\n",
"│ 0xa4 │ 11290 │ 11018.0 │ 10318 │ 9518 │ 8302 │ 8340 │ 9276 │\n",
"│ │ (100.00%) │ (102.47%) │ (109.42%) │ (118.62%) │ (135.99%) │ (135.37%) │ (121.71%) │\n",
"│ 0xa5 │ 10364 │ 10842.0 │ 10246 │ 11330 │ 9168 │ 8906 │ 9304 │\n",
"│ │ (100.00%) │ (95.59%) │ (101.15%) │ (91.47%) │ (113.05%) │ (116.37%) │ (111.39%) │\n",
"│ 0xa6 │ 11620 │ 12460.0 │ 11434 │ 11516 │ 9652 │ 9538 │ 10016 │\n",
"│ │ (100.00%) │ (93.26%) │ (101.63%) │ (100.90%) │ (120.39%) │ (121.83%) │ (116.01%) │\n",
"│ 0xa7 │ 11447 │ 12001.0 │ 9571 │ 10501 │ 9065 │ 8909 │ 9697 │\n",
"│ │ (100.00%) │ (95.38%) │ (119.60%) │ (109.01%) │ (126.28%) │ (128.49%) │ (118.05%) │\n",
"│ 0xa8 │ 9644 │ 11508.0 │ 9880 │ 9614 │ 8896 │ 8692 │ 8814 │\n",
"│ │ (100.00%) │ (83.80%) │ (97.61%) │ (100.31%) │ (108.41%) │ (110.95%) │ (109.42%) │\n",
"│ 0xa9 │ 11189 │ 11855.0 │ 10739 │ 9827 │ 8945 │ 8975 │ 9539 │\n",
"│ │ (100.00%) │ (94.38%) │ (104.19%) │ (113.86%) │ (125.09%) │ (124.67%) │ (117.30%) │\n",
"│ 0xaa │ 11767 │ 11933.0 │ 10431 │ 9955 │ 8897 │ 8987 │ 9173 │\n",
"│ │ (100.00%) │ (98.61%) │ (112.81%) │ (118.20%) │ (132.26%) │ (130.93%) │ (128.28%) │\n",
"│ 0xab │ 12624 │ 11664.0 │ 10848 │ 10790 │ 8452 │ 8588 │ 8986 │\n",
"│ │ (100.00%) │ (108.23%) │ (116.37%) │ (117.00%) │ (149.36%) │ (147.00%) │ (140.49%) │\n",
"│ 0xac │ 11620 │ 11330.0 │ 10442 │ 9886 │ 9166 │ 9382 │ 9864 │\n",
"│ │ (100.00%) │ (102.56%) │ (111.28%) │ (117.54%) │ (126.77%) │ (123.85%) │ (117.80%) │\n",
"│ 0xad │ 11811 │ 12233.0 │ 11495 │ 11304 │ 9447 │ 9487 │ 10029 │\n",
"│ │ (100.00%) │ (96.55%) │ (102.75%) │ (104.49%) │ (125.02%) │ (124.50%) │ (117.77%) │\n",
"│ 0xae │ 11177 │ 11429.0 │ 11157 │ 9987 │ 8885 │ 8981 │ 9287 │\n",
"│ │ (100.00%) │ (97.80%) │ (100.18%) │ (111.92%) │ (125.80%) │ (124.45%) │ (120.35%) │\n",
"│ 0xaf │ 10881 │ 11393.0 │ 10911 │ 10083 │ 9223 │ 9005 │ 9637 │\n",
"│ │ (100.00%) │ (95.51%) │ (99.73%) │ (107.91%) │ (117.98%) │ (120.83%) │ (112.91%) │\n",
"│ 0xb0 │ 10562 │ 10906.0 │ 10494 │ 9354 │ 8928 │ 8674 │ 8952 │\n",
"│ │ (100.00%) │ (96.85%) │ (100.65%) │ (112.91%) │ (118.30%) │ (121.77%) │ (117.98%) │\n",
"│ 0xb1 │ 11722 │ 12358.0 │ 12968 │ 10490 │ 9338 │ 9318 │ 9808 │\n",
"│ │ (100.00%) │ (94.85%) │ (90.39%) │ (111.74%) │ (125.53%) │ (125.80%) │ (119.51%) │\n",
"│ 0xb2 │ 10831 │ 11571.0 │ 11177 │ 9965 │ 8909 │ 8839 │ 9569 │\n",
"│ │ (100.00%) │ (93.60%) │ (96.90%) │ (108.69%) │ (121.57%) │ (122.54%) │ (113.19%) │\n",
"│ 0xb3 │ 10366 │ 10868.0 │ 10354 │ 11222 │ 8630 │ 8650 │ 9198 │\n",
"│ │ (100.00%) │ (95.38%) │ (100.12%) │ (92.37%) │ (120.12%) │ (119.84%) │ (112.70%) │\n",
"│ 0xb4 │ 11963 │ 11859.0 │ 10609 │ 10125 │ 8899 │ 9133 │ 9499 │\n",
"│ │ (100.00%) │ (100.88%) │ (112.76%) │ (118.15%) │ (134.43%) │ (130.99%) │ (125.94%) │\n",
"│ 0xb5 │ 13904 │ 11896.0 │ 10454 │ 9568 │ 8846 │ 8834 │ 9586 │\n",
"│ │ (100.00%) │ (116.88%) │ (133.00%) │ (145.32%) │ (157.18%) │ (157.39%) │ (145.04%) │\n",
"│ 0xb6 │ 11729 │ 11587.0 │ 12201 │ 10011 │ 9403 │ 9185 │ 9187 │\n",
"│ │ (100.00%) │ (101.23%) │ (96.13%) │ (117.16%) │ (124.74%) │ (127.70%) │ (127.67%) │\n",
"│ 0xb7 │ 11016 │ 10972.0 │ 11930 │ 10394 │ 9300 │ 9142 │ 9434 │\n",
"│ │ (100.00%) │ (100.40%) │ (92.34%) │ (105.98%) │ (118.45%) │ (120.50%) │ (116.77%) │\n",
"│ 0xb8 │ 12659 │ 11897.0 │ 10555 │ 9954 │ 9415 │ 9171 │ 10283 │\n",
"│ │ (100.00%) │ (106.40%) │ (119.93%) │ (127.18%) │ (134.46%) │ (138.03%) │ (123.11%) │\n",
"│ 0xb9 │ 11843 │ 11659.0 │ 11553 │ 10243 │ 9391 │ 9251 │ 10051 │\n",
"│ │ (100.00%) │ (101.58%) │ (102.51%) │ (115.62%) │ (126.11%) │ (128.02%) │ (117.83%) │\n",
"│ 0xba │ 10542 │ 12174.0 │ 11100 │ 10406 │ 8950 │ 9012 │ 9320 │\n",
"│ │ (100.00%) │ (86.59%) │ (94.97%) │ (101.31%) │ (117.79%) │ (116.98%) │ (113.11%) │\n",
"│ 0xbb │ 9987 │ 11543.0 │ 9413 │ 9185 │ 8939 │ 8653 │ 9097 │\n",
"│ │ (100.00%) │ (86.52%) │ (106.10%) │ (108.73%) │ (111.72%) │ (115.42%) │ (109.78%) │\n",
"│ 0xbc │ 11531 │ 11319.0 │ 10837 │ 9193 │ 9121 │ 8845 │ 9723 │\n",
"│ │ (100.00%) │ (101.87%) │ (106.40%) │ (125.43%) │ (126.42%) │ (130.37%) │ (118.60%) │\n",
"│ 0xbd │ 9916 │ 11820.0 │ 11078 │ 10300 │ 8484 │ 8426 │ 8686 │\n",
"│ │ (100.00%) │ (83.89%) │ (89.51%) │ (96.27%) │ (116.88%) │ (117.68%) │ (114.16%) │\n",
"│ 0xbe │ 11588 │ 11464.0 │ 11960 │ 9792 │ 9060 │ 8964 │ 9630 │\n",
"│ │ (100.00%) │ (101.08%) │ (96.89%) │ (118.34%) │ (127.90%) │ (129.27%) │ (120.33%) │\n",
"│ 0xbf │ 11020 │ 12234.0 │ 10084 │ 9772 │ 9148 │ 8784 │ 9496 │\n",
"│ │ (100.00%) │ (90.08%) │ (109.28%) │ (112.77%) │ (120.46%) │ (125.46%) │ (116.05%) │\n",
"│ 0xc0 │ 11335 │ 10607.0 │ 10303 │ 10219 │ 8589 │ 8465 │ 9259 │\n",
"│ │ (100.00%) │ (106.86%) │ (110.02%) │ (110.92%) │ (131.97%) │ (133.90%) │ (122.42%) │\n",
"│ 0xc1 │ 11793 │ 11925.0 │ 10667 │ 9939 │ 9091 │ 9427 │ 9289 │\n",
"│ │ (100.00%) │ (98.89%) │ (110.56%) │ (118.65%) │ (129.72%) │ (125.10%) │ (126.96%) │\n",
"│ 0xc2 │ 10813 │ 10039.0 │ 9427 │ 8999 │ 8147 │ 8097 │ 8699 │\n",
"│ │ (100.00%) │ (107.71%) │ (114.70%) │ (120.16%) │ (132.72%) │ (133.54%) │ (124.30%) │\n",
"│ 0xc3 │ 10158 │ 11214.0 │ 11646 │ 10460 │ 8876 │ 8800 │ 9058 │\n",
"│ │ (100.00%) │ (90.58%) │ (87.22%) │ (97.11%) │ (114.44%) │ (115.43%) │ (112.14%) │\n",
"│ 0xc4 │ 9525 │ 11635.0 │ 10787 │ 9585 │ 8579 │ 8517 │ 8745 │\n",
"│ │ (100.00%) │ (81.87%) │ (88.30%) │ (99.37%) │ (111.03%) │ (111.84%) │ (108.92%) │\n",
"│ 0xc5 │ 11687 │ 11945.0 │ 12071 │ 9547 │ 9187 │ 9101 │ 9701 │\n",
"│ │ (100.00%) │ (97.84%) │ (96.82%) │ (122.42%) │ (127.21%) │ (128.41%) │ (120.47%) │\n",
"│ 0xc6 │ 11369 │ 11431.0 │ 10393 │ 9277 │ 9307 │ 8847 │ 9631 │\n",
"│ │ (100.00%) │ (99.46%) │ (109.39%) │ (122.55%) │ (122.16%) │ (128.51%) │ (118.05%) │\n",
"│ 0xc7 │ 10948 │ 11480.0 │ 10238 │ 9532 │ 9580 │ 9032 │ 9196 │\n",
"│ │ (100.00%) │ (95.37%) │ (106.93%) │ (114.86%) │ (114.28%) │ (121.21%) │ (119.05%) │\n",
"│ 0xc8 │ 11021 │ 12041.0 │ 11701 │ 9888 │ 8821 │ 8925 │ 9459 │\n",
"│ │ (100.00%) │ (91.53%) │ (94.19%) │ (111.46%) │ (124.94%) │ (123.48%) │ (116.51%) │\n",
"│ 0xc9 │ 10001 │ 12633.0 │ 11365 │ 9908 │ 8793 │ 9028 │ 9487 │\n",
"│ │ (100.00%) │ (79.17%) │ (88.00%) │ (100.94%) │ (113.74%) │ (110.78%) │ (105.42%) │\n",
"│ 0xca │ 12340 │ 11860.0 │ 11460 │ 10370 │ 9204 │ 9212 │ 9928 │\n",
"│ │ (100.00%) │ (104.05%) │ (107.68%) │ (119.00%) │ (134.07%) │ (133.96%) │ (124.29%) │\n",
"│ 0xcb │ 11064 │ 11774.0 │ 11430 │ 9648 │ 8980 │ 8888 │ 9988 │\n",
"│ │ (100.00%) │ (93.97%) │ (96.80%) │ (114.68%) │ (123.21%) │ (124.48%) │ (110.77%) │\n",
"│ 0xcc │ 11211 │ 11321.0 │ 10171 │ 9291 │ 8447 │ 8481 │ 8943 │\n",
"│ │ (100.00%) │ (99.03%) │ (110.23%) │ (120.67%) │ (132.72%) │ (132.19%) │ (125.36%) │\n",
"│ 0xcd │ 10564 │ 11554.0 │ 11166 │ 11090 │ 9554 │ 9290 │ 9680 │\n",
"│ │ (100.00%) │ (91.43%) │ (94.61%) │ (95.26%) │ (110.57%) │ (113.71%) │ (109.13%) │\n",
"│ 0xce │ 11549 │ 11445.0 │ 11485 │ 9781 │ 8965 │ 9387 │ 9609 │\n",
"│ │ (100.00%) │ (100.91%) │ (100.56%) │ (118.08%) │ (128.82%) │ (123.03%) │ (120.19%) │\n",
"│ 0xcf │ 10583 │ 12141.0 │ 11491 │ 10683 │ 8985 │ 8893 │ 9731 │\n",
"│ │ (100.00%) │ (87.17%) │ (92.10%) │ (99.06%) │ (117.79%) │ (119.00%) │ (108.76%) │\n",
"│ 0xd0 │ 11519 │ 11775.0 │ 11699 │ 10145 │ 9329 │ 9333 │ 10123 │\n",
"│ │ (100.00%) │ (97.83%) │ (98.46%) │ (113.54%) │ (123.48%) │ (123.42%) │ (113.79%) │\n",
"│ 0xd1 │ 10814 │ 11596.0 │ 10922 │ 9516 │ 8942 │ 8798 │ 9144 │\n",
"│ │ (100.00%) │ (93.26%) │ (99.01%) │ (113.64%) │ (120.93%) │ (122.91%) │ (118.26%) │\n",
"│ 0xd2 │ 11520 │ 11458.0 │ 11056 │ 9708 │ 9018 │ 8992 │ 9252 │\n",
"│ │ (100.00%) │ (100.54%) │ (104.20%) │ (118.67%) │ (127.74%) │ (128.11%) │ (124.51%) │\n",
"│ 0xd3 │ 10506 │ 11584.0 │ 10610 │ 11002 │ 8894 │ 8670 │ 9522 │\n",
"│ │ (100.00%) │ (90.69%) │ (99.02%) │ (95.49%) │ (118.12%) │ (121.18%) │ (110.33%) │\n",
"│ 0xd4 │ 10888 │ 12112.0 │ 11598 │ 11498 │ 9136 │ 9162 │ 9184 │\n",
"│ │ (100.00%) │ (89.89%) │ (93.88%) │ (94.69%) │ (119.18%) │ (118.84%) │ (118.55%) │\n",
"│ 0xd5 │ 11595 │ 12151.0 │ 10673 │ 10135 │ 9313 │ 9139 │ 9799 │\n",
"│ │ (100.00%) │ (95.42%) │ (108.64%) │ (114.41%) │ (124.50%) │ (126.87%) │ (118.33%) │\n",
"│ 0xd6 │ 11842 │ 11508.0 │ 9868 │ 9518 │ 8746 │ 8700 │ 9150 │\n",
"│ │ (100.00%) │ (102.90%) │ (120.00%) │ (124.42%) │ (135.40%) │ (136.11%) │ (129.42%) │\n",
"│ 0xd7 │ 11450 │ 11454.0 │ 11062 │ 9770 │ 8912 │ 8794 │ 9276 │\n",
"│ │ (100.00%) │ (99.97%) │ (103.51%) │ (117.20%) │ (128.48%) │ (130.20%) │ (123.44%) │\n",
"│ 0xd8 │ 11128 │ 12862.0 │ 12810 │ 10420 │ 9672 │ 9668 │ 10220 │\n",
"│ │ (100.00%) │ (86.52%) │ (86.87%) │ (106.79%) │ (115.05%) │ (115.10%) │ (108.88%) │\n",
"│ 0xd9 │ 11469 │ 11525.0 │ 12053 │ 9747 │ 9211 │ 9305 │ 9653 │\n",
"│ │ (100.00%) │ (99.51%) │ (95.15%) │ (117.67%) │ (124.51%) │ (123.26%) │ (118.81%) │\n",
"│ 0xda │ 10920 │ 11712.0 │ 11530 │ 10068 │ 9446 │ 9054 │ 9422 │\n",
"│ │ (100.00%) │ (93.24%) │ (94.71%) │ (108.46%) │ (115.60%) │ (120.61%) │ (115.90%) │\n",
"│ 0xdb │ 10017 │ 11837.0 │ 11573 │ 9583 │ 8785 │ 8939 │ 9147 │\n",
"│ │ (100.00%) │ (84.62%) │ (86.55%) │ (104.53%) │ (114.02%) │ (112.06%) │ (109.51%) │\n",
"│ 0xdc │ 10735 │ 10949.0 │ 11525 │ 9641 │ 8597 │ 8732 │ 9021 │\n",
"│ │ (100.00%) │ (98.05%) │ (93.15%) │ (111.35%) │ (124.87%) │ (122.94%) │ (119.00%) │\n",
"│ 0xdd │ 10728 │ 12148.0 │ 11416 │ 10042 │ 9806 │ 9138 │ 9724 │\n",
"│ │ (100.00%) │ (88.31%) │ (93.97%) │ (106.83%) │ (109.40%) │ (117.40%) │ (110.32%) │\n",
"│ 0xde │ 10225 │ 11087.0 │ 10551 │ 9633 │ 8833 │ 8779 │ 9485 │\n",
"│ │ (100.00%) │ (92.23%) │ (96.91%) │ (106.15%) │ (115.76%) │ (116.47%) │ (107.80%) │\n",
"│ 0xdf │ 11558 │ 12476.0 │ 12330 │ 10328 │ 9550 │ 9304 │ 9878 │\n",
"│ │ (100.00%) │ (92.64%) │ (93.74%) │ (111.91%) │ (121.03%) │ (124.23%) │ (117.01%) │\n",
"│ 0xe0 │ 11657 │ 11503.0 │ 11197 │ 10523 │ 9279 │ 9477 │ 9911 │\n",
"│ │ (100.00%) │ (101.34%) │ (104.11%) │ (110.78%) │ (125.63%) │ (123.00%) │ (117.62%) │\n",
"│ 0xe1 │ 11338 │ 12224.0 │ 10164 │ 10242 │ 9642 │ 9432 │ 10076 │\n",
"│ │ (100.00%) │ (92.75%) │ (111.55%) │ (110.70%) │ (117.59%) │ (120.21%) │ (112.52%) │\n",
"│ 0xe2 │ 11130 │ 11026.0 │ 10160 │ 9660 │ 8998 │ 8822 │ 9370 │\n",
"│ │ (100.00%) │ (100.94%) │ (109.55%) │ (115.22%) │ (123.69%) │ (126.16%) │ (118.78%) │\n",
"│ 0xe3 │ 11235 │ 11875.0 │ 12025 │ 9828 │ 9121 │ 8675 │ 8923 │\n",
"│ │ (100.00%) │ (94.61%) │ (93.43%) │ (114.32%) │ (123.18%) │ (129.51%) │ (125.91%) │\n",
"│ 0xe4 │ 10609 │ 11657.0 │ 11117 │ 9211 │ 8795 │ 8851 │ 9219 │\n",
"│ │ (100.00%) │ (91.01%) │ (95.43%) │ (115.18%) │ (120.63%) │ (119.86%) │ (115.08%) │\n",
"│ 0xe5 │ 10596 │ 11152.0 │ 11250 │ 12328 │ 8878 │ 8768 │ 9252 │\n",
"│ │ (100.00%) │ (95.01%) │ (94.19%) │ (85.95%) │ (119.35%) │ (120.85%) │ (114.53%) │\n",
"│ 0xe6 │ 11191 │ 10473.0 │ 11201 │ 9565 │ 8799 │ 8770 │ 9233 │\n",
"│ │ (100.00%) │ (106.86%) │ (99.91%) │ (117.00%) │ (127.18%) │ (127.61%) │ (121.21%) │\n",
"│ 0xe7 │ 10170 │ 11700.0 │ 11486 │ 9924 │ 9292 │ 9260 │ 9902 │\n",
"│ │ (100.00%) │ (86.92%) │ (88.54%) │ (102.48%) │ (109.45%) │ (109.83%) │ (102.71%) │\n",
"│ 0xe8 │ 10370 │ 11714.0 │ 10954 │ 10930 │ 9326 │ 9106 │ 9528 │\n",
"│ │ (100.00%) │ (88.53%) │ (94.67%) │ (94.88%) │ (111.19%) │ (113.88%) │ (108.84%) │\n",
"│ 0xe9 │ 11270 │ 11396.0 │ 10378 │ 10606 │ 8874 │ 8866 │ 9160 │\n",
"│ │ (100.00%) │ (98.89%) │ (108.60%) │ (106.26%) │ (127.00%) │ (127.11%) │ (123.03%) │\n",
"│ 0xea │ 11926 │ 12286.0 │ 11100 │ 10678 │ 9490 │ 9240 │ 9960 │\n",
"│ │ (100.00%) │ (97.07%) │ (107.44%) │ (111.69%) │ (125.67%) │ (129.07%) │ (119.74%) │\n",
"│ 0xeb │ 10022 │ 11716.0 │ 10358 │ 9574 │ 9028 │ 9048 │ 9120 │\n",
"│ │ (100.00%) │ (85.54%) │ (96.76%) │ (104.68%) │ (111.01%) │ (110.76%) │ (109.89%) │\n",
"│ 0xec │ 10662 │ 10730.0 │ 11368 │ 9480 │ 8604 │ 8524 │ 9308 │\n",
"│ │ (100.00%) │ (99.37%) │ (93.79%) │ (112.47%) │ (123.92%) │ (125.08%) │ (114.55%) │\n",
"│ 0xed │ 10472 │ 11726.0 │ 11018 │ 9488 │ 8740 │ 9108 │ 9314 │\n",
"│ │ (100.00%) │ (89.31%) │ (95.04%) │ (110.37%) │ (119.82%) │ (114.98%) │ (112.43%) │\n",
"│ 0xee │ 10730 │ 11612.0 │ 10434 │ 9316 │ 8560 │ 8840 │ 9208 │\n",
"│ │ (100.00%) │ (92.40%) │ (102.84%) │ (115.18%) │ (125.35%) │ (121.38%) │ (116.53%) │\n",
"│ 0xef │ 10434 │ 10850.0 │ 10530 │ 9934 │ 8618 │ 9002 │ 8672 │\n",
"│ │ (100.00%) │ (96.17%) │ (99.09%) │ (105.03%) │ (121.07%) │ (115.91%) │ (120.32%) │\n",
"│ 0xf0 │ 11470 │ 11114.0 │ 11026 │ 10188 │ 9182 │ 9176 │ 9474 │\n",
"│ │ (100.00%) │ (103.20%) │ (104.03%) │ (112.58%) │ (124.92%) │ (125.00%) │ (121.07%) │\n",
"│ 0xf1 │ 12182 │ 12056.0 │ 11356 │ 10386 │ 9114 │ 9162 │ 9720 │\n",
"│ │ (100.00%) │ (101.05%) │ (107.27%) │ (117.29%) │ (133.66%) │ (132.96%) │ (125.33%) │\n",
"│ 0xf2 │ 11986 │ 11860.0 │ 11278 │ 10414 │ 9354 │ 9374 │ 9776 │\n",
"│ │ (100.00%) │ (101.06%) │ (106.28%) │ (115.10%) │ (128.14%) │ (127.86%) │ (122.61%) │\n",
"│ 0xf3 │ 11057 │ 11897.0 │ 11923 │ 10315 │ 9429 │ 9351 │ 9821 │\n",
"│ │ (100.00%) │ (92.94%) │ (92.74%) │ (107.19%) │ (117.27%) │ (118.24%) │ (112.59%) │\n",
"│ 0xf4 │ 12091 │ 12643.0 │ 11541 │ 10479 │ 10283 │ 9353 │ 10045 │\n",
"│ │ (100.00%) │ (95.63%) │ (104.77%) │ (115.38%) │ (117.58%) │ (129.27%) │ (120.37%) │\n",
"│ 0xf5 │ 10844 │ 11778.0 │ 10644 │ 10200 │ 9142 │ 9172 │ 9776 │\n",
"│ │ (100.00%) │ (92.07%) │ (101.88%) │ (106.31%) │ (118.62%) │ (118.23%) │ (110.92%) │\n",
"│ 0xf6 │ 11045 │ 11109.0 │ 10013 │ 9877 │ 8539 │ 8421 │ 8955 │\n",
"│ │ (100.00%) │ (99.42%) │ (110.31%) │ (111.83%) │ (129.35%) │ (131.16%) │ (123.34%) │\n",
"│ 0xf7 │ 11663 │ 11903.0 │ 10009 │ 9403 │ 8637 │ 8661 │ 8997 │\n",
"│ │ (100.00%) │ (97.98%) │ (116.53%) │ (124.03%) │ (135.04%) │ (134.66%) │ (129.63%) │\n",
"│ 0xf8 │ 11114 │ 11480.0 │ 11532 │ 9224 │ 8726 │ 8846 │ 9562 │\n",
"│ │ (100.00%) │ (96.81%) │ (96.38%) │ (120.49%) │ (127.37%) │ (125.64%) │ (116.23%) │\n",
"│ 0xf9 │ 10641 │ 11093.0 │ 10519 │ 9869 │ 9013 │ 8893 │ 9281 │\n",
"│ │ (100.00%) │ (95.93%) │ (101.16%) │ (107.82%) │ (118.06%) │ (119.66%) │ (114.65%) │\n",
"│ 0xfa │ 10386 │ 10946.0 │ 12004 │ 9826 │ 8712 │ 8626 │ 9344 │\n",
"│ │ (100.00%) │ (94.88%) │ (86.52%) │ (105.70%) │ (119.21%) │ (120.40%) │ (111.15%) │\n",
"│ 0xfb │ 11610 │ 11998.0 │ 10894 │ 9838 │ 9304 │ 9318 │ 9214 │\n",
"│ │ (100.00%) │ (96.77%) │ (106.57%) │ (118.01%) │ (124.79%) │ (124.60%) │ (126.00%) │\n",
"│ 0xfc │ 11158 │ 11546.0 │ 11246 │ 9458 │ 8878 │ 8784 │ 8964 │\n",
"│ │ (100.00%) │ (96.64%) │ (99.22%) │ (117.97%) │ (125.68%) │ (127.03%) │ (124.48%) │\n",
"│ 0xfd │ 11171 │ 11279.0 │ 11079 │ 9251 │ 8599 │ 8451 │ 8549 │\n",
"│ │ (100.00%) │ (99.04%) │ (100.83%) │ (120.75%) │ (129.91%) │ (132.19%) │ (130.67%) │\n",
"│ 0xfe │ 11426 │ 13300.0 │ 11694 │ 10584 │ 9506 │ 9172 │ 9436 │\n",
"│ │ (100.00%) │ (85.91%) │ (97.71%) │ (107.96%) │ (120.20%) │ (124.57%) │ (121.09%) │\n",
"│ Avg │ 100.00% │ 97.05% │ 101.98% │ 110.98% │ 124.49% │ 125.07% │ 118.56% │\n",
"│ Improvement │ │ │ │ │ │ │ │\n",
"└─────────────┴─────────────┴─────────────┴─────────────┴──────────────┴─────────────┴──────────────┴─────────────┘\n",
"</pre>\n"
],
"text/plain": [
"┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓\n",
"┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mSegment \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mNX \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mNX \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\n",
"┃\u001b[1m \u001b[0m\u001b[1mSeed \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOpenROAD NN\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mMidpoint NN\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mThreshold \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mChristofides\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mK-Opt Hack \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mK-Opt \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m2-Opt \u001b[0m\u001b[1m \u001b[0m┃\n",
"┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩\n",
"│ 0x0 │ 10312 │ 11518.0 │ 10154 │ 9606 │ 8960 │ 8884 │ 9096 │\n",
"│ │ (100.00%) │ (89.53%) │ (101.56%) │ (107.35%) │ (115.09%) │ (116.07%) │ (113.37%) │\n",
"│ 0x1 │ 12812 │ 12340.0 │ 10934 │ 12714 │ 9714 │ 9288 │ 9892 │\n",
"│ │ (100.00%) │ (103.82%) │ (117.18%) │ (100.77%) │ (131.89%) │ (137.94%) │ (129.52%) │\n",
"│ 0x2 │ 10926 │ 11960.0 │ 11170 │ 9750 │ 9178 │ 8812 │ 9238 │\n",
"│ │ (100.00%) │ (91.35%) │ (97.82%) │ (112.06%) │ (119.05%) │ (123.99%) │ (118.27%) │\n",
"│ 0x3 │ 12321 │ 11113.0 │ 11325 │ 9885 │ 9071 │ 8737 │ 9401 │\n",
"│ │ (100.00%) │ (110.87%) │ (108.79%) │ (124.64%) │ (135.83%) │ (141.02%) │ (131.06%) │\n",
"│ 0x4 │ 11024 │ 11456.0 │ 10322 │ 9586 │ 8930 │ 8974 │ 9068 │\n",
"│ │ (100.00%) │ (96.23%) │ (106.80%) │ (115.00%) │ (123.45%) │ (122.84%) │ (121.57%) │\n",
"│ 0x5 │ 11483 │ 12019.0 │ 11057 │ 10287 │ 9467 │ 9416 │ 10137 │\n",
"│ │ (100.00%) │ (95.54%) │ (103.85%) │ (111.63%) │ (121.30%) │ (121.95%) │ (113.28%) │\n",
"│ 0x6 │ 11421 │ 12087.0 │ 11469 │ 11022 │ 9383 │ 9419 │ 9761 │\n",
"│ │ (100.00%) │ (94.49%) │ (99.58%) │ (103.62%) │ (121.72%) │ (121.25%) │ (117.01%) │\n",
"│ 0x7 │ 11838 │ 11936.0 │ 10856 │ 10202 │ 9432 │ 9284 │ 9626 │\n",
"│ │ (100.00%) │ (99.18%) │ (109.05%) │ (116.04%) │ (125.51%) │ (127.51%) │ (122.98%) │\n",
"│ 0x8 │ 10792 │ 11586.0 │ 10226 │ 9786 │ 8954 │ 8788 │ 9386 │\n",
"│ │ (100.00%) │ (93.15%) │ (105.53%) │ (110.28%) │ (120.53%) │ (122.80%) │ (114.98%) │\n",
"│ 0x9 │ 12127 │ 10823.0 │ 10153 │ 9089 │ 8239 │ 8356 │ 8593 │\n",
"│ │ (100.00%) │ (112.05%) │ (119.44%) │ (133.43%) │ (147.19%) │ (145.13%) │ (141.13%) │\n",
"│ 0xa │ 11777 │ 12089.0 │ 11269 │ 11142 │ 9161 │ 9029 │ 9541 │\n",
"│ │ (100.00%) │ (97.42%) │ (104.51%) │ (105.70%) │ (128.56%) │ (130.44%) │ (123.44%) │\n",
"│ 0xb │ 10854 │ 12682.0 │ 11714 │ 9946 │ 9230 │ 9278 │ 9948 │\n",
"│ │ (100.00%) │ (85.59%) │ (92.66%) │ (109.13%) │ (117.59%) │ (116.99%) │ (109.11%) │\n",
"│ 0xc │ 10777 │ 11515.0 │ 10049 │ 9614 │ 8719 │ 8819 │ 9003 │\n",
"│ │ (100.00%) │ (93.59%) │ (107.24%) │ (112.10%) │ (123.60%) │ (122.20%) │ (119.70%) │\n",
"│ 0xd │ 9945 │ 11969.0 │ 11447 │ 10617 │ 9045 │ 8829 │ 9129 │\n",
"│ │ (100.00%) │ (83.09%) │ (86.88%) │ (93.67%) │ (109.95%) │ (112.64%) │ (108.94%) │\n",
"│ 0xe │ 9750 │ 10844.0 │ 10124 │ 9250 │ 8198 │ 8318 │ 8528 │\n",
"│ │ (100.00%) │ (89.91%) │ (96.31%) │ (105.41%) │ (118.93%) │ (117.22%) │ (114.33%) │\n",
"│ 0xf │ 10415 │ 11071.0 │ 12097 │ 10181 │ 9015 │ 8711 │ 8847 │\n",
"│ │ (100.00%) │ (94.07%) │ (86.10%) │ (102.30%) │ (115.53%) │ (119.56%) │ (117.72%) │\n",
"│ 0x10 │ 11038 │ 11672.0 │ 9970 │ 10508 │ 8302 │ 8388 │ 8746 │\n",
"│ │ (100.00%) │ (94.57%) │ (110.71%) │ (105.04%) │ (132.96%) │ (131.59%) │ (126.21%) │\n",
"│ 0x11 │ 11279 │ 11389.0 │ 9923 │ 10170 │ 8681 │ 8962 │ 9771 │\n",
"│ │ (100.00%) │ (99.03%) │ (113.67%) │ (110.90%) │ (129.93%) │ (125.85%) │ (115.43%) │\n",
"│ 0x12 │ 11677 │ 11145.0 │ 10727 │ 10513 │ 8741 │ 8879 │ 8785 │\n",
"│ │ (100.00%) │ (104.77%) │ (108.86%) │ (111.07%) │ (133.59%) │ (131.51%) │ (132.92%) │\n",
"│ 0x13 │ 10947 │ 11573.0 │ 12847 │ 10063 │ 8999 │ 9139 │ 9557 │\n",
"│ │ (100.00%) │ (94.59%) │ (85.21%) │ (108.78%) │ (121.65%) │ (119.78%) │ (114.54%) │\n",
"│ 0x14 │ 10768 │ 10876.0 │ 10336 │ 9728 │ 8494 │ 8484 │ 9148 │\n",
"│ │ (100.00%) │ (99.01%) │ (104.18%) │ (110.69%) │ (126.77%) │ (126.92%) │ (117.71%) │\n",
"│ 0x15 │ 11507 │ 12031.0 │ 11521 │ 10292 │ 9301 │ 9386 │ 10199 │\n",
"│ │ (100.00%) │ (95.64%) │ (99.88%) │ (111.81%) │ (123.72%) │ (122.60%) │ (112.82%) │\n",
"│ 0x16 │ 11748 │ 11090.0 │ 11534 │ 10286 │ 9154 │ 9182 │ 9460 │\n",
"│ │ (100.00%) │ (105.93%) │ (101.86%) │ (114.21%) │ (128.34%) │ (127.95%) │ (124.19%) │\n",
"│ 0x17 │ 10664 │ 11766.0 │ 10076 │ 10084 │ 8652 │ 8780 │ 9328 │\n",
"│ │ (100.00%) │ (90.63%) │ (105.84%) │ (105.75%) │ (123.25%) │ (121.46%) │ (114.32%) │\n",
"│ 0x18 │ 11304 │ 12138.0 │ 10960 │ 10006 │ 9120 │ 9236 │ 10172 │\n",
"│ │ (100.00%) │ (93.13%) │ (103.14%) │ (112.97%) │ (123.95%) │ (122.39%) │ (111.13%) │\n",
"│ 0x19 │ 11207 │ 11493.0 │ 10677 │ 10077 │ 9057 │ 8815 │ 9189 │\n",
"│ │ (100.00%) │ (97.51%) │ (104.96%) │ (111.21%) │ (123.74%) │ (127.14%) │ (121.96%) │\n",
"│ 0x1a │ 11279 │ 11545.0 │ 11129 │ 11544 │ 8667 │ 8667 │ 8723 │\n",
"│ │ (100.00%) │ (97.70%) │ (101.35%) │ (97.70%) │ (130.14%) │ (130.14%) │ (129.30%) │\n",
"│ 0x1b │ 11614 │ 12034.0 │ 10638 │ 9996 │ 9198 │ 9284 │ 9252 │\n",
"│ │ (100.00%) │ (96.51%) │ (109.17%) │ (116.19%) │ (126.27%) │ (125.10%) │ (125.53%) │\n",
"│ 0x1c │ 12800 │ 11290.0 │ 10406 │ 9706 │ 9622 │ 8686 │ 9514 │\n",
"│ │ (100.00%) │ (113.37%) │ (123.01%) │ (131.88%) │ (133.03%) │ (147.36%) │ (134.54%) │\n",
"│ 0x1d │ 11621 │ 11879.0 │ 11719 │ 10561 │ 9531 │ 9685 │ 9971 │\n",
"│ │ (100.00%) │ (97.83%) │ (99.16%) │ (110.04%) │ (121.93%) │ (119.99%) │ (116.55%) │\n",
"│ 0x1e │ 9812 │ 11162.0 │ 11118 │ 9640 │ 8614 │ 8520 │ 9100 │\n",
"│ │ (100.00%) │ (87.91%) │ (88.25%) │ (101.78%) │ (113.91%) │ (115.16%) │ (107.82%) │\n",
"│ 0x1f │ 11014 │ 11066.0 │ 11336 │ 9770 │ 8696 │ 8988 │ 9144 │\n",
"│ │ (100.00%) │ (99.53%) │ (97.16%) │ (112.73%) │ (126.66%) │ (122.54%) │ (120.45%) │\n",
"│ 0x20 │ 12752 │ 11738.0 │ 11970 │ 10522 │ 9510 │ 9442 │ 10038 │\n",
"│ │ (100.00%) │ (108.64%) │ (106.53%) │ (121.19%) │ (134.09%) │ (135.06%) │ (127.04%) │\n",
"│ 0x21 │ 10059 │ 11845.0 │ 10189 │ 9471 │ 8471 │ 8615 │ 8815 │\n",
"│ │ (100.00%) │ (84.92%) │ (98.72%) │ (106.21%) │ (118.75%) │ (116.76%) │ (114.11%) │\n",
"│ 0x22 │ 12610 │ 11876.0 │ 11572 │ 9556 │ 9322 │ 8762 │ 9052 │\n",
"│ │ (100.00%) │ (106.18%) │ (108.97%) │ (131.96%) │ (135.27%) │ (143.92%) │ (139.31%) │\n",
"│ 0x23 │ 11355 │ 11857.0 │ 11105 │ 10331 │ 9603 │ 9477 │ 9879 │\n",
"│ │ (100.00%) │ (95.77%) │ (102.25%) │ (109.91%) │ (118.24%) │ (119.82%) │ (114.94%) │\n",
"│ 0x24 │ 10974 │ 10996.0 │ 11474 │ 9866 │ 8814 │ 8876 │ 9178 │\n",
"│ │ (100.00%) │ (99.80%) │ (95.64%) │ (111.23%) │ (124.51%) │ (123.64%) │ (119.57%) │\n",
"│ 0x25 │ 10887 │ 11051.0 │ 11073 │ 10085 │ 9073 │ 9061 │ 9475 │\n",
"│ │ (100.00%) │ (98.52%) │ (98.32%) │ (107.95%) │ (119.99%) │ (120.15%) │ (114.90%) │\n",
"│ 0x26 │ 10814 │ 10474.0 │ 9768 │ 9288 │ 8200 │ 8324 │ 8950 │\n",
"│ │ (100.00%) │ (103.25%) │ (110.71%) │ (116.43%) │ (131.88%) │ (129.91%) │ (120.83%) │\n",
"│ 0x27 │ 11911 │ 12609.0 │ 13367 │ 10533 │ 9645 │ 9524 │ 9983 │\n",
"│ │ (100.00%) │ (94.46%) │ (89.11%) │ (113.08%) │ (123.49%) │ (125.06%) │ (119.31%) │\n",
"│ 0x28 │ 11557 │ 11801.0 │ 12705 │ 10740 │ 9335 │ 9245 │ 10099 │\n",
"│ │ (100.00%) │ (97.93%) │ (90.96%) │ (107.61%) │ (123.80%) │ (125.01%) │ (114.44%) │\n",
"│ 0x29 │ 11964 │ 12042.0 │ 11148 │ 9538 │ 8534 │ 8696 │ 9466 │\n",
"│ │ (100.00%) │ (99.35%) │ (107.32%) │ (125.44%) │ (140.19%) │ (137.58%) │ (126.39%) │\n",
"│ 0x2a │ 11547 │ 11139.0 │ 10523 │ 11162 │ 8689 │ 8771 │ 9507 │\n",
"│ │ (100.00%) │ (103.66%) │ (109.73%) │ (103.45%) │ (132.89%) │ (131.65%) │ (121.46%) │\n",
"│ 0x2b │ 10655 │ 11303.0 │ 12701 │ 9651 │ 8823 │ 8801 │ 8991 │\n",
"│ │ (100.00%) │ (94.27%) │ (83.89%) │ (110.40%) │ (120.76%) │ (121.07%) │ (118.51%) │\n",
"│ 0x2c │ 11141 │ 11731.0 │ 11249 │ 10371 │ 9295 │ 9391 │ 9939 │\n",
"│ │ (100.00%) │ (94.97%) │ (99.04%) │ (107.42%) │ (119.86%) │ (118.63%) │ (112.09%) │\n",
"│ 0x2d │ 11592 │ 12260.0 │ 9762 │ 10390 │ 9374 │ 9540 │ 9840 │\n",
"│ │ (100.00%) │ (94.55%) │ (118.75%) │ (111.57%) │ (123.66%) │ (121.51%) │ (117.80%) │\n",
"│ 0x2e │ 10516 │ 10914.0 │ 11916 │ 9416 │ 8750 │ 8816 │ 9138 │\n",
"│ │ (100.00%) │ (96.35%) │ (88.25%) │ (111.68%) │ (120.18%) │ (119.28%) │ (115.08%) │\n",
"│ 0x2f │ 10193 │ 11797.0 │ 10819 │ 10754 │ 9017 │ 8925 │ 9369 │\n",
"│ │ (100.00%) │ (86.40%) │ (94.21%) │ (94.78%) │ (113.04%) │ (114.21%) │ (108.79%) │\n",
"│ 0x30 │ 12523 │ 11735.0 │ 10141 │ 11056 │ 8885 │ 8983 │ 9045 │\n",
"│ │ (100.00%) │ (106.71%) │ (123.49%) │ (113.27%) │ (140.95%) │ (139.41%) │ (138.45%) │\n",
"│ 0x31 │ 13310 │ 11494.0 │ 11748 │ 10862 │ 9556 │ 9536 │ 10222 │\n",
"│ │ (100.00%) │ (115.80%) │ (113.30%) │ (122.54%) │ (139.28%) │ (139.58%) │ (130.21%) │\n",
"│ 0x32 │ 12490 │ 11798.0 │ 11442 │ 10180 │ 9204 │ 9206 │ 9570 │\n",
"│ │ (100.00%) │ (105.87%) │ (109.16%) │ (122.69%) │ (135.70%) │ (135.67%) │ (130.51%) │\n",
"│ 0x33 │ 11201 │ 11253.0 │ 10993 │ 10230 │ 8989 │ 9024 │ 10227 │\n",
"│ │ (100.00%) │ (99.54%) │ (101.89%) │ (109.49%) │ (124.61%) │ (124.12%) │ (109.52%) │\n",
"│ 0x34 │ 10758 │ 11862.0 │ 10302 │ 10212 │ 8920 │ 9396 │ 9516 │\n",
"│ │ (100.00%) │ (90.69%) │ (104.43%) │ (105.35%) │ (120.61%) │ (114.50%) │ (113.05%) │\n",
"│ 0x35 │ 9858 │ 10904.0 │ 10704 │ 9178 │ 8342 │ 8296 │ 8622 │\n",
"│ │ (100.00%) │ (90.41%) │ (92.10%) │ (107.41%) │ (118.17%) │ (118.83%) │ (114.34%) │\n",
"│ 0x36 │ 11819 │ 11177.0 │ 10755 │ 9943 │ 9113 │ 8861 │ 9525 │\n",
"│ │ (100.00%) │ (105.74%) │ (109.89%) │ (118.87%) │ (129.69%) │ (133.38%) │ (124.08%) │\n",
"│ 0x37 │ 10083 │ 11455.0 │ 11883 │ 10229 │ 9419 │ 9177 │ 9185 │\n",
"│ │ (100.00%) │ (88.02%) │ (84.85%) │ (98.57%) │ (107.05%) │ (109.87%) │ (109.78%) │\n",
"│ 0x38 │ 10486 │ 10752.0 │ 11266 │ 8864 │ 8286 │ 8292 │ 8792 │\n",
"│ │ (100.00%) │ (97.53%) │ (93.08%) │ (118.30%) │ (126.55%) │ (126.46%) │ (119.27%) │\n",
"│ 0x39 │ 10480 │ 12218.0 │ 9986 │ 11270 │ 9388 │ 9076 │ 9532 │\n",
"│ │ (100.00%) │ (85.78%) │ (104.95%) │ (92.99%) │ (111.63%) │ (115.47%) │ (109.95%) │\n",
"│ 0x3a │ 11060 │ 10892.0 │ 9476 │ 8908 │ 8544 │ 8702 │ 8902 │\n",
"│ │ (100.00%) │ (101.54%) │ (116.72%) │ (124.16%) │ (129.45%) │ (127.10%) │ (124.24%) │\n",
"│ 0x3b │ 12196 │ 11360.0 │ 12320 │ 10274 │ 9370 │ 9364 │ 10202 │\n",
"│ │ (100.00%) │ (107.36%) │ (98.99%) │ (118.71%) │ (130.16%) │ (130.24%) │ (119.55%) │\n",
"│ 0x3c │ 11516 │ 11422.0 │ 12176 │ 10230 │ 9044 │ 9152 │ 9694 │\n",
"│ │ (100.00%) │ (100.82%) │ (94.58%) │ (112.57%) │ (127.33%) │ (125.83%) │ (118.80%) │\n",
"│ 0x3d │ 10622 │ 11642.0 │ 10850 │ 9404 │ 8572 │ 8574 │ 9228 │\n",
"│ │ (100.00%) │ (91.24%) │ (97.90%) │ (112.95%) │ (123.92%) │ (123.89%) │ (115.11%) │\n",
"│ 0x3e │ 11977 │ 11601.0 │ 12141 │ 11580 │ 9303 │ 9548 │ 10495 │\n",
"│ │ (100.00%) │ (103.24%) │ (98.65%) │ (103.43%) │ (128.74%) │ (125.44%) │ (114.12%) │\n",
"│ 0x3f │ 12629 │ 11089.0 │ 11701 │ 10623 │ 9355 │ 9425 │ 10157 │\n",
"│ │ (100.00%) │ (113.89%) │ (107.93%) │ (118.88%) │ (135.00%) │ (133.99%) │ (124.34%) │\n",
"│ 0x40 │ 9829 │ 10581.0 │ 10099 │ 9629 │ 8637 │ 8836 │ 8695 │\n",
"│ │ (100.00%) │ (92.89%) │ (97.33%) │ (102.08%) │ (113.80%) │ (111.24%) │ (113.04%) │\n",
"│ 0x41 │ 9096 │ 10694.0 │ 10184 │ 9884 │ 8126 │ 8104 │ 8478 │\n",
"│ │ (100.00%) │ (85.06%) │ (89.32%) │ (92.03%) │ (111.94%) │ (112.24%) │ (107.29%) │\n",
"│ 0x42 │ 11829 │ 11233.0 │ 12533 │ 10153 │ 9295 │ 9503 │ 9615 │\n",
"│ │ (100.00%) │ (105.31%) │ (94.38%) │ (116.51%) │ (127.26%) │ (124.48%) │ (123.03%) │\n",
"│ 0x43 │ 10389 │ 11717.0 │ 11091 │ 10784 │ 8663 │ 8995 │ 9227 │\n",
"│ │ (100.00%) │ (88.67%) │ (93.67%) │ (96.34%) │ (119.92%) │ (115.50%) │ (112.59%) │\n",
"│ 0x44 │ 11979 │ 10909.0 │ 11143 │ 9819 │ 8995 │ 8951 │ 9475 │\n",
"│ │ (100.00%) │ (109.81%) │ (107.50%) │ (122.00%) │ (133.17%) │ (133.83%) │ (126.43%) │\n",
"│ 0x45 │ 11108 │ 11200.0 │ 11420 │ 9728 │ 8556 │ 8444 │ 8926 │\n",
"│ │ (100.00%) │ (99.18%) │ (97.27%) │ (114.19%) │ (129.83%) │ (131.55%) │ (124.45%) │\n",
"│ 0x46 │ 11206 │ 11304.0 │ 10674 │ 10798 │ 8910 │ 8730 │ 9068 │\n",
"│ │ (100.00%) │ (99.13%) │ (104.98%) │ (103.78%) │ (125.77%) │ (128.36%) │ (123.58%) │\n",
"│ 0x47 │ 10759 │ 11061.0 │ 10817 │ 9661 │ 8865 │ 9215 │ 9521 │\n",
"│ │ (100.00%) │ (97.27%) │ (99.46%) │ (111.37%) │ (121.36%) │ (116.76%) │ (113.00%) │\n",
"│ 0x48 │ 11573 │ 11931.0 │ 10957 │ 10043 │ 9387 │ 9171 │ 9911 │\n",
"│ │ (100.00%) │ (97.00%) │ (105.62%) │ (115.23%) │ (123.29%) │ (126.19%) │ (116.77%) │\n",
"│ 0x49 │ 11044 │ 11046.0 │ 11236 │ 11040 │ 9194 │ 8954 │ 9310 │\n",
"│ │ (100.00%) │ (99.98%) │ (98.29%) │ (100.04%) │ (120.12%) │ (123.34%) │ (118.63%) │\n",
"│ 0x4a │ 12196 │ 11672.0 │ 10404 │ 10100 │ 9378 │ 9368 │ 9904 │\n",
"│ │ (100.00%) │ (104.49%) │ (117.22%) │ (120.75%) │ (130.05%) │ (130.19%) │ (123.14%) │\n",
"│ 0x4b │ 10729 │ 12425.0 │ 10109 │ 10226 │ 9067 │ 9113 │ 9749 │\n",
"│ │ (100.00%) │ (86.35%) │ (106.13%) │ (104.92%) │ (118.33%) │ (117.73%) │ (110.05%) │\n",
"│ 0x4c │ 11911 │ 11041.0 │ 11091 │ 9585 │ 9073 │ 8633 │ 8697 │\n",
"│ │ (100.00%) │ (107.88%) │ (107.39%) │ (124.27%) │ (131.28%) │ (137.97%) │ (136.96%) │\n",
"│ 0x4d │ 10782 │ 11322.0 │ 10196 │ 10928 │ 9062 │ 9234 │ 9190 │\n",
"│ │ (100.00%) │ (95.23%) │ (105.75%) │ (98.66%) │ (118.98%) │ (116.76%) │ (117.32%) │\n",
"│ 0x4e │ 10404 │ 10784.0 │ 9718 │ 10042 │ 8566 │ 8956 │ 9244 │\n",
"│ │ (100.00%) │ (96.48%) │ (107.06%) │ (103.60%) │ (121.46%) │ (116.17%) │ (112.55%) │\n",
"│ 0x4f │ 11160 │ 11714.0 │ 11156 │ 10336 │ 8898 │ 8996 │ 9426 │\n",
"│ │ (100.00%) │ (95.27%) │ (100.04%) │ (107.97%) │ (125.42%) │ (124.06%) │ (118.40%) │\n",
"│ 0x50 │ 10866 │ 12282.0 │ 9868 │ 9566 │ 8872 │ 9370 │ 9422 │\n",
"│ │ (100.00%) │ (88.47%) │ (110.11%) │ (113.59%) │ (122.48%) │ (115.97%) │ (115.33%) │\n",
"│ 0x51 │ 11639 │ 10913.0 │ 11135 │ 11032 │ 9283 │ 9345 │ 9831 │\n",
"│ │ (100.00%) │ (106.65%) │ (104.53%) │ (105.50%) │ (125.38%) │ (124.55%) │ (118.39%) │\n",
"│ 0x52 │ 11387 │ 12055.0 │ 12163 │ 10957 │ 9387 │ 9369 │ 10131 │\n",
"│ │ (100.00%) │ (94.46%) │ (93.62%) │ (103.92%) │ (121.31%) │ (121.54%) │ (112.40%) │\n",
"│ 0x53 │ 13222 │ 11880.0 │ 11218 │ 10880 │ 9232 │ 9072 │ 9792 │\n",
"│ │ (100.00%) │ (111.30%) │ (117.86%) │ (121.53%) │ (143.22%) │ (145.75%) │ (135.03%) │\n",
"│ 0x54 │ 11493 │ 12019.0 │ 10421 │ 9216 │ 8599 │ 8477 │ 9945 │\n",
"│ │ (100.00%) │ (95.62%) │ (110.29%) │ (124.71%) │ (133.66%) │ (135.58%) │ (115.57%) │\n",
"│ 0x55 │ 10742 │ 11264.0 │ 10324 │ 10842 │ 9000 │ 9232 │ 9494 │\n",
"│ │ (100.00%) │ (95.37%) │ (104.05%) │ (99.08%) │ (119.36%) │ (116.36%) │ (113.15%) │\n",
"│ 0x56 │ 11532 │ 10406.0 │ 11018 │ 10470 │ 8558 │ 8434 │ 9024 │\n",
"│ │ (100.00%) │ (110.82%) │ (104.67%) │ (110.14%) │ (134.75%) │ (136.73%) │ (127.79%) │\n",
"│ 0x57 │ 13507 │ 11451.0 │ 12115 │ 10653 │ 9355 │ 9497 │ 10351 │\n",
"│ │ (100.00%) │ (117.95%) │ (111.49%) │ (126.79%) │ (144.38%) │ (142.22%) │ (130.49%) │\n",
"│ 0x58 │ 10356 │ 11598.0 │ 11644 │ 11934 │ 8778 │ 9076 │ 9136 │\n",
"│ │ (100.00%) │ (89.29%) │ (88.94%) │ (86.78%) │ (117.98%) │ (114.10%) │ (113.35%) │\n",
"│ 0x59 │ 12554 │ 12168.0 │ 12112 │ 10842 │ 9480 │ 9292 │ 10060 │\n",
"│ │ (100.00%) │ (103.17%) │ (103.65%) │ (115.79%) │ (132.43%) │ (135.11%) │ (124.79%) │\n",
"│ 0x5a │ 11748 │ 12268.0 │ 12958 │ 11108 │ 9658 │ 9544 │ 10062 │\n",
"│ │ (100.00%) │ (95.76%) │ (90.66%) │ (105.76%) │ (121.64%) │ (123.09%) │ (116.76%) │\n",
"│ 0x5b │ 10859 │ 11467.0 │ 10539 │ 9851 │ 8741 │ 8948 │ 9261 │\n",
"│ │ (100.00%) │ (94.70%) │ (103.04%) │ (110.23%) │ (124.23%) │ (121.36%) │ (117.26%) │\n",
"│ 0x5c │ 12180 │ 11264.0 │ 11174 │ 10362 │ 9538 │ 9126 │ 10324 │\n",
"│ │ (100.00%) │ (108.13%) │ (109.00%) │ (117.54%) │ (127.70%) │ (133.46%) │ (117.98%) │\n",
"│ 0x5d │ 11681 │ 11609.0 │ 11753 │ 10166 │ 8781 │ 8641 │ 9531 │\n",
"│ │ (100.00%) │ (100.62%) │ (99.39%) │ (114.90%) │ (133.03%) │ (135.18%) │ (122.56%) │\n",
"│ 0x5e │ 11558 │ 11194.0 │ 10528 │ 11462 │ 9042 │ 8822 │ 9500 │\n",
"│ │ (100.00%) │ (103.25%) │ (109.78%) │ (100.84%) │ (127.83%) │ (131.01%) │ (121.66%) │\n",
"│ 0x5f │ 12620 │ 11878.0 │ 11936 │ 9536 │ 8846 │ 9060 │ 9876 │\n",
"│ │ (100.00%) │ (106.25%) │ (105.73%) │ (132.34%) │ (142.66%) │ (139.29%) │ (127.78%) │\n",
"│ 0x60 │ 10543 │ 11499.0 │ 10979 │ 9957 │ 8975 │ 8987 │ 9583 │\n",
"│ │ (100.00%) │ (91.69%) │ (96.03%) │ (105.89%) │ (117.47%) │ (117.31%) │ (110.02%) │\n",
"│ 0x61 │ 11450 │ 11526.0 │ 12834 │ 9386 │ 8650 │ 8624 │ 9234 │\n",
"│ │ (100.00%) │ (99.34%) │ (89.22%) │ (121.99%) │ (132.37%) │ (132.77%) │ (124.00%) │\n",
"│ 0x62 │ 11965 │ 11293.0 │ 9993 │ 12440 │ 8537 │ 8793 │ 9411 │\n",
"│ │ (100.00%) │ (105.95%) │ (119.73%) │ (96.18%) │ (140.15%) │ (136.07%) │ (127.14%) │\n",
"│ 0x63 │ 11724 │ 11302.0 │ 11344 │ 9652 │ 9104 │ 8984 │ 9390 │\n",
"│ │ (100.00%) │ (103.73%) │ (103.35%) │ (121.47%) │ (128.78%) │ (130.50%) │ (124.86%) │\n",
"│ 0x64 │ 11728 │ 10648.0 │ 11122 │ 10526 │ 8714 │ 8740 │ 9928 │\n",
"│ │ (100.00%) │ (110.14%) │ (105.45%) │ (111.42%) │ (134.59%) │ (134.19%) │ (118.13%) │\n",
"│ 0x65 │ 11502 │ 11526.0 │ 11302 │ 9908 │ 9100 │ 9072 │ 10132 │\n",
"│ │ (100.00%) │ (99.79%) │ (101.77%) │ (116.09%) │ (126.40%) │ (126.79%) │ (113.52%) │\n",
"│ 0x66 │ 11780 │ 11290.0 │ 11566 │ 9530 │ 8964 │ 8688 │ 9218 │\n",
"│ │ (100.00%) │ (104.34%) │ (101.85%) │ (123.61%) │ (131.41%) │ (135.59%) │ (127.79%) │\n",
"│ 0x67 │ 11271 │ 11225.0 │ 10195 │ 9681 │ 8557 │ 8691 │ 9213 │\n",
"│ │ (100.00%) │ (100.41%) │ (110.55%) │ (116.42%) │ (131.72%) │ (129.69%) │ (122.34%) │\n",
"│ 0x68 │ 11198 │ 11254.0 │ 10232 │ 9822 │ 9002 │ 8806 │ 9532 │\n",
"│ │ (100.00%) │ (99.50%) │ (109.44%) │ (114.01%) │ (124.39%) │ (127.16%) │ (117.48%) │\n",
"│ 0x69 │ 10046 │ 11278.0 │ 10022 │ 9610 │ 8646 │ 8836 │ 9044 │\n",
"│ │ (100.00%) │ (89.08%) │ (100.24%) │ (104.54%) │ (116.19%) │ (113.69%) │ (111.08%) │\n",
"│ 0x6a │ 9904 │ 10954.0 │ 11296 │ 9574 │ 8716 │ 8642 │ 9122 │\n",
"│ │ (100.00%) │ (90.41%) │ (87.68%) │ (103.45%) │ (113.63%) │ (114.60%) │ (108.57%) │\n",
"│ 0x6b │ 10656 │ 11282.0 │ 11534 │ 10066 │ 8970 │ 8998 │ 9708 │\n",
"│ │ (100.00%) │ (94.45%) │ (92.39%) │ (105.86%) │ (118.80%) │ (118.43%) │ (109.77%) │\n",
"│ 0x6c │ 10941 │ 11073.0 │ 10311 │ 9863 │ 8837 │ 8895 │ 9555 │\n",
"│ │ (100.00%) │ (98.81%) │ (106.11%) │ (110.93%) │ (123.81%) │ (123.00%) │ (114.51%) │\n",
"│ 0x6d │ 11580 │ 11606.0 │ 11050 │ 10210 │ 9090 │ 9142 │ 9506 │\n",
"│ │ (100.00%) │ (99.78%) │ (104.80%) │ (113.42%) │ (127.39%) │ (126.67%) │ (121.82%) │\n",
"│ 0x6e │ 11286 │ 11574.0 │ 12972 │ 10722 │ 9380 │ 9656 │ 9836 │\n",
"│ │ (100.00%) │ (97.51%) │ (87.00%) │ (105.26%) │ (120.32%) │ (116.88%) │ (114.74%) │\n",
"│ 0x6f │ 10184 │ 12656.0 │ 10922 │ 10848 │ 9096 │ 9100 │ 9626 │\n",
"│ │ (100.00%) │ (80.47%) │ (93.24%) │ (93.88%) │ (111.96%) │ (111.91%) │ (105.80%) │\n",
"│ 0x70 │ 11063 │ 12427.0 │ 11455 │ 9959 │ 8875 │ 8941 │ 9153 │\n",
"│ │ (100.00%) │ (89.02%) │ (96.58%) │ (111.09%) │ (124.65%) │ (123.73%) │ (120.87%) │\n",
"│ 0x71 │ 10773 │ 10419.0 │ 10443 │ 9463 │ 8617 │ 8658 │ 8925 │\n",
"│ │ (100.00%) │ (103.40%) │ (103.16%) │ (113.84%) │ (125.02%) │ (124.43%) │ (120.71%) │\n",
"│ 0x72 │ 13038 │ 11114.0 │ 11094 │ 9360 │ 8852 │ 8860 │ 9812 │\n",
"│ │ (100.00%) │ (117.31%) │ (117.52%) │ (139.29%) │ (147.29%) │ (147.16%) │ (132.88%) │\n",
"│ 0x73 │ 11483 │ 11689.0 │ 13123 │ 10829 │ 9633 │ 9529 │ 10141 │\n",
"│ │ (100.00%) │ (98.24%) │ (87.50%) │ (106.04%) │ (119.20%) │ (120.51%) │ (113.23%) │\n",
"│ 0x74 │ 11898 │ 12420.0 │ 10306 │ 10150 │ 9168 │ 9100 │ 9994 │\n",
"│ │ (100.00%) │ (95.80%) │ (115.45%) │ (117.22%) │ (129.78%) │ (130.75%) │ (119.05%) │\n",
"│ 0x75 │ 9759 │ 11087.0 │ 11561 │ 9636 │ 8653 │ 8269 │ 8687 │\n",
"│ │ (100.00%) │ (88.02%) │ (84.41%) │ (101.28%) │ (112.78%) │ (118.02%) │ (112.34%) │\n",
"│ 0x76 │ 11247 │ 11685.0 │ 11507 │ 10825 │ 8949 │ 9006 │ 10145 │\n",
"│ │ (100.00%) │ (96.25%) │ (97.74%) │ (103.90%) │ (125.68%) │ (124.88%) │ (110.86%) │\n",
"│ 0x77 │ 11791 │ 12499.0 │ 10941 │ 10095 │ 9035 │ 8863 │ 9595 │\n",
"│ │ (100.00%) │ (94.34%) │ (107.77%) │ (116.80%) │ (130.50%) │ (133.04%) │ (122.89%) │\n",
"│ 0x78 │ 11555 │ 11933.0 │ 11141 │ 11457 │ 8957 │ 8999 │ 9879 │\n",
"│ │ (100.00%) │ (96.83%) │ (103.72%) │ (100.86%) │ (129.01%) │ (128.40%) │ (116.97%) │\n",
"│ 0x79 │ 11811 │ 11513.0 │ 11509 │ 11192 │ 9007 │ 9333 │ 9507 │\n",
"│ │ (100.00%) │ (102.59%) │ (102.62%) │ (105.53%) │ (131.13%) │ (126.55%) │ (124.23%) │\n",
"│ 0x7a │ 11456 │ 11570.0 │ 12278 │ 10056 │ 9290 │ 9246 │ 9934 │\n",
"│ │ (100.00%) │ (99.01%) │ (93.31%) │ (113.92%) │ (123.32%) │ (123.90%) │ (115.32%) │\n",
"│ 0x7b │ 12199 │ 11319.0 │ 12607 │ 10270 │ 8891 │ 9193 │ 9319 │\n",
"│ │ (100.00%) │ (107.77%) │ (96.76%) │ (118.78%) │ (137.21%) │ (132.70%) │ (130.90%) │\n",
"│ 0x7c │ 9486 │ 12486.0 │ 10700 │ 9326 │ 8730 │ 8754 │ 8762 │\n",
"│ │ (100.00%) │ (75.97%) │ (88.65%) │ (101.72%) │ (108.66%) │ (108.36%) │ (108.26%) │\n",
"│ 0x7d │ 10089 │ 11047.0 │ 9653 │ 9465 │ 8629 │ 8825 │ 8797 │\n",
"│ │ (100.00%) │ (91.33%) │ (104.52%) │ (106.59%) │ (116.92%) │ (114.32%) │ (114.69%) │\n",
"│ 0x7e │ 11706 │ 11458.0 │ 10020 │ 11166 │ 8986 │ 9180 │ 9992 │\n",
"│ │ (100.00%) │ (102.16%) │ (116.83%) │ (104.84%) │ (130.27%) │ (127.52%) │ (117.15%) │\n",
"│ 0x7f │ 11479 │ 10917.0 │ 10823 │ 11232 │ 8615 │ 8835 │ 9759 │\n",
"│ │ (100.00%) │ (105.15%) │ (106.06%) │ (102.20%) │ (133.24%) │ (129.93%) │ (117.62%) │\n",
"│ 0x80 │ 11171 │ 12151.0 │ 11265 │ 11167 │ 9315 │ 8937 │ 9825 │\n",
"│ │ (100.00%) │ (91.93%) │ (99.17%) │ (100.04%) │ (119.92%) │ (125.00%) │ (113.70%) │\n",
"│ 0x81 │ 12252 │ 12036.0 │ 11526 │ 10488 │ 9030 │ 8826 │ 10204 │\n",
"│ │ (100.00%) │ (101.79%) │ (106.30%) │ (116.82%) │ (135.68%) │ (138.82%) │ (120.07%) │\n",
"│ 0x82 │ 11186 │ 10854.0 │ 11056 │ 10210 │ 9080 │ 9242 │ 9800 │\n",
"│ │ (100.00%) │ (103.06%) │ (101.18%) │ (109.56%) │ (123.19%) │ (121.03%) │ (114.14%) │\n",
"│ 0x83 │ 10900 │ 10724.0 │ 10446 │ 9802 │ 8788 │ 8650 │ 9336 │\n",
"│ │ (100.00%) │ (101.64%) │ (104.35%) │ (111.20%) │ (124.03%) │ (126.01%) │ (116.75%) │\n",
"│ 0x84 │ 11255 │ 11945.0 │ 10757 │ 9465 │ 9371 │ 8867 │ 9573 │\n",
"│ │ (100.00%) │ (94.22%) │ (104.63%) │ (118.91%) │ (120.10%) │ (126.93%) │ (117.57%) │\n",
"│ 0x85 │ 10694 │ 12430.0 │ 11012 │ 10428 │ 9628 │ 9768 │ 10220 │\n",
"│ │ (100.00%) │ (86.03%) │ (97.11%) │ (102.55%) │ (111.07%) │ (109.48%) │ (104.64%) │\n",
"│ 0x86 │ 10937 │ 11547.0 │ 10323 │ 10013 │ 8991 │ 9054 │ 9091 │\n",
"│ │ (100.00%) │ (94.72%) │ (105.95%) │ (109.23%) │ (121.64%) │ (120.80%) │ (120.31%) │\n",
"│ 0x87 │ 10808 │ 11486.0 │ 10928 │ 10160 │ 8944 │ 9466 │ 9832 │\n",
"│ │ (100.00%) │ (94.10%) │ (98.90%) │ (106.38%) │ (120.84%) │ (114.18%) │ (109.93%) │\n",
"│ 0x88 │ 10052 │ 11206.0 │ 10800 │ 10388 │ 8820 │ 8602 │ 8934 │\n",
"│ │ (100.00%) │ (89.70%) │ (93.07%) │ (96.77%) │ (113.97%) │ (116.86%) │ (112.51%) │\n",
"│ 0x89 │ 11726 │ 12200.0 │ 11348 │ 9878 │ 9134 │ 9004 │ 9222 │\n",
"│ │ (100.00%) │ (96.11%) │ (103.33%) │ (118.71%) │ (128.38%) │ (130.23%) │ (127.15%) │\n",
"│ 0x8a │ 11092 │ 11656.0 │ 12408 │ 10302 │ 9476 │ 9352 │ 9934 │\n",
"│ │ (100.00%) │ (95.16%) │ (89.39%) │ (107.67%) │ (117.05%) │ (118.61%) │ (111.66%) │\n",
"│ 0x8b │ 11097 │ 11179.0 │ 10783 │ 9805 │ 8997 │ 8795 │ 9731 │\n",
"│ │ (100.00%) │ (99.27%) │ (102.91%) │ (113.18%) │ (123.34%) │ (126.17%) │ (114.04%) │\n",
"│ 0x8c │ 11582 │ 11728.0 │ 10326 │ 9884 │ 9298 │ 9100 │ 9628 │\n",
"│ │ (100.00%) │ (98.76%) │ (112.16%) │ (117.18%) │ (124.56%) │ (127.27%) │ (120.29%) │\n",
"│ 0x8d │ 10472 │ 12900.0 │ 11046 │ 10826 │ 9138 │ 9374 │ 9332 │\n",
"│ │ (100.00%) │ (81.18%) │ (94.80%) │ (96.73%) │ (114.60%) │ (111.71%) │ (112.22%) │\n",
"│ 0x8e │ 12195 │ 11537.0 │ 10761 │ 9419 │ 9087 │ 8825 │ 9933 │\n",
"│ │ (100.00%) │ (105.70%) │ (113.33%) │ (129.47%) │ (134.20%) │ (138.19%) │ (122.77%) │\n",
"│ 0x8f │ 11335 │ 11859.0 │ 11129 │ 9815 │ 9431 │ 9171 │ 9503 │\n",
"│ │ (100.00%) │ (95.58%) │ (101.85%) │ (115.49%) │ (120.19%) │ (123.60%) │ (119.28%) │\n",
"│ 0x90 │ 10494 │ 11612.0 │ 11760 │ 10230 │ 9640 │ 9194 │ 9696 │\n",
"│ │ (100.00%) │ (90.37%) │ (89.23%) │ (102.58%) │ (108.86%) │ (114.14%) │ (108.23%) │\n",
"│ 0x91 │ 11297 │ 11899.0 │ 10539 │ 10326 │ 8999 │ 9094 │ 9259 │\n",
"│ │ (100.00%) │ (94.94%) │ (107.19%) │ (109.40%) │ (125.54%) │ (124.22%) │ (122.01%) │\n",
"│ 0x92 │ 11097 │ 12039.0 │ 12139 │ 10625 │ 9297 │ 9405 │ 9637 │\n",
"│ │ (100.00%) │ (92.18%) │ (91.42%) │ (104.44%) │ (119.36%) │ (117.99%) │ (115.15%) │\n",
"│ 0x93 │ 11967 │ 11415.0 │ 10283 │ 9613 │ 8667 │ 8657 │ 9077 │\n",
"│ │ (100.00%) │ (104.84%) │ (116.38%) │ (124.49%) │ (138.08%) │ (138.23%) │ (131.84%) │\n",
"│ 0x94 │ 11666 │ 12270.0 │ 10686 │ 10416 │ 9174 │ 9342 │ 9998 │\n",
"│ │ (100.00%) │ (95.08%) │ (109.17%) │ (112.00%) │ (127.16%) │ (124.88%) │ (116.68%) │\n",
"│ 0x95 │ 10338 │ 11802.0 │ 10572 │ 9792 │ 8804 │ 8744 │ 9260 │\n",
"│ │ (100.00%) │ (87.60%) │ (97.79%) │ (105.58%) │ (117.42%) │ (118.23%) │ (111.64%) │\n",
"│ 0x96 │ 10570 │ 12454.0 │ 11578 │ 9888 │ 9616 │ 8690 │ 8996 │\n",
"│ │ (100.00%) │ (84.87%) │ (91.29%) │ (106.90%) │ (109.92%) │ (121.63%) │ (117.50%) │\n",
"│ 0x97 │ 10487 │ 11169.0 │ 10111 │ 9421 │ 8819 │ 8613 │ 9337 │\n",
"│ │ (100.00%) │ (93.89%) │ (103.72%) │ (111.32%) │ (118.91%) │ (121.76%) │ (112.32%) │\n",
"│ 0x98 │ 13813 │ 12335.0 │ 10539 │ 10379 │ 9443 │ 9430 │ 10773 │\n",
"│ │ (100.00%) │ (111.98%) │ (131.07%) │ (133.09%) │ (146.28%) │ (146.48%) │ (128.22%) │\n",
"│ 0x99 │ 11012 │ 11354.0 │ 10886 │ 10754 │ 8660 │ 8464 │ 9394 │\n",
"│ │ (100.00%) │ (96.99%) │ (101.16%) │ (102.40%) │ (127.16%) │ (130.10%) │ (117.22%) │\n",
"│ 0x9a │ 10035 │ 12051.0 │ 12217 │ 10810 │ 8983 │ 9019 │ 9361 │\n",
"│ │ (100.00%) │ (83.27%) │ (82.14%) │ (92.83%) │ (111.71%) │ (111.27%) │ (107.20%) │\n",
"│ 0x9b │ 10668 │ 11032.0 │ 10936 │ 10564 │ 8982 │ 8980 │ 9410 │\n",
"│ │ (100.00%) │ (96.70%) │ (97.55%) │ (100.98%) │ (118.77%) │ (118.80%) │ (113.37%) │\n",
"│ 0x9c │ 11780 │ 12216.0 │ 10302 │ 11034 │ 9332 │ 9164 │ 9924 │\n",
"│ │ (100.00%) │ (96.43%) │ (114.35%) │ (106.76%) │ (126.23%) │ (128.55%) │ (118.70%) │\n",
"│ 0x9d │ 10853 │ 11057.0 │ 10279 │ 9542 │ 9071 │ 8742 │ 9299 │\n",
"│ │ (100.00%) │ (98.16%) │ (105.58%) │ (113.74%) │ (119.65%) │ (124.15%) │ (116.71%) │\n",
"│ 0x9e │ 11161 │ 11309.0 │ 10959 │ 9591 │ 8679 │ 8445 │ 9347 │\n",
"│ │ (100.00%) │ (98.69%) │ (101.84%) │ (116.37%) │ (128.60%) │ (132.16%) │ (119.41%) │\n",
"│ 0x9f │ 11431 │ 11397.0 │ 12061 │ 9841 │ 9157 │ 9059 │ 10249 │\n",
"│ │ (100.00%) │ (100.30%) │ (94.78%) │ (116.16%) │ (124.83%) │ (126.18%) │ (111.53%) │\n",
"│ 0xa0 │ 12147 │ 12227.0 │ 10939 │ 10649 │ 9791 │ 9493 │ 9641 │\n",
"│ │ (100.00%) │ (99.35%) │ (111.04%) │ (114.07%) │ (124.06%) │ (127.96%) │ (125.99%) │\n",
"│ 0xa1 │ 12011 │ 12261.0 │ 10425 │ 10031 │ 9653 │ 9083 │ 9445 │\n",
"│ │ (100.00%) │ (97.96%) │ (115.21%) │ (119.74%) │ (124.43%) │ (132.24%) │ (127.17%) │\n",
"│ 0xa2 │ 11209 │ 11699.0 │ 10927 │ 9981 │ 8903 │ 8979 │ 9553 │\n",
"│ │ (100.00%) │ (95.81%) │ (102.58%) │ (112.30%) │ (125.90%) │ (124.84%) │ (117.33%) │\n",
"│ 0xa3 │ 12972 │ 11996.0 │ 12880 │ 10330 │ 9286 │ 9250 │ 9646 │\n",
"│ │ (100.00%) │ (108.14%) │ (100.71%) │ (125.58%) │ (139.69%) │ (140.24%) │ (134.48%) │\n",
"│ 0xa4 │ 11290 │ 11018.0 │ 10318 │ 9518 │ 8302 │ 8340 │ 9276 │\n",
"│ │ (100.00%) │ (102.47%) │ (109.42%) │ (118.62%) │ (135.99%) │ (135.37%) │ (121.71%) │\n",
"│ 0xa5 │ 10364 │ 10842.0 │ 10246 │ 11330 │ 9168 │ 8906 │ 9304 │\n",
"│ │ (100.00%) │ (95.59%) │ (101.15%) │ (91.47%) │ (113.05%) │ (116.37%) │ (111.39%) │\n",
"│ 0xa6 │ 11620 │ 12460.0 │ 11434 │ 11516 │ 9652 │ 9538 │ 10016 │\n",
"│ │ (100.00%) │ (93.26%) │ (101.63%) │ (100.90%) │ (120.39%) │ (121.83%) │ (116.01%) │\n",
"│ 0xa7 │ 11447 │ 12001.0 │ 9571 │ 10501 │ 9065 │ 8909 │ 9697 │\n",
"│ │ (100.00%) │ (95.38%) │ (119.60%) │ (109.01%) │ (126.28%) │ (128.49%) │ (118.05%) │\n",
"│ 0xa8 │ 9644 │ 11508.0 │ 9880 │ 9614 │ 8896 │ 8692 │ 8814 │\n",
"│ │ (100.00%) │ (83.80%) │ (97.61%) │ (100.31%) │ (108.41%) │ (110.95%) │ (109.42%) │\n",
"│ 0xa9 │ 11189 │ 11855.0 │ 10739 │ 9827 │ 8945 │ 8975 │ 9539 │\n",
"│ │ (100.00%) │ (94.38%) │ (104.19%) │ (113.86%) │ (125.09%) │ (124.67%) │ (117.30%) │\n",
"│ 0xaa │ 11767 │ 11933.0 │ 10431 │ 9955 │ 8897 │ 8987 │ 9173 │\n",
"│ │ (100.00%) │ (98.61%) │ (112.81%) │ (118.20%) │ (132.26%) │ (130.93%) │ (128.28%) │\n",
"│ 0xab │ 12624 │ 11664.0 │ 10848 │ 10790 │ 8452 │ 8588 │ 8986 │\n",
"│ │ (100.00%) │ (108.23%) │ (116.37%) │ (117.00%) │ (149.36%) │ (147.00%) │ (140.49%) │\n",
"│ 0xac │ 11620 │ 11330.0 │ 10442 │ 9886 │ 9166 │ 9382 │ 9864 │\n",
"│ │ (100.00%) │ (102.56%) │ (111.28%) │ (117.54%) │ (126.77%) │ (123.85%) │ (117.80%) │\n",
"│ 0xad │ 11811 │ 12233.0 │ 11495 │ 11304 │ 9447 │ 9487 │ 10029 │\n",
"│ │ (100.00%) │ (96.55%) │ (102.75%) │ (104.49%) │ (125.02%) │ (124.50%) │ (117.77%) │\n",
"│ 0xae │ 11177 │ 11429.0 │ 11157 │ 9987 │ 8885 │ 8981 │ 9287 │\n",
"│ │ (100.00%) │ (97.80%) │ (100.18%) │ (111.92%) │ (125.80%) │ (124.45%) │ (120.35%) │\n",
"│ 0xaf │ 10881 │ 11393.0 │ 10911 │ 10083 │ 9223 │ 9005 │ 9637 │\n",
"│ │ (100.00%) │ (95.51%) │ (99.73%) │ (107.91%) │ (117.98%) │ (120.83%) │ (112.91%) │\n",
"│ 0xb0 │ 10562 │ 10906.0 │ 10494 │ 9354 │ 8928 │ 8674 │ 8952 │\n",
"│ │ (100.00%) │ (96.85%) │ (100.65%) │ (112.91%) │ (118.30%) │ (121.77%) │ (117.98%) │\n",
"│ 0xb1 │ 11722 │ 12358.0 │ 12968 │ 10490 │ 9338 │ 9318 │ 9808 │\n",
"│ │ (100.00%) │ (94.85%) │ (90.39%) │ (111.74%) │ (125.53%) │ (125.80%) │ (119.51%) │\n",
"│ 0xb2 │ 10831 │ 11571.0 │ 11177 │ 9965 │ 8909 │ 8839 │ 9569 │\n",
"│ │ (100.00%) │ (93.60%) │ (96.90%) │ (108.69%) │ (121.57%) │ (122.54%) │ (113.19%) │\n",
"│ 0xb3 │ 10366 │ 10868.0 │ 10354 │ 11222 │ 8630 │ 8650 │ 9198 │\n",
"│ │ (100.00%) │ (95.38%) │ (100.12%) │ (92.37%) │ (120.12%) │ (119.84%) │ (112.70%) │\n",
"│ 0xb4 │ 11963 │ 11859.0 │ 10609 │ 10125 │ 8899 │ 9133 │ 9499 │\n",
"│ │ (100.00%) │ (100.88%) │ (112.76%) │ (118.15%) │ (134.43%) │ (130.99%) │ (125.94%) │\n",
"│ 0xb5 │ 13904 │ 11896.0 │ 10454 │ 9568 │ 8846 │ 8834 │ 9586 │\n",
"│ │ (100.00%) │ (116.88%) │ (133.00%) │ (145.32%) │ (157.18%) │ (157.39%) │ (145.04%) │\n",
"│ 0xb6 │ 11729 │ 11587.0 │ 12201 │ 10011 │ 9403 │ 9185 │ 9187 │\n",
"│ │ (100.00%) │ (101.23%) │ (96.13%) │ (117.16%) │ (124.74%) │ (127.70%) │ (127.67%) │\n",
"│ 0xb7 │ 11016 │ 10972.0 │ 11930 │ 10394 │ 9300 │ 9142 │ 9434 │\n",
"│ │ (100.00%) │ (100.40%) │ (92.34%) │ (105.98%) │ (118.45%) │ (120.50%) │ (116.77%) │\n",
"│ 0xb8 │ 12659 │ 11897.0 │ 10555 │ 9954 │ 9415 │ 9171 │ 10283 │\n",
"│ │ (100.00%) │ (106.40%) │ (119.93%) │ (127.18%) │ (134.46%) │ (138.03%) │ (123.11%) │\n",
"│ 0xb9 │ 11843 │ 11659.0 │ 11553 │ 10243 │ 9391 │ 9251 │ 10051 │\n",
"│ │ (100.00%) │ (101.58%) │ (102.51%) │ (115.62%) │ (126.11%) │ (128.02%) │ (117.83%) │\n",
"│ 0xba │ 10542 │ 12174.0 │ 11100 │ 10406 │ 8950 │ 9012 │ 9320 │\n",
"│ │ (100.00%) │ (86.59%) │ (94.97%) │ (101.31%) │ (117.79%) │ (116.98%) │ (113.11%) │\n",
"│ 0xbb │ 9987 │ 11543.0 │ 9413 │ 9185 │ 8939 │ 8653 │ 9097 │\n",
"│ │ (100.00%) │ (86.52%) │ (106.10%) │ (108.73%) │ (111.72%) │ (115.42%) │ (109.78%) │\n",
"│ 0xbc │ 11531 │ 11319.0 │ 10837 │ 9193 │ 9121 │ 8845 │ 9723 │\n",
"│ │ (100.00%) │ (101.87%) │ (106.40%) │ (125.43%) │ (126.42%) │ (130.37%) │ (118.60%) │\n",
"│ 0xbd │ 9916 │ 11820.0 │ 11078 │ 10300 │ 8484 │ 8426 │ 8686 │\n",
"│ │ (100.00%) │ (83.89%) │ (89.51%) │ (96.27%) │ (116.88%) │ (117.68%) │ (114.16%) │\n",
"│ 0xbe │ 11588 │ 11464.0 │ 11960 │ 9792 │ 9060 │ 8964 │ 9630 │\n",
"│ │ (100.00%) │ (101.08%) │ (96.89%) │ (118.34%) │ (127.90%) │ (129.27%) │ (120.33%) │\n",
"│ 0xbf │ 11020 │ 12234.0 │ 10084 │ 9772 │ 9148 │ 8784 │ 9496 │\n",
"│ │ (100.00%) │ (90.08%) │ (109.28%) │ (112.77%) │ (120.46%) │ (125.46%) │ (116.05%) │\n",
"│ 0xc0 │ 11335 │ 10607.0 │ 10303 │ 10219 │ 8589 │ 8465 │ 9259 │\n",
"│ │ (100.00%) │ (106.86%) │ (110.02%) │ (110.92%) │ (131.97%) │ (133.90%) │ (122.42%) │\n",
"│ 0xc1 │ 11793 │ 11925.0 │ 10667 │ 9939 │ 9091 │ 9427 │ 9289 │\n",
"│ │ (100.00%) │ (98.89%) │ (110.56%) │ (118.65%) │ (129.72%) │ (125.10%) │ (126.96%) │\n",
"│ 0xc2 │ 10813 │ 10039.0 │ 9427 │ 8999 │ 8147 │ 8097 │ 8699 │\n",
"│ │ (100.00%) │ (107.71%) │ (114.70%) │ (120.16%) │ (132.72%) │ (133.54%) │ (124.30%) │\n",
"│ 0xc3 │ 10158 │ 11214.0 │ 11646 │ 10460 │ 8876 │ 8800 │ 9058 │\n",
"│ │ (100.00%) │ (90.58%) │ (87.22%) │ (97.11%) │ (114.44%) │ (115.43%) │ (112.14%) │\n",
"│ 0xc4 │ 9525 │ 11635.0 │ 10787 │ 9585 │ 8579 │ 8517 │ 8745 │\n",
"│ │ (100.00%) │ (81.87%) │ (88.30%) │ (99.37%) │ (111.03%) │ (111.84%) │ (108.92%) │\n",
"│ 0xc5 │ 11687 │ 11945.0 │ 12071 │ 9547 │ 9187 │ 9101 │ 9701 │\n",
"│ │ (100.00%) │ (97.84%) │ (96.82%) │ (122.42%) │ (127.21%) │ (128.41%) │ (120.47%) │\n",
"│ 0xc6 │ 11369 │ 11431.0 │ 10393 │ 9277 │ 9307 │ 8847 │ 9631 │\n",
"│ │ (100.00%) │ (99.46%) │ (109.39%) │ (122.55%) │ (122.16%) │ (128.51%) │ (118.05%) │\n",
"│ 0xc7 │ 10948 │ 11480.0 │ 10238 │ 9532 │ 9580 │ 9032 │ 9196 │\n",
"│ │ (100.00%) │ (95.37%) │ (106.93%) │ (114.86%) │ (114.28%) │ (121.21%) │ (119.05%) │\n",
"│ 0xc8 │ 11021 │ 12041.0 │ 11701 │ 9888 │ 8821 │ 8925 │ 9459 │\n",
"│ │ (100.00%) │ (91.53%) │ (94.19%) │ (111.46%) │ (124.94%) │ (123.48%) │ (116.51%) │\n",
"│ 0xc9 │ 10001 │ 12633.0 │ 11365 │ 9908 │ 8793 │ 9028 │ 9487 │\n",
"│ │ (100.00%) │ (79.17%) │ (88.00%) │ (100.94%) │ (113.74%) │ (110.78%) │ (105.42%) │\n",
"│ 0xca │ 12340 │ 11860.0 │ 11460 │ 10370 │ 9204 │ 9212 │ 9928 │\n",
"│ │ (100.00%) │ (104.05%) │ (107.68%) │ (119.00%) │ (134.07%) │ (133.96%) │ (124.29%) │\n",
"│ 0xcb │ 11064 │ 11774.0 │ 11430 │ 9648 │ 8980 │ 8888 │ 9988 │\n",
"│ │ (100.00%) │ (93.97%) │ (96.80%) │ (114.68%) │ (123.21%) │ (124.48%) │ (110.77%) │\n",
"│ 0xcc │ 11211 │ 11321.0 │ 10171 │ 9291 │ 8447 │ 8481 │ 8943 │\n",
"│ │ (100.00%) │ (99.03%) │ (110.23%) │ (120.67%) │ (132.72%) │ (132.19%) │ (125.36%) │\n",
"│ 0xcd │ 10564 │ 11554.0 │ 11166 │ 11090 │ 9554 │ 9290 │ 9680 │\n",
"│ │ (100.00%) │ (91.43%) │ (94.61%) │ (95.26%) │ (110.57%) │ (113.71%) │ (109.13%) │\n",
"│ 0xce │ 11549 │ 11445.0 │ 11485 │ 9781 │ 8965 │ 9387 │ 9609 │\n",
"│ │ (100.00%) │ (100.91%) │ (100.56%) │ (118.08%) │ (128.82%) │ (123.03%) │ (120.19%) │\n",
"│ 0xcf │ 10583 │ 12141.0 │ 11491 │ 10683 │ 8985 │ 8893 │ 9731 │\n",
"│ │ (100.00%) │ (87.17%) │ (92.10%) │ (99.06%) │ (117.79%) │ (119.00%) │ (108.76%) │\n",
"│ 0xd0 │ 11519 │ 11775.0 │ 11699 │ 10145 │ 9329 │ 9333 │ 10123 │\n",
"│ │ (100.00%) │ (97.83%) │ (98.46%) │ (113.54%) │ (123.48%) │ (123.42%) │ (113.79%) │\n",
"│ 0xd1 │ 10814 │ 11596.0 │ 10922 │ 9516 │ 8942 │ 8798 │ 9144 │\n",
"│ │ (100.00%) │ (93.26%) │ (99.01%) │ (113.64%) │ (120.93%) │ (122.91%) │ (118.26%) │\n",
"│ 0xd2 │ 11520 │ 11458.0 │ 11056 │ 9708 │ 9018 │ 8992 │ 9252 │\n",
"│ │ (100.00%) │ (100.54%) │ (104.20%) │ (118.67%) │ (127.74%) │ (128.11%) │ (124.51%) │\n",
"│ 0xd3 │ 10506 │ 11584.0 │ 10610 │ 11002 │ 8894 │ 8670 │ 9522 │\n",
"│ │ (100.00%) │ (90.69%) │ (99.02%) │ (95.49%) │ (118.12%) │ (121.18%) │ (110.33%) │\n",
"│ 0xd4 │ 10888 │ 12112.0 │ 11598 │ 11498 │ 9136 │ 9162 │ 9184 │\n",
"│ │ (100.00%) │ (89.89%) │ (93.88%) │ (94.69%) │ (119.18%) │ (118.84%) │ (118.55%) │\n",
"│ 0xd5 │ 11595 │ 12151.0 │ 10673 │ 10135 │ 9313 │ 9139 │ 9799 │\n",
"│ │ (100.00%) │ (95.42%) │ (108.64%) │ (114.41%) │ (124.50%) │ (126.87%) │ (118.33%) │\n",
"│ 0xd6 │ 11842 │ 11508.0 │ 9868 │ 9518 │ 8746 │ 8700 │ 9150 │\n",
"│ │ (100.00%) │ (102.90%) │ (120.00%) │ (124.42%) │ (135.40%) │ (136.11%) │ (129.42%) │\n",
"│ 0xd7 │ 11450 │ 11454.0 │ 11062 │ 9770 │ 8912 │ 8794 │ 9276 │\n",
"│ │ (100.00%) │ (99.97%) │ (103.51%) │ (117.20%) │ (128.48%) │ (130.20%) │ (123.44%) │\n",
"│ 0xd8 │ 11128 │ 12862.0 │ 12810 │ 10420 │ 9672 │ 9668 │ 10220 │\n",
"│ │ (100.00%) │ (86.52%) │ (86.87%) │ (106.79%) │ (115.05%) │ (115.10%) │ (108.88%) │\n",
"│ 0xd9 │ 11469 │ 11525.0 │ 12053 │ 9747 │ 9211 │ 9305 │ 9653 │\n",
"│ │ (100.00%) │ (99.51%) │ (95.15%) │ (117.67%) │ (124.51%) │ (123.26%) │ (118.81%) │\n",
"│ 0xda │ 10920 │ 11712.0 │ 11530 │ 10068 │ 9446 │ 9054 │ 9422 │\n",
"│ │ (100.00%) │ (93.24%) │ (94.71%) │ (108.46%) │ (115.60%) │ (120.61%) │ (115.90%) │\n",
"│ 0xdb │ 10017 │ 11837.0 │ 11573 │ 9583 │ 8785 │ 8939 │ 9147 │\n",
"│ │ (100.00%) │ (84.62%) │ (86.55%) │ (104.53%) │ (114.02%) │ (112.06%) │ (109.51%) │\n",
"│ 0xdc │ 10735 │ 10949.0 │ 11525 │ 9641 │ 8597 │ 8732 │ 9021 │\n",
"│ │ (100.00%) │ (98.05%) │ (93.15%) │ (111.35%) │ (124.87%) │ (122.94%) │ (119.00%) │\n",
"│ 0xdd │ 10728 │ 12148.0 │ 11416 │ 10042 │ 9806 │ 9138 │ 9724 │\n",
"│ │ (100.00%) │ (88.31%) │ (93.97%) │ (106.83%) │ (109.40%) │ (117.40%) │ (110.32%) │\n",
"│ 0xde │ 10225 │ 11087.0 │ 10551 │ 9633 │ 8833 │ 8779 │ 9485 │\n",
"│ │ (100.00%) │ (92.23%) │ (96.91%) │ (106.15%) │ (115.76%) │ (116.47%) │ (107.80%) │\n",
"│ 0xdf │ 11558 │ 12476.0 │ 12330 │ 10328 │ 9550 │ 9304 │ 9878 │\n",
"│ │ (100.00%) │ (92.64%) │ (93.74%) │ (111.91%) │ (121.03%) │ (124.23%) │ (117.01%) │\n",
"│ 0xe0 │ 11657 │ 11503.0 │ 11197 │ 10523 │ 9279 │ 9477 │ 9911 │\n",
"│ │ (100.00%) │ (101.34%) │ (104.11%) │ (110.78%) │ (125.63%) │ (123.00%) │ (117.62%) │\n",
"│ 0xe1 │ 11338 │ 12224.0 │ 10164 │ 10242 │ 9642 │ 9432 │ 10076 │\n",
"│ │ (100.00%) │ (92.75%) │ (111.55%) │ (110.70%) │ (117.59%) │ (120.21%) │ (112.52%) │\n",
"│ 0xe2 │ 11130 │ 11026.0 │ 10160 │ 9660 │ 8998 │ 8822 │ 9370 │\n",
"│ │ (100.00%) │ (100.94%) │ (109.55%) │ (115.22%) │ (123.69%) │ (126.16%) │ (118.78%) │\n",
"│ 0xe3 │ 11235 │ 11875.0 │ 12025 │ 9828 │ 9121 │ 8675 │ 8923 │\n",
"│ │ (100.00%) │ (94.61%) │ (93.43%) │ (114.32%) │ (123.18%) │ (129.51%) │ (125.91%) │\n",
"│ 0xe4 │ 10609 │ 11657.0 │ 11117 │ 9211 │ 8795 │ 8851 │ 9219 │\n",
"│ │ (100.00%) │ (91.01%) │ (95.43%) │ (115.18%) │ (120.63%) │ (119.86%) │ (115.08%) │\n",
"│ 0xe5 │ 10596 │ 11152.0 │ 11250 │ 12328 │ 8878 │ 8768 │ 9252 │\n",
"│ │ (100.00%) │ (95.01%) │ (94.19%) │ (85.95%) │ (119.35%) │ (120.85%) │ (114.53%) │\n",
"│ 0xe6 │ 11191 │ 10473.0 │ 11201 │ 9565 │ 8799 │ 8770 │ 9233 │\n",
"│ │ (100.00%) │ (106.86%) │ (99.91%) │ (117.00%) │ (127.18%) │ (127.61%) │ (121.21%) │\n",
"│ 0xe7 │ 10170 │ 11700.0 │ 11486 │ 9924 │ 9292 │ 9260 │ 9902 │\n",
"│ │ (100.00%) │ (86.92%) │ (88.54%) │ (102.48%) │ (109.45%) │ (109.83%) │ (102.71%) │\n",
"│ 0xe8 │ 10370 │ 11714.0 │ 10954 │ 10930 │ 9326 │ 9106 │ 9528 │\n",
"│ │ (100.00%) │ (88.53%) │ (94.67%) │ (94.88%) │ (111.19%) │ (113.88%) │ (108.84%) │\n",
"│ 0xe9 │ 11270 │ 11396.0 │ 10378 │ 10606 │ 8874 │ 8866 │ 9160 │\n",
"│ │ (100.00%) │ (98.89%) │ (108.60%) │ (106.26%) │ (127.00%) │ (127.11%) │ (123.03%) │\n",
"│ 0xea │ 11926 │ 12286.0 │ 11100 │ 10678 │ 9490 │ 9240 │ 9960 │\n",
"│ │ (100.00%) │ (97.07%) │ (107.44%) │ (111.69%) │ (125.67%) │ (129.07%) │ (119.74%) │\n",
"│ 0xeb │ 10022 │ 11716.0 │ 10358 │ 9574 │ 9028 │ 9048 │ 9120 │\n",
"│ │ (100.00%) │ (85.54%) │ (96.76%) │ (104.68%) │ (111.01%) │ (110.76%) │ (109.89%) │\n",
"│ 0xec │ 10662 │ 10730.0 │ 11368 │ 9480 │ 8604 │ 8524 │ 9308 │\n",
"│ │ (100.00%) │ (99.37%) │ (93.79%) │ (112.47%) │ (123.92%) │ (125.08%) │ (114.55%) │\n",
"│ 0xed │ 10472 │ 11726.0 │ 11018 │ 9488 │ 8740 │ 9108 │ 9314 │\n",
"│ │ (100.00%) │ (89.31%) │ (95.04%) │ (110.37%) │ (119.82%) │ (114.98%) │ (112.43%) │\n",
"│ 0xee │ 10730 │ 11612.0 │ 10434 │ 9316 │ 8560 │ 8840 │ 9208 │\n",
"│ │ (100.00%) │ (92.40%) │ (102.84%) │ (115.18%) │ (125.35%) │ (121.38%) │ (116.53%) │\n",
"│ 0xef │ 10434 │ 10850.0 │ 10530 │ 9934 │ 8618 │ 9002 │ 8672 │\n",
"│ │ (100.00%) │ (96.17%) │ (99.09%) │ (105.03%) │ (121.07%) │ (115.91%) │ (120.32%) │\n",
"│ 0xf0 │ 11470 │ 11114.0 │ 11026 │ 10188 │ 9182 │ 9176 │ 9474 │\n",
"│ │ (100.00%) │ (103.20%) │ (104.03%) │ (112.58%) │ (124.92%) │ (125.00%) │ (121.07%) │\n",
"│ 0xf1 │ 12182 │ 12056.0 │ 11356 │ 10386 │ 9114 │ 9162 │ 9720 │\n",
"│ │ (100.00%) │ (101.05%) │ (107.27%) │ (117.29%) │ (133.66%) │ (132.96%) │ (125.33%) │\n",
"│ 0xf2 │ 11986 │ 11860.0 │ 11278 │ 10414 │ 9354 │ 9374 │ 9776 │\n",
"│ │ (100.00%) │ (101.06%) │ (106.28%) │ (115.10%) │ (128.14%) │ (127.86%) │ (122.61%) │\n",
"│ 0xf3 │ 11057 │ 11897.0 │ 11923 │ 10315 │ 9429 │ 9351 │ 9821 │\n",
"│ │ (100.00%) │ (92.94%) │ (92.74%) │ (107.19%) │ (117.27%) │ (118.24%) │ (112.59%) │\n",
"│ 0xf4 │ 12091 │ 12643.0 │ 11541 │ 10479 │ 10283 │ 9353 │ 10045 │\n",
"│ │ (100.00%) │ (95.63%) │ (104.77%) │ (115.38%) │ (117.58%) │ (129.27%) │ (120.37%) │\n",
"│ 0xf5 │ 10844 │ 11778.0 │ 10644 │ 10200 │ 9142 │ 9172 │ 9776 │\n",
"│ │ (100.00%) │ (92.07%) │ (101.88%) │ (106.31%) │ (118.62%) │ (118.23%) │ (110.92%) │\n",
"│ 0xf6 │ 11045 │ 11109.0 │ 10013 │ 9877 │ 8539 │ 8421 │ 8955 │\n",
"│ │ (100.00%) │ (99.42%) │ (110.31%) │ (111.83%) │ (129.35%) │ (131.16%) │ (123.34%) │\n",
"│ 0xf7 │ 11663 │ 11903.0 │ 10009 │ 9403 │ 8637 │ 8661 │ 8997 │\n",
"│ │ (100.00%) │ (97.98%) │ (116.53%) │ (124.03%) │ (135.04%) │ (134.66%) │ (129.63%) │\n",
"│ 0xf8 │ 11114 │ 11480.0 │ 11532 │ 9224 │ 8726 │ 8846 │ 9562 │\n",
"│ │ (100.00%) │ (96.81%) │ (96.38%) │ (120.49%) │ (127.37%) │ (125.64%) │ (116.23%) │\n",
"│ 0xf9 │ 10641 │ 11093.0 │ 10519 │ 9869 │ 9013 │ 8893 │ 9281 │\n",
"│ │ (100.00%) │ (95.93%) │ (101.16%) │ (107.82%) │ (118.06%) │ (119.66%) │ (114.65%) │\n",
"│ 0xfa │ 10386 │ 10946.0 │ 12004 │ 9826 │ 8712 │ 8626 │ 9344 │\n",
"│ │ (100.00%) │ (94.88%) │ (86.52%) │ (105.70%) │ (119.21%) │ (120.40%) │ (111.15%) │\n",
"│ 0xfb │ 11610 │ 11998.0 │ 10894 │ 9838 │ 9304 │ 9318 │ 9214 │\n",
"│ │ (100.00%) │ (96.77%) │ (106.57%) │ (118.01%) │ (124.79%) │ (124.60%) │ (126.00%) │\n",
"│ 0xfc │ 11158 │ 11546.0 │ 11246 │ 9458 │ 8878 │ 8784 │ 8964 │\n",
"│ │ (100.00%) │ (96.64%) │ (99.22%) │ (117.97%) │ (125.68%) │ (127.03%) │ (124.48%) │\n",
"│ 0xfd │ 11171 │ 11279.0 │ 11079 │ 9251 │ 8599 │ 8451 │ 8549 │\n",
"│ │ (100.00%) │ (99.04%) │ (100.83%) │ (120.75%) │ (129.91%) │ (132.19%) │ (130.67%) │\n",
"│ 0xfe │ 11426 │ 13300.0 │ 11694 │ 10584 │ 9506 │ 9172 │ 9436 │\n",
"│ │ (100.00%) │ (85.91%) │ (97.71%) │ (107.96%) │ (120.20%) │ (124.57%) │ (121.09%) │\n",
"│ Avg │ 100.00% │ 97.05% │ 101.98% │ 110.98% │ 124.49% │ 125.07% │ 118.56% │\n",
"│ Improvement │ │ │ │ │ │ │ │\n",
"└─────────────┴─────────────┴─────────────┴─────────────┴──────────────┴─────────────┴──────────────┴─────────────┘\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import csv\n",
"from numpy import average\n",
"from rich.table import Table\n",
"from rich.console import Console\n",
"\n",
"algorithms = (\n",
" (ord_nearest_neighbor, \"OpenROAD NN\"),\n",
" (segment_midpoint_nn, \"Segment Midpoint NN\"),\n",
" (opt_threshold_accepting, \"NX Threshold\"),\n",
" (opt_christofides, \"NX Christofides\"),\n",
" (kopt_hack, \"K-Opt Hack\"),\n",
" (kopt_local, \"K-Opt\"),\n",
" (basic_2opt, \"2-Opt\")\n",
")\n",
"improvements = [list() for _ in range(len(algorithms))]\n",
"\n",
"with open(\"table.csv\", \"w\", encoding=\"utf8\") as csv_file:\n",
" csv_writer = csv.writer(csv_file)\n",
" row_headers = [\"Seed\"]\n",
" for _, name in algorithms:\n",
" row_headers.append(f\"{name} (TWL)\")\n",
" row_headers.append(f\"{name} (Improvement%)\")\n",
" csv_writer.writerow(row_headers)\n",
" rich_table = Table(\"Seed\", *map(lambda t: t[1], algorithms))\n",
" for seed in range(0, 0xff):\n",
" print(f\"Processing Seed 0x{seed:x}…\")\n",
" rich_row = [f\"0x{seed:x}\"]\n",
" row = [f\"0x{seed:x}\"]\n",
" l = Layout.generate(seed)\n",
" for i, (algo, _) in enumerate(algorithms):\n",
" algo(l)\n",
" current_twl = l.total_wire_length\n",
" if i == 0:\n",
" ord_twl = l.total_wire_length\n",
" improvement_pct = ord_twl / current_twl * 100\n",
" improvements[i].append(improvement_pct)\n",
" rich_row.append(f\"{current_twl} ({improvement_pct:.2f}%)\")\n",
" row.extend([current_twl, improvement_pct])\n",
" rich_table.add_row(*rich_row)\n",
" csv_writer.writerow(row)\n",
" rich_table.add_row(\"Avg Improvement\", *map(lambda a: f\"{average(a):.2f}%\", improvements))\n",
" c = Console()\n",
" c.print(rich_table)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8e1c0fff-9e46-46e2-9c76-247394432df9",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"provenance": []
},
"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": "3.13.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment