{ "cells": [ { "cell_type": "markdown", "id": "77b6d766", "metadata": {}, "source": [ "# TOPP-HATT\n", "\n", "In some cases, we want to optimise an encoding without changing the underlying tree structure. For instance, we may want to use exactly the tree output from the [Bonsai Algorithm](https://ferrmion.readthedocs.io/en/latest/notebooks/bonsai.html).\n", "\n", "`ferrmion` lets you do this with the `topphatt` algorithm.\n", "\n", "This notebook demonstrates the benefits of the method, for simple examples of how to use it, please see the documentation on [encoding Hamiltonians with ferrmion.](https://ferrmion.readthedocs.io/en/latest/notebooks/encoding_hamiltonians.html).\n", "\n", "For more details about the method itself, see our [preprint](https://arxiv.org/abs/2512.13580)." ] }, { "cell_type": "code", "execution_count": 1, "id": "c7a93a52", "metadata": {}, "outputs": [], "source": [ "import ferrmion as fr\n", "from ferrmion import core\n", "from ferrmion.core import fermionic_to_sparse_majorana\n", "import numpy.random as rng\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.lines as mlines\n", "from pathlib import Path\n", "from copy import deepcopy\n", "import json\n", "from ferrmion.visualise import symplectic_matshow\n", "from nbutils import pauli_weights, get_naive_result, get_permuation_results, get_water_data, get_topphatt_result" ] }, { "cell_type": "markdown", "id": "5527a706", "metadata": {}, "source": [ "We'll start as always by loading in some one and two electron integrals." ] }, { "cell_type": "markdown", "id": "f1fb0ecf", "metadata": {}, "source": [ "## How to use TOPP-HATT\n", "\n", "The most straightforward way is to create a TernaryTree object, and then call `encode_topphatt` on it, passing in the Hamiltonian." ] }, { "cell_type": "code", "execution_count": 2, "id": "382f2c00", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(199925, 1813.9793432546796, 23328)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ones, twos, enuc = get_water_data()\n", "fham = fr.molecular_hamiltonian(ones, twos, enuc)\n", "tree = fr.BravyiKitaev(fham.n_modes)\n", "pauli_ham: fr.QubitHamiltonian = tree.encode_topphatt(fham)\n", "pauli_weights(pauli_ham)" ] }, { "cell_type": "markdown", "id": "c6059f8e", "metadata": {}, "source": [ "### Heuristics\n", "\n", "There are a few different heuristics that can be applied during TOPP-HATT, which determine the order in which the tree is traversed and nodes are optimised.\n", "\n", "- `min_weight`: the node with the smallest weight is optimised first. This is the default, and it also takes the longest to run as it can check multiple nodes during each iteration.\n", "- `z_first`: the node at the z-most branch is optimised first.\n", "- `x_first`: the node at the x-most branch is optimised first.\n", "- `random`: the nodes are optimised in a random order. This can be used repeatedly to get a distribution of results." ] }, { "cell_type": "code", "execution_count": 3, "id": "a05f438b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Naive Bravyi-Kitaev:\n", "(203787, 1997.5099410975386, 23328)\n", "\n", "Heuristic: min_weight\n", "(199925, 1813.9793432546799, 23328)\n", "\n", "Heuristic: z_first\n", "(196120, 1817.9672761330298, 23328)\n", "\n", "Heuristic: x_first\n", "(199925, 1813.9793432546799, 23328)\n", "\n", "Heuristic: random\n", "(202253, 1808.652729732241, 23328)\n", "(205962, 1844.516889901986, 23328)\n", "(204804, 1849.8568533160644, 23328)\n", "(205278, 1884.2771626987958, 23328)\n", "(198272, 1849.4089216266643, 23328)\n", "(204199, 1854.6972097402777, 23328)\n", "(201460, 1801.873277000388, 23328)\n", "(204415, 1851.2168097118347, 23328)\n", "(202088, 1787.751070464737, 23328)\n", "(203597, 1806.911611684366, 23328)\n", "\n" ] } ], "source": [ "print(\"Naive Bravyi-Kitaev:\")\n", "print(pauli_weights(fr.BravyiKitaev(fham.n_modes).encode(fham)))\n", "print()\n", "\n", "for heuristic in [\"min_weight\", \"z_first\", \"x_first\", \"random\"]:\n", " seeds = (\n", " [None] if heuristic != \"random\" else [rng.randint(0, 10000) for _ in range(10)]\n", " )\n", "\n", " print(f\"Heuristic: {heuristic}\")\n", " for s in seeds:\n", " pauli_ham = tree.encode_topphatt(fham, heuristic=heuristic, seed=s)\n", " print(pauli_weights(pauli_ham))\n", " print()" ] }, { "cell_type": "markdown", "id": "b825f96e", "metadata": {}, "source": [ "## Weight Reduction\n", "\n", "Below we demonstrate the reduction in Pauli-weight and Coefficient-scaled Pauli-weight that can be achieved with TOPP-HATT." ] }, { "cell_type": "code", "execution_count": 4, "id": "1653a051", "metadata": {}, "outputs": [], "source": [ "\n", "def get_topp_hatt_results(\n", " tree: fr.TernaryTree, name, ones, twos, enuc, limit=1000, save=False\n", "):\n", " fham = fr.molecular_hamiltonian(ones, twos, enuc)\n", "\n", " sdmeans_naive = get_naive_result(tree, fham)\n", " sdmeans = get_permuation_results(tree, fham, limit)\n", "\n", " sdmeans_topphatt = get_topphatt_result(deepcopy(tree), fham)\n", "\n", " color_set = {\n", " \"jw\": \"tab:blue\",\n", " \"pe\": \"tab:orange\",\n", " \"bk\": \"tab:green\",\n", " \"jkmn\": \"tab:red\",\n", " \"bonsai\": \"tab:purple\",\n", " \"huffman\": \"tab:brown\",\n", " \"hatt\": \"tab:pink\",\n", " }\n", " fig, ax = plt.subplots(layout=\"constrained\")\n", "\n", " ax.scatter(\n", " sdmeans[\"unscaled\"],\n", " sdmeans[\"scaled\"],\n", " label=f\"{limit} Random Permutations\",\n", " marker=\".\",\n", " color=\"tab:grey\",\n", " alpha=0.7,\n", " )\n", " ax.plot(\n", " sdmeans_naive[\"unscaled\"],\n", " sdmeans_naive[\"scaled\"],\n", " marker=\"D\",\n", " color=\"tab:red\",\n", " mec=\"k\",\n", " markersize=8,\n", " )\n", "\n", " topphatt_heuristic_styles = {\n", " \"min_weight\": (\"P\", \"tab:green\"),\n", " \"z_first\": (\"^\", \"tab:green\"),\n", " \"x_first\": (\"v\", \"tab:green\"),\n", " }\n", " for heuristic, (marker, color) in topphatt_heuristic_styles.items():\n", " ax.plot(\n", " sdmeans_topphatt[heuristic][\"unscaled\"],\n", " sdmeans_topphatt[heuristic][\"scaled\"],\n", " marker=marker,\n", " linestyle=\"\",\n", " color=color,\n", " mec=\"k\",\n", " markersize=8,\n", " )\n", " ax.scatter(\n", " sdmeans_topphatt[\"random\"][\"unscaled\"],\n", " sdmeans_topphatt[\"random\"][\"scaled\"],\n", " marker=\"*\",\n", " color=\"tab:green\",\n", " edgecolor=\"k\",\n", " s=80,\n", " label=\"TOPP-HATT random\",\n", " )\n", "\n", " # where some data has already been plotted to ax\n", " handles, labels = plt.gca().get_legend_handles_labels()\n", " # manually define a new patch\n", " naive_legend = mlines.Line2D(\n", " [],\n", " [],\n", " label=\"Naive Enumeration\",\n", " marker=\"D\",\n", " linestyle=\"\",\n", " color=\"tab:red\",\n", " mec=\"k\",\n", " markersize=8,\n", " )\n", " topphatt_min_weight_legend = mlines.Line2D(\n", " [],\n", " [],\n", " label=\"TOPP-HATT min_weight\",\n", " marker=\"P\",\n", " linestyle=\"\",\n", " color=\"tab:green\",\n", " mec=\"k\",\n", " markersize=8,\n", " )\n", " topphatt_zfirst_legend = mlines.Line2D(\n", " [],\n", " [],\n", " label=\"TOPP-HATT z_first\",\n", " marker=\"^\",\n", " linestyle=\"\",\n", " color=\"tab:green\",\n", " mec=\"k\",\n", " markersize=8,\n", " )\n", " topphatt_xfirst_legend = mlines.Line2D(\n", " [],\n", " [],\n", " label=\"TOPP-HATT x_first\",\n", " marker=\"v\",\n", " linestyle=\"\",\n", " color=\"tab:green\",\n", " mec=\"k\",\n", " markersize=8,\n", " )\n", "\n", " data = {\n", " \"random\": sdmeans,\n", " \"naive\": sdmeans_naive,\n", " \"topphatt\": sdmeans_topphatt,\n", " }\n", " if save:\n", " with open(f\"{name}.json\", \"w+\") as f:\n", " json.dump(data, f)\n", "\n", " # handles is a list, so append manual patch\n", " handles.extend(\n", " [\n", " naive_legend,\n", " topphatt_min_weight_legend,\n", " topphatt_zfirst_legend,\n", " topphatt_xfirst_legend,\n", " ]\n", " )\n", "\n", " ax.set_xlabel(\"unscaled pauli-weight\")\n", " ax.set_ylabel(\"coefficient scaled pauli-weight\")\n", " ax.set_title(f\"{name} Encodings of $H_2 O$:$6-31G$\")\n", " fig.legend(handles=handles, loc=\"outside lower center\", ncols=len(handles) // 2)\n", " fig.show()" ] }, { "cell_type": "markdown", "id": "04e72d7c", "metadata": {}, "source": [ "# Standard Encodings" ] }, { "cell_type": "code", "execution_count": 5, "id": "d813a1e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting Naive result...\n", "Naive result: (285512, 2342.116727060445, 23328)\n", "Getting 1000 random results...\n", "Permutation Results\n", "Running rust TOPP-HATT...\n", "Getting rust TOPP-HATT result (heuristic=min_weight)...\n", "TOPP-HATT min_weight result: (214156, 1480.8662101680088, 23328)\n", "Getting rust TOPP-HATT result (heuristic=z_first)...\n", "TOPP-HATT z_first result: (214156, 1480.866210168009, 23328)\n", "Getting rust TOPP-HATT result (heuristic=x_first)...\n", "TOPP-HATT x_first result: (214156, 1480.8662101680088, 23328)\n", "Getting 10 rust TOPP-HATT random results...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/b6/r25qxhld1ls1sll052q1dw5h0000gn/T/ipykernel_83605/2161192615.py:131: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_topp_hatt_results(fr.JordanWigner(ones.shape[0]), \"Jordan-Wigner\", ones, twos, enuc)" ] }, { "cell_type": "code", "execution_count": 6, "id": "a8221ca6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting Naive result...\n", "Naive result: (287756, 2629.636652911664, 23328)\n", "Getting 1000 random results...\n", "Permutation Results\n", "Running rust TOPP-HATT...\n", "Getting rust TOPP-HATT result (heuristic=min_weight)...\n", "TOPP-HATT min_weight result: (217334, 1784.0478644430164, 23328)\n", "Getting rust TOPP-HATT result (heuristic=z_first)...\n", "TOPP-HATT z_first result: (217334, 1784.0478644430166, 23328)\n", "Getting rust TOPP-HATT result (heuristic=x_first)...\n", "TOPP-HATT x_first result: (217334, 1784.0478644430166, 23328)\n", "Getting 10 rust TOPP-HATT random results...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/b6/r25qxhld1ls1sll052q1dw5h0000gn/T/ipykernel_83605/2161192615.py:131: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_topp_hatt_results(fr.ParityEncoding(ones.shape[0]), \"Parity\", ones, twos, enuc)" ] }, { "cell_type": "code", "execution_count": 7, "id": "5c8913ad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting Naive result...\n", "Naive result: (203787, 1997.5099410975386, 23328)\n", "Getting 1000 random results...\n", "Permutation Results\n", "Running rust TOPP-HATT...\n", "Getting rust TOPP-HATT result (heuristic=min_weight)...\n", "TOPP-HATT min_weight result: (199925, 1813.9793432546799, 23328)\n", "Getting rust TOPP-HATT result (heuristic=z_first)...\n", "TOPP-HATT z_first result: (196120, 1817.9672761330294, 23328)\n", "Getting rust TOPP-HATT result (heuristic=x_first)...\n", "TOPP-HATT x_first result: (199925, 1813.9793432546799, 23328)\n", "Getting 10 rust TOPP-HATT random results...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/b6/r25qxhld1ls1sll052q1dw5h0000gn/T/ipykernel_83605/2161192615.py:131: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_topp_hatt_results(fr.BravyiKitaev(ones.shape[0]), \"Bravyi-Kitaev\", ones, twos, enuc)" ] }, { "cell_type": "code", "execution_count": 8, "id": "63833379", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting Naive result...\n", "Naive result: (193914, 1899.702076385079, 23328)\n", "Getting 1000 random results...\n", "Permutation Results\n", "Running rust TOPP-HATT...\n", "Getting rust TOPP-HATT result (heuristic=min_weight)...\n", "TOPP-HATT min_weight result: (184004, 1764.192650230881, 23328)\n", "Getting rust TOPP-HATT result (heuristic=z_first)...\n", "TOPP-HATT z_first result: (184962, 1700.7747138455045, 23328)\n", "Getting rust TOPP-HATT result (heuristic=x_first)...\n", "TOPP-HATT x_first result: (181401, 1655.221042874589, 23328)\n", "Getting 10 rust TOPP-HATT random results...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/b6/r25qxhld1ls1sll052q1dw5h0000gn/T/ipykernel_83605/2161192615.py:131: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_topp_hatt_results(fr.JKMN(ones.shape[0]), \"JKMN\", ones, twos, enuc)" ] }, { "cell_type": "markdown", "id": "54c50b1c", "metadata": {}, "source": [ "# Hamiltonian Optimized Trees" ] }, { "cell_type": "markdown", "id": "6ae0c67b", "metadata": {}, "source": [ "TOPP-HATT can be applied to any ternary tree, including those which are derived from other optimisation methods." ] }, { "cell_type": "code", "execution_count": 9, "id": "7017cf06", "metadata": {}, "outputs": [], "source": [ "from ferrmion.optimize import huffman_ternary_tree\n", "\n", "huffman_tree = huffman_ternary_tree(ones, twos)" ] }, { "cell_type": "code", "execution_count": 10, "id": "4efbe949", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting Naive result...\n", "Naive result: (195609, 1763.697003369469, 23328)\n", "Getting 1000 random results...\n", "Permutation Results\n", "Running rust TOPP-HATT...\n", "Getting rust TOPP-HATT result (heuristic=min_weight)...\n", "TOPP-HATT min_weight result: (187616, 1716.9869796461226, 23328)\n", "Getting rust TOPP-HATT result (heuristic=z_first)...\n", "TOPP-HATT z_first result: (189428, 1734.15095826791, 23328)\n", "Getting rust TOPP-HATT result (heuristic=x_first)...\n", "TOPP-HATT x_first result: (185024, 1737.4638206214195, 23328)\n", "Getting 10 rust TOPP-HATT random results...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/b6/r25qxhld1ls1sll052q1dw5h0000gn/T/ipykernel_83605/2161192615.py:131: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "huffman_topphatt = get_topp_hatt_results(\n", " huffman_tree, name=\"Huffman\", ones=ones, twos=twos, enuc=enuc\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "id": "b1120b7c", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ferrmion.visualise import draw_tt\n", "\n", "draw_tt(huffman_tree)" ] }, { "cell_type": "markdown", "id": "0d8ed02f", "metadata": {}, "source": [ "For this one, we'll save time by using a pre-computed HATT tree. You can uncomment the line below to do it yourself, but it'll take a few minutes." ] }, { "cell_type": "code", "execution_count": null, "id": "ca1b4057", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting Naive result...\n", "Naive result: (170142, 1529.341184391108, 23328)\n", "Getting 1000 random results...\n", "Permutation Results\n", "Running rust TOPP-HATT...\n", "Getting rust TOPP-HATT result (heuristic=min_weight)...\n", "TOPP-HATT min_weight result: (189621, 1693.3269711308635, 23328)\n", "Getting rust TOPP-HATT result (heuristic=z_first)...\n", "TOPP-HATT z_first result: (192082, 1710.1746060911048, 23328)\n", "Getting rust TOPP-HATT result (heuristic=x_first)...\n", "TOPP-HATT x_first result: (189578, 1689.352636507837, 23328)\n", "Getting 10 rust TOPP-HATT random results...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/b6/r25qxhld1ls1sll052q1dw5h0000gn/T/ipykernel_83605/2161192615.py:131: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ferrmion.optimize import hamiltonian_adaptive_ternary_tree\n", "\n", "print(\"Getting HATT Tree...\")\n", "hatt_tree = hamiltonian_adaptive_ternary_tree(fham, fham.n_modes)\n", "\n", "get_topp_hatt_results(hatt_tree, \"HATT\", ones=ones, twos=twos, enuc=enuc)" ] }, { "cell_type": "code", "execution_count": 13, "id": "8231d230", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(None,\n", " {'': (0, 25),\n", " 'x': (1, 17),\n", " 'y': (2, 24),\n", " 'z': (3, 22),\n", " 'yx': (4, 23),\n", " 'yy': (5, 14),\n", " 'yz': (6, 15),\n", " 'zx': (7, 16),\n", " 'zy': (8, 21),\n", " 'zz': (9, 4),\n", " 'yxx': (10, 11),\n", " 'yxy': (11, 12),\n", " 'yxz': (12, 13),\n", " 'zyx': (13, 20),\n", " 'zyy': (14, 10),\n", " 'zzz': (15, 3),\n", " 'zyxx': (16, 19),\n", " 'zyxy': (17, 8),\n", " 'zyxz': (18, 9),\n", " 'zzzx': (19, 1),\n", " 'zzzy': (20, 2),\n", " 'zzzz': (21, 0),\n", " 'zyxxx': (22, 18),\n", " 'zyxxy': (23, 6),\n", " 'zyxxz': (24, 7),\n", " 'zyxxxz': (25, 5)})" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "draw_tt(hatt_tree, type=\"spaced\"), hatt_tree.enumeration_scheme" ] }, { "cell_type": "markdown", "id": "d9fef594", "metadata": {}, "source": [ "# Device Optimized Trees" ] }, { "cell_type": "code", "execution_count": 14, "id": "77a11e01", "metadata": {}, "outputs": [], "source": [ "import rustworkx as rx\n", "from rustworkx import visualization as rxv\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "\n", "def heavy_hex_graph():\n", " graph = rx.PyGraph()\n", " graph.add_nodes_from(range(ones.shape[0]))\n", " graph.add_edges_from_no_data(\n", " [\n", " (a, b)\n", " for a, b in [\n", " (0, 1),\n", " (0, 2),\n", " (0, 3),\n", " (1, 4),\n", " (2, 5),\n", " (3, 6),\n", " (4, 7),\n", " (4, 8),\n", " (5, 9),\n", " (5, 10),\n", " (6, 11),\n", " (6, 12),\n", " (7, 13),\n", " (8, 14),\n", " (9, 15),\n", " (10, 16),\n", " (11, 17),\n", " (12, 18),\n", " (13, 19),\n", " (13, 20),\n", " (14, 21),\n", " (14, 22),\n", " (15, 23),\n", " (15, 24),\n", " (16, 25),\n", " (16, 26),\n", " (17, 27),\n", " (17, 28),\n", " (18, 29),\n", " (18, 30),\n", " (22, 31),\n", " (26, 32),\n", " (30, 33),\n", " (31, 34),\n", " (32, 35),\n", " (33, 36),\n", " ]\n", " if a < ones.shape[0] and b < ones.shape[1]\n", " ]\n", " )\n", " return graph" ] }, { "cell_type": "code", "execution_count": 15, "id": "bfa0725b", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "graph = heavy_hex_graph()\n", "rxv.mpl_draw(graph, with_labels=True, node_color=\"orange\", node_size=500)" ] }, { "cell_type": "code", "execution_count": 16, "id": "6fc46c5c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting Naive result...\n", "Naive result: (230900, 2144.0266986688484, 23328)\n", "Getting 1000 random results...\n", "Permutation Results\n", "Running rust TOPP-HATT...\n", "Getting rust TOPP-HATT result (heuristic=min_weight)...\n", "TOPP-HATT min_weight result: (219713, 1886.7590141748842, 23328)\n", "Getting rust TOPP-HATT result (heuristic=z_first)...\n", "TOPP-HATT z_first result: (212387, 1857.8143700186934, 23328)\n", "Getting rust TOPP-HATT result (heuristic=x_first)...\n", "TOPP-HATT x_first result: (218203, 1901.4182023907993, 23328)\n", "Getting 10 rust TOPP-HATT random results...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/b6/r25qxhld1ls1sll052q1dw5h0000gn/T/ipykernel_83605/2161192615.py:131: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ferrmion.visualise import draw_tt\n", "from ferrmion.optimize import bonsai_algorithm\n", "\n", "bonsai = bonsai_algorithm(graph=graph, homogenous=False)\n", "draw_tt(bonsai, type=\"spaced\", enumeration_scheme=bonsai.default_enumeration_scheme())\n", "get_topp_hatt_results(\n", " bonsai, name=\"Bonsai (Heterogeneous, Heavy-Hex)\", ones=ones, twos=twos, enuc=enuc\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "id": "756f1ac7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting Naive result...\n", "Naive result: (235469, 2118.639922892038, 23328)\n", "Getting 1000 random results...\n", "Permutation Results\n", "Running rust TOPP-HATT...\n", "Getting rust TOPP-HATT result (heuristic=min_weight)...\n", "TOPP-HATT min_weight result: (217417, 1976.543836277996, 23328)\n", "Getting rust TOPP-HATT result (heuristic=z_first)...\n", "TOPP-HATT z_first result: (215654, 1837.8940022336765, 23328)\n", "Getting rust TOPP-HATT result (heuristic=x_first)...\n", "TOPP-HATT x_first result: (217876, 1997.915289767593, 23328)\n", "Getting 10 rust TOPP-HATT random results...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/b6/r25qxhld1ls1sll052q1dw5h0000gn/T/ipykernel_83605/2161192615.py:131: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ferrmion.optimize import bonsai_algorithm\n", "\n", "bonsai = bonsai_algorithm(graph=graph, homogenous=True)\n", "draw_tt(bonsai, type=\"spaced\")\n", "get_topp_hatt_results(\n", " bonsai, name=\"Bonsai (Homogeneous, Heavy-Hex)\", ones=ones, twos=twos, enuc=enuc\n", ")" ] }, { "cell_type": "markdown", "id": "bc3f3ab2", "metadata": {}, "source": [ "# Performance Comparison\n", "\n", "In general you should expect TOPP-HATT to be significantly faster than simulated annealing, so it can be used to find an initial state without affecting the runtime too much." ] }, { "cell_type": "code", "execution_count": 20, "id": "d04faf51", "metadata": {}, "outputs": [], "source": [ "def compare_topphatt_annealing_runtime(tree, fham, n_seeds=5):\n", " import time\n", "\n", " runtimes = {\n", " \"unweighted\": [],\n", " \"coefficient_weighted\": [],\n", " \"topphatt_random\": [],\n", " \"topphatt_min_weight\": [],\n", " }\n", " weights = {\n", " \"unweighted\": [],\n", " \"coefficient_weighted\": [],\n", " \"topphatt_random\": [],\n", " \"topphatt_min_weight\": [],\n", " }\n", " for seed in range(n_seeds):\n", " iter_tree = deepcopy(tree) # To ensure the same starting point for each run\n", " start_time = time.time()\n", " pham = iter_tree.encode_annealed(fham, coefficient_weighted=False, seed=seed)\n", " runtimes[\"unweighted\"].append(time.time() - start_time)\n", " weights[\"unweighted\"].append(pauli_weights(pham))\n", "\n", " iter_tree = deepcopy(tree) # Reset tree for the next run\n", " start_time = time.time()\n", " pham = iter_tree.encode_annealed(fham, coefficient_weighted=True, seed=seed)\n", " runtimes[\"coefficient_weighted\"].append(time.time() - start_time)\n", " weights[\"coefficient_weighted\"].append(pauli_weights(pham))\n", "\n", " iter_tree = deepcopy(tree)\n", " start_time = time.time()\n", " pham = iter_tree.encode_topphatt(fham, heuristic=\"random\", seed=seed)\n", " runtimes[\"topphatt_random\"].append(time.time() - start_time)\n", " weights[\"topphatt_random\"].append(pauli_weights(pham))\n", "\n", " iter_tree = deepcopy(tree)\n", " start_time = time.time()\n", " pham = iter_tree.encode_topphatt(fham, heuristic=\"min_weight\", seed=seed)\n", " runtimes[\"topphatt_min_weight\"].append(time.time() - start_time)\n", " weights[\"topphatt_min_weight\"].append(pauli_weights(pham))\n", "\n", " print(\"Runtimes (seconds):\")\n", " for key, values in runtimes.items():\n", " print(f\" {key}: {np.mean(values):.4f} ± {np.std(values):.4f}\")" ] }, { "cell_type": "code", "execution_count": 21, "id": "097b6f6c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Runtimes (seconds):\n", " unweighted: 4.5872 ± 0.5457\n", " coefficient_weighted: 4.5352 ± 1.0656\n", " topphatt_random: 0.2633 ± 0.0099\n", " topphatt_min_weight: 0.2602 ± 0.0066\n" ] } ], "source": [ "compare_topphatt_annealing_runtime(fr.BravyiKitaev(fham.n_modes), fham)" ] } ], "metadata": { "kernelspec": { "display_name": "ferrmion (3.13.1)", "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": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 5 }