From 44ee6618da9db5d9398dccf8911c6a09d263af5c Mon Sep 17 00:00:00 2001 From: "Kevin J. Sung" Date: Thu, 10 Oct 2024 10:42:42 -0400 Subject: [PATCH] in chemistry tutorial, correct reported error from 200 mH to 60 mH (#82) * correct reported error from 200 mH to 60 mH * fix plot title "Energy" -> "Energy Error" --- docs/tutorials/01_chemistry_hamiltonian.ipynb | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/docs/tutorials/01_chemistry_hamiltonian.ipynb b/docs/tutorials/01_chemistry_hamiltonian.ipynb index c7fdd96..5d34de3 100644 --- a/docs/tutorials/01_chemistry_hamiltonian.ipynb +++ b/docs/tutorials/01_chemistry_hamiltonian.ipynb @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "677f54ac-b4ed-47e3-b5ba-5366d3a520f9", "metadata": {}, "outputs": [ @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "66270387", "metadata": {}, "outputs": [ @@ -116,7 +116,7 @@ "output_type": "stream", "text": [ "converged SCF energy = -108.867773675638\n", - "E(CCSD) = -109.0935188821144 E_corr = -0.2257452064762984\n" + "E(CCSD) = -109.0935188831274 E_corr = -0.2257452074893004\n" ] }, { @@ -236,8 +236,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Gate counts (w/o pre-init passes): OrderedDict({'rz': 7419, 'sx': 6016, 'ecr': 2240, 'x': 323, 'measure': 32, 'barrier': 1})\n", - "Gate counts (w/ pre-init passes): OrderedDict({'rz': 4158, 'sx': 3186, 'ecr': 1262, 'x': 210, 'measure': 32, 'barrier': 1})\n" + "Gate counts (w/o pre-init passes): OrderedDict({'rz': 7394, 'sx': 6025, 'ecr': 2232, 'x': 298, 'measure': 32, 'barrier': 1})\n", + "Gate counts (w/ pre-init passes): OrderedDict({'rz': 4168, 'sx': 3160, 'ecr': 1262, 'x': 182, 'measure': 32, 'barrier': 1})\n" ] } ], @@ -459,7 +459,7 @@ "source": [ "### Visualize the results\n", "\n", - "The first plot shows that after a couple of iterations we estimate the ground state energy within ``~200 mH`` (chemical accuracy is typically accepted to be ``1 kcal/mol`` $\\approx$ ``1.6 mH``). Remember, the quantum samples in this demo were pure noise. The signal here comes from *a priori* knowledge of the electronic structure and molecular Hamiltonian.\n", + "The first plot shows that after a couple of iterations we estimate the ground state energy within ``~60 mH`` (chemical accuracy is typically accepted to be ``1 kcal/mol`` $\\approx$ ``1.6 mH``). Remember, the quantum samples in this demo were pure noise. The signal here comes from *a priori* knowledge of the electronic structure and molecular Hamiltonian.\n", "\n", "The second plot shows the average occupancy of each spatial orbital after the final iteration. We can see that both the spin-up and spin-down electrons occupy the first five orbitals with high probability in our solutions." ] @@ -472,7 +472,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -508,7 +508,7 @@ "axs[0].set_yscale(\"log\")\n", "axs[0].set_ylim(1e-4)\n", "axs[0].axhline(y=chem_accuracy, color=\"#BF5700\", linestyle=\"--\", label=\"chemical accuracy\")\n", - "axs[0].set_title(\"Approximated Ground State Energy vs SQD Iterations\")\n", + "axs[0].set_title(\"Approximated Ground State Energy Error vs SQD Iterations\")\n", "axs[0].set_xlabel(\"Iteration Index\", fontdict={\"fontsize\": 12})\n", "axs[0].set_ylabel(\"Energy Error (Ha)\", fontdict={\"fontsize\": 12})\n", "axs[0].legend()\n",