diff --git a/docs/how_tos/choose_subspace_dimension.ipynb b/docs/how_tos/choose_subspace_dimension.ipynb index 8909933..12afebb 100644 --- a/docs/how_tos/choose_subspace_dimension.ipynb +++ b/docs/how_tos/choose_subspace_dimension.ipynb @@ -30,24 +30,49 @@ "name": "stdout", "output_type": "stream", "text": [ - "Parsing ../molecules/n2_fci.txt\n" + "converged SCF energy = -108.835236570775\n", + "CASCI E = -109.046671778080 E(CI) = -32.8155692383188 S^2 = 0.0000000\n" ] } ], "source": [ - "from pyscf import ao2mo, tools\n", + "import warnings\n", + "\n", + "import pyscf\n", + "import pyscf.cc\n", + "import pyscf.mcscf\n", + "\n", + "warnings.filterwarnings(\"ignore\")\n", "\n", "# Specify molecule properties\n", - "num_orbitals = 16\n", - "num_elec_a = num_elec_b = 5\n", "open_shell = False\n", "spin_sq = 0\n", "\n", - "# Read in molecule from disk\n", - "mf_as = tools.fcidump.to_scf(\"../molecules/n2_fci.txt\")\n", - "hcore = mf_as.get_hcore()\n", - "eri = ao2mo.restore(1, mf_as._eri, num_orbitals)\n", - "nuclear_repulsion_energy = mf_as.mol.energy_nuc()" + "# Build N2 molecule\n", + "mol = pyscf.gto.Mole()\n", + "mol.build(\n", + " atom=[[\"N\", (0, 0, 0)], [\"N\", (1.0, 0, 0)]],\n", + " basis=\"6-31g\",\n", + " symmetry=\"Dooh\",\n", + ")\n", + "\n", + "# Define active space\n", + "n_frozen = 2\n", + "active_space = range(n_frozen, mol.nao_nr())\n", + "\n", + "# Get molecular integrals\n", + "scf = pyscf.scf.RHF(mol).run()\n", + "num_orbitals = len(active_space)\n", + "n_electrons = int(sum(scf.mo_occ[active_space]))\n", + "num_elec_a = (n_electrons + mol.spin) // 2\n", + "num_elec_b = (n_electrons - mol.spin) // 2\n", + "cas = pyscf.mcscf.CASCI(scf, num_orbitals, (num_elec_a, num_elec_b))\n", + "mo = cas.sort_mo(active_space, base=0)\n", + "hcore, nuclear_repulsion_energy = cas.get_h1cas(mo)\n", + "eri = pyscf.ao2mo.restore(1, cas.get_h2cas(mo), num_orbitals)\n", + "\n", + "# Compute exact energy\n", + "exact_energy = cas.run().e_tot" ] }, { @@ -299,7 +324,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -313,7 +338,6 @@ "\n", "# Data for energies plot\n", "x1 = subspace_dimensions\n", - "n2_exact = -109.10288938\n", "y1 = energies\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(12, 6))\n", @@ -322,7 +346,7 @@ "axs.plot(x1, y1, marker=\".\", markersize=20, label=\"Estimated\")\n", "axs.set_xticks(x1)\n", "axs.set_xticklabels(x1)\n", - "axs.axhline(y=n2_exact, color=\"red\", linestyle=\"--\", label=\"Exact\")\n", + "axs.axhline(y=exact_energy, color=\"red\", linestyle=\"--\", label=\"Exact\")\n", "axs.set_title(\"Approximated Ground State Energy vs subspace dimension\")\n", "axs.set_xlabel(\"Subspace dimension\")\n", "axs.set_ylabel(\"Energy (Ha)\")\n", diff --git a/docs/how_tos/integrate_dice_solver.ipynb b/docs/how_tos/integrate_dice_solver.ipynb index ae46506..a62c6bc 100644 --- a/docs/how_tos/integrate_dice_solver.ipynb +++ b/docs/how_tos/integrate_dice_solver.ipynb @@ -21,10 +21,11 @@ "source": [ "%%capture\n", "\n", - "import os\n", "\n", "import numpy as np\n", - "from pyscf import ao2mo, tools\n", + "import pyscf\n", + "import pyscf.cc\n", + "import pyscf.mcscf\n", "from qiskit_addon_dice_solver import solve_fermion\n", "from qiskit_addon_sqd.configuration_recovery import recover_configurations\n", "from qiskit_addon_sqd.counts import counts_to_arrays, generate_counts_uniform\n", @@ -39,12 +40,35 @@ "open_shell = False\n", "spin_sq = 0\n", "\n", - "# Read in molecule from disk\n", - "active_space_path = os.path.abspath(os.path.join(\"..\", \"molecules\", \"n2_fci.txt\"))\n", - "mf_as = tools.fcidump.to_scf(active_space_path)\n", - "hcore = mf_as.get_hcore()\n", - "eri = ao2mo.restore(1, mf_as._eri, num_orbitals)\n", - "nuclear_repulsion_energy = mf_as.mol.energy_nuc()\n", + "# Specify molecule properties\n", + "open_shell = False\n", + "spin_sq = 0\n", + "\n", + "# Build N2 molecule\n", + "mol = pyscf.gto.Mole()\n", + "mol.build(\n", + " atom=[[\"N\", (0, 0, 0)], [\"N\", (1.0, 0, 0)]],\n", + " basis=\"6-31g\",\n", + " symmetry=\"Dooh\",\n", + ")\n", + "\n", + "# Define active space\n", + "n_frozen = 2\n", + "active_space = range(n_frozen, mol.nao_nr())\n", + "\n", + "# Get molecular integrals\n", + "scf = pyscf.scf.RHF(mol).run()\n", + "num_orbitals = len(active_space)\n", + "n_electrons = int(sum(scf.mo_occ[active_space]))\n", + "num_elec_a = (n_electrons + mol.spin) // 2\n", + "num_elec_b = (n_electrons - mol.spin) // 2\n", + "cas = pyscf.mcscf.CASCI(scf, num_orbitals, (num_elec_a, num_elec_b))\n", + "mo = cas.sort_mo(active_space, base=0)\n", + "hcore, nuclear_repulsion_energy = cas.get_h1cas(mo)\n", + "eri = pyscf.ao2mo.restore(1, cas.get_h2cas(mo), num_orbitals)\n", + "\n", + "# Compute exact energy\n", + "exact_energy = cas.run().e_tot\n", "\n", "# Create a seed to control randomness throughout this workflow\n", "rng = np.random.default_rng(24)\n", @@ -133,7 +157,7 @@ } ], "source": [ - "print(\"Exact energy: -109.10288938\")\n", + "print(\"Exact energy: {exact_energy}\")\n", "print(f\"Estimated energy: {np.min(e_hist[-1])}\")" ] } diff --git a/docs/how_tos/use_oo_to_optimize_hamiltonian_basis.ipynb b/docs/how_tos/use_oo_to_optimize_hamiltonian_basis.ipynb index fdf9e00..1861d6c 100644 --- a/docs/how_tos/use_oo_to_optimize_hamiltonian_basis.ipynb +++ b/docs/how_tos/use_oo_to_optimize_hamiltonian_basis.ipynb @@ -32,31 +32,67 @@ "name": "stdout", "output_type": "stream", "text": [ - "Parsing ../molecules/n2_fci.txt\n" + "converged SCF energy = -108.835236570775\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/caleb/venvs/blox/lib/python3.12/site-packages/numpy/linalg/linalg.py:2180: RuntimeWarning: divide by zero encountered in det\n", + " r = _umath_linalg.det(a, signature=signature)\n", + "/Users/caleb/venvs/blox/lib/python3.12/site-packages/numpy/linalg/linalg.py:2180: RuntimeWarning: invalid value encountered in det\n", + " r = _umath_linalg.det(a, signature=signature)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CASCI E = -109.046671778080 E(CI) = -32.8155692383188 S^2 = 0.0000000\n" ] } ], "source": [ "import numpy as np\n", - "from pyscf import ao2mo, tools\n", + "import pyscf\n", + "import pyscf.cc\n", + "import pyscf.mcscf\n", "from qiskit_addon_sqd.fermion import rotate_integrals\n", "\n", "# Specify molecule properties\n", - "num_orbitals = 16\n", - "num_elec_a = num_elec_b = 5\n", "open_shell = False\n", "spin_sq = 0\n", "\n", - "# Read in molecule from disk\n", - "mf_as = tools.fcidump.to_scf(\"../molecules/n2_fci.txt\")\n", - "hcore = mf_as.get_hcore()\n", - "eri = ao2mo.restore(1, mf_as._eri, num_orbitals)\n", + "# Build N2 molecule\n", + "mol = pyscf.gto.Mole()\n", + "mol.build(\n", + " atom=[[\"N\", (0, 0, 0)], [\"N\", (1.0, 0, 0)]],\n", + " basis=\"6-31g\",\n", + " symmetry=\"Dooh\",\n", + ")\n", + "\n", + "# Define active space\n", + "n_frozen = 2\n", + "active_space = range(n_frozen, mol.nao_nr())\n", + "\n", + "# Get molecular integrals\n", + "scf = pyscf.scf.RHF(mol).run()\n", + "num_orbitals = len(active_space)\n", + "n_electrons = int(sum(scf.mo_occ[active_space]))\n", + "num_elec_a = (n_electrons + mol.spin) // 2\n", + "num_elec_b = (n_electrons - mol.spin) // 2\n", + "cas = pyscf.mcscf.CASCI(scf, num_orbitals, (num_elec_a, num_elec_b))\n", + "mo = cas.sort_mo(active_space, base=0)\n", + "hcore, nuclear_repulsion_energy = cas.get_h1cas(mo)\n", + "eri = pyscf.ao2mo.restore(1, cas.get_h2cas(mo), num_orbitals)\n", + "\n", + "# Compute exact energy\n", + "exact_energy = cas.run().e_tot\n", "\n", "# Rotate our integrals out of MO basis\n", - "k_rot = (np.random.rand(num_orbitals**2) - 0.5) * 0.1\n", - "hcore_rot, eri_rot = rotate_integrals(hcore, eri, k_rot)\n", - "\n", - "nuclear_repulsion_energy = mf_as.mol.energy_nuc()" + "k_rot = (np.random.rand(num_orbitals**2) - 0.5) * 0.3\n", + "hcore_rot, eri_rot = rotate_integrals(hcore, eri, k_rot)" ] }, { @@ -209,7 +245,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -222,9 +258,8 @@ "import matplotlib.pyplot as plt\n", "\n", "# Data for energies plot\n", - "n2_exact = -109.10288938\n", "x1 = range(iterations)\n", - "e_diff = [abs(np.min(energies) - n2_exact) for energies in e_hist]\n", + "e_diff = [abs(np.min(energies) - exact_energy) for energies in e_hist]\n", "yt1 = [1.0, 1e-1, 1e-2, 1e-3, 1e-4]\n", "\n", "# Chemical accuracy (+/- 1 milli-Hartree)\n", @@ -322,8 +357,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Subspace dimension: 245025\n", - "Energy of that batch from SQD: -109.05227474364847\n" + "Subspace dimension: 213444\n", + "Energy of that batch from SQD: -108.87152693374452\n" ] } ], @@ -348,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "b5e56baf", "metadata": {}, "outputs": [], @@ -356,9 +391,9 @@ "from qiskit_addon_sqd.fermion import optimize_orbitals\n", "\n", "k_flat = (np.random.rand(num_orbitals**2) - 0.5) * 0.01 # initial guess for rotation params\n", - "num_iters = 10\n", + "num_iters = 20\n", "num_steps_grad = 10_000 # relatively cheap to execute\n", - "learning_rate = 0.1\n", + "learning_rate = 0.05\n", "\n", "e_improved, k_flat, orbital_occupancies = optimize_orbitals(\n", " best_batch,\n", @@ -384,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "78a80e64", "metadata": {}, "outputs": [ @@ -392,7 +427,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "improved_energy in the new basis: -109.05255251000438\n" + "improved_energy in the new basis: -108.87267142096594\n" ] } ], diff --git a/docs/tutorials/01_chemistry_hamiltonian.ipynb b/docs/tutorials/01_chemistry_hamiltonian.ipynb index 0ab6d14..7c18e9f 100644 --- a/docs/tutorials/01_chemistry_hamiltonian.ipynb +++ b/docs/tutorials/01_chemistry_hamiltonian.ipynb @@ -38,7 +38,7 @@ "\\hat{a}_{r\\sigma}\n", "$$\n", "\n", - "$\\hat{a}^\\dagger_{p\\sigma}$/$\\hat{a}_{p\\sigma}$ are the fermionic creation/annihalation operators associated to the $p$-th basis set element and the spin $\\sigma$. $h_{pr}$ and $(pr|qs)$ are the one- and two-body electronic integrals. These are loaded from an ``fcidump`` file with standard chemistry software.\n", + "$\\hat{a}^\\dagger_{p\\sigma}$/$\\hat{a}_{p\\sigma}$ are the fermionic creation/annihalation operators associated to the $p$-th basis set element and the spin $\\sigma$. $h_{pr}$ and $(pr|qs)$ are the one- and two-body electronic integrals.\n", "\n", "The SQD workflow with self-consistent configuration recovery is depicted in the following diagram.\n", "\n", @@ -60,7 +60,7 @@ "\n", "In this tutorial, we will approximate the ground state energy of an $N_2$ molecule. First, we will specify the molecule and its properties. Next, we will create a [local unitary cluster Jastrow (LUCJ)](https://pubs.rsc.org/en/content/articlelanding/2023/sc/d3sc02516k) ansatz (quantum circuit) to generate samples from a quantum computer for ground state energy estimation.\n", "\n", - "First, we will specify the molecule and its properties" + "First, we will specify the molecule and its properties." ] }, {