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zs%AK|omz2}Z?-g#t+lmPY9&f9JXogGU9rl`bJQ+P$n{)$QSP}^WXttjdSg)Qvh(E0b=j7&Fs<~d2C6@_-slR?yw-*?k1oWG$j_zs+iNYfU#d z|E>{tlEM19&efE(u~bNlY-%}at9g5l)=(?CI$=Ri8nfnL!V!+~AiKE- zG*ysP(_U#4tb3#`y{c)V8eZp=F;$zm1YP(pp$g9r%qeaLQ$ zy1}KJArEp#pSknSbMT3KboT&T1!jBG*2yC#I*FsIb66`!{w;rAgZf$xaMR<6?-q_v zUs*bCpCax){@=m(qgR$c)jewOR7AC%eG?AM3LED~>Xfix-f~7w=Pf>Ox!PtW|0&F9 z))$b=q_cOH0b$XRo|pm|ZiS0`w6|wpAj%>g$4pwD6#{X*k`tMk*9kXLC6XQ=eB)q0 zRxAyP`eVVXpyg~p6;Hr}lo?T1WG%LyR=A%(N`&}kyUbM6V?W$HJ(Ud0Wtl66iC_)R zx^j3B#r2jM+^z`g0Ok@F>HQHdr!dkCMw4N7tQGea%J3Ld6UHe7iZ;!Wn(0qdzYk z>t}0+4TkiX`09Oqq$6#z8}pibdgJ@yHTQw!t?;e({+W$ic>m$}eP$|b1)tscNfi80 zTrg2RTCtzr_;nQfNL)\n" ] } @@ -252,10 +252,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:47:41.571164Z", - "iopub.status.busy": "2023-10-19T02:47:41.570955Z", - "iopub.status.idle": "2023-10-19T02:48:45.937231Z", - "shell.execute_reply": "2023-10-19T02:48:45.936737Z" + "iopub.execute_input": "2023-10-19T14:41:13.662631Z", + "iopub.status.busy": "2023-10-19T14:41:13.661664Z", + "iopub.status.idle": "2023-10-19T14:42:35.356542Z", + "shell.execute_reply": "2023-10-19T14:42:35.356016Z" } }, "outputs": [ @@ -267,12 +267,12 @@ " message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH\n", " success: True\n", " status: 0\n", - " fun: -77.62857380046123\n", - " x: [-9.474e-01 -7.735e-01 ... -1.104e+00 -6.212e-01]\n", - " nit: 456\n", - " jac: [-3.311e-04 5.016e-04 ... 1.791e-04 -4.462e-04]\n", - " nfev: 22748\n", - " njev: 484\n", + " fun: -77.62881470757267\n", + " x: [-3.795e+00 -1.386e+00 ... -4.020e-01 1.230e-01]\n", + " nit: 585\n", + " jac: [ 4.434e-04 -1.933e-04 ... 4.007e-04 -1.450e-04]\n", + " nfev: 29422\n", + " njev: 626\n", " hess_inv: <46x46 LbfgsInvHessProduct with dtype=float64>\n" ] } diff --git a/.doctrees/nbsphinx/tutorials/05-fermion-operator.ipynb b/.doctrees/nbsphinx/tutorials/05-fermion-operator.ipynb index 1ae89228e..fa09bcb38 100644 --- a/.doctrees/nbsphinx/tutorials/05-fermion-operator.ipynb +++ b/.doctrees/nbsphinx/tutorials/05-fermion-operator.ipynb @@ -29,10 +29,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:47.720976Z", - "iopub.status.busy": "2023-10-19T02:48:47.720625Z", - "iopub.status.idle": "2023-10-19T02:48:48.011002Z", - "shell.execute_reply": "2023-10-19T02:48:48.010479Z" + "iopub.execute_input": "2023-10-19T14:42:37.077633Z", + "iopub.status.busy": "2023-10-19T14:42:37.077306Z", + "iopub.status.idle": "2023-10-19T14:42:37.362479Z", + "shell.execute_reply": "2023-10-19T14:42:37.361769Z" } }, "outputs": [ @@ -76,10 +76,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.013922Z", - "iopub.status.busy": "2023-10-19T02:48:48.013514Z", - "iopub.status.idle": "2023-10-19T02:48:48.017207Z", - "shell.execute_reply": "2023-10-19T02:48:48.016749Z" + "iopub.execute_input": "2023-10-19T14:42:37.367296Z", + "iopub.status.busy": "2023-10-19T14:42:37.366261Z", + "iopub.status.idle": "2023-10-19T14:42:37.372138Z", + "shell.execute_reply": "2023-10-19T14:42:37.371678Z" } }, "outputs": [ @@ -110,10 +110,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.019690Z", - "iopub.status.busy": "2023-10-19T02:48:48.019374Z", - "iopub.status.idle": "2023-10-19T02:48:48.023718Z", - "shell.execute_reply": "2023-10-19T02:48:48.023278Z" + "iopub.execute_input": "2023-10-19T14:42:37.375800Z", + "iopub.status.busy": "2023-10-19T14:42:37.374921Z", + "iopub.status.idle": "2023-10-19T14:42:37.381567Z", + "shell.execute_reply": "2023-10-19T14:42:37.381116Z" } }, "outputs": [ @@ -121,17 +121,17 @@ "data": { "text/plain": [ "FermionOperator({\n", - " (cre_a(3), des_a(0)): -0.5,\n", - " (cre_a(3), des_a(0), des_a(3), des_b(3)): 0.0625,\n", - " (cre_a(0), des_a(3), des_a(3), des_b(3)): -0.125,\n", " (des_a(3), des_b(3)): 0.0625,\n", + " (cre_a(0), des_a(3), des_a(3), des_b(3)): -0.125,\n", + " (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -0.25-0.25j,\n", + " (cre_a(3), des_a(0)): -0.5,\n", + " (cre_a(0), des_a(3), cre_b(2)): 0+0.5j,\n", " (cre_b(1), des_b(5), cre_a(4), cre_b(2)): -1+1j,\n", - " (cre_b(2)): 0-0.25j,\n", + " (cre_a(0), des_a(3)): 1,\n", " (cre_b(1), des_b(5), cre_a(4)): 2+2j,\n", + " (cre_a(3), des_a(0), des_a(3), des_b(3)): 0.0625,\n", " (cre_a(3), des_a(0), cre_b(2)): 0-0.25j,\n", - " (cre_a(0), des_a(3)): 1,\n", - " (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -0.25-0.25j,\n", - " (cre_a(0), des_a(3), cre_b(2)): 0+0.5j\n", + " (cre_b(2)): 0-0.25j\n", "})" ] }, @@ -169,10 +169,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.027444Z", - "iopub.status.busy": "2023-10-19T02:48:48.026559Z", - "iopub.status.idle": "2023-10-19T02:48:48.032272Z", - "shell.execute_reply": "2023-10-19T02:48:48.031808Z" + "iopub.execute_input": "2023-10-19T14:42:37.385304Z", + "iopub.status.busy": "2023-10-19T14:42:37.384396Z", + "iopub.status.idle": "2023-10-19T14:42:37.390385Z", + "shell.execute_reply": "2023-10-19T14:42:37.389901Z" } }, "outputs": [ @@ -180,17 +180,17 @@ "data": { "text/plain": [ "FermionOperator({\n", - " (cre_a(3), des_a(0)): 0+3j,\n", - " (cre_a(3), des_a(0), des_a(3), des_b(3)): 0-0.25j,\n", - " (cre_a(0), des_a(3), des_a(3), des_b(3)): 0+0.5j,\n", " (des_a(3), des_b(3)): 0-1.25j,\n", + " (cre_a(0), des_a(3), des_a(3), des_b(3)): 0+0.5j,\n", + " (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -1+1j,\n", + " (cre_a(3), des_a(0)): 0+3j,\n", + " (cre_a(0), des_a(3), cre_b(2)): 2,\n", " (cre_b(1), des_b(5), cre_a(4), cre_b(2)): 4+4j,\n", - " (cre_b(2)): -5,\n", + " (cre_a(0), des_a(3)): 0-6j,\n", " (cre_b(1), des_b(5), cre_a(4)): 12-12j,\n", + " (cre_a(3), des_a(0), des_a(3), des_b(3)): 0-0.25j,\n", " (cre_a(3), des_a(0), cre_b(2)): -1,\n", - " (cre_a(0), des_a(3)): 0-6j,\n", - " (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -1+1j,\n", - " (cre_a(0), des_a(3), cre_b(2)): 2\n", + " (cre_b(2)): -5\n", "})" ] }, @@ -219,10 +219,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.036387Z", - "iopub.status.busy": "2023-10-19T02:48:48.035466Z", - "iopub.status.idle": "2023-10-19T02:48:48.040999Z", - "shell.execute_reply": "2023-10-19T02:48:48.040538Z" + "iopub.execute_input": "2023-10-19T14:42:37.394709Z", + "iopub.status.busy": "2023-10-19T14:42:37.393740Z", + "iopub.status.idle": "2023-10-19T14:42:37.399514Z", + "shell.execute_reply": "2023-10-19T14:42:37.399055Z" } }, "outputs": [ @@ -230,16 +230,16 @@ "data": { "text/plain": [ "FermionOperator({\n", + " (cre_a(3), des_a(0)): 0+3j,\n", + " (cre_b(2)): -5,\n", + " (cre_b(1), cre_a(4), des_b(5), des_b(3), des_a(3)): -1+1j,\n", " (cre_b(2), cre_b(1), cre_a(4), des_b(5)): 4+4j,\n", - " (cre_a(3), des_b(3), des_a(3), des_a(0)): 0+0.25j,\n", - " (cre_b(2), cre_a(3), des_a(0)): -1,\n", - " (cre_b(2), cre_a(0), des_a(3)): 2,\n", " (cre_a(0), des_a(3)): 0-6j,\n", - " (cre_b(1), cre_a(4), des_b(5)): -12+12j,\n", + " (cre_b(2), cre_a(0), des_a(3)): 2,\n", + " (cre_a(3), des_b(3), des_a(3), des_a(0)): 0+0.25j,\n", " (des_b(3), des_a(3)): 0+1.25j,\n", - " (cre_b(2)): -5,\n", - " (cre_b(1), cre_a(4), des_b(5), des_b(3), des_a(3)): -1+1j,\n", - " (cre_a(3), des_a(0)): 0+3j\n", + " (cre_b(2), cre_a(3), des_a(0)): -1,\n", + " (cre_b(1), cre_a(4), des_b(5)): -12+12j\n", "})" ] }, @@ -264,10 +264,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.043752Z", - "iopub.status.busy": "2023-10-19T02:48:48.043401Z", - "iopub.status.idle": "2023-10-19T02:48:48.048074Z", - "shell.execute_reply": "2023-10-19T02:48:48.047596Z" + "iopub.execute_input": "2023-10-19T14:42:37.403183Z", + "iopub.status.busy": "2023-10-19T14:42:37.402262Z", + "iopub.status.idle": "2023-10-19T14:42:37.407487Z", + "shell.execute_reply": "2023-10-19T14:42:37.407040Z" } }, "outputs": [ @@ -297,10 +297,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.050711Z", - "iopub.status.busy": "2023-10-19T02:48:48.050309Z", - "iopub.status.idle": "2023-10-19T02:48:48.056567Z", - "shell.execute_reply": "2023-10-19T02:48:48.056091Z" + "iopub.execute_input": "2023-10-19T14:42:37.411097Z", + "iopub.status.busy": "2023-10-19T14:42:37.410179Z", + "iopub.status.idle": "2023-10-19T14:42:37.416471Z", + "shell.execute_reply": "2023-10-19T14:42:37.416023Z" } }, "outputs": [ @@ -340,21 +340,21 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.059325Z", - "iopub.status.busy": "2023-10-19T02:48:48.058968Z", - "iopub.status.idle": "2023-10-19T02:48:48.066273Z", - "shell.execute_reply": "2023-10-19T02:48:48.065819Z" + "iopub.execute_input": "2023-10-19T14:42:37.420049Z", + "iopub.status.busy": "2023-10-19T14:42:37.419152Z", + "iopub.status.idle": "2023-10-19T14:42:37.426669Z", + "shell.execute_reply": "2023-10-19T14:42:37.426204Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([0. +0.j , 0. +0.j ,\n", - " 0. +0.j , 0. +0.j ,\n", - " 0.0035998+0.01708495j, 0. +0.j ,\n", - " 0. +0.j , 0. +0.j ,\n", - " 0. +0.j ])" + "array([0. +0.j , 0. +0.j ,\n", + " 0. +0.j , 0. +0.j ,\n", + " 0.11889056-0.13114645j, 0. +0.j ,\n", + " 0. +0.j , 0. +0.j ,\n", + " 0. +0.j ])" ] }, "execution_count": 8, @@ -379,10 +379,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.069821Z", - "iopub.status.busy": "2023-10-19T02:48:48.068935Z", - "iopub.status.idle": "2023-10-19T02:48:48.080969Z", - "shell.execute_reply": "2023-10-19T02:48:48.080523Z" + "iopub.execute_input": "2023-10-19T14:42:37.430250Z", + "iopub.status.busy": "2023-10-19T14:42:37.429345Z", + "iopub.status.idle": "2023-10-19T14:42:37.441262Z", + "shell.execute_reply": "2023-10-19T14:42:37.440811Z" } }, "outputs": [ diff --git 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"ffsim.linalg.predicates module": [[4, "module-ffsim.linalg.predicates"]], "ffsim.protocols package": [[5, "ffsim-protocols-package"]], "ffsim.protocols.approximate_equality module": [[5, "module-ffsim.protocols.approximate_equality"]], "ffsim.protocols.linear_operator module": [[5, "module-ffsim.protocols.linear_operator"]], "ffsim.protocols.trace module": [[5, "module-ffsim.protocols.trace"]], "ffsim.trotter package": [[6, "ffsim-trotter-package"]], "ffsim.trotter.qdrift module": [[6, "module-ffsim.trotter.qdrift"]], "ffsim.trotter.trotter module": [[6, "module-ffsim.trotter.trotter"]], "ffsim.variational package": [[7, "ffsim-variational-package"]], "ffsim.variational.lucj module": [[7, "module-ffsim.variational.lucj"]], "ffsim": [[8, "ffsim"]], "API reference": [[9, "api-reference"]], "ffsim documentation": [[10, "ffsim-documentation"]], "Contents:": [[10, null], [16, null]], "Indices and tables": [[10, "indices-and-tables"]], "Introduction to ffsim": [[11, "Introduction-to-ffsim"]], "Orbital rotations and quadratic Hamiltonians": [[12, "Orbital-rotations-and-quadratic-Hamiltonians"]], "Orbital rotations": [[12, "Orbital-rotations"]], "Time evolution by a quadratic Hamiltonian": [[12, "Time-evolution-by-a-quadratic-Hamiltonian"]], "Diagonal Coulomb operators and double-factorized Trotter simulation": [[13, "Diagonal-Coulomb-operators-and-double-factorized-Trotter-simulation"]], "Double-factorized representation of the molecular Hamiltonian": [[13, "Double-factorized-representation-of-the-molecular-Hamiltonian"]], "Trotter simulation of the double-factorized Hamiltonian": [[13, "Trotter-simulation-of-the-double-factorized-Hamiltonian"]], "Brief background on Trotter-Suzuki formulas": [[13, "Brief-background-on-Trotter-Suzuki-formulas"]], "Implementing Trotter simulation of the double-factorized Hamiltonian": [[13, "Implementing-Trotter-simulation-of-the-double-factorized-Hamiltonian"]], "The local unitary cluster Jastrow (LUCJ) ansatz": [[14, "The-local-unitary-cluster-Jastrow-(LUCJ)-ansatz"], [14, "id1"]], "The unitary cluster Jastrow (UCJ) ansatz": [[14, "The-unitary-cluster-Jastrow-(UCJ)-ansatz"]], "The FermionOperator class": [[15, "The-FermionOperator-class"]], "Tutorials": [[16, "tutorials"]]}, "indexentries": {"fermionaction (class in ffsim.fermion_action)": [[0, "ffsim.fermion_action.FermionAction"]], "moleculardata (class in ffsim.molecular_data)": [[0, "ffsim.molecular_data.MolecularData"]], "action (ffsim.fermion_action.fermionaction attribute)": [[0, "ffsim.fermion_action.FermionAction.action"]], "cre() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.cre"]], "cre_a() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.cre_a"]], "cre_b() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.cre_b"]], "des() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.des"]], "des_a() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.des_a"]], "des_b() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.des_b"]], "dim() (in module ffsim.states)": [[0, "ffsim.states.dim"]], "dims() (in module ffsim.states)": [[0, "ffsim.states.dims"]], "expectation_power() (in module ffsim.wick)": [[0, "ffsim.wick.expectation_power"]], "expectation_product() (in module ffsim.wick)": [[0, "ffsim.wick.expectation_product"]], "ffsim": [[0, "module-ffsim"]], "ffsim.fermion_action": [[0, "module-ffsim.fermion_action"]], "ffsim.molecular_data": [[0, "module-ffsim.molecular_data"]], "ffsim.random": [[0, "module-ffsim.random"]], "ffsim.states": [[0, "module-ffsim.states"]], "ffsim.testing": [[0, "module-ffsim.testing"]], "ffsim.wick": [[0, "module-ffsim.wick"]], "module": [[0, "module-ffsim"], [0, "module-ffsim.fermion_action"], [0, "module-ffsim.molecular_data"], [0, "module-ffsim.random"], [0, "module-ffsim.states"], [0, "module-ffsim.testing"], [0, "module-ffsim.wick"], [1, "module-ffsim.contract"], [1, "module-ffsim.contract.diag_coulomb"], [1, "module-ffsim.contract.hamiltonian"], [1, "module-ffsim.contract.num_op_sum"], [2, "module-ffsim.gates"], [2, "module-ffsim.gates.basic_gates"], [2, "module-ffsim.gates.diag_coulomb"], [2, "module-ffsim.gates.num_op_sum"], [2, "module-ffsim.gates.orbital_rotation"], [3, "module-ffsim.hamiltonians"], [3, "module-ffsim.hamiltonians.double_factorized_hamiltonian"], [3, "module-ffsim.hamiltonians.molecular_hamiltonian"], [4, "module-ffsim.linalg"], [4, "module-ffsim.linalg.double_factorized"], [4, "module-ffsim.linalg.givens"], [4, "module-ffsim.linalg.linalg"], [4, "module-ffsim.linalg.predicates"], [5, "module-ffsim.protocols"], [5, "module-ffsim.protocols.approximate_equality"], [5, "module-ffsim.protocols.linear_operator"], [5, "module-ffsim.protocols.trace"], [6, "module-ffsim.trotter"], [6, "module-ffsim.trotter.qdrift"], [6, "module-ffsim.trotter.trotter"], [7, "module-ffsim.variational"], [7, "module-ffsim.variational.lucj"]], "one_hot() (in module ffsim.states)": [[0, "ffsim.states.one_hot"]], "orb (ffsim.fermion_action.fermionaction attribute)": [[0, "ffsim.fermion_action.FermionAction.orb"]], "random_antihermitian() (in module ffsim.random)": [[0, "ffsim.random.random_antihermitian"]], "random_hermitian() (in module ffsim.random)": [[0, "ffsim.random.random_hermitian"]], "random_nelec() (in module ffsim.testing)": [[0, "ffsim.testing.random_nelec"]], "random_occupied_orbitals() (in module ffsim.testing)": [[0, "ffsim.testing.random_occupied_orbitals"]], "random_orthogonal() (in module ffsim.random)": [[0, "ffsim.random.random_orthogonal"]], "random_real_symmetric_matrix() (in module ffsim.random)": [[0, "ffsim.random.random_real_symmetric_matrix"]], "random_special_orthogonal() (in module ffsim.random)": [[0, "ffsim.random.random_special_orthogonal"]], "random_statevector() (in module ffsim.random)": [[0, "ffsim.random.random_statevector"]], "random_t2_amplitudes() (in module ffsim.random)": [[0, "ffsim.random.random_t2_amplitudes"]], "random_two_body_tensor_real() (in module ffsim.random)": [[0, "ffsim.random.random_two_body_tensor_real"]], "random_unitary() (in module ffsim.random)": [[0, "ffsim.random.random_unitary"]], "slater_determinant() (in module ffsim.states)": [[0, "ffsim.states.slater_determinant"]], "slater_determinant_one_rdm() (in module ffsim.states)": [[0, "ffsim.states.slater_determinant_one_rdm"]], "spin (ffsim.fermion_action.fermionaction attribute)": [[0, "ffsim.fermion_action.FermionAction.spin"]], "contract_diag_coulomb() (in module ffsim.contract.diag_coulomb)": [[1, "ffsim.contract.diag_coulomb.contract_diag_coulomb"]], "contract_num_op_sum() (in module ffsim.contract.num_op_sum)": [[1, "ffsim.contract.num_op_sum.contract_num_op_sum"]], "diag_coulomb_linop() (in module ffsim.contract.diag_coulomb)": [[1, "ffsim.contract.diag_coulomb.diag_coulomb_linop"]], "ffsim.contract": [[1, "module-ffsim.contract"]], "ffsim.contract.diag_coulomb": [[1, "module-ffsim.contract.diag_coulomb"]], "ffsim.contract.hamiltonian": [[1, "module-ffsim.contract.hamiltonian"]], "ffsim.contract.num_op_sum": [[1, "module-ffsim.contract.num_op_sum"]], "hamiltonian_linop() (in module ffsim.contract.hamiltonian)": [[1, "ffsim.contract.hamiltonian.hamiltonian_linop"]], "hamiltonian_trace() (in module ffsim.contract.hamiltonian)": [[1, "ffsim.contract.hamiltonian.hamiltonian_trace"]], "num_op_sum_linop() (in module ffsim.contract.num_op_sum)": [[1, "ffsim.contract.num_op_sum.num_op_sum_linop"]], "apply_diag_coulomb_evolution() (in module ffsim.gates.diag_coulomb)": [[2, "ffsim.gates.diag_coulomb.apply_diag_coulomb_evolution"]], "apply_fsim_gate() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_fsim_gate"]], "apply_givens_rotation() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_givens_rotation"]], "apply_hop_gate() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_hop_gate"]], "apply_num_interaction() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_num_interaction"]], "apply_num_num_interaction() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_num_num_interaction"]], "apply_num_op_prod_interaction() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_num_op_prod_interaction"]], "apply_num_op_sum_evolution() (in module ffsim.gates.num_op_sum)": [[2, "ffsim.gates.num_op_sum.apply_num_op_sum_evolution"]], "apply_orbital_rotation() (in module ffsim.gates.orbital_rotation)": [[2, "ffsim.gates.orbital_rotation.apply_orbital_rotation"]], "apply_tunneling_interaction() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_tunneling_interaction"]], "ffsim.gates": [[2, "module-ffsim.gates"]], "ffsim.gates.basic_gates": [[2, "module-ffsim.gates.basic_gates"]], "ffsim.gates.diag_coulomb": [[2, "module-ffsim.gates.diag_coulomb"]], "ffsim.gates.num_op_sum": [[2, "module-ffsim.gates.num_op_sum"]], "ffsim.gates.orbital_rotation": [[2, "module-ffsim.gates.orbital_rotation"]], "gen_orbital_rotation_index() (in module ffsim.gates.orbital_rotation)": [[2, "ffsim.gates.orbital_rotation.gen_orbital_rotation_index"]], "doublefactorizedhamiltonian (class in ffsim.hamiltonians.double_factorized_hamiltonian)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian"]], "molecularhamiltonian (class in ffsim.hamiltonians.molecular_hamiltonian)": [[3, "ffsim.hamiltonians.molecular_hamiltonian.MolecularHamiltonian"]], "constant (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian attribute)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.constant"]], "constant (ffsim.hamiltonians.molecular_hamiltonian.molecularhamiltonian attribute)": [[3, "ffsim.hamiltonians.molecular_hamiltonian.MolecularHamiltonian.constant"]], "diag_coulomb_mats (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian attribute)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.diag_coulomb_mats"]], "double_factorized_hamiltonian() (in module ffsim.hamiltonians.double_factorized_hamiltonian)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.double_factorized_hamiltonian"]], "ffsim.hamiltonians": [[3, "module-ffsim.hamiltonians"]], "ffsim.hamiltonians.double_factorized_hamiltonian": [[3, "module-ffsim.hamiltonians.double_factorized_hamiltonian"]], "ffsim.hamiltonians.molecular_hamiltonian": [[3, "module-ffsim.hamiltonians.molecular_hamiltonian"]], "norb (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian property)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.norb"]], "norb (ffsim.hamiltonians.molecular_hamiltonian.molecularhamiltonian property)": [[3, "ffsim.hamiltonians.molecular_hamiltonian.MolecularHamiltonian.norb"]], "one_body_tensor (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian attribute)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.one_body_tensor"]], "one_body_tensor (ffsim.hamiltonians.molecular_hamiltonian.molecularhamiltonian attribute)": [[3, "ffsim.hamiltonians.molecular_hamiltonian.MolecularHamiltonian.one_body_tensor"]], "orbital_rotations (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian attribute)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.orbital_rotations"]], "to_number_representation() (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian method)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.to_number_representation"]], "to_z_representation() (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian method)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.to_z_representation"]], "two_body_tensor (ffsim.hamiltonians.molecular_hamiltonian.molecularhamiltonian attribute)": [[3, "ffsim.hamiltonians.molecular_hamiltonian.MolecularHamiltonian.two_body_tensor"]], "z_representation (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian attribute)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.z_representation"]], "apply_matrix_to_slices() (in module ffsim.linalg.givens)": [[4, "ffsim.linalg.givens.apply_matrix_to_slices"]], "double_factorized() (in module ffsim.linalg.double_factorized)": [[4, "ffsim.linalg.double_factorized.double_factorized"]], "double_factorized_t2() (in module ffsim.linalg.double_factorized)": [[4, "ffsim.linalg.double_factorized.double_factorized_t2"]], "expm_multiply_taylor() (in module ffsim.linalg.linalg)": [[4, "ffsim.linalg.linalg.expm_multiply_taylor"]], "ffsim.linalg": [[4, "module-ffsim.linalg"]], "ffsim.linalg.double_factorized": [[4, "module-ffsim.linalg.double_factorized"]], "ffsim.linalg.givens": [[4, "module-ffsim.linalg.givens"]], "ffsim.linalg.linalg": [[4, "module-ffsim.linalg.linalg"]], "ffsim.linalg.predicates": [[4, "module-ffsim.linalg.predicates"]], "givens_decomposition() (in module ffsim.linalg.givens)": [[4, "ffsim.linalg.givens.givens_decomposition"]], "is_antihermitian() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_antihermitian"]], "is_hermitian() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_hermitian"]], "is_orthogonal() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_orthogonal"]], "is_real_symmetric() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_real_symmetric"]], "is_special_orthogonal() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_special_orthogonal"]], "is_unitary() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_unitary"]], "lup() (in module ffsim.linalg.linalg)": [[4, "ffsim.linalg.linalg.lup"]], "modified_cholesky() (in module ffsim.linalg.double_factorized)": [[4, "ffsim.linalg.double_factorized.modified_cholesky"]], "optimal_diag_coulomb_mats() (in module ffsim.linalg.double_factorized)": [[4, "ffsim.linalg.double_factorized.optimal_diag_coulomb_mats"]], "zrotg() (in module ffsim.linalg.givens)": [[4, "ffsim.linalg.givens.zrotg"]], "supportsapproximateequality (class in ffsim.protocols.approximate_equality)": [[5, "ffsim.protocols.approximate_equality.SupportsApproximateEquality"]], "supportslinearoperator (class in ffsim.protocols.linear_operator)": [[5, "ffsim.protocols.linear_operator.SupportsLinearOperator"]], "supportstrace (class in ffsim.protocols.trace)": [[5, "ffsim.protocols.trace.SupportsTrace"]], "approx_eq() (in module ffsim.protocols.approximate_equality)": [[5, "ffsim.protocols.approximate_equality.approx_eq"]], "ffsim.protocols": [[5, "module-ffsim.protocols"]], "ffsim.protocols.approximate_equality": [[5, "module-ffsim.protocols.approximate_equality"]], "ffsim.protocols.linear_operator": [[5, "module-ffsim.protocols.linear_operator"]], "ffsim.protocols.trace": [[5, "module-ffsim.protocols.trace"]], "linear_operator() (in module ffsim.protocols.linear_operator)": [[5, "ffsim.protocols.linear_operator.linear_operator"]], "trace() (in module ffsim.protocols.trace)": [[5, "ffsim.protocols.trace.trace"]], "expectation_squared_diag_coulomb() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.expectation_squared_diag_coulomb"]], "ffsim.trotter": [[6, "module-ffsim.trotter"]], "ffsim.trotter.qdrift": [[6, "module-ffsim.trotter.qdrift"]], "ffsim.trotter.trotter": [[6, "module-ffsim.trotter.trotter"]], "one_body_square_decomposition() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.one_body_square_decomposition"]], "qdrift_probabilities() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.qdrift_probabilities"]], "simulate_qdrift_double_factorized() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.simulate_qdrift_double_factorized"]], "simulate_trotter_double_factorized() (in module ffsim.trotter.trotter)": [[6, "ffsim.trotter.trotter.simulate_trotter_double_factorized"]], "spectral_norm_diag_coulomb() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.spectral_norm_diag_coulomb"]], "spectral_norm_one_body_tensor() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.spectral_norm_one_body_tensor"]], "variance_diag_coulomb() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.variance_diag_coulomb"]], "variance_one_body_tensor() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.variance_one_body_tensor"]], "ucjoperator (class in ffsim.variational.lucj)": [[7, "ffsim.variational.lucj.UCJOperator"]], "apply_ucj_operator() (in module ffsim.variational.lucj)": [[7, "ffsim.variational.lucj.apply_ucj_operator"]], "diag_coulomb_mats_alpha_alpha (ffsim.variational.lucj.ucjoperator attribute)": [[7, "ffsim.variational.lucj.UCJOperator.diag_coulomb_mats_alpha_alpha"]], "diag_coulomb_mats_alpha_beta (ffsim.variational.lucj.ucjoperator attribute)": [[7, "ffsim.variational.lucj.UCJOperator.diag_coulomb_mats_alpha_beta"]], "ffsim.variational": [[7, "module-ffsim.variational"]], "ffsim.variational.lucj": [[7, "module-ffsim.variational.lucj"]], "final_orbital_rotation (ffsim.variational.lucj.ucjoperator attribute)": [[7, "ffsim.variational.lucj.UCJOperator.final_orbital_rotation"]], "from_parameters() (ffsim.variational.lucj.ucjoperator static method)": [[7, "ffsim.variational.lucj.UCJOperator.from_parameters"]], "from_t_amplitudes() (ffsim.variational.lucj.ucjoperator static method)": [[7, "ffsim.variational.lucj.UCJOperator.from_t_amplitudes"]], "n_reps (ffsim.variational.lucj.ucjoperator property)": [[7, "ffsim.variational.lucj.UCJOperator.n_reps"]], "norb (ffsim.variational.lucj.ucjoperator property)": [[7, "ffsim.variational.lucj.UCJOperator.norb"]], "orbital_rotations (ffsim.variational.lucj.ucjoperator attribute)": [[7, "ffsim.variational.lucj.UCJOperator.orbital_rotations"]], "to_parameters() (ffsim.variational.lucj.ucjoperator method)": [[7, "ffsim.variational.lucj.UCJOperator.to_parameters"]], "to_t_amplitudes() (ffsim.variational.lucj.ucjoperator method)": [[7, "ffsim.variational.lucj.UCJOperator.to_t_amplitudes"]]}}) \ No newline at end of file +Search.setIndex({"docnames": ["api/generated/ffsim", "api/generated/ffsim.contract", "api/generated/ffsim.gates", "api/generated/ffsim.hamiltonians", "api/generated/ffsim.linalg", "api/generated/ffsim.protocols", "api/generated/ffsim.trotter", "api/generated/ffsim.variational", "api/generated/modules", "api/index", "index", "tutorials/01-introduction", 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[[0, "module-ffsim.molecular_data"]], "ffsim.random module": [[0, "module-ffsim.random"]], "ffsim.states module": [[0, "module-ffsim.states"]], "ffsim.testing module": [[0, "module-ffsim.testing"]], "ffsim.wick module": [[0, "module-ffsim.wick"]], "Module contents": [[0, "module-ffsim"], [1, "module-ffsim.contract"], [2, "module-ffsim.gates"], [3, "module-ffsim.hamiltonians"], [4, "module-ffsim.linalg"], [5, "module-ffsim.protocols"], [6, "module-ffsim.trotter"], [7, "module-ffsim.variational"]], "ffsim.contract package": [[1, "ffsim-contract-package"]], "ffsim.contract.diag_coulomb module": [[1, "module-ffsim.contract.diag_coulomb"]], "ffsim.contract.hamiltonian module": [[1, "module-ffsim.contract.hamiltonian"]], "ffsim.contract.num_op_sum module": [[1, "module-ffsim.contract.num_op_sum"]], "ffsim.gates package": [[2, "ffsim-gates-package"]], "ffsim.gates.basic_gates module": [[2, "module-ffsim.gates.basic_gates"]], "ffsim.gates.diag_coulomb module": [[2, "module-ffsim.gates.diag_coulomb"]], "ffsim.gates.num_op_sum module": [[2, "module-ffsim.gates.num_op_sum"]], "ffsim.gates.orbital_rotation module": [[2, "module-ffsim.gates.orbital_rotation"]], "ffsim.hamiltonians package": [[3, "ffsim-hamiltonians-package"]], "ffsim.hamiltonians.double_factorized_hamiltonian module": [[3, "module-ffsim.hamiltonians.double_factorized_hamiltonian"]], "ffsim.hamiltonians.molecular_hamiltonian module": [[3, "module-ffsim.hamiltonians.molecular_hamiltonian"]], "ffsim.linalg package": [[4, "ffsim-linalg-package"]], "ffsim.linalg.double_factorized module": [[4, "module-ffsim.linalg.double_factorized"]], "ffsim.linalg.givens module": [[4, "module-ffsim.linalg.givens"]], "ffsim.linalg.linalg module": [[4, "module-ffsim.linalg.linalg"]], "ffsim.linalg.predicates module": [[4, "module-ffsim.linalg.predicates"]], "ffsim.protocols package": [[5, "ffsim-protocols-package"]], "ffsim.protocols.approximate_equality module": [[5, "module-ffsim.protocols.approximate_equality"]], "ffsim.protocols.linear_operator module": [[5, "module-ffsim.protocols.linear_operator"]], "ffsim.protocols.trace module": [[5, "module-ffsim.protocols.trace"]], "ffsim.trotter package": [[6, "ffsim-trotter-package"]], "ffsim.trotter.qdrift module": [[6, "module-ffsim.trotter.qdrift"]], "ffsim.trotter.trotter module": [[6, "module-ffsim.trotter.trotter"]], "ffsim.variational package": [[7, "ffsim-variational-package"]], "ffsim.variational.lucj module": [[7, "module-ffsim.variational.lucj"]], "ffsim": [[8, "ffsim"]], "API reference": [[9, "api-reference"]], "ffsim documentation": [[10, "ffsim-documentation"]], "Contents:": [[10, null], [16, null]], "Indices and tables": [[10, "indices-and-tables"]], "Introduction to ffsim": [[11, "Introduction-to-ffsim"]], "Orbital rotations and quadratic Hamiltonians": [[12, "Orbital-rotations-and-quadratic-Hamiltonians"]], "Orbital rotations": [[12, "Orbital-rotations"]], "Time evolution by a quadratic Hamiltonian": [[12, "Time-evolution-by-a-quadratic-Hamiltonian"]], "Diagonal Coulomb operators and double-factorized Trotter simulation": [[13, "Diagonal-Coulomb-operators-and-double-factorized-Trotter-simulation"]], "Double-factorized representation of the molecular Hamiltonian": [[13, "Double-factorized-representation-of-the-molecular-Hamiltonian"]], "Trotter simulation of the double-factorized Hamiltonian": [[13, "Trotter-simulation-of-the-double-factorized-Hamiltonian"]], "Brief background on Trotter-Suzuki formulas": [[13, "Brief-background-on-Trotter-Suzuki-formulas"]], "Implementing Trotter simulation of the double-factorized Hamiltonian": [[13, "Implementing-Trotter-simulation-of-the-double-factorized-Hamiltonian"]], "The local unitary cluster Jastrow (LUCJ) ansatz": [[14, "The-local-unitary-cluster-Jastrow-(LUCJ)-ansatz"], [14, "id1"]], "The unitary cluster Jastrow (UCJ) ansatz": [[14, "The-unitary-cluster-Jastrow-(UCJ)-ansatz"]], "The FermionOperator class": [[15, "The-FermionOperator-class"]], "Tutorials": [[16, "tutorials"]]}, "indexentries": {"fermionaction (class in ffsim.fermion_action)": [[0, "ffsim.fermion_action.FermionAction"]], "moleculardata (class in ffsim.molecular_data)": [[0, "ffsim.molecular_data.MolecularData"]], "action (ffsim.fermion_action.fermionaction attribute)": [[0, "ffsim.fermion_action.FermionAction.action"]], "cre() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.cre"]], "cre_a() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.cre_a"]], "cre_b() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.cre_b"]], "des() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.des"]], "des_a() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.des_a"]], "des_b() (in module ffsim.fermion_action)": [[0, "ffsim.fermion_action.des_b"]], "dim() (in module ffsim.states)": [[0, "ffsim.states.dim"]], "dims() (in module ffsim.states)": [[0, "ffsim.states.dims"]], "expectation_power() (in module ffsim.wick)": [[0, "ffsim.wick.expectation_power"]], "expectation_product() (in module ffsim.wick)": [[0, "ffsim.wick.expectation_product"]], "ffsim": [[0, "module-ffsim"]], "ffsim.fermion_action": [[0, "module-ffsim.fermion_action"]], "ffsim.molecular_data": [[0, "module-ffsim.molecular_data"]], "ffsim.random": [[0, "module-ffsim.random"]], "ffsim.states": [[0, "module-ffsim.states"]], "ffsim.testing": [[0, "module-ffsim.testing"]], "ffsim.wick": [[0, "module-ffsim.wick"]], "module": [[0, "module-ffsim"], [0, "module-ffsim.fermion_action"], [0, "module-ffsim.molecular_data"], [0, "module-ffsim.random"], [0, "module-ffsim.states"], [0, "module-ffsim.testing"], [0, "module-ffsim.wick"], [1, "module-ffsim.contract"], [1, "module-ffsim.contract.diag_coulomb"], [1, "module-ffsim.contract.hamiltonian"], [1, "module-ffsim.contract.num_op_sum"], [2, "module-ffsim.gates"], [2, "module-ffsim.gates.basic_gates"], [2, "module-ffsim.gates.diag_coulomb"], [2, "module-ffsim.gates.num_op_sum"], [2, "module-ffsim.gates.orbital_rotation"], [3, "module-ffsim.hamiltonians"], [3, "module-ffsim.hamiltonians.double_factorized_hamiltonian"], [3, "module-ffsim.hamiltonians.molecular_hamiltonian"], [4, "module-ffsim.linalg"], [4, "module-ffsim.linalg.double_factorized"], [4, "module-ffsim.linalg.givens"], [4, "module-ffsim.linalg.linalg"], [4, "module-ffsim.linalg.predicates"], [5, "module-ffsim.protocols"], [5, "module-ffsim.protocols.approximate_equality"], [5, "module-ffsim.protocols.linear_operator"], [5, "module-ffsim.protocols.trace"], [6, "module-ffsim.trotter"], [6, "module-ffsim.trotter.qdrift"], [6, "module-ffsim.trotter.trotter"], [7, "module-ffsim.variational"], [7, "module-ffsim.variational.lucj"]], "one_hot() (in module ffsim.states)": [[0, "ffsim.states.one_hot"]], "orb (ffsim.fermion_action.fermionaction attribute)": [[0, "ffsim.fermion_action.FermionAction.orb"]], "random_antihermitian() (in module ffsim.random)": [[0, "ffsim.random.random_antihermitian"]], "random_hermitian() (in module ffsim.random)": [[0, "ffsim.random.random_hermitian"]], "random_nelec() (in module ffsim.testing)": [[0, "ffsim.testing.random_nelec"]], "random_occupied_orbitals() (in module ffsim.testing)": [[0, "ffsim.testing.random_occupied_orbitals"]], "random_orthogonal() (in module ffsim.random)": [[0, "ffsim.random.random_orthogonal"]], "random_real_symmetric_matrix() (in module ffsim.random)": [[0, "ffsim.random.random_real_symmetric_matrix"]], "random_special_orthogonal() (in module ffsim.random)": [[0, "ffsim.random.random_special_orthogonal"]], "random_statevector() (in module ffsim.random)": [[0, "ffsim.random.random_statevector"]], "random_t2_amplitudes() (in module ffsim.random)": [[0, "ffsim.random.random_t2_amplitudes"]], "random_two_body_tensor_real() (in module ffsim.random)": [[0, "ffsim.random.random_two_body_tensor_real"]], "random_unitary() (in module ffsim.random)": [[0, "ffsim.random.random_unitary"]], "slater_determinant() (in module ffsim.states)": [[0, "ffsim.states.slater_determinant"]], "slater_determinant_one_rdm() (in module ffsim.states)": [[0, "ffsim.states.slater_determinant_one_rdm"]], "spin (ffsim.fermion_action.fermionaction attribute)": [[0, "ffsim.fermion_action.FermionAction.spin"]], "contract_diag_coulomb() (in module ffsim.contract.diag_coulomb)": [[1, "ffsim.contract.diag_coulomb.contract_diag_coulomb"]], "contract_num_op_sum() (in module ffsim.contract.num_op_sum)": [[1, "ffsim.contract.num_op_sum.contract_num_op_sum"]], "diag_coulomb_linop() (in module ffsim.contract.diag_coulomb)": [[1, "ffsim.contract.diag_coulomb.diag_coulomb_linop"]], "ffsim.contract": [[1, "module-ffsim.contract"]], "ffsim.contract.diag_coulomb": [[1, "module-ffsim.contract.diag_coulomb"]], "ffsim.contract.hamiltonian": [[1, "module-ffsim.contract.hamiltonian"]], "ffsim.contract.num_op_sum": [[1, "module-ffsim.contract.num_op_sum"]], "hamiltonian_linop() (in module ffsim.contract.hamiltonian)": [[1, "ffsim.contract.hamiltonian.hamiltonian_linop"]], "hamiltonian_trace() (in module ffsim.contract.hamiltonian)": [[1, "ffsim.contract.hamiltonian.hamiltonian_trace"]], "num_op_sum_linop() (in module ffsim.contract.num_op_sum)": [[1, "ffsim.contract.num_op_sum.num_op_sum_linop"]], "apply_diag_coulomb_evolution() (in module ffsim.gates.diag_coulomb)": [[2, "ffsim.gates.diag_coulomb.apply_diag_coulomb_evolution"]], "apply_fsim_gate() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_fsim_gate"]], "apply_givens_rotation() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_givens_rotation"]], "apply_hop_gate() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_hop_gate"]], "apply_num_interaction() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_num_interaction"]], "apply_num_num_interaction() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_num_num_interaction"]], "apply_num_op_prod_interaction() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_num_op_prod_interaction"]], "apply_num_op_sum_evolution() (in module ffsim.gates.num_op_sum)": [[2, "ffsim.gates.num_op_sum.apply_num_op_sum_evolution"]], "apply_orbital_rotation() (in module ffsim.gates.orbital_rotation)": [[2, "ffsim.gates.orbital_rotation.apply_orbital_rotation"]], "apply_tunneling_interaction() (in module ffsim.gates.basic_gates)": [[2, "ffsim.gates.basic_gates.apply_tunneling_interaction"]], "ffsim.gates": [[2, "module-ffsim.gates"]], "ffsim.gates.basic_gates": [[2, "module-ffsim.gates.basic_gates"]], "ffsim.gates.diag_coulomb": [[2, "module-ffsim.gates.diag_coulomb"]], "ffsim.gates.num_op_sum": [[2, "module-ffsim.gates.num_op_sum"]], "ffsim.gates.orbital_rotation": [[2, "module-ffsim.gates.orbital_rotation"]], "gen_orbital_rotation_index() (in module ffsim.gates.orbital_rotation)": [[2, 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(in module ffsim.hamiltonians.double_factorized_hamiltonian)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.double_factorized_hamiltonian"]], "ffsim.hamiltonians": [[3, "module-ffsim.hamiltonians"]], "ffsim.hamiltonians.double_factorized_hamiltonian": [[3, "module-ffsim.hamiltonians.double_factorized_hamiltonian"]], "ffsim.hamiltonians.molecular_hamiltonian": [[3, "module-ffsim.hamiltonians.molecular_hamiltonian"]], "norb (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian property)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.norb"]], "norb (ffsim.hamiltonians.molecular_hamiltonian.molecularhamiltonian property)": [[3, "ffsim.hamiltonians.molecular_hamiltonian.MolecularHamiltonian.norb"]], "one_body_tensor (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian attribute)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.one_body_tensor"]], "one_body_tensor (ffsim.hamiltonians.molecular_hamiltonian.molecularhamiltonian attribute)": [[3, "ffsim.hamiltonians.molecular_hamiltonian.MolecularHamiltonian.one_body_tensor"]], "orbital_rotations (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian attribute)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.orbital_rotations"]], "to_number_representation() (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian method)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.to_number_representation"]], "to_z_representation() (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian method)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.to_z_representation"]], "two_body_tensor (ffsim.hamiltonians.molecular_hamiltonian.molecularhamiltonian attribute)": [[3, "ffsim.hamiltonians.molecular_hamiltonian.MolecularHamiltonian.two_body_tensor"]], "z_representation (ffsim.hamiltonians.double_factorized_hamiltonian.doublefactorizedhamiltonian attribute)": [[3, "ffsim.hamiltonians.double_factorized_hamiltonian.DoubleFactorizedHamiltonian.z_representation"]], "apply_matrix_to_slices() (in module ffsim.linalg.givens)": [[4, "ffsim.linalg.givens.apply_matrix_to_slices"]], "double_factorized() (in module ffsim.linalg.double_factorized)": [[4, "ffsim.linalg.double_factorized.double_factorized"]], "double_factorized_t2() (in module ffsim.linalg.double_factorized)": [[4, "ffsim.linalg.double_factorized.double_factorized_t2"]], "expm_multiply_taylor() (in module ffsim.linalg.linalg)": [[4, "ffsim.linalg.linalg.expm_multiply_taylor"]], "ffsim.linalg": [[4, "module-ffsim.linalg"]], "ffsim.linalg.double_factorized": [[4, "module-ffsim.linalg.double_factorized"]], "ffsim.linalg.givens": [[4, "module-ffsim.linalg.givens"]], "ffsim.linalg.linalg": [[4, "module-ffsim.linalg.linalg"]], "ffsim.linalg.predicates": [[4, "module-ffsim.linalg.predicates"]], "givens_decomposition() (in module ffsim.linalg.givens)": [[4, "ffsim.linalg.givens.givens_decomposition"]], "is_antihermitian() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_antihermitian"]], "is_hermitian() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_hermitian"]], "is_orthogonal() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_orthogonal"]], "is_real_symmetric() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_real_symmetric"]], "is_special_orthogonal() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_special_orthogonal"]], "is_unitary() (in module ffsim.linalg.predicates)": [[4, "ffsim.linalg.predicates.is_unitary"]], "lup() (in module ffsim.linalg.linalg)": [[4, "ffsim.linalg.linalg.lup"]], "modified_cholesky() (in module ffsim.linalg.double_factorized)": [[4, "ffsim.linalg.double_factorized.modified_cholesky"]], "optimal_diag_coulomb_mats() (in module ffsim.linalg.double_factorized)": [[4, "ffsim.linalg.double_factorized.optimal_diag_coulomb_mats"]], "zrotg() (in module ffsim.linalg.givens)": [[4, "ffsim.linalg.givens.zrotg"]], "supportsapproximateequality (class in ffsim.protocols.approximate_equality)": [[5, "ffsim.protocols.approximate_equality.SupportsApproximateEquality"]], "supportslinearoperator (class in ffsim.protocols.linear_operator)": [[5, "ffsim.protocols.linear_operator.SupportsLinearOperator"]], "supportstrace (class in ffsim.protocols.trace)": [[5, "ffsim.protocols.trace.SupportsTrace"]], "approx_eq() (in module ffsim.protocols.approximate_equality)": [[5, "ffsim.protocols.approximate_equality.approx_eq"]], "ffsim.protocols": [[5, "module-ffsim.protocols"]], "ffsim.protocols.approximate_equality": [[5, "module-ffsim.protocols.approximate_equality"]], "ffsim.protocols.linear_operator": [[5, "module-ffsim.protocols.linear_operator"]], "ffsim.protocols.trace": [[5, "module-ffsim.protocols.trace"]], "linear_operator() (in module ffsim.protocols.linear_operator)": [[5, "ffsim.protocols.linear_operator.linear_operator"]], "trace() (in module ffsim.protocols.trace)": [[5, "ffsim.protocols.trace.trace"]], "expectation_squared_diag_coulomb() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.expectation_squared_diag_coulomb"]], "ffsim.trotter": [[6, "module-ffsim.trotter"]], "ffsim.trotter.qdrift": [[6, "module-ffsim.trotter.qdrift"]], "ffsim.trotter.trotter": [[6, "module-ffsim.trotter.trotter"]], "one_body_square_decomposition() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.one_body_square_decomposition"]], "qdrift_probabilities() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.qdrift_probabilities"]], "simulate_qdrift_double_factorized() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.simulate_qdrift_double_factorized"]], "simulate_trotter_double_factorized() (in module ffsim.trotter.trotter)": [[6, "ffsim.trotter.trotter.simulate_trotter_double_factorized"]], "spectral_norm_diag_coulomb() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.spectral_norm_diag_coulomb"]], "spectral_norm_one_body_tensor() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.spectral_norm_one_body_tensor"]], "variance_diag_coulomb() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.variance_diag_coulomb"]], "variance_one_body_tensor() (in module ffsim.trotter.qdrift)": [[6, "ffsim.trotter.qdrift.variance_one_body_tensor"]], "ucjoperator (class in ffsim.variational.lucj)": [[7, "ffsim.variational.lucj.UCJOperator"]], "apply_ucj_operator() (in module ffsim.variational.lucj)": [[7, "ffsim.variational.lucj.apply_ucj_operator"]], "diag_coulomb_mats_alpha_alpha (ffsim.variational.lucj.ucjoperator attribute)": [[7, "ffsim.variational.lucj.UCJOperator.diag_coulomb_mats_alpha_alpha"]], "diag_coulomb_mats_alpha_beta (ffsim.variational.lucj.ucjoperator attribute)": [[7, "ffsim.variational.lucj.UCJOperator.diag_coulomb_mats_alpha_beta"]], "ffsim.variational": [[7, "module-ffsim.variational"]], "ffsim.variational.lucj": [[7, "module-ffsim.variational.lucj"]], "final_orbital_rotation (ffsim.variational.lucj.ucjoperator attribute)": [[7, "ffsim.variational.lucj.UCJOperator.final_orbital_rotation"]], "from_parameters() (ffsim.variational.lucj.ucjoperator static method)": [[7, "ffsim.variational.lucj.UCJOperator.from_parameters"]], "from_t_amplitudes() (ffsim.variational.lucj.ucjoperator static method)": [[7, "ffsim.variational.lucj.UCJOperator.from_t_amplitudes"]], "n_reps (ffsim.variational.lucj.ucjoperator property)": [[7, "ffsim.variational.lucj.UCJOperator.n_reps"]], "norb (ffsim.variational.lucj.ucjoperator property)": [[7, "ffsim.variational.lucj.UCJOperator.norb"]], "orbital_rotations (ffsim.variational.lucj.ucjoperator attribute)": [[7, "ffsim.variational.lucj.UCJOperator.orbital_rotations"]], "to_parameters() (ffsim.variational.lucj.ucjoperator method)": [[7, "ffsim.variational.lucj.UCJOperator.to_parameters"]], "to_t_amplitudes() (ffsim.variational.lucj.ucjoperator method)": [[7, "ffsim.variational.lucj.UCJOperator.to_t_amplitudes"]]}}) \ No newline at end of file diff --git a/tutorials/01-introduction.ipynb b/tutorials/01-introduction.ipynb index 38472ac7d..b46f68b04 100644 --- a/tutorials/01-introduction.ipynb +++ b/tutorials/01-introduction.ipynb @@ -16,10 +16,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:34.339625Z", - "iopub.status.busy": "2023-10-19T02:46:34.339200Z", - "iopub.status.idle": "2023-10-19T02:46:34.631991Z", - "shell.execute_reply": "2023-10-19T02:46:34.631357Z" + "iopub.execute_input": "2023-10-19T14:39:55.333137Z", + "iopub.status.busy": "2023-10-19T14:39:55.332800Z", + "iopub.status.idle": "2023-10-19T14:39:55.620635Z", + "shell.execute_reply": "2023-10-19T14:39:55.620092Z" } }, "outputs": [], @@ -62,10 +62,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:34.635817Z", - "iopub.status.busy": "2023-10-19T02:46:34.635204Z", - "iopub.status.idle": "2023-10-19T02:46:34.639086Z", - "shell.execute_reply": "2023-10-19T02:46:34.638624Z" + "iopub.execute_input": "2023-10-19T14:39:55.625193Z", + "iopub.status.busy": "2023-10-19T14:39:55.624119Z", + "iopub.status.idle": "2023-10-19T14:39:55.629183Z", + "shell.execute_reply": "2023-10-19T14:39:55.628710Z" } }, "outputs": [], @@ -93,10 +93,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:34.642084Z", - "iopub.status.busy": "2023-10-19T02:46:34.641488Z", - "iopub.status.idle": "2023-10-19T02:46:34.644420Z", - "shell.execute_reply": "2023-10-19T02:46:34.643975Z" + "iopub.execute_input": "2023-10-19T14:39:55.633035Z", + "iopub.status.busy": "2023-10-19T14:39:55.632089Z", + "iopub.status.idle": "2023-10-19T14:39:55.636031Z", + "shell.execute_reply": "2023-10-19T14:39:55.635577Z" } }, "outputs": [], diff --git a/tutorials/02-orbital-rotation.ipynb b/tutorials/02-orbital-rotation.ipynb index 3d8e6a9aa..be6e21fe5 100644 --- a/tutorials/02-orbital-rotation.ipynb +++ b/tutorials/02-orbital-rotation.ipynb @@ -43,10 +43,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:36.167922Z", - "iopub.status.busy": "2023-10-19T02:46:36.167518Z", - "iopub.status.idle": "2023-10-19T02:46:36.461097Z", - "shell.execute_reply": "2023-10-19T02:46:36.460456Z" + "iopub.execute_input": "2023-10-19T14:39:57.127490Z", + "iopub.status.busy": "2023-10-19T14:39:57.127250Z", + "iopub.status.idle": "2023-10-19T14:39:57.415242Z", + "shell.execute_reply": "2023-10-19T14:39:57.414684Z" } }, "outputs": [], @@ -111,10 +111,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:36.464540Z", - "iopub.status.busy": "2023-10-19T02:46:36.464254Z", - "iopub.status.idle": "2023-10-19T02:46:36.489805Z", - "shell.execute_reply": "2023-10-19T02:46:36.489257Z" + "iopub.execute_input": "2023-10-19T14:39:57.419456Z", + "iopub.status.busy": "2023-10-19T14:39:57.418437Z", + "iopub.status.idle": "2023-10-19T14:39:57.443882Z", + "shell.execute_reply": "2023-10-19T14:39:57.443356Z" } }, "outputs": [], @@ -160,10 +160,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:36.492991Z", - "iopub.status.busy": "2023-10-19T02:46:36.492785Z", - "iopub.status.idle": "2023-10-19T02:46:36.503612Z", - "shell.execute_reply": "2023-10-19T02:46:36.503068Z" + "iopub.execute_input": "2023-10-19T14:39:57.447969Z", + "iopub.status.busy": "2023-10-19T14:39:57.447021Z", + "iopub.status.idle": "2023-10-19T14:39:57.458057Z", + "shell.execute_reply": "2023-10-19T14:39:57.457553Z" } }, "outputs": [], @@ -203,10 +203,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:36.506429Z", - "iopub.status.busy": "2023-10-19T02:46:36.506212Z", - "iopub.status.idle": "2023-10-19T02:46:36.511130Z", - "shell.execute_reply": "2023-10-19T02:46:36.510597Z" + "iopub.execute_input": "2023-10-19T14:39:57.462338Z", + "iopub.status.busy": "2023-10-19T14:39:57.461004Z", + "iopub.status.idle": "2023-10-19T14:39:57.467050Z", + "shell.execute_reply": "2023-10-19T14:39:57.466562Z" } }, "outputs": [], diff --git a/tutorials/03-double-factorized.html b/tutorials/03-double-factorized.html index 2aacdf11f..270204248 100644 --- a/tutorials/03-double-factorized.html +++ b/tutorials/03-double-factorized.html @@ -136,44 +136,44 @@

Double-factorized representation of the molecular Hamiltonian
-Hartree Fock energy: -0.8377963825937088
+Hartree Fock energy: -0.837796382593709
 

Now, we set the evolution time and calculate the exact result of time evolution by directly exponentiating the Hamiltonian using SciPy. Later, we will compare the result of our approximate time evolution with this exact result.

@@ -352,7 +352,7 @@

Implementing Trotter simulation of the double-factorized Hamiltonian
-Fidelity of Trotter-evolved state with exact state: 0.999027574408349
+Fidelity of Trotter-evolved state with exact state: 0.9990275744083491
 

The fidelity of the final result can be improved by increasing the number of Trotter steps.

@@ -379,7 +379,7 @@

Implementing Trotter simulation of the double-factorized Hamiltonian
-Fidelity of Trotter-evolved state with exact state: 0.9999906233109657
+Fidelity of Trotter-evolved state with exact state: 0.9999906233109653
 

As mentioned above, ffsim already includes functionality for Trotter simulation of double-factorized Hamiltonians. The implementation in ffsim includes higher-order Trotter-Suzuki formulas. The first-order asymmetric formula that we just implemented corresponds to order=0 in ffsim’s implementation. order=1 corresponds to the first-order symmetric (commonly known as the second-order) formula, order=2 corresponds to the second-order symmetric (fourth-order) formula, and so on.

@@ -408,7 +408,7 @@

Implementing Trotter simulation of the double-factorized Hamiltonian
-Fidelity of Trotter-evolved state with exact state: 0.9999906233109657
+Fidelity of Trotter-evolved state with exact state: 0.9999906233109653
 

A higher order formula achieves a higher fidelity with fewer Trotter steps:

@@ -436,7 +436,7 @@

Implementing Trotter simulation of the double-factorized Hamiltonian
-Fidelity of Trotter-evolved state with exact state: 0.9999999336740057
+Fidelity of Trotter-evolved state with exact state: 0.9999999336740059
 
diff --git a/tutorials/03-double-factorized.ipynb b/tutorials/03-double-factorized.ipynb index c719b9884..2cb8abca1 100644 --- a/tutorials/03-double-factorized.ipynb +++ b/tutorials/03-double-factorized.ipynb @@ -43,10 +43,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.188517Z", - "iopub.status.busy": "2023-10-19T02:46:38.188110Z", - "iopub.status.idle": "2023-10-19T02:46:38.578982Z", - "shell.execute_reply": "2023-10-19T02:46:38.578351Z" + "iopub.execute_input": "2023-10-19T14:39:58.908837Z", + "iopub.status.busy": "2023-10-19T14:39:58.908499Z", + "iopub.status.idle": "2023-10-19T14:39:59.292292Z", + "shell.execute_reply": "2023-10-19T14:39:59.291735Z" } }, "outputs": [ @@ -93,10 +93,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.591785Z", - "iopub.status.busy": "2023-10-19T02:46:38.591349Z", - "iopub.status.idle": "2023-10-19T02:46:38.597111Z", - "shell.execute_reply": "2023-10-19T02:46:38.596658Z" + "iopub.execute_input": "2023-10-19T14:39:59.296046Z", + "iopub.status.busy": "2023-10-19T14:39:59.295505Z", + "iopub.status.idle": "2023-10-19T14:39:59.303680Z", + "shell.execute_reply": "2023-10-19T14:39:59.303208Z" } }, "outputs": [ @@ -111,44 +111,44 @@ " [-3.07220771e-16 -6.77238770e-01]]\n", "\n", "Two-body tensor:\n", - "[[[[5.23173938e-01 1.57437591e-16]\n", - " [1.57437591e-16 5.33545754e-01]]\n", + "[[[[5.23173938e-01 1.94289029e-16]\n", + " [1.94289029e-16 5.33545754e-01]]\n", "\n", - " [[2.12704463e-16 2.48240570e-01]\n", - " [2.48240570e-01 1.61492903e-16]]]\n", + " [[1.94289029e-16 2.48240570e-01]\n", + " [2.48240570e-01 8.32667268e-17]]]\n", "\n", "\n", - " [[[2.12704463e-16 2.48240570e-01]\n", - " [2.48240570e-01 1.61492903e-16]]\n", + " [[[1.94289029e-16 2.48240570e-01]\n", + " [2.48240570e-01 8.32667268e-17]]\n", "\n", - " [[5.33545754e-01 1.24884750e-16]\n", - " [1.24884750e-16 5.53132024e-01]]]]\n", + " [[5.33545754e-01 1.11022302e-16]\n", + " [1.11022302e-16 5.53132024e-01]]]]\n", "\n", "Double-factorized representation\n", "--------------------------------\n", "One-body tensor:\n", - "[[-1.21318608e+00 -4.25870402e-16]\n", - " [-4.76015378e-16 -1.07792507e+00]]\n", + "[[-1.21318608e+00 -4.05183033e-16]\n", + " [-4.59876437e-16 -1.07792507e+00]]\n", "\n", "Diagonal Coulomb matrices:\n", - "[[[ 5.14653029e-01 5.33545754e-01]\n", - " [ 5.33545754e-01 5.53132024e-01]]\n", + "[[[ 5.14653029e-001 5.33545754e-001]\n", + " [ 5.33545754e-001 5.53132024e-001]]\n", "\n", - " [[ 2.48240570e-01 -2.48240570e-01]\n", - " [-2.48240570e-01 2.48240570e-01]]\n", + " [[ 2.48240570e-001 -2.48240570e-001]\n", + " [-2.48240570e-001 2.48240570e-001]]\n", "\n", - " [[ 1.50800163e-59 -3.58462611e-31]\n", - " [-3.58462611e-31 8.52090881e-03]]]\n", + " [[ 5.96958401e-121 -7.13206008e-062]\n", + " [-7.13206008e-062 8.52090881e-003]]]\n", "\n", "Orbital rotations:\n", - "[[[-1.00000000e+00 8.24520980e-15]\n", - " [ 8.24520980e-15 1.00000000e+00]]\n", + "[[[-1.00000000e+00 4.25128053e-15]\n", + " [ 4.25128053e-15 1.00000000e+00]]\n", "\n", - " [[-7.07106781e-01 -7.07106781e-01]\n", - " [ 7.07106781e-01 -7.07106781e-01]]\n", + " [[ 7.07106781e-01 -7.07106781e-01]\n", + " [-7.07106781e-01 -7.07106781e-01]]\n", "\n", - " [[ 6.48603030e-15 -1.00000000e+00]\n", - " [-1.00000000e+00 -6.48603030e-15]]]\n" + " [[ 2.89310728e-30 -1.00000000e+00]\n", + " [-1.00000000e+00 -2.89310728e-30]]]\n" ] } ], @@ -227,10 +227,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.599710Z", - "iopub.status.busy": "2023-10-19T02:46:38.599404Z", - "iopub.status.idle": "2023-10-19T02:46:38.603693Z", - "shell.execute_reply": "2023-10-19T02:46:38.603246Z" + "iopub.execute_input": "2023-10-19T14:39:59.307553Z", + "iopub.status.busy": "2023-10-19T14:39:59.306455Z", + "iopub.status.idle": "2023-10-19T14:39:59.312345Z", + "shell.execute_reply": "2023-10-19T14:39:59.311867Z" } }, "outputs": [], @@ -285,10 +285,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.606133Z", - "iopub.status.busy": "2023-10-19T02:46:38.605839Z", - "iopub.status.idle": "2023-10-19T02:46:38.609316Z", - "shell.execute_reply": "2023-10-19T02:46:38.608866Z" + "iopub.execute_input": "2023-10-19T14:39:59.315343Z", + "iopub.status.busy": "2023-10-19T14:39:59.315133Z", + "iopub.status.idle": "2023-10-19T14:39:59.319932Z", + "shell.execute_reply": "2023-10-19T14:39:59.319386Z" } }, "outputs": [], @@ -325,10 +325,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.611974Z", - "iopub.status.busy": "2023-10-19T02:46:38.611674Z", - "iopub.status.idle": "2023-10-19T02:46:38.615968Z", - "shell.execute_reply": "2023-10-19T02:46:38.615522Z" + "iopub.execute_input": "2023-10-19T14:39:59.322653Z", + "iopub.status.busy": "2023-10-19T14:39:59.322251Z", + "iopub.status.idle": "2023-10-19T14:39:59.327160Z", + "shell.execute_reply": "2023-10-19T14:39:59.326695Z" } }, "outputs": [ @@ -336,7 +336,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Hartree Fock energy: -0.8377963825937088\n" + "Hartree Fock energy: -0.837796382593709\n" ] } ], @@ -367,10 +367,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.618277Z", - "iopub.status.busy": "2023-10-19T02:46:38.617987Z", - "iopub.status.idle": "2023-10-19T02:46:38.629673Z", - "shell.execute_reply": "2023-10-19T02:46:38.629147Z" + "iopub.execute_input": "2023-10-19T14:39:59.329875Z", + "iopub.status.busy": "2023-10-19T14:39:59.329325Z", + "iopub.status.idle": "2023-10-19T14:39:59.339042Z", + "shell.execute_reply": "2023-10-19T14:39:59.338412Z" } }, "outputs": [ @@ -409,10 +409,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.632236Z", - "iopub.status.busy": "2023-10-19T02:46:38.631901Z", - "iopub.status.idle": "2023-10-19T02:46:38.639569Z", - "shell.execute_reply": "2023-10-19T02:46:38.639118Z" + "iopub.execute_input": "2023-10-19T14:39:59.341671Z", + "iopub.status.busy": "2023-10-19T14:39:59.341479Z", + "iopub.status.idle": "2023-10-19T14:39:59.349853Z", + "shell.execute_reply": "2023-10-19T14:39:59.349232Z" } }, "outputs": [ @@ -420,7 +420,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Fidelity of Trotter-evolved state with exact state: 0.999027574408349\n" + "Fidelity of Trotter-evolved state with exact state: 0.9990275744083491\n" ] } ], @@ -450,10 +450,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.641776Z", - "iopub.status.busy": "2023-10-19T02:46:38.641588Z", - "iopub.status.idle": "2023-10-19T02:46:38.677756Z", - "shell.execute_reply": "2023-10-19T02:46:38.677308Z" + "iopub.execute_input": "2023-10-19T14:39:59.353772Z", + "iopub.status.busy": "2023-10-19T14:39:59.353568Z", + "iopub.status.idle": "2023-10-19T14:39:59.390939Z", + "shell.execute_reply": "2023-10-19T14:39:59.389931Z" } }, "outputs": [ @@ -461,7 +461,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Fidelity of Trotter-evolved state with exact state: 0.9999906233109657\n" + "Fidelity of Trotter-evolved state with exact state: 0.9999906233109653\n" ] } ], @@ -493,10 +493,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.680483Z", - "iopub.status.busy": "2023-10-19T02:46:38.680136Z", - "iopub.status.idle": "2023-10-19T02:46:38.707617Z", - "shell.execute_reply": "2023-10-19T02:46:38.707180Z" + "iopub.execute_input": "2023-10-19T14:39:59.393689Z", + "iopub.status.busy": "2023-10-19T14:39:59.393490Z", + "iopub.status.idle": "2023-10-19T14:39:59.425221Z", + "shell.execute_reply": "2023-10-19T14:39:59.424460Z" } }, "outputs": [ @@ -504,7 +504,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Fidelity of Trotter-evolved state with exact state: 0.9999906233109657\n" + "Fidelity of Trotter-evolved state with exact state: 0.9999906233109653\n" ] } ], @@ -535,10 +535,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:46:38.710858Z", - "iopub.status.busy": "2023-10-19T02:46:38.710516Z", - "iopub.status.idle": "2023-10-19T02:46:38.722585Z", - "shell.execute_reply": "2023-10-19T02:46:38.722134Z" + "iopub.execute_input": "2023-10-19T14:39:59.427658Z", + "iopub.status.busy": "2023-10-19T14:39:59.427469Z", + "iopub.status.idle": "2023-10-19T14:39:59.443022Z", + "shell.execute_reply": "2023-10-19T14:39:59.442331Z" } }, "outputs": [ @@ -546,7 +546,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Fidelity of Trotter-evolved state with exact state: 0.9999999336740057\n" + "Fidelity of Trotter-evolved state with exact state: 0.9999999336740059\n" ] } ], diff --git a/tutorials/04-lucj.html b/tutorials/04-lucj.html index e09245067..4c09e8dcc 100644 --- a/tutorials/04-lucj.html +++ b/tutorials/04-lucj.html @@ -94,8 +94,8 @@

The local unitary cluster Jastrow (LUCJ) ansatz
-converged SCF energy = -77.4456267643962
-CASCI E = -77.6290254326717  E(CI) = -3.57322412553862  S^2 = 0.0000000
+converged SCF energy = -77.4456267643961
+CASCI E = -77.6290254326717  E(CI) = -3.57322412553863  S^2 = 0.0000000
 
@@ -151,8 +151,8 @@

The unitary cluster Jastrow (UCJ) ansatz
-E(CCSD) = -77.49387212754471  E_corr = -0.04824536314851378
-Energy at initialialization: -77.46975600021688
+E(CCSD) = -77.49387212754462  E_corr = -0.04824536314851573
+Energy at initialialization: -77.46975600021692
 

To facilitate variational optimization of the ansatz, UCJOperator implements methods for conversion to and from a vector of real-valued parameters. The precise relation between a parameter vector and the matrices of the UCJ operator is somewhat complicated. In short, the parameter vector stores the entries of the UCJ matrices in a non-redundant way (for the orbital rotations, the parameter vector actually stores the entries of their generators.)

@@ -193,12 +193,12 @@

The unitary cluster Jastrow (UCJ) ansatz\n" ] } @@ -252,10 +252,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:47:41.571164Z", - "iopub.status.busy": "2023-10-19T02:47:41.570955Z", - "iopub.status.idle": "2023-10-19T02:48:45.937231Z", - "shell.execute_reply": "2023-10-19T02:48:45.936737Z" + "iopub.execute_input": "2023-10-19T14:41:13.662631Z", + "iopub.status.busy": "2023-10-19T14:41:13.661664Z", + "iopub.status.idle": "2023-10-19T14:42:35.356542Z", + "shell.execute_reply": "2023-10-19T14:42:35.356016Z" } }, "outputs": [ @@ -267,12 +267,12 @@ " message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH\n", " success: True\n", " status: 0\n", - " fun: -77.62857380046123\n", - " x: [-9.474e-01 -7.735e-01 ... -1.104e+00 -6.212e-01]\n", - " nit: 456\n", - " jac: [-3.311e-04 5.016e-04 ... 1.791e-04 -4.462e-04]\n", - " nfev: 22748\n", - " njev: 484\n", + " fun: -77.62881470757267\n", + " x: [-3.795e+00 -1.386e+00 ... -4.020e-01 1.230e-01]\n", + " nit: 585\n", + " jac: [ 4.434e-04 -1.933e-04 ... 4.007e-04 -1.450e-04]\n", + " nfev: 29422\n", + " njev: 626\n", " hess_inv: <46x46 LbfgsInvHessProduct with dtype=float64>\n" ] } diff --git a/tutorials/05-fermion-operator.html b/tutorials/05-fermion-operator.html index 0ac7a57ea..95315f332 100644 --- a/tutorials/05-fermion-operator.html +++ b/tutorials/05-fermion-operator.html @@ -127,17 +127,17 @@

The FermionOperator class
 FermionOperator({
-    (cre_a(3), des_a(0)): -0.5,
-    (cre_a(3), des_a(0), des_a(3), des_b(3)): 0.0625,
-    (cre_a(0), des_a(3), des_a(3), des_b(3)): -0.125,
     (des_a(3), des_b(3)): 0.0625,
+    (cre_a(0), des_a(3), des_a(3), des_b(3)): -0.125,
+    (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -0.25-0.25j,
+    (cre_a(3), des_a(0)): -0.5,
+    (cre_a(0), des_a(3), cre_b(2)): 0+0.5j,
     (cre_b(1), des_b(5), cre_a(4), cre_b(2)): -1+1j,
-    (cre_b(2)): 0-0.25j,
+    (cre_a(0), des_a(3)): 1,
     (cre_b(1), des_b(5), cre_a(4)): 2+2j,
+    (cre_a(3), des_a(0), des_a(3), des_b(3)): 0.0625,
     (cre_a(3), des_a(0), cre_b(2)): 0-0.25j,
-    (cre_a(0), des_a(3)): 1,
-    (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -0.25-0.25j,
-    (cre_a(0), des_a(3), cre_b(2)): 0+0.5j
+    (cre_b(2)): 0-0.25j
 })
 
@@ -162,17 +162,17 @@

The FermionOperator class
 FermionOperator({
-    (cre_a(3), des_a(0)): 0+3j,
-    (cre_a(3), des_a(0), des_a(3), des_b(3)): 0-0.25j,
-    (cre_a(0), des_a(3), des_a(3), des_b(3)): 0+0.5j,
     (des_a(3), des_b(3)): 0-1.25j,
+    (cre_a(0), des_a(3), des_a(3), des_b(3)): 0+0.5j,
+    (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -1+1j,
+    (cre_a(3), des_a(0)): 0+3j,
+    (cre_a(0), des_a(3), cre_b(2)): 2,
     (cre_b(1), des_b(5), cre_a(4), cre_b(2)): 4+4j,
-    (cre_b(2)): -5,
+    (cre_a(0), des_a(3)): 0-6j,
     (cre_b(1), des_b(5), cre_a(4)): 12-12j,
+    (cre_a(3), des_a(0), des_a(3), des_b(3)): 0-0.25j,
     (cre_a(3), des_a(0), cre_b(2)): -1,
-    (cre_a(0), des_a(3)): 0-6j,
-    (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -1+1j,
-    (cre_a(0), des_a(3), cre_b(2)): 2
+    (cre_b(2)): -5
 })
 
@@ -193,16 +193,16 @@

The FermionOperator class
 FermionOperator({
+    (cre_a(3), des_a(0)): 0+3j,
+    (cre_b(2)): -5,
+    (cre_b(1), cre_a(4), des_b(5), des_b(3), des_a(3)): -1+1j,
     (cre_b(2), cre_b(1), cre_a(4), des_b(5)): 4+4j,
-    (cre_a(3), des_b(3), des_a(3), des_a(0)): 0+0.25j,
-    (cre_b(2), cre_a(3), des_a(0)): -1,
-    (cre_b(2), cre_a(0), des_a(3)): 2,
     (cre_a(0), des_a(3)): 0-6j,
-    (cre_b(1), cre_a(4), des_b(5)): -12+12j,
+    (cre_b(2), cre_a(0), des_a(3)): 2,
+    (cre_a(3), des_b(3), des_a(3), des_a(0)): 0+0.25j,
     (des_b(3), des_a(3)): 0+1.25j,
-    (cre_b(2)): -5,
-    (cre_b(1), cre_a(4), des_b(5), des_b(3), des_a(3)): -1+1j,
-    (cre_a(3), des_a(0)): 0+3j
+    (cre_b(2), cre_a(3), des_a(0)): -1,
+    (cre_b(1), cre_a(4), des_b(5)): -12+12j
 })
 
@@ -271,11 +271,11 @@

The FermionOperator class
-array([0.       +0.j        , 0.       +0.j        ,
-       0.       +0.j        , 0.       +0.j        ,
-       0.0035998+0.01708495j, 0.       +0.j        ,
-       0.       +0.j        , 0.       +0.j        ,
-       0.       +0.j        ])
+array([0.        +0.j        , 0.        +0.j        ,
+       0.        +0.j        , 0.        +0.j        ,
+       0.11889056-0.13114645j, 0.        +0.j        ,
+       0.        +0.j        , 0.        +0.j        ,
+       0.        +0.j        ])
 

It can also be passed into most linear algebra routines in scipy.sparse.linalg.

diff --git a/tutorials/05-fermion-operator.ipynb b/tutorials/05-fermion-operator.ipynb index 1ae89228e..fa09bcb38 100644 --- a/tutorials/05-fermion-operator.ipynb +++ b/tutorials/05-fermion-operator.ipynb @@ -29,10 +29,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:47.720976Z", - "iopub.status.busy": "2023-10-19T02:48:47.720625Z", - "iopub.status.idle": "2023-10-19T02:48:48.011002Z", - "shell.execute_reply": "2023-10-19T02:48:48.010479Z" + "iopub.execute_input": "2023-10-19T14:42:37.077633Z", + "iopub.status.busy": "2023-10-19T14:42:37.077306Z", + "iopub.status.idle": "2023-10-19T14:42:37.362479Z", + "shell.execute_reply": "2023-10-19T14:42:37.361769Z" } }, "outputs": [ @@ -76,10 +76,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.013922Z", - "iopub.status.busy": "2023-10-19T02:48:48.013514Z", - "iopub.status.idle": "2023-10-19T02:48:48.017207Z", - "shell.execute_reply": "2023-10-19T02:48:48.016749Z" + "iopub.execute_input": "2023-10-19T14:42:37.367296Z", + "iopub.status.busy": "2023-10-19T14:42:37.366261Z", + "iopub.status.idle": "2023-10-19T14:42:37.372138Z", + "shell.execute_reply": "2023-10-19T14:42:37.371678Z" } }, "outputs": [ @@ -110,10 +110,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.019690Z", - "iopub.status.busy": "2023-10-19T02:48:48.019374Z", - "iopub.status.idle": "2023-10-19T02:48:48.023718Z", - "shell.execute_reply": "2023-10-19T02:48:48.023278Z" + "iopub.execute_input": "2023-10-19T14:42:37.375800Z", + "iopub.status.busy": "2023-10-19T14:42:37.374921Z", + "iopub.status.idle": "2023-10-19T14:42:37.381567Z", + "shell.execute_reply": "2023-10-19T14:42:37.381116Z" } }, "outputs": [ @@ -121,17 +121,17 @@ "data": { "text/plain": [ "FermionOperator({\n", - " (cre_a(3), des_a(0)): -0.5,\n", - " (cre_a(3), des_a(0), des_a(3), des_b(3)): 0.0625,\n", - " (cre_a(0), des_a(3), des_a(3), des_b(3)): -0.125,\n", " (des_a(3), des_b(3)): 0.0625,\n", + " (cre_a(0), des_a(3), des_a(3), des_b(3)): -0.125,\n", + " (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -0.25-0.25j,\n", + " (cre_a(3), des_a(0)): -0.5,\n", + " (cre_a(0), des_a(3), cre_b(2)): 0+0.5j,\n", " (cre_b(1), des_b(5), cre_a(4), cre_b(2)): -1+1j,\n", - " (cre_b(2)): 0-0.25j,\n", + " (cre_a(0), des_a(3)): 1,\n", " (cre_b(1), des_b(5), cre_a(4)): 2+2j,\n", + " (cre_a(3), des_a(0), des_a(3), des_b(3)): 0.0625,\n", " (cre_a(3), des_a(0), cre_b(2)): 0-0.25j,\n", - " (cre_a(0), des_a(3)): 1,\n", - " (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -0.25-0.25j,\n", - " (cre_a(0), des_a(3), cre_b(2)): 0+0.5j\n", + " (cre_b(2)): 0-0.25j\n", "})" ] }, @@ -169,10 +169,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.027444Z", - "iopub.status.busy": "2023-10-19T02:48:48.026559Z", - "iopub.status.idle": "2023-10-19T02:48:48.032272Z", - "shell.execute_reply": "2023-10-19T02:48:48.031808Z" + "iopub.execute_input": "2023-10-19T14:42:37.385304Z", + "iopub.status.busy": "2023-10-19T14:42:37.384396Z", + "iopub.status.idle": "2023-10-19T14:42:37.390385Z", + "shell.execute_reply": "2023-10-19T14:42:37.389901Z" } }, "outputs": [ @@ -180,17 +180,17 @@ "data": { "text/plain": [ "FermionOperator({\n", - " (cre_a(3), des_a(0)): 0+3j,\n", - " (cre_a(3), des_a(0), des_a(3), des_b(3)): 0-0.25j,\n", - " (cre_a(0), des_a(3), des_a(3), des_b(3)): 0+0.5j,\n", " (des_a(3), des_b(3)): 0-1.25j,\n", + " (cre_a(0), des_a(3), des_a(3), des_b(3)): 0+0.5j,\n", + " (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -1+1j,\n", + " (cre_a(3), des_a(0)): 0+3j,\n", + " (cre_a(0), des_a(3), cre_b(2)): 2,\n", " (cre_b(1), des_b(5), cre_a(4), cre_b(2)): 4+4j,\n", - " (cre_b(2)): -5,\n", + " (cre_a(0), des_a(3)): 0-6j,\n", " (cre_b(1), des_b(5), cre_a(4)): 12-12j,\n", + " (cre_a(3), des_a(0), des_a(3), des_b(3)): 0-0.25j,\n", " (cre_a(3), des_a(0), cre_b(2)): -1,\n", - " (cre_a(0), des_a(3)): 0-6j,\n", - " (cre_b(1), des_b(5), cre_a(4), des_a(3), des_b(3)): -1+1j,\n", - " (cre_a(0), des_a(3), cre_b(2)): 2\n", + " (cre_b(2)): -5\n", "})" ] }, @@ -219,10 +219,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.036387Z", - "iopub.status.busy": "2023-10-19T02:48:48.035466Z", - "iopub.status.idle": "2023-10-19T02:48:48.040999Z", - "shell.execute_reply": "2023-10-19T02:48:48.040538Z" + "iopub.execute_input": "2023-10-19T14:42:37.394709Z", + "iopub.status.busy": "2023-10-19T14:42:37.393740Z", + "iopub.status.idle": "2023-10-19T14:42:37.399514Z", + "shell.execute_reply": "2023-10-19T14:42:37.399055Z" } }, "outputs": [ @@ -230,16 +230,16 @@ "data": { "text/plain": [ "FermionOperator({\n", + " (cre_a(3), des_a(0)): 0+3j,\n", + " (cre_b(2)): -5,\n", + " (cre_b(1), cre_a(4), des_b(5), des_b(3), des_a(3)): -1+1j,\n", " (cre_b(2), cre_b(1), cre_a(4), des_b(5)): 4+4j,\n", - " (cre_a(3), des_b(3), des_a(3), des_a(0)): 0+0.25j,\n", - " (cre_b(2), cre_a(3), des_a(0)): -1,\n", - " (cre_b(2), cre_a(0), des_a(3)): 2,\n", " (cre_a(0), des_a(3)): 0-6j,\n", - " (cre_b(1), cre_a(4), des_b(5)): -12+12j,\n", + " (cre_b(2), cre_a(0), des_a(3)): 2,\n", + " (cre_a(3), des_b(3), des_a(3), des_a(0)): 0+0.25j,\n", " (des_b(3), des_a(3)): 0+1.25j,\n", - " (cre_b(2)): -5,\n", - " (cre_b(1), cre_a(4), des_b(5), des_b(3), des_a(3)): -1+1j,\n", - " (cre_a(3), des_a(0)): 0+3j\n", + " (cre_b(2), cre_a(3), des_a(0)): -1,\n", + " (cre_b(1), cre_a(4), des_b(5)): -12+12j\n", "})" ] }, @@ -264,10 +264,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.043752Z", - "iopub.status.busy": "2023-10-19T02:48:48.043401Z", - "iopub.status.idle": "2023-10-19T02:48:48.048074Z", - "shell.execute_reply": "2023-10-19T02:48:48.047596Z" + "iopub.execute_input": "2023-10-19T14:42:37.403183Z", + "iopub.status.busy": "2023-10-19T14:42:37.402262Z", + "iopub.status.idle": "2023-10-19T14:42:37.407487Z", + "shell.execute_reply": "2023-10-19T14:42:37.407040Z" } }, "outputs": [ @@ -297,10 +297,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.050711Z", - "iopub.status.busy": "2023-10-19T02:48:48.050309Z", - "iopub.status.idle": "2023-10-19T02:48:48.056567Z", - "shell.execute_reply": "2023-10-19T02:48:48.056091Z" + "iopub.execute_input": "2023-10-19T14:42:37.411097Z", + "iopub.status.busy": "2023-10-19T14:42:37.410179Z", + "iopub.status.idle": "2023-10-19T14:42:37.416471Z", + "shell.execute_reply": "2023-10-19T14:42:37.416023Z" } }, "outputs": [ @@ -340,21 +340,21 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.059325Z", - "iopub.status.busy": "2023-10-19T02:48:48.058968Z", - "iopub.status.idle": "2023-10-19T02:48:48.066273Z", - "shell.execute_reply": "2023-10-19T02:48:48.065819Z" + "iopub.execute_input": "2023-10-19T14:42:37.420049Z", + "iopub.status.busy": "2023-10-19T14:42:37.419152Z", + "iopub.status.idle": "2023-10-19T14:42:37.426669Z", + "shell.execute_reply": "2023-10-19T14:42:37.426204Z" } }, "outputs": [ { "data": { "text/plain": [ - "array([0. +0.j , 0. +0.j ,\n", - " 0. +0.j , 0. +0.j ,\n", - " 0.0035998+0.01708495j, 0. +0.j ,\n", - " 0. +0.j , 0. +0.j ,\n", - " 0. +0.j ])" + "array([0. +0.j , 0. +0.j ,\n", + " 0. +0.j , 0. +0.j ,\n", + " 0.11889056-0.13114645j, 0. +0.j ,\n", + " 0. +0.j , 0. +0.j ,\n", + " 0. +0.j ])" ] }, "execution_count": 8, @@ -379,10 +379,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2023-10-19T02:48:48.069821Z", - "iopub.status.busy": "2023-10-19T02:48:48.068935Z", - "iopub.status.idle": "2023-10-19T02:48:48.080969Z", - "shell.execute_reply": "2023-10-19T02:48:48.080523Z" + "iopub.execute_input": "2023-10-19T14:42:37.430250Z", + "iopub.status.busy": "2023-10-19T14:42:37.429345Z", + "iopub.status.idle": "2023-10-19T14:42:37.441262Z", + "shell.execute_reply": "2023-10-19T14:42:37.440811Z" } }, "outputs": [