From 42a65623965ab75e08b7abf47329b4e74f4a25b9 Mon Sep 17 00:00:00 2001
From: "Kevin J. Sung" <kevjsung@umich.edu>
Date: Mon, 13 May 2024 21:25:27 -0400
Subject: [PATCH] docs: in gate decompositions explanation, add links to gate
 API docs (#172)

---
 .../qiskit-gate-decompositions.ipynb          | 22 +++++++++----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/docs/explanations/qiskit-gate-decompositions.ipynb b/docs/explanations/qiskit-gate-decompositions.ipynb
index 35a4acf22..3e5496c94 100644
--- a/docs/explanations/qiskit-gate-decompositions.ipynb
+++ b/docs/explanations/qiskit-gate-decompositions.ipynb
@@ -66,7 +66,7 @@
    "source": [
     "## Hartree-Fock and Slater determinant preparation\n",
     "\n",
-    "Let's create a circuit with a Hartree-Fock state preparation gate. Then, let's decompose the circuit once and draw the output."
+    "Let's create a circuit with a Hartree-Fock state preparation gate, [PrepareHartreeFockJW](../api/ffsim.qiskit.rst#ffsim.qiskit.PrepareHartreeFockJW). Then, let's decompose the circuit once and draw the output."
    ]
   },
   {
@@ -97,7 +97,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The Hartree-Fock gate has decomposed into a Slater determinant gate. This makes sense, because the Hartree-Fock state is a special case of a Slater determinant. Let's go further and decompose the circuit using two repetitions."
+    "The Hartree-Fock preparation gate has decomposed into a Slater determinant preparation gate, [PrepareSlaterDeterminantJW](../api/ffsim.qiskit.rst#ffsim.qiskit.PrepareSlaterDeterminantJW). This makes sense, because the Hartree-Fock state is a special case of a Slater determinant. Let's go further and decompose the circuit using two repetitions."
    ]
   },
   {
@@ -160,7 +160,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A general Slater determinant is obtained by applying an [orbital rotation](orbital-rotation.ipynb) to an electronic configuration. Let's generate a random orbital rotation and use it to initialize the gate."
+    "A general Slater determinant is obtained by applying an [orbital rotation](orbital-rotation.ipynb) to an electronic configuration. Let's generate a random orbital rotation and use it to initialize the Slater determinant preparation gate, [PrepareSlaterDeterminantJW](../api/ffsim.qiskit.rst#ffsim.qiskit.PrepareSlaterDeterminantJW)."
    ]
   },
   {
@@ -207,7 +207,7 @@
    "source": [
     "## Orbital rotation\n",
     "\n",
-    "A general orbital rotation decomposes into a sequence of XXPlusYYGates followed by a layer of [PhaseGates](https://docs.quantum.ibm.com/api/qiskit/qiskit.circuit.library.PhaseGate#phasegate). As with the Slater determinant preparation, the pattern of XXPlusYYGates requires only linear qubit connectivity."
+    "A general orbital rotation decomposes into a sequence of XXPlusYYGates followed by a layer of [PhaseGates](https://docs.quantum.ibm.com/api/qiskit/qiskit.circuit.library.PhaseGate#phasegate). As with the Slater determinant preparation, the pattern of XXPlusYYGates requires only linear qubit connectivity. Let's create a circuit with an [OrbitalRotationJW](../api/ffsim.qiskit.rst#ffsim.qiskit.OrbitalRotationJW) gate and see its decomposition."
    ]
   },
   {
@@ -242,7 +242,7 @@
    "source": [
     "## Diagonal Coulomb evolution\n",
     "\n",
-    "Time evolution by a diagonal Coulomb Hamiltonian decomposes into a layer of PhaseGates followed by a sequence of [CPhaseGates](https://docs.quantum.ibm.com/api/qiskit/qiskit.circuit.library.CPhaseGate#cphasegate)"
+    "Time evolution by a diagonal Coulomb Hamiltonian is implemented by the [DiagCoulombEvolutionJW](../api/ffsim.qiskit.rst#ffsim.qiskit.DiagCoulombEvolutionJW) gate. This gate decomposes into a layer of PhaseGates followed by a sequence of [CPhaseGates](https://docs.quantum.ibm.com/api/qiskit/qiskit.circuit.library.CPhaseGate#cphasegate)."
    ]
   },
   {
@@ -279,7 +279,7 @@
    "source": [
     "## Unitary cluster Jastrow (UCJ) operator\n",
     "\n",
-    "A UCJ operator decomposes into a sequence of diagonal Coulomb evolutions sandwiched by orbital rotations. The number of diagonal Coulomb evolutions is equal to the number of ansatz repetitions (in this example, two)."
+    "A UCJ operator is implemented by the [UCJOperatorJW](../api/ffsim.qiskit.rst#ffsim.qiskit.UCJOperatorJW) gate. This gate decomposes into a sequence of diagonal Coulomb evolutions sandwiched by orbital rotations. The number of diagonal Coulomb evolutions is equal to the number of ansatz repetitions (in this example, two)."
    ]
   },
   {
@@ -517,10 +517,10 @@
      "output_type": "stream",
      "text": [
       "Gate counts without pre_init passes:\n",
-      "OrderedDict([('cp', 56), ('xx_plus_yy', 48), ('p', 32), ('x', 4)])\n",
+      "OrderedDict({'cp': 56, 'xx_plus_yy': 48, 'p': 36, 'x': 4})\n",
       "\n",
       "Gate counts with pre_init passes:\n",
-      "OrderedDict([('cp', 56), ('xx_plus_yy', 32), ('p', 24), ('x', 4)])\n"
+      "OrderedDict({'cp': 56, 'xx_plus_yy': 32, 'p': 24, 'x': 4})\n"
      ]
     }
    ],
@@ -566,7 +566,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1547.39x1018.38 with 1 Axes>"
       ]
@@ -614,7 +614,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1137.69x491.633 with 1 Axes>"
       ]
@@ -666,7 +666,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.8"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,