diff --git a/sabre_mods/demo_synthetic_circuits.ipynb b/sabre_mods/demo_synthetic_circuits.ipynb index bedb44c996ec..09d38f5bdd80 100644 --- a/sabre_mods/demo_synthetic_circuits.ipynb +++ b/sabre_mods/demo_synthetic_circuits.ipynb @@ -13,7 +13,19 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Set num_layers and num_qubits\n", "num_layers = 3\n", @@ -27,71 +39,77 @@ "seed = 42\n", "\n", "layers = [\n", - " ('cx', 1),\n", - " ('swap', 1),\n", - " ('cx', 1),\n", - " ('swap', 1),\n", - " ('cx', 1),\n", - " ('swap', 1),\n", - " ('cx', 1),\n", - " ('swap', 1),\n", - " ('cx', 1),\n", - " ('swap', 1),\n", - " ('cx', 1),\n", - " ('swap', 1)\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "20" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "param = 5\n", - "max_matching = 6\n", - "density = param / max_matching\n", - "len_coupling_list = 24\n", + " ('cx', 1.0),\n", + " ('swap', 1.0),\n", + " ('cx', 1.0),\n", + " ('swap', 1.0),\n", + " ('cx', 1.0),\n", + " ('swap', 1.0),\n", + " ('cx', 1.0),\n", + " ('swap', 1.0),\n", + " ('cx', 1.0),\n", + " ('swap', 1.0),\n", + " ('cx', 1.0),\n", + " ('swap', 1.0)\n", + "]\n", "\n", - "target_edges = int(density * len_coupling_list)\n", - "target_edges" + "qc = SyntheticCircuit(cm, layers, seed, barriers=True)\n", + "qc = qc.decompose()\n", + "qc.draw(output='mpl')" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { + "image/png": "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", "text/plain": [ - "24" + "
" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "coupling_list = cm.get_edges()\n", - "len(coupling_list)" + "# Set num_layers and num_qubits\n", + "num_layers = 3\n", + "num_qubits = 12\n", + "\n", + "# Set coupling_map\n", + "from qiskit.transpiler import CouplingMap\n", + "cm = CouplingMap.from_ring(num_qubits)\n", + "\n", + "# set seed\n", + "seed = 42\n", + "\n", + "layers = [\n", + " ('cx', 1),\n", + " ('swap', 1),\n", + " ('cx', 1),\n", + " ('swap', 1),\n", + " ('cx', 1),\n", + " ('swap', 1),\n", + " ('cx', 1),\n", + " ('swap', 1),\n", + " ('cx', 1),\n", + " ('swap', 1),\n", + " ('cx', 1),\n", + " ('swap', 1)\n", + "]\n", + "\n", + "qc = SyntheticCircuit(cm, layers, seed, barriers=True)\n", + "qc = qc.decompose()\n", + "qc.draw(output='mpl')" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -101,37 +119,49 @@ "
" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "qc = SyntheticCircuit(cm, layers, seed, cm)\n", + "# Set num_layers and num_qubits\n", + "num_layers = 3\n", + "num_qubits = 12\n", + "\n", + "# Set coupling_map\n", + "from qiskit.transpiler import CouplingMap\n", + "cm = CouplingMap.from_ring(num_qubits)\n", + "\n", + "# set seed\n", + "seed = 42\n", + "\n", + "layers = [\n", + " ('cx', 6),\n", + " ('swap', 6),\n", + " ('cx', 6),\n", + " ('swap', 6),\n", + " ('cx', 6),\n", + " ('swap', 6),\n", + " ('cx', 6),\n", + " ('swap', 6),\n", + " ('cx', 6),\n", + " ('swap', 6),\n", + " ('cx', 6),\n", + " ('swap', 6)\n", + "]\n", + "\n", + "qc = SyntheticCircuit(cm, layers, seed, barriers=True)\n", "qc = qc.decompose()\n", "qc.draw(output='mpl')" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{(1, 0), (3, 2), (5, 4), (7, 6), (9, 8), (11, 10)}" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "coupling_list = cm.get_edges()\n", - "SyntheticCircuit._max_matching(qc, coupling_list)" - ] + "outputs": [], + "source": [] } ], "metadata": { diff --git a/sabre_mods/experiments/utils/synthetic_circuits.py b/sabre_mods/experiments/utils/synthetic_circuits.py index ad718ef4bc1e..d664d9611416 100644 --- a/sabre_mods/experiments/utils/synthetic_circuits.py +++ b/sabre_mods/experiments/utils/synthetic_circuits.py @@ -115,6 +115,11 @@ def _build_layer(self, circuit, coupling_list, gate_type, param, seed): selected_edges = [] used_qubits = set() + + # Note that if num_gates = max_matching, then it is not guaranteed that the selected_edges + # will have num_gates. This is because the selected_edges are selected based on the shuffled_coupling_list + # and the used_qubits. If the shuffled_coupling_list does not have enough non-overlapping edges, then the + # selected_edges will have less than num_gates. for edge in shuffled_coupling_list: # Check if the number of gates has been reached if len(selected_edges) >= num_gates: