local-mode-example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from qiskit import QuantumCircuit\n",
    "from qiskit.quantum_info import random_clifford\n",
    "from qiskit.transpiler import PassManager, generate_preset_pass_manager\n",
    "\n",
    "from qiskit_ibm_transpiler.ai.collection import CollectLinearFunctions\n",
    "from qiskit_ibm_transpiler.ai.synthesis import AILinearFunctionSynthesis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's get the ibm_fez coupling map "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from qiskit_ibm_runtime import QiskitRuntimeService\n",
    "\n",
    "backend = QiskitRuntimeService().backend(\"ibm_fez\")\n",
    "fez_coupling_map = backend.coupling_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's define a circuit with few random linear functions inside"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original circuit -> Depth: 48, Gates(2q): 116\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2430x3923.03 with 1 Axes>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "circuit = QuantumCircuit(backend.n_qubits)\n",
    "\n",
    "for c in range(3):\n",
    "    nq = 8\n",
    "    qs = np.random.choice(range(circuit.num_qubits), size=nq, replace=False)\n",
    "    circuit.compose(random_clifford(nq).to_circuit(), qubits=qs.tolist(), inplace=True)\n",
    "    for q in qs:\n",
    "        circuit.t(q)\n",
    "\n",
    "print(\n",
    "    f\"Original circuit -> Depth: {circuit.decompose(reps=3).depth()}, Gates(2q): {circuit.decompose(reps=3).num_nonlocal_gates()}\"\n",
    ")\n",
    "circuit.draw(output=\"mpl\", fold=-1, scale=0.3, style=\"iqp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transpiling the circuit with Qiskit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "qiskit_lvl3_transpiler = generate_preset_pass_manager(\n",
    "    optimization_level=3, coupling_map=fez_coupling_map\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "lvl3_transpiled_circuit = qiskit_lvl3_transpiler.run(circuit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Transpiled circuit (Qiskit local level 3) -> Depth: 97, Gates(2q): 299\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2381.55x3923.03 with 1 Axes>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\n",
    "    f\"Transpiled circuit (Qiskit local level 3) -> Depth: {lvl3_transpiled_circuit.decompose(reps=3).depth()}, Gates(2q): {lvl3_transpiled_circuit.decompose(reps=3).num_nonlocal_gates()}\"\n",
    ")\n",
    "lvl3_transpiled_circuit.draw(output=\"mpl\", fold=-1, scale=0.3, style=\"iqp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Synthesizing the transpiled circuit locally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:qiskit_ibm_transpiler.wrappers.ai_local_linear_function_synthesis:Running Linear Functions AI synthesis on local mode\n",
      "INFO:qiskit_ibm_transpiler.wrappers.ai_local_linear_function_synthesis:Running Linear Functions AI synthesis on local mode\n",
      "INFO:qiskit_ibm_transpiler.wrappers.ai_local_linear_function_synthesis:Running Linear Functions AI synthesis on local mode\n",
      "INFO:qiskit_ibm_transpiler.wrappers.ai_local_linear_function_synthesis:Running Linear Functions AI synthesis on local mode\n",
      "INFO:qiskit_ibm_transpiler.wrappers.ai_local_linear_function_synthesis:Running Linear Functions AI synthesis on local mode\n",
      "INFO:qiskit_ibm_transpiler.wrappers.ai_local_linear_function_synthesis:Running Linear Functions AI synthesis on local mode\n",
      "INFO:qiskit_ibm_transpiler.wrappers.ai_local_linear_function_synthesis:Running Linear Functions AI synthesis on local mode\n",
      "INFO:qiskit_ibm_transpiler.wrappers.ai_local_linear_function_synthesis:Running Linear Functions AI synthesis on local mode\n"
     ]
    }
   ],
   "source": [
    "ai_linear_functions_synthesis_pass = PassManager(\n",
    "    [\n",
    "        CollectLinearFunctions(),\n",
    "        AILinearFunctionSynthesis(coupling_map=fez_coupling_map),\n",
    "    ]\n",
    ")\n",
    "\n",
    "synthesized_circuit_local = ai_linear_functions_synthesis_pass.run(\n",
    "    lvl3_transpiled_circuit\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Synthesized circuit (local AI) -> Depth: 89, Gates(2q): 283\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2530.33x3923.03 with 1 Axes>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\n",
    "    f\"Synthesized circuit (local AI) -> Depth: {synthesized_circuit_local.decompose(reps=3).depth()}, Gates(2q): {synthesized_circuit_local.decompose(reps=3).num_nonlocal_gates()}\"\n",
    ")\n",
    "synthesized_circuit_local.draw(output=\"mpl\", fold=-1, scale=0.3, style=\"iqp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}