{ "cells": [ { "cell_type": "markdown", "id": "11cf5076-2777-499c-be50-531e305bf011", "metadata": {}, "source": [ "# Truncating Pauli terms during backpropagation" ] }, { "cell_type": "markdown", "id": "c1453472-3506-4008-b432-f8ef9ccbf3ee", "metadata": {}, "source": [ "This guide explains how to configure the Pauli term truncation mechanism provided by the [qiskit_addon_obp.utils.truncating](https://qiskit.github.io/qiskit-addon-obp/stubs/qiskit_addon_obp.utils.truncating.html) module.\n", "\n", "Operator backpropagation (OBP) can be used to reduce the depth of quantum circuits at the cost of a more complex observable. In order to get meaningful results from OBP, one usually needs to truncate terms from their observable to prevent it from growing too large. One way to allow for deeper backpropagation into the circuit, while preventing the operator from growing too large, is to truncate terms with small coefficients, rather than adding them to the operator. Truncating terms can result in fewer quantum circuits to execute, but doing so results in some error in the final expectation value calculation proportional to the magnitude of the truncated terms' coefficients.\n", "\n", "The [backpropagate](https://qiskit.github.io/qiskit-addon-obp/stubs/qiskit_addon_obp.backpropagate.html) method takes an optional [TruncationErrorBudget](https://qiskit.github.io/qiskit-addon-obp/stubs/qiskit_addon_obp.utils.truncating.TruncationErrorBudget.html) which configures the truncation of low-weight Pauli terms for each observable after the successful backpropagation of every slice.\n", "The amount of terms that are truncated depends on various configuration parameters specified by the user.\n", "As of now, only a single truncation strategy is available -- the [truncate_binary_search](https://qiskit.github.io/qiskit-addon-obp/stubs/qiskit_addon_obp.utils.truncating.truncate_binary_search.html) method.\n", "Given an observable and some _budget_ it will perform a binary search over the Pauli terms and coefficients within that observable to find the optimal threshold,\n", "such that the sum of the truncated coefficients is maximal but lower than the budget.\n", "\n", "**Note**: By default, the L1 norm is used to evaluate and bound the truncation error; however, the `p_norm` setting enables the specification of the Lp-norm to be used.\n", "For more information on how to use that setting, please refer to [its how-to guide](https://qiskit.github.io/qiskit-addon-obp/how_tos/bound_error_using_p_norm.html)." ] }, { "cell_type": "markdown", "id": "aaf5f046-6d5e-4b6f-add7-b60604edef30", "metadata": {}, "source": [ "In the following examples, we will get to know various ways of building an [TruncationErrorBudget](https://qiskit.github.io/qiskit-addon-obp/stubs/qiskit_addon_obp.utils.truncating.TruncationErrorBudget.html) via the accompanying [setup_budget](https://qiskit.github.io/qiskit-addon-obp/stubs/qiskit_addon_obp.utils.truncating.setup_budget.html) function." ] }, { "cell_type": "markdown", "id": "c83c0741-4a9e-4f89-92a9-4756ef133130", "metadata": {}, "source": [ "## Constructing an example circuit\n", "\n", "For the purposes of this guide, we will use the following circuit slices:" ] }, { "cell_type": "code", "execution_count": 1, "id": "297fc3b0-d3b4-432d-96cd-7e175b7e6a52", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import rustworkx.generators\n", "from qiskit.synthesis import LieTrotter\n", "from qiskit_addon_utils.problem_generators import (\n", " PauliOrderStrategy,\n", " generate_time_evolution_circuit,\n", " generate_xyz_hamiltonian,\n", ")\n", "from qiskit_addon_utils.slicing import combine_slices, slice_by_gate_types\n", "\n", "# we generate a linear chain of 10 qubits\n", "linear_chain = rustworkx.generators.path_graph(10)\n", "\n", "# we use an arbitrary XY model\n", "hamiltonian = generate_xyz_hamiltonian(\n", " linear_chain,\n", " coupling_constants=(0.05, 0.02, 0.0),\n", " ext_magnetic_field=(0.02, 0.08, 0.0),\n", " pauli_order_strategy=PauliOrderStrategy.InteractionThenColor,\n", ")\n", "# we evolve for some time\n", "circuit = generate_time_evolution_circuit(hamiltonian, synthesis=LieTrotter(reps=3), time=2.0)\n", "# slice the circuit by gate type\n", "slices = slice_by_gate_types(circuit)\n", "\n", "# for visualization purposes only, we recombine the slices with barriers between them and draw the resulting circuit\n", "combine_slices(slices, include_barriers=True).draw(\"mpl\", fold=50, scale=0.6)" ] }, { "cell_type": "markdown", "id": "89ce4fa9-06ba-4009-8594-d1b85f5e719f", "metadata": {}, "source": [ "We will look at a single simple observable:" ] }, { "cell_type": "code", "execution_count": 2, "id": "b168d34c-f147-4524-9af9-264f56440a55", "metadata": {}, "outputs": [], "source": [ "from qiskit.quantum_info import SparsePauliOp\n", "\n", "obs = SparsePauliOp(\"IIIIIZIIII\")" ] }, { "cell_type": "markdown", "id": "723dcf4e-1dab-4c26-a8e4-cd30b1564189", "metadata": {}, "source": [ "## The simplest case: a fixed truncation budget for each slice" ] }, { "cell_type": "markdown", "id": "5e04e5c4-1e6b-4720-9563-becbb9edc4d7", "metadata": {}, "source": [ "The available budget for truncation of Pauli terms can vary at each step of the backpropagation.\n", "As a first step towards understanding how this works, we look at the simplest case of a fixed truncation budget as specified by the user.\n", "\n", "The most straight-forward way to specify the truncation budget is via the `max_error_per_slice` argument.\n", "In fact, this is what is being done in [this tutorial](https://qiskit.github.io/qiskit-addon-obp/tutorials/01_getting_started.ipynb). Setting `max_error_per_slice` to a `float` results in each slice being allotted a budget equaling that value.\n", "In the example below, we set this value to `0.001` which guarantees us an implicit truncation error of at most `0.018`, if the entire 18 slices were to be backpropagated. \n", "\n", "
\n", "Note that any error budget remaining after backpropagating a slice and truncating terms with small coefficients will always be added to the following slice's error budget.\n", "
" ] }, { "cell_type": "code", "execution_count": 3, "id": "5f20a9b9-c3c4-43c4-9f13-fdf451958081", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TruncationErrorBudget(per_slice_budget=[0.001], max_error_total=inf, p_norm=1)\n" ] } ], "source": [ "from qiskit_addon_obp.utils.truncating import setup_budget\n", "\n", "truncation_error_budget = setup_budget(max_error_per_slice=0.001)\n", "print(truncation_error_budget)" ] }, { "cell_type": "code", "execution_count": 4, "id": "c3b8b9ef-7d5c-43dd-8cb9-90756d4753b7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backpropagated 11 circuit slices.\n", "New observable contains 29 terms and 10 commuting groups.\n" ] } ], "source": [ "from qiskit_addon_obp import backpropagate\n", "from qiskit_addon_obp.utils.simplify import OperatorBudget\n", "\n", "op_budget = OperatorBudget(max_qwc_groups=10)\n", "bp_obs, remaining_slices, metadata = backpropagate(\n", " obs, slices, operator_budget=op_budget, truncation_error_budget=truncation_error_budget\n", ")\n", "reduced_circuit = combine_slices(remaining_slices)\n", "print(f\"Backpropagated {len(slices) - len(remaining_slices)} circuit slices.\")\n", "print(\n", " f\"New observable contains {len(bp_obs)} terms and {len(bp_obs.group_commuting(qubit_wise=True))} commuting groups.\"\n", ")" ] }, { "cell_type": "markdown", "id": "4a772af6-edc6-4e53-81c7-53f3b72bf58a", "metadata": {}, "source": [ "Let's use the [OBPMetadata](https://qiskit.github.io/qiskit-addon-obp/stubs/qiskit_addon_obp.utils.metadata.OBPMetadata.html) instance and the tools provided by the [visualization](https://qiskit.github.io/qiskit-addon-obp/stubs/qiskit_addon_obp.utils.visualization.html) module to visualize the backpropagation process.\n", "\n", "- **The top/left plot** shows that we have enough budget to begin truncating observable terms after backpropagating the third slice. Starting from the third slice, we know that we truncate at least one term from each slice we backpropagate because we are incurring some truncation error after each slice.\n", "- **The top/right plot** shows that the error budget ramps up to `.003` for the third slice. We see a sharp drop in remaining budget, which means terms were truncated from the observable. This is consistent with what we inferred from the top/left plot.\n", "- **The bottom/left plot** shows that as we truncate terms from our observable, our overall accumulated error is growing monotonically. This graph also confirms that no terms were truncated until after the third slice had been backpropagated.\n", "- **The bottom/right plot** shows that the number of commuting Pauli groups in our observable has grown to the specified limit of `10`. This plot also shows how backpropagating one more layer would cause our observable to outgrow the specified bound as you can see from the cross-over of the black and red lines." ] }, { "cell_type": "markdown", "id": "8ff436fa-3b52-4387-a9f4-d8d9df13c480", "metadata": {}, "source": [ "
\n", "Note that in all of these plots, the x-axis enumerates the backpropagated slices, but since OBP works on the end of the circuit, slice 1 is in fact the very last slice, slice 2 the one before that, and so on.\n", "
" ] }, { "cell_type": "code", "execution_count": 5, "id": "68f118df-6718-49b2-ba80-c37ef461f71a", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "from qiskit_addon_obp.utils.visualization import (\n", " plot_accumulated_error,\n", " plot_left_over_error_budget,\n", " plot_num_qwc_groups,\n", " plot_slice_errors,\n", ")\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(20, 10))\n", "plot_slice_errors(metadata, axes[(0, 0)])\n", "plot_left_over_error_budget(metadata, axes[(0, 1)])\n", "plot_accumulated_error(metadata, axes[(1, 0)])\n", "plot_num_qwc_groups(metadata, axes[(1, 1)])" ] }, { "cell_type": "markdown", "id": "523f5a81-afbc-4eee-9d66-05cc3b4a781a", "metadata": {}, "source": [ "## Specifying slice budget explicitly" ] }, { "cell_type": "markdown", "id": "80f9337d-ea37-454c-ae0b-b101259568c9", "metadata": {}, "source": [ "If one has knowledge of how to assign a budget to each slice, such that the backpropagation performance is optimized, they may want to explicitly assign a budget for each slice. For demonstration purposes, let's assign the first 3 slices zero budget and use the same budget budget of `.001` per slice for the remaining slices." ] }, { "cell_type": "code", "execution_count": 6, "id": "17ce7232-7e3a-44e4-8081-1b1b27430bad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TruncationErrorBudget(per_slice_budget=[0.0, 0.0, 0.0, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001], max_error_total=inf, p_norm=1)\n" ] } ], "source": [ "# Zero out the first 3 slices' budgets\n", "max_error_per_slice = [0.0] * 3 + [0.001] * (len(slices) - 3)\n", "\n", "truncation_error_budget = setup_budget(max_error_per_slice=max_error_per_slice)\n", "print(truncation_error_budget)" ] }, { "cell_type": "code", "execution_count": 7, "id": "7cd711a7-1aea-4b45-a46a-63d771230969", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backpropagated 11 circuit slices.\n", "New observable contains 32 terms and 10 commuting groups.\n" ] } ], "source": [ "bp_obs, remaining_slices, metadata = backpropagate(\n", " obs, slices, operator_budget=op_budget, truncation_error_budget=truncation_error_budget\n", ")\n", "reduced_circuit = combine_slices(remaining_slices)\n", "print(f\"Backpropagated {len(slices) - len(remaining_slices)} circuit slices.\")\n", "print(\n", " f\"New observable contains {len(bp_obs)} terms and {len(bp_obs.group_commuting(qubit_wise=True))} commuting groups.\"\n", ")" ] }, { "cell_type": "markdown", "id": "3e853723-454b-4c69-b9c5-180eb1b2e6c2", "metadata": {}, "source": [ "Removing the budget from the first 3 layers resulted in no terms being truncated until after the fourth layer, as can be confirmed in 3 of these 4 plots. What may be somewhat surprising is that although the 4th slice had no leftover budget passed to it, a term was still truncated using the allocated `.001` budget. This is obvious from the **top/left** plot but can also be observed in the **top/right** plot, as the left-over budget curve flattens between slice ID's 3 and 4. Another notable detail is that at least one term was truncated from this point on, same as above.\n", "\n", "The key takeaway is that although we incurred less truncation error in this second example due to zeroing out some slices' budgets, we were able to backpropagate the same number of slices, and our observable contains the same number of commuting Pauli groups. We can confirm that the bound on our error is smaller in the second example by inspecting the **bottom/left** plot." ] }, { "cell_type": "code", "execution_count": 8, "id": "b7167f80-5d29-4c32-be97-cba733f18b1d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(20, 10))\n", "plot_slice_errors(metadata, axes[(0, 0)])\n", "plot_left_over_error_budget(metadata, axes[(0, 1)])\n", "plot_accumulated_error(metadata, axes[(1, 0)])\n", "plot_num_qwc_groups(metadata, axes[(1, 1)])" ] }, { "cell_type": "markdown", "id": "f03a92ee-e9a0-4707-b23a-ebdc3c9f35a3", "metadata": {}, "source": [ "## Specifying the budget cyclically" ] }, { "cell_type": "markdown", "id": "62f0ea1f-eaec-408d-99df-25a8647c1eb9", "metadata": {}, "source": [ "If one has a circuit with some repeatable pattern, such as a Trotter circuit, it may be desired to specify a budget for that repeated subset of slices and have that budget used for all of the following repetitions of those slices.\n", "\n", "More concretely, the example circuit we are using has 6 slices which are repeated 3 times for a total of 18 slices. Here we will arbitrarily assign zero budget to the single-qubit and `RYY` layers and `.003` budget to each of the `RXX` layers. We will observe how specifying the budget as a length-6 sequence causes the budget to be applied to all 18 slices cyclically.\n", "\n", "
\n", "Once more pay attention to the fact that the slices are backpropagated in reverse order (i.e. starting at the end). Therefore, the first entry in our cyclic budget actually gets used for the last slice, the second entry for the slice before that, and so on.\n", "
" ] }, { "cell_type": "code", "execution_count": 9, "id": "4f37a576-5a61-4589-a896-8304056d0e19", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TruncationErrorBudget(per_slice_budget=[0.0, 0.0, 0.0, 0.0, 0.003, 0.003], max_error_total=inf, p_norm=1)\n" ] } ], "source": [ "# Specify a length-6 per-slice budget.\n", "# This will be cycled over 3 times to be applied to the 18 slices\n", "max_error_per_slice = [0.0] * 4 + [0.003] * 2\n", "\n", "truncation_error_budget = setup_budget(max_error_per_slice=max_error_per_slice)\n", "print(truncation_error_budget)" ] }, { "cell_type": "code", "execution_count": 10, "id": "7f78cfe4-13e4-472c-b6cc-9d1e867cbd9c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backpropagated 13 circuit slices.\n", "New observable contains 49 terms and 14 commuting groups.\n" ] } ], "source": [ "op_budget = OperatorBudget(max_qwc_groups=20)\n", "bp_obs, remaining_slices, metadata = backpropagate(\n", " obs, slices, operator_budget=op_budget, truncation_error_budget=truncation_error_budget\n", ")\n", "reduced_circuit = combine_slices(remaining_slices)\n", "print(f\"Backpropagated {len(slices) - len(remaining_slices)} circuit slices.\")\n", "print(\n", " f\"New observable contains {len(bp_obs)} terms and {len(bp_obs.group_commuting(qubit_wise=True))} commuting groups.\"\n", ")" ] }, { "cell_type": "markdown", "id": "3511206b-2972-41ba-b981-6c20ccb7712b", "metadata": {}, "source": [ "As seen in the **top/left** and **bottom/left**, no truncation was performed over the first four slices since they were allocated no error budget. Slices 5 and 6 had some of their terms truncated as budget became available.\n", "\n", "As seen in the **top/left**, a relatively large amount of error was incurred after backpropagating slice 7, even though that slice was allocated no budget. This is because only about `.002` of the `.006` total budget allocated to slices 5 and 6 was used, so the remaining was forwarded to slice 7 and mostly expended, as seen in the **top/right**.\n", "\n", "**top/left** and **top/right** show that the small amount of leftover budget is used up between slices 8-10, and new budget becomes available in slice 11, as expected. **top/left**, **top/right**, and **bottom/left** all demonstrate the cyclical behavior of the `max_error_per_slice` argument when its length is less than the number of slices. This cyclical behavior would have continued through all the slices, but the `max_qwc_groups` stopping criteria was reached after backpropagating 13 slices, as seen in **bottom/right**.\n", "\n", "Another interesting thing is that the number of Pauli groups actually drops after the second round of budget becomes available at slice 11. This is because there were groups with small coefficients which could not be truncated until there was more budget after backpropagating slice 11, so they accumulated in the observable for several iterations. This particular case also highlights that `max_qwc_groups` must be _exceeded_ for the algorithm to terminate." ] }, { "cell_type": "code", "execution_count": 11, "id": "4c36768e-03e7-4e1b-81b3-59b6e9eab43e", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(20, 10))\n", "plot_slice_errors(metadata, axes[(0, 0)])\n", "plot_left_over_error_budget(metadata, axes[(0, 1)])\n", "plot_accumulated_error(metadata, axes[(1, 0)])\n", "plot_num_qwc_groups(metadata, axes[(1, 1)])" ] }, { "cell_type": "markdown", "id": "269536c5-8ba4-48da-8e99-6b8ce3a52bd0", "metadata": {}, "source": [ "## Capping the total error\n", "\n", "In addition to specifying the per-slice error budget, one can specify the maximum amount of error to incur from truncation. Once that limit is hit, no more truncation will be performed; however, backpropagation will continue until the observable becomes too large and one of the stopping criteria is met.\n", "\n", "Let's re-run the above experiment but set a cap on `max_error_total` such that the error budget is expended after backpropagating slice 7." ] }, { "cell_type": "code", "execution_count": 12, "id": "8ef6a100-fb4b-4b66-be6e-a094db2c29d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TruncationErrorBudget(per_slice_budget=[0.0, 0.0, 0.0, 0.0, 0.003, 0.003], max_error_total=0.006, p_norm=1)\n" ] } ], "source": [ "# Specify a length-6 per-slice budget.\n", "# This will be cycled over 3 times to be applied to the 18 slices\n", "max_error_per_slice = [0.0] * 4 + [0.003] * 2\n", "\n", "truncation_error_budget = setup_budget(\n", " max_error_per_slice=max_error_per_slice, max_error_total=0.006\n", ")\n", "print(truncation_error_budget)" ] }, { "cell_type": "code", "execution_count": 13, "id": "c58bccd5-aa40-482f-acaf-4ef50d420053", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backpropagated 10 circuit slices.\n", "New observable contains 67 terms and 20 commuting groups.\n" ] } ], "source": [ "bp_obs, remaining_slices, metadata = backpropagate(\n", " obs,\n", " slices,\n", " operator_budget=op_budget,\n", " truncation_error_budget=truncation_error_budget,\n", ")\n", "reduced_circuit = combine_slices(remaining_slices)\n", "print(f\"Backpropagated {len(slices) - len(remaining_slices)} circuit slices.\")\n", "print(\n", " f\"New observable contains {len(bp_obs)} terms and {len(bp_obs.group_commuting(qubit_wise=True))} commuting groups.\"\n", ")" ] }, { "cell_type": "markdown", "id": "dadb77a5-00d7-427d-921b-4a005f5ab36f", "metadata": {}, "source": [ "As expected, our truncation error caps out at `.006` (**bottom/left**). It is notable that in this run we were not able to backpropagate slice 11. This is because we did not have enough budget to truncate terms and the number of commuting Pauli groups grew past the limit of `20`, as seen in **bottom/right**." ] }, { "cell_type": "code", "execution_count": 14, "id": "69c9069a-9038-4319-8dc6-37a1be973ebf", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(20, 10))\n", "plot_slice_errors(metadata, axes[(0, 0)])\n", "plot_left_over_error_budget(metadata, axes[(0, 1)])\n", "plot_accumulated_error(metadata, axes[(1, 0)])\n", "plot_num_qwc_groups(metadata, axes[(1, 1)])" ] }, { "cell_type": "markdown", "id": "2049d223-1b91-4042-ba98-a86f7a59483c", "metadata": {}, "source": [ "It may be desirable to simply cap the overall budget with `max_error_total` without specifying `max_error_per_slice`." ] }, { "cell_type": "code", "execution_count": 15, "id": "fac59f4f-3528-49c1-9d4d-9be98d2c7d78", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TruncationErrorBudget(per_slice_budget=[0.018], max_error_total=0.018, p_norm=1)\n" ] } ], "source": [ "truncation_error_budget = setup_budget(max_error_total=0.018)\n", "print(truncation_error_budget)" ] }, { "cell_type": "markdown", "id": "20c55e75-f619-4ac9-aecd-29491867ab82", "metadata": {}, "source": [ "The output of the cell above, might be slightly surprising because the `per_slice_budget` is set to the `max_error_total`. This indicates, that the entire available budget will be consumed **greedily**.\n", "You can think of it this way: the entire budget is available to each slice (because we loop over the `per_slice_budget`). But any budget that has already been consumed, will be deducted from the budget that is available at that given point in the algorithm." ] }, { "cell_type": "code", "execution_count": 16, "id": "5d65a057-eb5e-4308-b84d-82bfbea06989", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backpropagated 9 circuit slices.\n", "New observable contains 25 terms and 9 commuting groups.\n" ] } ], "source": [ "op_budget = OperatorBudget(max_qwc_groups=10)\n", "bp_obs, remaining_slices, metadata = backpropagate(\n", " obs, slices, operator_budget=op_budget, truncation_error_budget=truncation_error_budget\n", ")\n", "reduced_circuit = combine_slices(remaining_slices)\n", "print(f\"Backpropagated {len(slices) - len(remaining_slices)} circuit slices.\")\n", "print(\n", " f\"New observable contains {len(bp_obs)} terms and {len(bp_obs.group_commuting(qubit_wise=True))} commuting groups.\"\n", ")" ] }, { "cell_type": "markdown", "id": "a77ceb1e-bc6d-462d-aebe-ec478d312233", "metadata": {}, "source": [ "**top/right** shows how the entire `.018` error budget is made available to the first slice. No truncation is performed until the third slices, so the left-over budget remains constant. The budget monotonically decreases, as the full budget is made available to each backpropagated slice until it is expended.\n", "\n", "It is notable that this experiment yielded two fewer backpropagated slices compared to the first experiment in this notebook, which is almost identical. This demonstrates that for some problems distributing the budget evenly might be optimal. For other problems, allowing slices to greedily expend the full budget might yield better performance." ] }, { "cell_type": "code", "execution_count": 17, "id": "51d36d7e-0bd5-4388-bbb8-6831bf1f02e6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(20, 10))\n", "plot_slice_errors(metadata, axes[(0, 0)])\n", "plot_left_over_error_budget(metadata, axes[(0, 1)])\n", "plot_accumulated_error(metadata, axes[(1, 0)])\n", "plot_num_qwc_groups(metadata, axes[(1, 1)])" ] }, { "cell_type": "markdown", "id": "8859d36c-258f-441f-a7cf-3997b9f6e8ff", "metadata": {}, "source": [ "## Capping the number of backpropagated slices and the total error together\n", "\n", "If one doesn't want to distribute their error budget all the way through the circuit but doesn't want to greedily expend it either, one can specify a the number of slices they intend to backpropagate (`num_slices`), along with a total error budget (`max_error_total`). This will distribute the error budget uniformly (accordingly to `p_norm`) across the input slices.\n", "\n", "Here, we will cap the number of slices we may backpropagate at `12`, and we will keep the same total error budget." ] }, { "cell_type": "code", "execution_count": 18, "id": "474cf708-5447-4984-873c-5f62f81a402d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TruncationErrorBudget(per_slice_budget=[0.0014999999999999998], max_error_total=0.018, p_norm=1)\n" ] } ], "source": [ "num_slices = 12\n", "\n", "truncation_error_budget = setup_budget(max_error_total=0.018, num_slices=num_slices, p_norm=1)\n", "print(truncation_error_budget)" ] }, { "cell_type": "markdown", "id": "1ac2fb58-db97-4c9e-9a96-fce97b52e7e2", "metadata": {}, "source": [ "Now we will attempt to backpropagate the `12` slices for which we allocated some budget in the previous step. We do this by just passing in the final `12` slices in our circuit. With `p_norm=1`, each of the `12` slices has an available budget of `0.018 / num_slices = 0.0015`." ] }, { "cell_type": "code", "execution_count": 19, "id": "6efc92bc-3433-4ea6-a683-684205201f4f", "metadata": {}, "outputs": [], "source": [ "bp_obs, remaining_slices, metadata = backpropagate(\n", " obs,\n", " slices[-num_slices:],\n", " operator_budget=op_budget,\n", " truncation_error_budget=truncation_error_budget,\n", ")" ] }, { "cell_type": "markdown", "id": "b15c2a20-19c3-417c-b32d-173c10f13852", "metadata": {}, "source": [ "Since we passed a subset of our slices (i.e. ``slices[-num_slices:]``) to ``backpropagate``, we must combine the slices remaining after backpropagation with the slices that were never sent for backpropagation (i.e. ``slices[:-num_slices]``).\n", "\n", "Once we have combined all of the remaining slices, we can use [combine_slices](https://qiskit.github.io/qiskit-addon-utils/stubs/qiskit_addon_utils.slicing.combine_slices.html#qiskit_addon_utils.slicing.combine_slices) to generate the reduced-depth [QuantumCircuit](https://docs.quantum.ibm.com/api/qiskit/qiskit.circuit.QuantumCircuit#html). Here we inspect how many slices were backpropagated vs. how large our observable became." ] }, { "cell_type": "code", "execution_count": 20, "id": "7c42256f-e7f2-40ed-999e-6a51fd9351c4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backpropagated 12 circuit slices.\n", "New observable contains 29 terms and 9 commuting groups.\n" ] } ], "source": [ "# Recombine the slices remaining after backprop with the rest of the original circuit\n", "reduced_circuit = combine_slices(slices[:-num_slices] + remaining_slices)\n", "\n", "print(f\"Backpropagated {num_slices - len(remaining_slices)} circuit slices.\")\n", "print(\n", " f\"New observable contains {len(bp_obs)} terms and {len(bp_obs.group_commuting(qubit_wise=True))} commuting groups.\"\n", ")" ] }, { "cell_type": "markdown", "id": "ae2d383c-c11c-457e-856f-85602f2df306", "metadata": {}, "source": [ "The plots show us that we did successfully backpropagate all `12` slices while keeping our observable under `10` commuting Pauli groups. We can also see that using `num_slices` along with `max_error_total` results in a distribution of budgets across the slices and unused budget is again forwarded to the next slice. This is most apparent in the **top/right** plot, as the budget is both expended and replenished throughout backpropagation.\n", "\n", "It is notable that this method of distributing error produced the best results (more backpropagated slices), compared with the first experiment in this notebook and the example just above this one. All of these examples allotted `.018` error budget, but backpropagation performed differently depending on how that budget was distributed." ] }, { "cell_type": "code", "execution_count": 21, "id": "b0bf5050-2928-41a1-9c3d-c9d79e918f6f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(20, 10))\n", "plot_slice_errors(metadata, axes[(0, 0)])\n", "plot_left_over_error_budget(metadata, axes[(0, 1)])\n", "plot_accumulated_error(metadata, axes[(1, 0)])\n", "plot_num_qwc_groups(metadata, axes[(1, 1)])" ] }, { "cell_type": "markdown", "id": "5c554774-2986-43a0-bdcd-45eaeb81ef5a", "metadata": {}, "source": [ "## Working with multiple observables\n", "\n", "The `qiskit_addon_obp.backpropagate` method allows one to pass in a sequence of observables. This simplifies the workflow when dealing with multiple target observables.\n", "\n", "We explicitly mention this here to teach you how the truncation strategy handles such a case. For the sake of this example, we add an extra observable to the one which we have been using so far:" ] }, { "cell_type": "code", "execution_count": 22, "id": "0857ea4c-82c1-4641-a268-1a9ba44a312b", "metadata": {}, "outputs": [], "source": [ "obs = [SparsePauliOp(\"IIIIIZIIII\"), SparsePauliOp(\"IIIIIXIIII\")]" ] }, { "cell_type": "markdown", "id": "ba3ac81c-7395-4287-907a-742a1751cbd0", "metadata": {}, "source": [ "For simplicity, we repeat the very first experiment from this tutorial. The only difference is that we now have two observables to backpropagate the circuit into.\n", "\n", "For this particular example, this does not affect the number of slices which could be backpropagated. However, we can see now that the two observables resulted in different numbers of Pauli terms and commuting groups." ] }, { "cell_type": "code", "execution_count": 23, "id": "10c50f14-5bbd-427d-ae77-24389498a1e4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TruncationErrorBudget(per_slice_budget=[0.001], max_error_total=inf, p_norm=1)\n" ] } ], "source": [ "truncation_error_budget = setup_budget(max_error_per_slice=0.001)\n", "print(truncation_error_budget)" ] }, { "cell_type": "code", "execution_count": 24, "id": "862edaec-fc2c-488b-875d-23841ecc80b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backpropagated 11 circuit slices.\n", "The new first observable contains 29 terms and 10 commuting groups.\n", "The new second observable contains 23 terms and 8 commuting groups.\n" ] } ], "source": [ "bp_obs, remaining_slices, metadata = backpropagate(\n", " obs, slices, operator_budget=op_budget, truncation_error_budget=truncation_error_budget\n", ")\n", "reduced_circuit = combine_slices(remaining_slices)\n", "print(f\"Backpropagated {len(slices) - len(remaining_slices)} circuit slices.\")\n", "print(\n", " f\"The new first observable contains {len(bp_obs[0])} terms and {len(bp_obs[0].group_commuting(qubit_wise=True))} commuting groups.\"\n", ")\n", "print(\n", " f\"The new second observable contains {len(bp_obs[1])} terms and {len(bp_obs[1].group_commuting(qubit_wise=True))} commuting groups.\"\n", ")" ] }, { "cell_type": "markdown", "id": "467c614d-6bac-4826-a42b-39937b9d0c72", "metadata": {}, "source": [ "The plots below shed some light on how the backpropagation algorithm handles multiple observables.\n", "\n", "First, the plots **top/left**, **top/right** and **bottom/left** teach us that the budget for truncating terms is set individually for each observable. In other words, both observables have the ability to truncate terms assuming an error of `0.001` per backpropagated slice.\n", "Due to the different nature of the observables, this results in different consumption of the budget. In this example, they exhibit a lot of overlap which is not necessarily the case in general.\n", "\n", "**bottom/right** teaches us that `max_qwc_groups` is actually taking _all_ observables combined into account. That means that the terms of all observables are grouped together to arrive at one final number of qubit-wise commuting groups which is compared against `max_qwc_paulis`. The same is done for the `max_paulis` threshold (which we have not discussed in this notebook) which allows you to set a limit on the number of Pauli terms across all observables." ] }, { "cell_type": "code", "execution_count": 25, "id": "82271b0d-ddaf-4ad2-b5c6-e9e4c2a4cff7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(20, 10))\n", "plot_slice_errors(metadata, axes[(0, 0)])\n", "plot_left_over_error_budget(metadata, axes[(0, 1)])\n", "plot_accumulated_error(metadata, axes[(1, 0)])\n", "plot_num_qwc_groups(metadata, axes[(1, 1)])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }