{ "cells": [ { "cell_type": "markdown", "id": "1a2eef2d-fe36-4e29-b3e1-c8531d0e26c9", "metadata": {}, "source": [ "# Dynamic Definition\n", "\n", "The Dynamic Definition algorithm allows us to sample probability distributions when storing the full-state probability is not tractable (due to memory requirements).\n", "\n", "The algorithm as implemented in `cutqc2` has 3 parameters:\n", " - A function that returns a probability distribution given a `qubit_spec` - a string of *active* (`A`), *merged* (`M`) and *conditioned* (`0`/`1`) qubits. See the [merge_unmerge](02_merge_unmerge.ipynb) notebook for an introduction on these.\n", " - `capacity` - the max number of qubits we can mark as **active** at any point. This is referred to as *system memory* in Algorithm 1 of the CutQC paper.\n", " - `max_recursion` - the max recursions the algorithm goes through.\n", "\n", "The algorithm is outlined below.\n", "\n", "- Initialize empty list `probability_bins`\n", "- **for** each DD recursion **do**\n", " - **if** First recursion **then**\n", " - Choose subset of qubits of length `capacity` to label as **active**;\n", " - **else**\n", " - Choose the bin from `probability_bins` with the largest sum of probability;\n", " - Fix the values of **active** qubits in the bin according to the index of the bin; Label these qubits as **zoomed**;\n", " - Label the rest of the qubits as **merged**;\n", " - For each state of the **zoomed** qubits, determine probability vectors (run *shots*, - group shots with common **merged** qubits together).\n", " - Reconstruct the $2^{active}$ probability output for the **active** qubits; append to `probability_bins`;\n", " - **if** we've reached `max_recursion`, **then** return.\n", "\n", "In effect, Dynamic Definition maintains a list of probability values (implemented using `heapq`) of active states, and at each recursion level, chooses to focus on the bin that has the highest cumulative probability mass, ignoring the rest.\n", "\n", "Let us see it in action for a 4-qubit BV circuit. This corresponds to Figure 7 in the original CutQC paper.\n", "\n", "### 4-qubit BV Circuit" ] }, { "cell_type": "code", "execution_count": 1, "id": "63e279d4-4373-4890-9951-20f4542cb730", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(INFO) (base_tasks.py) (29-Sep-25 19:19:18) Pass: UnrollCustomDefinitions - 0.07200 (ms)\n", "(INFO) (base_tasks.py) (29-Sep-25 19:19:18) Pass: BasisTranslator - 0.01621 (ms)\n" ] } ], "source": [ "import numpy as np\n", "\n", "from cutqc2.core.dynamic_definition import DynamicDefinition\n", "from cutqc2.core.utils import merge_prob_vector\n", "\n", "# Emulate the probability distribution for a 4-qubit Bernstein-Vazirani problem\n", "four_qubit_BV_probability_distribution = np.append(np.zeros(15), 1)" ] }, { "cell_type": "markdown", "id": "6acbf41e-db58-4daa-a773-70e632766fac", "metadata": {}, "source": [ "This circuit produces a single non-zero probability value of 1 at the bitstring index `1111`, which we emulate using `four_qubit_BV_probability_distribution`. We instantiate the `DynamicDefinition` class by providing it:\n", " - the total number of qubits we're emulating (`4`)\n", " - the `capacity` (set to `1`)\n", " - a handle to a function that provides it the coarse-grained probability distribution for any `qubit_spec`." ] }, { "cell_type": "code", "execution_count": 2, "id": "d523b843-4a34-4053-9f5a-a7c519543ccb", "metadata": {}, "outputs": [], "source": [ "dynamic_definition = DynamicDefinition(\n", " # Bernstein-Vazirani problem with 4 qubits\n", " num_qubits=4,\n", " # We choose to have only 1 qubit active at a time\n", " capacity=1,\n", " # The probability function is a callable that takes in a \"qubit spec\"\n", " # (a string of 0/1/A/M characters), and returns the compressed quantum\n", " # probability vector by merging/conditioning on specific qubits.\n", " # The `merge_prob_vector` utility function from CutQC2 is used here.\n", " prob_fn=lambda qubit_spec: merge_prob_vector(\n", " four_qubit_BV_probability_distribution, qubit_spec\n", " ),\n", ")" ] }, { "cell_type": "markdown", "id": "e8bcd312-fead-4b29-9b67-81e2b25c10de", "metadata": {}, "source": [ "We then run the Dynamic Definition algorithm for increasing values of `max_recursion` to see its effects. At each recursion, we call the `dynamic_definition.plot()`, which plots the probability of every state in a merged bin as the average of the sum of probabilities for that bin." ] }, { "cell_type": "code", "execution_count": 3, "id": "381fc28a-73c8-4a27-81e8-e2528ea9ffe1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) Calculating initial probabilities for qubit spec AMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) No more bins to process or max recursion level reached.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/media/vineetb/delta/projects/cutqc2/src/cutqc2/core/dynamic_definition.py:183: UserWarning: Generating all 2^num_qubits states. This may be memory intensive.\n", " y = self.probabilities(full_states=full_states)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dynamic_definition.run(max_recursion=0)\n", "dynamic_definition.plot()" ] }, { "cell_type": "markdown", "id": "ce5a4370-8aed-42ec-b824-21ddb1b36076", "metadata": {}, "source": [ "At recursion level 0, the algorithm uses qubit_spec `AMMM`, determines the probability masses for states `0MMM` and `1MMM` as `0.0` and `1.0` respectively, and evenly distributes the probability mass of `1.0` from bin `1MMM` to all states from `1000` to `1111`." ] }, { "cell_type": "code", "execution_count": 4, "id": "7e5ec98b-4580-4bd6-bf2a-20db9b80a3bd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) Calculating initial probabilities for qubit spec AMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) recursion_level=1, qubit_spec='AMMM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) No more bins to process or max recursion level reached.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) Calculating initial probabilities for qubit spec AMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) recursion_level=1, qubit_spec='AMMM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) recursion_level=2, qubit_spec='11MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) No more bins to process or max recursion level reached.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) Calculating initial probabilities for qubit spec AMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) recursion_level=1, qubit_spec='AMMM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) recursion_level=2, qubit_spec='11MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) recursion_level=3, qubit_spec='111M'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:18) No more bins to process or max recursion level reached.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for max_recursion in (1, 2, 3):\n", " dynamic_definition.run(max_recursion=max_recursion)\n", " dynamic_definition.plot()" ] }, { "cell_type": "markdown", "id": "82bfd0e9-fc25-4509-8c02-2bd5b42ff3ba", "metadata": {}, "source": [ "With increasing values of `max_recursion`, the algorithm is able to concentrate the probability mass (`1.0` in this case) to more and more specific states, eventually attributing all of it to the state `1111`.\n", "\n", "### 6-qubit Supremacy Circuit\n", "\n", "As another example, let's run Dynamic Definition on a 6-qubit Supremacy Circuit." ] }, { "cell_type": "code", "execution_count": 5, "id": "6c421308-c977-4db6-a921-237aae8ee32b", "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "\n", "from cutqc2.cutqc.helper_functions.benchmarks import generate_circ\n", "from cutqc2.cutqc.helper_functions.non_ibmq_functions import evaluate_circ\n", "\n", "circuit = generate_circ(\n", " num_qubits=6,\n", " depth=1,\n", " circuit_type=\"supremacy\",\n", " reg_name=\"q\",\n", " connected_only=True,\n", " seed=12345,\n", ")\n", "ground_truth = evaluate_circ(circuit, backend=\"statevector_simulator\")\n", "\n", "\n", "def supremacy_probability_distribution(qubit_spec: str):\n", " return merge_prob_vector(ground_truth, qubit_spec)" ] }, { "cell_type": "markdown", "id": "b975984d-ff36-4087-8c51-afa063504f92", "metadata": {}, "source": [ "With increasing values of `max_recursion`, the algorithm is able to approximate the ground truth probability vector better and better. `max_recursion` beyond 5 has no effect in this case, as there are no bins left to explore beyond that recursion level." ] }, { "cell_type": "code", "execution_count": 6, "id": "ba5f10c6-174e-4e28-a19c-53275e900d7a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) Calculating initial probabilities for qubit spec AAMMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) No more bins to process or max recursion level reached.\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) Calculating initial probabilities for qubit spec AAMMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=1, qubit_spec='AAMMMM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) No more bins to process or max recursion level reached.\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) Calculating initial probabilities for qubit spec AAMMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=1, qubit_spec='AAMMMM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=2, qubit_spec='1001MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) No more bins to process or max recursion level reached.\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) Calculating initial probabilities for qubit spec AAMMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=1, qubit_spec='AAMMMM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=2, qubit_spec='1001MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=3, qubit_spec='1011MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) No more bins to process or max recursion level reached.\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) Calculating initial probabilities for qubit spec AAMMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=1, qubit_spec='AAMMMM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=2, qubit_spec='1001MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=3, qubit_spec='1011MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=4, qubit_spec='0110MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) No more bins to process or max recursion level reached.\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) Calculating initial probabilities for qubit spec AAMMMM\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=1, qubit_spec='AAMMMM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=2, qubit_spec='1001MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=3, qubit_spec='1011MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=4, qubit_spec='0110MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) recursion_level=5, qubit_spec='0100MM'\n", "(INFO) (dynamic_definition.py) (29-Sep-25 19:19:19) No more bins to process or max recursion level reached.\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for max_recursion in range(6):\n", " fig, ax = plt.subplots()\n", " ax.plot(range(len(ground_truth)), ground_truth, linestyle=\"--\", color=\"r\")\n", " dynamic_definition = DynamicDefinition(\n", " num_qubits=6, capacity=2, prob_fn=supremacy_probability_distribution\n", " )\n", " dynamic_definition.run(max_recursion=max_recursion)\n", " dynamic_definition.plot(ax=ax)" ] } ], "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 5 }