0.1 WavesExecuter

---

Multiple Experiments

Consider a scenario, you have multiple circuits that you want to run at once.

Call .measure() one by one will be inefficient, no to mention that you also need to call .anlyze() for their post-processing.

Here we provide a more efficient way solve this problem, where the true power of Qurrium as experiment manage toolkit.

Althoght WavesExecuter has provided you to run multiple circuits at once by .measure. But you can not set shots for each circuit for they run by same experiment.

a. Import the instances

from qurry import WavesExecuter

experiment_workflow = WavesExecuter()

b. Preparing quantum circuit

Prepare and add circuits to the .wave for later usage.

from qiskit import QuantumCircuit
from qurry.recipe import TrivialParamagnet, GHZ


def make_neel_circuit(n):
    qc = QuantumCircuit(n)
    for i in range(0, n, 2):
        qc.x(i)
    return qc


circuits_dict = {}

for i in range(2, 13, 2):
    circuits_dict[f"trivial_paramagnet_{i}_ms"] = TrivialParamagnet(i)
    circuits_dict[f"ghz_{i}_ms"] = GHZ(i)
    circuits_dict[f"neel_{i}_ms"] = make_neel_circuit(i)

for name, circuit in circuits_dict.items():
    circuit.measure_all()
    experiment_workflow.add(circuit, name)

c. Execute multiple experiments at once

Let’s demonstrate the true power of Qurrium.

from qurry.qurrium.wavesqurry.arguments import WavesExecuterMeasureArgs

Preparing a configuration list for multiple experiments with following parameters:

class WavesExecuterMeasureArgs(total=False):
    """Output arguments for :meth:`output`."""
    shots: int
    """Number of shots."""
    tags: Optional[tuple[str, ...]]
    """The tags to be used for the experiment."""

    waves: Optional[list[Union[QuantumCircuit, Hashable]]]
    """The list of circuits to be measured."""

config_list: list[WavesExecuterMeasureArgs] = [
    {
        "shots": 1024,
        "waves": [f"{wave_names}_{i}_ms" for _ in range(10) for i in range(2, 13, 2)],
        "tags": (wave_names, f"size_{i}"),
    }
    for wave_names in ["trivial_paramagnet", "ghz", "neel"]
]
print(len(config_list))

3

The .multiOutput will return an id of this multimanager instance, which can be used to get the results and post-process them.

Each multimanager will export the experiments in a folder you can specify by setting save_location parameter with default location for current directory where Python executed. It will create a folder with the name of the multimanager instance, and inside it will create a folder for storing each experiment data.

It will do firstly in the building process, but you can skip it by setting skip_build_write=True to save time. After all experiments are executed, it will export secondly, which can also be skipped by setting skip_output_write=True for no files output.

multi_exps1 = experiment_workflow.multiOutput(
    config_list,
    summoner_name="qurrium.waves_executer",  # you can name it whatever you want
    multiprocess_build=True,
    # Using multiprocessing to build the experiments,
    # it will be faster but take all the CPU
    skip_build_write=True,
    # Skip the writing of the experiment as files during the build,
    save_location=".",
    # Save the experiment as files in the current directory
    multiprocess_write=True,
    # Writing the experiment as files using multiprocessing,
)
multi_exps1

| MultiManager building...
| Write "qurrium.waves_executer.001", at location "qurrium.waves_executer.001"

| MultiOutput running...

| Export multimanager...

| No quantity to export.
| Export multi.config.json for c78be17b-4bed-4c76-b06e-9971e574f78d

| Exporting qurrium.waves_executer.001/qurryinfo.json...
| Exporting qurrium.waves_executer.001/qurryinfo.json done.

'c78be17b-4bed-4c76-b06e-9971e574f78d'

experiment_workflow.multimanagers[multi_exps1]

<MultiManager(id="c78be17b-4bed-4c76-b06e-9971e574f78d",
  name="qurrium.waves_executer.001",
  tags=(),
  jobstype="local",
  pending_strategy="tags",
  last_events={
    'output.001': '2025-07-08 17:05:17',},
  exps_num=3)>

d. Take all counts

for exp_id, exp_instance in experiment_workflow.multimanagers[multi_exps1].exps.items():
    print(f"| {exp_id}:", exp_instance.afterwards.counts)
    print("-" * 20)

| ecf8b16e-f112-494e-9c83-84cc85a3339a: [{'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}, {'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}, {'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}, {'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}, {'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}, {'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}, {'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}, {'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}, {'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}, {'01': 1024}, {'0101': 1024}, {'010101': 1024}, {'01010101': 1024}, {'0101010101': 1024}, {'010101010101': 1024}]
--------------------
| 92c311c7-aabf-4352-871d-1be22716cc86: [{'01': 256, '11': 244, '00': 249, '10': 275}, {'1100': 61, '1011': 70, '0001': 61, '1111': 64, '0111': 69, '0011': 50, '1010': 59, '0010': 72, '0000': 80, '0100': 69, '1001': 66, '0101': 75, '1110': 50, '1000': 51, '0110': 58, '1101': 69}, {'001100': 11, '011111': 11, '001110': 12, '010011': 20, '111101': 18, '001000': 14, '100100': 13, '101110': 14, '100011': 23, '110110': 20, '010110': 13, '101101': 13, '001010': 12, '111001': 15, '001111': 16, '101010': 18, '101100': 14, '010111': 10, '010100': 17, '111110': 12, '010001': 7, '000110': 13, '010000': 18, '011110': 15, '000000': 16, '101000': 11, '011001': 18, '111111': 19, '000111': 19, '000011': 15, '100110': 28, '100000': 8, '100010': 18, '111000': 12, '000010': 9, '110101': 17, '100101': 30, '110001': 11, '111011': 16, '001011': 29, '011000': 22, '110100': 18, '001001': 23, '010010': 15, '111010': 13, '110111': 19, '001101': 16, '011010': 27, '000001': 11, '011101': 25, '000101': 20, '110011': 22, '110010': 12, '011100': 17, '111100': 16, '101001': 10, '101111': 10, '000100': 14, '100111': 14, '011011': 20, '101011': 12, '010101': 21, '100001': 13, '110000': 9}, {'00011001': 1, '01011011': 2, '00101110': 2, '01111111': 2, '00111101': 3, '11011111': 1, '00100011': 3, '11100100': 4, '10101001': 4, '11000110': 3, '11111010': 2, '11011100': 2, '00110001': 3, '11010010': 2, '11011011': 1, '00110000': 4, '11000100': 3, '01010001': 3, '00100111': 1, '10010111': 4, '00010100': 3, '11110011': 4, '11001101': 5, '01110101': 3, '11101101': 4, '11100111': 5, '01101111': 4, '11011101': 4, '00001010': 6, '01100111': 6, '00111000': 3, '10111010': 3, '01100110': 2, '01111000': 6, '01110011': 8, '11001011': 4, '01000100': 5, '01011010': 3, '01000110': 3, '00100110': 2, '01100101': 5, '01110001': 2, '00101001': 2, '11010000': 7, '10111110': 2, '10111000': 4, '01011000': 7, '10111011': 2, '10011011': 2, '00101000': 4, '10110011': 4, '11110001': 7, '10100010': 3, '11111110': 3, '00011110': 2, '11000011': 2, '00110110': 5, '00111001': 5, '11100101': 4, '01110010': 2, '10100110': 4, '00100001': 1, '10110000': 4, '10010001': 4, '10000000': 2, '00001110': 2, '11100000': 3, '01110000': 5, '11000101': 6, '00101010': 2, '11001100': 4, '00011000': 2, '00001101': 7, '01011100': 7, '00000011': 4, '00011111': 2, '11010101': 4, '10011101': 2, '01010000': 5, '01010010': 2, '01101001': 2, '00111111': 4, '10101101': 2, '00110101': 6, '10010100': 5, '01010100': 3, '01000111': 5, '10001111': 2, '00000101': 7, '11101001': 6, '11010110': 5, '01100010': 7, '01000101': 5, '11010011': 1, '11000000': 6, '00100010': 4, '11101010': 6, '10001011': 3, '01010011': 3, '11001110': 5, '01010110': 6, '11011001': 4, '01100001': 4, '11110101': 5, '11100010': 4, '10001010': 3, '10000101': 11, '10000001': 5, '00000111': 3, '11010001': 6, '00100000': 4, '11101100': 5, '10010010': 4, '10111001': 4, '00101111': 9, '10110001': 2, '00011100': 4, '10101110': 3, '11101011': 5, '01001111': 6, 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'10000111': 3, '00110100': 3, '01100011': 3, '11110010': 3, '11111100': 7, '11100110': 3, '10001001': 5, '01101011': 3, '10011001': 8, '10111100': 3, '10011010': 4, '00010101': 2, '11000111': 5, '00111110': 3, '11111011': 4, '00000000': 4, '01111100': 1, '01000010': 5, '10000110': 8, '11111001': 5, '01110110': 7, '00010011': 3, '10111101': 3, '10100001': 3, '11110110': 3, '00010001': 4, '00100100': 9, '00000110': 2, '11011010': 1, '01011101': 4, '00010111': 8, '00010110': 6, '10011111': 1, '11001001': 3, '11111000': 5, '10110100': 5, '01111010': 5, '10101000': 5, '00001011': 1, '01001001': 4, '01001101': 3, '10101011': 5, '10010101': 6, '10100111': 2, '10011100': 7, '01111110': 2, '01100100': 3, '01011001': 3, '01111011': 3, '11100001': 6, '00100101': 5, '11000010': 4, '10110010': 1, '00111011': 6, '10100101': 6, '11001111': 6, '01011110': 6, '10110110': 5, '11111111': 5, '01001010': 6, '01100000': 5, '01111101': 5, '00001001': 7, '10000100': 4}, {'0110111011': 1, '0110101010': 1, 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'000010001100': 1, '001000100010': 1, '010000001110': 1, '010110011111': 1, '111111001000': 1, '000110000110': 1, '111010110101': 1, '010000100011': 1, '110011100001': 1, '111101000100': 2, '000110100110': 1, '011110111101': 1, '000011011000': 1, '001010010100': 1, '111000011000': 1, '111011101001': 1, '110101110100': 1, '000111100001': 1, '111001000001': 1, '000100110111': 1, '000011010110': 1, '011100101100': 1, '110100001001': 1, '101001100010': 1, '011000101111': 1, '110001000111': 1, '110101101001': 1, '010001110100': 2, '111000110011': 1, '001001101100': 1, '110110101000': 1, '011000101101': 2, '000010010101': 1, '100101100011': 1, '010111011000': 1, '001111011010': 1, '110000001100': 3, '010110001101': 2, '100110111101': 1, '101011001000': 1, '100100010010': 2, '111101001111': 2, '110110110111': 1, '111101010000': 1, '110010000000': 1, '000000010000': 2, '001101110010': 1, '100001101110': 1, '111111101011': 1, '001001100111': 2, '100000110111': 1, '010001010001': 1, '111001001000': 1, '000110111110': 2, '001110011110': 1, '101011010100': 1, '000010000111': 1, '010111011001': 1, '000111100010': 1, '110101111111': 1, '111000111110': 1, '110000001101': 2, '111100100011': 1, '000011111111': 1, '101110100010': 1, '110001000110': 1, '000000101001': 1, '010111110001': 1, '000010110111': 2, '001111000111': 1, '000000001101': 1, '101100100100': 1, '011101010011': 1, '100010110010': 1, '010000001100': 1, '101101111011': 2, '100000101101': 1, '100011010011': 2, '111100110010': 1, '110101110110': 1, '101010000001': 1, '010000011101': 1, '000011111001': 2, '111000011010': 1, '101111110011': 1, '111100010101': 1, '001111111101': 2, '111011111111': 1, '100001010101': 1, '001000001100': 1, '001111011000': 1, '000100001110': 1, '101010101010': 1, '001100000110': 1, '010110001000': 1, '000000010001': 1, '100110111100': 1, '001011110010': 1, '000001000101': 1, '010001100100': 1, '110101001011': 2, '100001000010': 2, '100110110000': 2, '011101110000': 1, 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'000001111001': 1, '111010111100': 1, '101010100010': 1, '101010110000': 1, '011000100101': 2, '110001111011': 1, '001000100111': 1, '101110101101': 2, '011111100010': 1, '101011010000': 1, '000001111000': 1, '100101101001': 1, '001001110100': 1, '111011011100': 1, '000100010001': 2, '000101110010': 2, '111111011011': 2, '010100111000': 1, '011010101011': 1, '100001001111': 2, '000000111011': 1, '011010001110': 1, '001011110100': 1, '100101011010': 1, '010111011010': 1, '101110010100': 1, '010111111000': 1, '010001000100': 1, '001001000011': 1, '100111010100': 1, '101100011011': 1, '001110000000': 1, '110111111111': 2, '001100101100': 1, '101111111001': 1, '111110001011': 1, '010011010010': 1, '100000100110': 1, '010101111101': 1, '111110010110': 1, '000010110010': 1, '110011111111': 1, '111000100001': 1, '101010001000': 1, '011111100110': 1, '000110010011': 1, '011101000011': 1, '011111101010': 1, '001110101100': 1, '000100001101': 1, '100110000110': 2, '001000111000': 1, '111011110000': 1, '001111100001': 1, '011000001111': 1, '110011011010': 1, '010000011010': 1, '001110100111': 1, '100010100101': 1, '001001101001': 1, '001100000100': 1, '101011101111': 1, '101010011101': 1, '010110011101': 1, '110110010011': 1, '111101110100': 1, '101110001110': 1, '110101111010': 1, '010100010111': 1, '011001010011': 2, '001001001100': 1, '101001011101': 1, '100100100100': 1, '100010111110': 1, '010011100101': 1, '101111101110': 1, '101010111011': 1, '011011111010': 1, '011101101101': 2, '000011101111': 1, '010101111000': 1, '000001010101': 1, '111000010000': 1, '111001000111': 1, '111010010010': 1, '011010000101': 1, '011100010110': 1, '110101100101': 1, '101000111110': 1, '101000101000': 1, '111100110100': 1, '101001110110': 1, '111110010011': 1, '100010011110': 1, '100000000010': 1, '010101101110': 2, '011101000110': 2, '100001101111': 1, '110101101011': 3, '110111010101': 3, '100111111101': 1, '101101010111': 1, '000001010010': 1, '001101100101': 2, '010100100101': 1, '001101101001': 1, '011010001011': 1, '000010001010': 1, '011001111101': 1, '000100001011': 1, '110011011011': 2, '100111110110': 1, '101111111011': 1, '110110000001': 2, '000111010110': 1, '001101010011': 1, '000101010111': 1, '010011001000': 1, '100110101100': 1, '111111010110': 1, '111001001101': 1, '101011011010': 2, '000011110000': 1, '011000100100': 1, '111100100101': 1, '100000010111': 1, '010110010001': 1, '000100100111': 1, '000110110010': 2, '100111010011': 1, '101111001000': 1, '001100010001': 2, '001001100011': 1, '000110000011': 1, '001001101011': 1, '101101011011': 1, '000000011010': 1, '100001100010': 1, '110110010111': 1, '100101101111': 1, '110110100000': 2, '111100011101': 1, '100110100101': 1, '000011011110': 1, '110110001101': 1, '000110100111': 1, '011101100111': 3, '011111010110': 2, '111000101011': 1, '110111101101': 1, '011010000111': 1, '101100101010': 1, '100011111010': 1, '111110100110': 1, '101101100100': 1, '100111111100': 1, '101101101100': 1, '011101110100': 1, '100101110100': 1, '001010110000': 1, '000111101010': 1, '110010111011': 1, '010010100100': 1, '000011001110': 1, '000011110001': 1, '001010000111': 1, '000110001011': 1, '001001110111': 1, '001111000110': 1, '000010100011': 1, '001111011111': 1, '100001010100': 1, '000100101110': 1, '011001001100': 1, '000011100100': 1, '011111110011': 1, '011100001001': 1, '100111101101': 1, '000010100110': 1, '010011001001': 1, '011011100110': 2, '110111001100': 1, '000111100100': 1, '011010110000': 1, '010110110010': 1, '100100001100': 1, '010101000110': 2, '001110000100': 1, '001110001001': 1, '111011110001': 2, '010111011110': 1, '001000001110': 1, '011001111001': 1, '111110111011': 1, '110011100101': 1, '011110011001': 1, '001011100101': 1, '111100011011': 1, '010000110011': 1, '101010000111': 1, '000010010110': 1, '000110111111': 1, '110000011110': 1, '100001101000': 1, '110000101110': 2, '010010110001': 1, '100111011100': 1, '010000000011': 1, '100111100001': 1, '011001101001': 1, '011010010001': 1, '011011000010': 1, '000000110011': 1, '101001111001': 1, '011001000010': 2, '111100100111': 1, '011101001101': 1, '111110110101': 2, '101110110001': 1, '010111000101': 1, '001010000011': 1, '110100100011': 1, '010011011000': 1, '001110001010': 1, '011001111011': 1, '010000110010': 1, '001111111110': 1, '101111011111': 1, '010011010101': 1, '010110010100': 1, '101011000100': 1, '010000011011': 1, '011101001001': 1, '001101000001': 1, '111101101101': 1, '100011011110': 1, '011011111111': 1, '011110011101': 1, '011010111100': 2, '101000101010': 1, '001011101111': 1, '111111010000': 1, '111110100001': 2, '011111000011': 2, '101001110010': 1, '110001011010': 1, '100101111000': 1, '010010101000': 1, '000110001110': 1, '010000100110': 1, '111100000001': 1, '001101110111': 1, '001101100000': 1, '000111011110': 1, '010100010010': 1, '100110110100': 1, '101110110010': 1, '010010001111': 1, '000011111100': 1, '010111011111': 1, '000011110111': 1, '011101010110': 2, '001000101100': 1, '111011100101': 1, '001100100001': 1, '011110101101': 1, '111100100010': 1, '011010011001': 1, '001111101101': 1, '010110110110': 2, '010010110100': 1, '111001001011': 1, '111011111101': 1, '000001011010': 2, '100100000000': 1, '110010001101': 1, '100110000111': 1, '001001110011': 1, '110011110011': 1, '011010110110': 3, '110010100100': 1, '101110111100': 1, '100111011010': 1, '110000000111': 1, '000000100011': 1, '001100010100': 3, '110011000010': 2, '100001100000': 1, '010110101010': 1, '010100100011': 2, '011001100010': 1, '110001001010': 1, '011010111101': 1, '111001110110': 1, '001100010101': 1, '001110010001': 1, '011110111000': 1, '111100111011': 1, '101111100011': 1, '001111100110': 2, '001010111100': 1, '000101000011': 2, '101110111111': 2, '111001110100': 1, '101100110000': 2, '011000001110': 1, '001010100011': 1, '011001101111': 2, '110101111110': 1, '101110011101': 1, '110001010001': 1, '111101011001': 2, '010011011010': 1, '011100010011': 1, '011001001010': 1, '000101000010': 2, '111110110110': 2, '000000000010': 1, '010111111100': 1, '000011000011': 2, '101011001001': 1, '001100010111': 2, '100101011001': 1, '111101001100': 2, '110110010100': 1, '010110000011': 1, '101100010011': 1, '001110100011': 1, '100110010111': 1, '011101111101': 1, '100001010111': 1, '010100101000': 1, '111111010101': 1, '011101000111': 4, '101101001010': 1, '110000111010': 2, '010100111001': 1, '100011111111': 1, '111000001111': 1, '111000001101': 1, '000101011000': 1, '011010001111': 2, '000001000001': 1, '100100011101': 1, '101111010101': 2, '101101000010': 1, '111100111000': 1, '100101010101': 1, '101111001001': 1, '001101001100': 1, '001111011001': 1, '001110101011': 1, '010101100001': 1, '110010110111': 1, '101110111010': 1, '001010110010': 1, '011011100010': 1, '011110101001': 1, '011011000110': 1, '100111000101': 1, '010011000001': 1, '110010100101': 1, '001000101001': 1, '010101101011': 1, '001011100000': 1, '110010111100': 1, '000000000001': 1, '010111010100': 1, '010111101010': 1, '011001001001': 1, '111111011000': 2, '111000110100': 1, '010101000100': 1, '001000000100': 1, '011011101100': 1, '011100011111': 1, '011010111011': 2, '110101101111': 1, '011111100111': 1, '100001100011': 1, '110010010010': 1, '110101001010': 1, '001001101101': 1, '010100001000': 1, '010100011110': 1, '011001001011': 1, '101101100001': 1, '100011010110': 1, '011101110001': 1, '001000000010': 1, '011010111110': 1, '111101010101': 1, '110011010110': 1, '011110000111': 1, '110110100111': 1, '001100101001': 1, '110000100000': 1, '001100001001': 1, '101101010001': 1, '100011011111': 1, '101010100001': 1, '001110111111': 1, '000100011100': 2, '001000110111': 1, '101111111010': 2, '100011010010': 1, '101101010011': 2, '100011101100': 1, '011001011111': 1, '100101000001': 1, '000001001101': 1, '000100101011': 1, '101100010000': 1, '101110110101': 1, '111011000111': 1, '010010011011': 1, '010110110000': 1, '010010110110': 1, '111110111110': 1, '100110101111': 1, '001000101111': 1, '010010110010': 1, '111011001100': 1, '100011001110': 1}]
--------------------
| 3dbee210-3ba3-41ac-9199-a23a5756e8ff: [{'11': 497, '00': 527}, {'0000': 535, '1111': 489}, {'111111': 520, '000000': 504}, {'11111111': 537, '00000000': 487}, {'0000000000': 513, '1111111111': 511}, {'111111111111': 524, '000000000000': 500}, {'11': 510, '00': 514}, {'0000': 513, '1111': 511}, {'000000': 545, '111111': 479}, {'00000000': 513, '11111111': 511}, {'1111111111': 523, '0000000000': 501}, {'111111111111': 512, '000000000000': 512}, {'00': 529, '11': 495}, {'0000': 526, '1111': 498}, {'000000': 534, '111111': 490}, {'11111111': 527, '00000000': 497}, {'1111111111': 514, '0000000000': 510}, {'111111111111': 494, '000000000000': 530}, {'11': 488, '00': 536}, {'0000': 517, '1111': 507}, {'000000': 521, '111111': 503}, {'00000000': 513, '11111111': 511}, {'1111111111': 499, '0000000000': 525}, {'111111111111': 524, '000000000000': 500}, {'00': 484, '11': 540}, {'0000': 520, '1111': 504}, {'000000': 507, '111111': 517}, {'00000000': 475, '11111111': 549}, {'0000000000': 502, '1111111111': 522}, {'111111111111': 520, '000000000000': 504}, {'11': 456, '00': 568}, {'0000': 511, '1111': 513}, {'000000': 500, '111111': 524}, {'00000000': 526, '11111111': 498}, {'0000000000': 515, '1111111111': 509}, {'111111111111': 483, '000000000000': 541}, {'11': 503, '00': 521}, {'1111': 515, '0000': 509}, {'000000': 507, '111111': 517}, {'11111111': 524, '00000000': 500}, {'1111111111': 503, '0000000000': 521}, {'000000000000': 488, '111111111111': 536}, {'11': 516, '00': 508}, {'0000': 469, '1111': 555}, {'111111': 521, '000000': 503}, {'00000000': 512, '11111111': 512}, {'1111111111': 518, '0000000000': 506}, {'111111111111': 494, '000000000000': 530}, {'11': 531, '00': 493}, {'1111': 501, '0000': 523}, {'000000': 520, '111111': 504}, {'00000000': 485, '11111111': 539}, {'0000000000': 507, '1111111111': 517}, {'111111111111': 517, '000000000000': 507}, {'11': 516, '00': 508}, {'0000': 539, '1111': 485}, {'111111': 474, '000000': 550}, {'00000000': 493, '11111111': 531}, {'1111111111': 496, '0000000000': 528}, {'000000000000': 548, '111111111111': 476}]
--------------------

e. Read exported multimanager data

multi_exps1_reades = experiment_workflow.multiRead(
    save_location=".",
    summoner_name="qurrium.waves_executer.001",
)

| Retrieve qurrium.waves_executer.001...
| at: qurrium.waves_executer.001

Post-Process Availablities and Version Info

from qurry.process import AVAIBILITY_STATESHEET

AVAIBILITY_STATESHEET

 | Qurrium version: 0.13.0
---------------------------------------------------------------------------
 ### Qurrium Post-Processing
   - Backend Availability ................... Python Cython Rust   JAX   
 - randomized_measure
   - entangled_entropy.entropy_core_2 ....... Yes    Depr.  Yes    No    
   - entangle_entropy.purity_cell_2 ......... Yes    Depr.  Yes    No    
   - entangled_entropy_v1.entropy_core ...... Yes    Depr.  Yes    No    
   - entangle_entropy_v1.purity_cell ........ Yes    Depr.  Yes    No    
   - wavefunction_overlap.echo_core_2 ....... Yes    Depr.  Yes    No    
   - wavefunction_overlap.echo_cell_2 ....... Yes    Depr.  Yes    No    
   - wavefunction_overlap_v1.echo_core ...... Yes    Depr.  Yes    No    
   - wavefunction_overlap_v1.echo_cell ...... Yes    Depr.  Yes    No    
 - hadamard_test
   - purity_echo_core ....................... Yes    No     Yes    No    
 - magnet_square
   - magnsq_core ............................ Yes    No     Yes    No    
 - string_operator
   - strop_core ............................. Yes    No     Yes    No    
 - classical_shadow
   - rho_m_core ............................. Yes    No     No     Yes   
 - utils
   - randomized ............................. Yes    Depr.  Yes    No    
   - counts_process ......................... Yes    No     Yes    No    
   - bit_slice .............................. Yes    No     Yes    No    
   - dummy .................................. Yes    No     Yes    No    
   - test ................................... Yes    No     Yes    No    
---------------------------------------------------------------------------
   + Yes ...... Working normally.
   + Error .... Exception occurred.
   + No ....... Not supported.
   + Depr. .... Deprecated.
---------------------------------------------------------------------------
by <Hoshi>