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""" | ||
Distributions | ||
""" | ||
from .probability import ProbDistribution | ||
from .quasi import QuasiDistribution |
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# This code is part of Qiskit. | ||
# | ||
# (C) Copyright IBM 2022. | ||
# | ||
# This code is licensed under the Apache License, Version 2.0. You may | ||
# obtain a copy of this license in the LICENSE.txt file in the root directory | ||
# of this source tree or at http://www.apache.org/licenses/LICENSE-2.0. | ||
# | ||
# Any modifications or derivative works of this code must retain this | ||
# copyright notice, and modified files need to carry a notice indicating | ||
# that they have been altered from the originals. | ||
# pylint: disable=cyclic-import | ||
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"""Routines for computing expectation values from sampled distributions""" | ||
import numpy as np | ||
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# pylint: disable=import-error | ||
from qiskit._accelerate.sampled_exp_val import sampled_expval_float, sampled_expval_complex | ||
from qiskit.exceptions import QiskitError | ||
from .distributions import QuasiDistribution, ProbDistribution | ||
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# A list of valid diagonal operators | ||
OPERS = {"Z", "I", "0", "1"} | ||
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def sampled_expectation_value(dist, oper): | ||
"""Computes expectation value from a sampled distribution | ||
Note that passing a raw dict requires bit-string keys. | ||
Parameters: | ||
dist (Counts or QuasiDistribution or ProbDistribution or dict): Input sampled distribution | ||
oper (str or Pauli or PauliOp or PauliSumOp or SparsePauliOp): The operator for | ||
the observable | ||
Returns: | ||
float: The expectation value | ||
Raises: | ||
QiskitError: if the input distribution or operator is an invalid type | ||
""" | ||
from .counts import Counts | ||
from qiskit.quantum_info import Pauli, SparsePauliOp | ||
from qiskit.opflow import PauliOp, PauliSumOp | ||
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# This should be removed when these return bit-string keys | ||
if isinstance(dist, (QuasiDistribution, ProbDistribution)): | ||
dist = dist.binary_probabilities() | ||
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if not isinstance(dist, (Counts, dict)): | ||
raise QiskitError("Invalid input distribution type") | ||
if isinstance(oper, str): | ||
oper_strs = [oper.upper()] | ||
coeffs = np.asarray([1.0]) | ||
elif isinstance(oper, Pauli): | ||
oper_strs = [oper.to_label()] | ||
coeffs = np.asarray([1.0]) | ||
elif isinstance(oper, PauliOp): | ||
oper_strs = [oper.primitive.to_label()] | ||
coeffs = np.asarray([1.0]) | ||
elif isinstance(oper, PauliSumOp): | ||
spo = oper.primitive | ||
oper_strs = spo.paulis.to_labels() | ||
coeffs = np.asarray(spo.coeffs) * oper.coeff | ||
elif isinstance(oper, SparsePauliOp): | ||
oper_strs = oper.paulis.to_labels() | ||
coeffs = np.asarray(oper.coeffs) | ||
else: | ||
raise QiskitError("Invalid operator type") | ||
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# Do some validation here | ||
bitstring_len = len(next(iter(dist))) | ||
if any(len(op) != bitstring_len for op in oper_strs): | ||
raise QiskitError( | ||
f"One or more operators not same length ({bitstring_len}) as input bitstrings" | ||
) | ||
for op in oper_strs: | ||
if set(op).difference(OPERS): | ||
raise QiskitError(f"Input operator {op} is not diagonal") | ||
# Dispatch to Rust routines | ||
if coeffs.dtype == np.dtype(complex).type: | ||
return sampled_expval_complex(oper_strs, coeffs, dist) | ||
else: | ||
return sampled_expval_float(oper_strs, coeffs, dist) |
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