1.完成mps态脚本,与原始qibojit结果比对确定bond demension和cut off值;2.更新了官方库;3.新大陆
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This commit is contained in:
2026-04-27 11:03:57 +08:00
parent c4a82614b3
commit 2c54840e7b
5 changed files with 133 additions and 40 deletions

2
.gitignore vendored
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@@ -2,7 +2,7 @@
__pycache__/
*.py[cod]
*$py.class
data/
# C extensions
*.so

93
benchmark_mps.py Normal file
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@@ -0,0 +1,93 @@
"""Benchmark: qibojit (reference) vs qibotn/quimb MPS, with error comparison."""
import time
import argparse
import numpy as np
import qibo
from qibo import Circuit, gates
def make_circuit(circuit_type, nqubits, nlayers=1):
c = Circuit(nqubits)
if circuit_type == "qft":
from qibo.models import QFT
return QFT(nqubits)
elif circuit_type == "variational":
for _ in range(nlayers):
for q in range(nqubits):
c.add(gates.RY(q, theta=np.random.uniform(0, 2 * np.pi)))
for q in range(0, nqubits - 1, 2):
c.add(gates.CZ(q, q + 1))
elif circuit_type == "ghz":
c.add(gates.H(0))
for q in range(nqubits - 1):
c.add(gates.CNOT(q, q + 1))
else:
raise ValueError(f"Unknown circuit: {circuit_type}")
return c
def run_qibojit(circuit):
qibo.set_backend("qibojit", platform="numba")
t0 = time.time()
result = circuit()
elapsed = time.time() - t0
sv = result.state()
return sv, elapsed
def run_quimb_mps(circuit, max_bond, svd_cutoff, optimizer):
qibo.set_backend("qibotn", platform="quimb")
b = qibo.get_backend()
b.configure_tn_simulation(ansatz="mps", max_bond_dimension=max_bond, svd_cutoff=svd_cutoff)
b.contractions_optimizer = optimizer
t0 = time.time()
result = b.execute_circuit(circuit, return_array=True)
elapsed = time.time() - t0
sv = result.state()
return sv, elapsed
def compare(sv_ref, sv_mps):
sv_ref = np.array(sv_ref).flatten()
sv_mps = np.array(sv_mps).flatten()
fidelity = abs(np.dot(sv_ref.conj(), sv_mps)) ** 2
l2_err = np.linalg.norm(sv_ref - sv_mps)
return fidelity, l2_err
def main():
parser = argparse.ArgumentParser()
parser.add_argument("--nqubits", type=int, default=10)
parser.add_argument("--circuit", type=str, default="ghz",
choices=["qft", "variational", "ghz"])
parser.add_argument("--nlayers", type=int, default=3)
parser.add_argument("--max-bond", type=int, default=None,
help="Max bond dimension for MPS (None = unlimited)")
parser.add_argument("--svd-cutoff", type=float, default=1e-6)
parser.add_argument("--optimizer", type=str, default="auto-hq")
args = parser.parse_args()
np.random.seed(42)
print(f"Circuit: {args.circuit}, nqubits={args.nqubits}, nlayers={args.nlayers}")
print(f"MPS config: max_bond={args.max_bond}, svd_cutoff={args.svd_cutoff}, optimizer={args.optimizer}")
circuit_ref = make_circuit(args.circuit, args.nqubits, args.nlayers)
sv_ref, t_ref = run_qibojit(circuit_ref)
print(f"\n[qibojit] time={t_ref:.4f}s")
circuit_mps = make_circuit(args.circuit, args.nqubits, args.nlayers)
try:
sv_mps, t_mps = run_quimb_mps(circuit_mps, args.max_bond, args.svd_cutoff, args.optimizer)
fidelity, l2_err = compare(sv_ref, sv_mps)
print(f"[quimb MPS] time={t_mps:.4f}s")
print(f"\nFidelity : {fidelity:.8f} (1=perfect)")
print(f"L2 error : {l2_err:.2e}")
print(f"Speedup : {t_ref/t_mps:.2f}x" if t_mps > 0 else "")
except Exception as e:
print(f"[quimb MPS] FAILED: {e}")
raise
if __name__ == "__main__":
main()

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@@ -1,35 +1,35 @@
@ECHO OFF
pushd %~dp0
REM Command file for Sphinx documentation
if "%SPHINXBUILD%" == "" (
set SPHINXBUILD=sphinx-build
)
set SOURCEDIR=source
set BUILDDIR=build
%SPHINXBUILD% >NUL 2>NUL
if errorlevel 9009 (
echo.
echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
echo.installed, then set the SPHINXBUILD environment variable to point
echo.to the full path of the 'sphinx-build' executable. Alternatively you
echo.may add the Sphinx directory to PATH.
echo.
echo.If you don't have Sphinx installed, grab it from
echo.https://www.sphinx-doc.org/
exit /b 1
)
if "%1" == "" goto help
%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
goto end
:help
%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
:end
popd
@ECHO OFF
pushd %~dp0
REM Command file for Sphinx documentation
if "%SPHINXBUILD%" == "" (
set SPHINXBUILD=sphinx-build
)
set SOURCEDIR=source
set BUILDDIR=build
%SPHINXBUILD% >NUL 2>NUL
if errorlevel 9009 (
echo.
echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
echo.installed, then set the SPHINXBUILD environment variable to point
echo.to the full path of the 'sphinx-build' executable. Alternatively you
echo.may add the Sphinx directory to PATH.
echo.
echo.If you don't have Sphinx installed, grab it from
echo.https://www.sphinx-doc.org/
exit /b 1
)
if "%1" == "" goto help
%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
goto end
:help
%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
:end
popd

6
poetry.lock generated
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@@ -1733,14 +1733,14 @@ files = [
[[package]]
name = "mako"
version = "1.3.10"
version = "1.3.11"
description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
optional = false
python-versions = ">=3.8"
groups = ["main"]
files = [
{file = "mako-1.3.10-py3-none-any.whl", hash = "sha256:baef24a52fc4fc514a0887ac600f9f1cff3d82c61d4d700a1fa84d597b88db59"},
{file = "mako-1.3.10.tar.gz", hash = "sha256:99579a6f39583fa7e5630a28c3c1f440e4e97a414b80372649c0ce338da2ea28"},
{file = "mako-1.3.11-py3-none-any.whl", hash = "sha256:e372c6e333cf004aa736a15f425087ec977e1fcbd2966aae7f17c8dc1da27a77"},
{file = "mako-1.3.11.tar.gz", hash = "sha256:071eb4ab4c5010443152255d77db7faa6ce5916f35226eb02dc34479b6858069"},
]
[package.dependencies]

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@@ -58,7 +58,7 @@ class TensorNetworkResult:
def state(self):
"""Return the statevector if the number of qubits is less than 20."""
if self.nqubits < 20:
if self.nqubits < 32:
return self.statevector
raise_error(
NotImplementedError,