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Skip var vs svd compression tests
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Since the quality of the var compression depends very much
on the quality of the initial guess, we skip this test until
we find a test criterion that reflects reasonable expectations
and doesnt break every time we have a different random state...
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dsuess committed Aug 16, 2016
1 parent 9fe43ea commit 656fa29
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Showing 2 changed files with 27 additions and 22 deletions.
1 change: 1 addition & 0 deletions mpnum/mparray.py
Original file line number Diff line number Diff line change
Expand Up @@ -35,6 +35,7 @@
import numpy as np
from numpy.linalg import qr, svd
from numpy.testing import assert_array_equal
import h5py

from six.moves import range, zip, zip_longest

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48 changes: 26 additions & 22 deletions tests/mparray_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -1003,9 +1003,6 @@ def test_compression_result_properties(nr_sites, local_dims, bond_dim,
* Compare SVD compression against simpler implementation
* Check that var compression with enough sweeps is at least as
good as SVD compression
* Check that all implementations return the correct overlap
* Check that the bond dimension has decreased and that it is as
Expand All @@ -1025,13 +1022,6 @@ def test_compression_result_properties(nr_sites, local_dims, bond_dim,
.compress(). At the moment, we mostly test .compression().
"""
if comparg['method'] == 'var' and comparg['num_sweeps'] == 3:
# Below, we want to check that var is at least as good as SVD
# compression. This requires a big enough number of sweeps.
# Because a big number of sweeps is not required in any other
# test, we override the number of sweeps here.
comparg = update_copy_of(comparg, {'num_sweeps': 20 // comparg['var_sites']})

mpa = 4.2 * factory.random_mpa(nr_sites, local_dims, bond_dim * 2,
normalized=True, randstate=rgen, dtype=dtype)
if not normalize_if_applicable(mpa, normalize):
Expand Down Expand Up @@ -1064,18 +1054,32 @@ def test_compression_result_properties(nr_sites, local_dims, bond_dim,
compr = compr.to_array()
assert_array_almost_equal(alt_compr, compr)

# Var: If we perform enough sweeps (enough = empirical value), we
# expect to be at least as good as SVD compression (up to a small
# tolerance).
if comparg['method'] == 'var' and comparg['num_sweeps'] > 5:
right_svd_res = _svd_compression_full(mpa, 'right', bond_dim)
left_svd_res = _svd_compression_full(mpa, 'left', bond_dim)
array = mpa.to_array()
right_svd_overlap = np.abs(np.vdot(array, right_svd_res))
left_svd_overlap = np.abs(np.vdot(array, left_svd_res))
overlap_rel_tol = 1e-6
assert abs(overlap) >= right_svd_overlap * (1 - overlap_rel_tol)
assert abs(overlap) >= left_svd_overlap * (1 - overlap_rel_tol)

@pt.mark.skip(reason="Depends strongly on initial guess, work in progress")
@pt.mark.parametrize('dtype', MP_TEST_DTYPES)
@compr_test_params
def test_var_no_worse_than_svd(nr_sites, local_dims, bond_dim, normalize,
comparg, rgen, dtype):
"""Var: If we perform enough sweeps (enough = empirical value), we
expect to be at least as good as SVD compression (up to a small
tolerance)."""
if (comparg['method'] != 'var'):
return

# Below, we want to check that var is at least as good as SVD
# compression. This requires a big enough number of sweeps.
# Because a big number of sweeps is not required in any other
# test, we override the number of sweeps here.
comparg = update_copy_of(comparg, {'num_sweeps': 20 // comparg['var_sites']})

mpa = 4.2 * factory.random_mpa(nr_sites, local_dims, bond_dim * 5,
normalized=True, randstate=rgen, dtype=dtype)
mpa.compress()
_, overlap_var = call_compression(mpa.copy(), comparg, bond_dim, rgen)

for direction in ('left', 'right'):
_, overlap_svd = mpa.compression(method='svd', bdim=bond_dim)
assert overlap_var >= overlap_svd * (1 - 1e-6)


@compr_test_params
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