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authorNathan Cassereau <84033440+ncassereau-idris@users.noreply.github.com>2021-12-09 17:55:12 +0100
committerGitHub <noreply@github.com>2021-12-09 17:55:12 +0100
commitf8d871e8c6f15009f559ece6a12eb8d8891c60fb (patch)
tree9aa46b2fcc8046c6cddd8e9159a6f607dcf0e1e9 /ot/dr.py
parentb3dc68feac355fa94c4237f4ecad65edc9f7a7e8 (diff)
[MRG] Tensorflow backend & Benchmarker & Myst_parser (#316)
* First batch of tf methods (to be continued) * Second batch of method (yet to debug) * tensorflow for cpu * add tf requirement * pep8 + bug * small changes * attempt to solve pymanopt bug with tf2 * attempt #2 * attempt #3 * attempt 4 * docstring * correct pep8 violation introduced in merge conflicts resolution * attempt 5 * attempt 6 * just a random try * Revert "just a random try" This reverts commit 8223e768bfe33635549fb66cca2267514a60ebbf. * GPU tests for tensorflow * pep8 * attempt to solve issue with m2r2 * Remove transpose backend method * first draft of benchmarker (need to correct time measurement) * prettier bench table * Bitsize and prettier device methods * prettified table bench * Bug corrected (results were mixed up in the final table) * Better perf counter (for GPU support) * pep8 * EMD bench * solve bug if no GPU available * pep8 * warning about tensorflow numpy api being required in the backend.py docstring * Bug solve in backend docstring * not covering code which requires a GPU * Tensorflow gradients manipulation tested * Number of warmup runs is now customizable * typo * Remove some warnings while building docs * Change prettier_device to device_type in backend * Correct JAX mistakes preventing to see the CPU if a GPU is present * Attempt to solve JAX bug in case no GPU is found * Reworked benchmarks order and results storage & clear GPU after usage by benchmark * Add bench to backend docstring * better benchs * remove useless stuff * Better device_type * Now using MYST_PARSER and solving links issue in the README.md / online docs
Diffstat (limited to 'ot/dr.py')
-rw-r--r--ot/dr.py2
1 files changed, 2 insertions, 0 deletions
diff --git a/ot/dr.py b/ot/dr.py
index c2f51f8..1671ca0 100644
--- a/ot/dr.py
+++ b/ot/dr.py
@@ -16,6 +16,7 @@ Dimension reduction with OT
from scipy import linalg
import autograd.numpy as np
+from pymanopt.function import Autograd
from pymanopt.manifolds import Stiefel
from pymanopt import Problem
from pymanopt.solvers import SteepestDescent, TrustRegions
@@ -181,6 +182,7 @@ def wda(X, y, p=2, reg=1, k=10, solver=None, maxiter=100, verbose=0, P0=None, no
else:
regmean = np.ones((len(xc), len(xc)))
+ @Autograd
def cost(P):
# wda loss
loss_b = 0