Update ops-related pbtxt files.

Change: 154711274

1 files changed, 1 insertions, 1 deletions

diff --git a/tensorflow/core/ops/ops.pbtxt b/tensorflow/core/ops/ops.pbtxt
index 630f255d0f..bd963a5266 100644
--- a/tensorflow/core/ops/ops.pbtxt
+++ b/tensorflow/core/ops/ops.pbtxt
@@ -19650,7 +19650,7 @@ op {
     minimum: 1
   }
   summary: "Distributed version of Stochastic Dual Coordinate Ascent (SDCA) optimizer for"
-  description: "linear models with L1 + L2 regularization. As global optimization objective is\nstrongly-convex, the optimizer optimizes the dual objective at each step. The\noptimizer applies each update one example at a time. Examples are sampled\nuniformly, and the optimizer is learning rate free and enjoys linear convergence\nrate.\n\nProximal Stochastic Dual Coordinate Ascent, Shalev-Shwartz, Shai; Zhang, Tong.\n2012 arXiv1211.2717S: http://arxiv.org/pdf/1211.2717v1.pdf\n\n  Loss objective = \\sum f_{i}(wx_{i}) + (l2 / 2) * |w|^2 + l1 * |w|\n\nAdding vs. Averaging in Distributed Primal-Dual Optimization.\nChenxin Ma, Virginia Smith, Martin Jaggi, Michael I. Jordan, Peter Richtarik,\nMartin Takac http://arxiv.org/abs/1502.03508\n\nStochastic Dual Coordinate Ascent with Adaptive Probabilities\nDominik Csiba, Zheng Qu, Peter Richtarik https://arxiv.org/abs/1502.08053"
+  description: "linear models with L1 + L2 regularization. As global optimization objective is\nstrongly-convex, the optimizer optimizes the dual objective at each step. The\noptimizer applies each update one example at a time. Examples are sampled\nuniformly, and the optimizer is learning rate free and enjoys linear convergence\nrate.\n\n[Proximal Stochastic Dual Coordinate Ascent](http://arxiv.org/pdf/1211.2717v1.pdf).<br>\nShai Shalev-Shwartz, Tong Zhang. 2012\n\n$$Loss Objective = \\sum f_{i} (wx_{i}) + (l2 / 2) * |w|^2 + l1 * |w|$$\n\n[Adding vs. Averaging in Distributed Primal-Dual Optimization](http://arxiv.org/abs/1502.03508).<br>\nChenxin Ma, Virginia Smith, Martin Jaggi, Michael I. Jordan,\nPeter Richtarik, Martin Takac. 2015\n\n[Stochastic Dual Coordinate Ascent with Adaptive Probabilities](https://arxiv.org/abs/1502.08053).<br>\nDominik Csiba, Zheng Qu, Peter Richtarik. 2015"
 }
 op {
   name: "SdcaShrinkL1"