From 9ed4aaada40cf099002bf72d312ef328644ac71f Mon Sep 17 00:00:00 2001
From: xiaoting <31891223+tink2123@users.noreply.github.com>
Date: Wed, 8 May 2019 21:24:05 +0800
Subject: [PATCH] modified formula for Lrn (#17281)

* modified formula for lrn

test=develop

* modified api.spec

test=develop
---
 paddle/fluid/API.spec            | 2 +-
 paddle/fluid/operators/lrn_op.cc | 2 +-
 python/paddle/fluid/layers/nn.py | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/paddle/fluid/API.spec b/paddle/fluid/API.spec
index d5c00df555..8a1607954c 100644
--- a/paddle/fluid/API.spec
+++ b/paddle/fluid/API.spec
@@ -141,7 +141,7 @@ paddle.fluid.layers.reshape (ArgSpec(args=['x', 'shape', 'actual_shape', 'act',
 paddle.fluid.layers.squeeze (ArgSpec(args=['input', 'axes', 'name'], varargs=None, keywords=None, defaults=(None,)), ('document', '3229d06517f794e86ca3da14c38b1465'))
 paddle.fluid.layers.unsqueeze (ArgSpec(args=['input', 'axes', 'name'], varargs=None, keywords=None, defaults=(None,)), ('document', 'bbd62da391b1df984a1909d069a759b2'))
 paddle.fluid.layers.lod_reset (ArgSpec(args=['x', 'y', 'target_lod'], varargs=None, keywords=None, defaults=(None, None)), ('document', 'f122194c562bd674f6ecdccf33785f99'))
-paddle.fluid.layers.lrn (ArgSpec(args=['input', 'n', 'k', 'alpha', 'beta', 'name'], varargs=None, keywords=None, defaults=(5, 1.0, 0.0001, 0.75, None)), ('document', '0795e9940e42dcd62953514ff7e09f77'))
+paddle.fluid.layers.lrn (ArgSpec(args=['input', 'n', 'k', 'alpha', 'beta', 'name'], varargs=None, keywords=None, defaults=(5, 1.0, 0.0001, 0.75, None)), ('document', '330241f0bc57e9d16973ec322a6aef71'))
 paddle.fluid.layers.pad (ArgSpec(args=['x', 'paddings', 'pad_value', 'name'], varargs=None, keywords=None, defaults=(0.0, None)), ('document', '2f28153bdd2d5ea6f7bad5867bd03eeb'))
 paddle.fluid.layers.pad_constant_like (ArgSpec(args=['x', 'y', 'pad_value', 'name'], varargs=None, keywords=None, defaults=(0.0, None)), ('document', 'd2e1f45fef51b2c214e3f2aa8976c46c'))
 paddle.fluid.layers.label_smooth (ArgSpec(args=['label', 'prior_dist', 'epsilon', 'dtype', 'name'], varargs=None, keywords=None, defaults=(None, 0.1, 'float32', None)), ('document', '70c113658102a11cc5d8e3d45145737a'))
diff --git a/paddle/fluid/operators/lrn_op.cc b/paddle/fluid/operators/lrn_op.cc
index 06ac31b5f1..5ad94cfde9 100644
--- a/paddle/fluid/operators/lrn_op.cc
+++ b/paddle/fluid/operators/lrn_op.cc
@@ -242,7 +242,7 @@ The original formula is:
 
 $$
 Output(i, x, y) = Input(i, x, y) / \left(
-k + \alpha \sum\limits^{\min(C, c + n/2)}_{j = \max(0, c - n/2)}
+k + \alpha \sum\limits^{\min(C-1, i + n/2)}_{j = \max(0, i - n/2)}
 (Input(j, x, y))^2
 \right)^{\beta}
 $$
diff --git a/python/paddle/fluid/layers/nn.py b/python/paddle/fluid/layers/nn.py
index 69e260af1a..f897af5e77 100644
--- a/python/paddle/fluid/layers/nn.py
+++ b/python/paddle/fluid/layers/nn.py
@@ -6792,7 +6792,7 @@ def lrn(input, n=5, k=1.0, alpha=1e-4, beta=0.75, name=None):
 
     .. math::
 
-      Output(i, x, y) = Input(i, x, y) / \\left(k + \\alpha \\sum\\limits^{\\min(C, c + n/2)}_{j = \\max(0, c - n/2)}(Input(j, x, y))^2\\right)^{\\beta}
+      Output(i, x, y) = Input(i, x, y) / \\left(k + \\alpha \\sum\\limits^{\\min(C-1, i + n/2)}_{j = \\max(0, i - n/2)}(Input(j, x, y))^2\\right)^{\\beta}
 
     In the above equation:
 
-- 
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