From a38ecabc59dae5084b475405ce3bec82843347b3 Mon Sep 17 00:00:00 2001
From: sproblvem <sproblvem@gmail.com>
Date: Mon, 6 Nov 2017 15:58:21 +0800
Subject: [PATCH 1/3] Update README.md

add the arch image to readme
---
 README.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/README.md b/README.md
index 883e965..4d69fec 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,8 @@
 # tianshou
 Tianshou(天授) is a reinforcement learning platform.
+
+![alt text](https://github.com/sproblvem/tianshou/blob/master/docs/figures/tianshou_architecture.png "Architecture of tianshou")
+
 ## data
 TODO:
 

From d2e6c517ea57d3433f5dfbe4ed080dc2b167086f Mon Sep 17 00:00:00 2001
From: sproblvem <sproblvem@gmail.com>
Date: Mon, 6 Nov 2017 20:35:53 +0800
Subject: [PATCH 2/3] Update README.md

add potential bugs of leela.
---
 README.md | 24 ++++++++++++++++++++++++
 1 file changed, 24 insertions(+)

diff --git a/README.md b/README.md
index 4d69fec..78ce717 100644
--- a/README.md
+++ b/README.md
@@ -28,3 +28,27 @@ MCTS
 ## agent (optional)
 
 DQNAgent etc.
+
+Pontential Bugs:
+0. Wrong calculation of eval value
+UCTNode.cpp
+106     if (to_move == FastBoard::WHITE) {
+107         net_eval = 1.0f - net_eval;
+108     }
+
+309         if (tomove == FastBoard::WHITE) {
+310             score = 1.0f - score;
+311         }
+
+1. create children only on leaf node
+UCTSearch.cpp
+ 60     if (!node->has_children() && m_nodes < MAX_TREE_SIZE) {
+ 61         float eval;
+ 62         auto success = node->create_children(m_nodes, currstate, eval);
+ 63         if (success) {
+ 64             result = SearchResult(eval);
+ 65         }
+ 66     }
+
+
+

From 2bb02294df6b76ea902090e0726c2c1dfa734213 Mon Sep 17 00:00:00 2001
From: sproblvem <sproblvem@gmail.com>
Date: Mon, 6 Nov 2017 20:39:09 +0800
Subject: [PATCH 3/3] Update README.md

format modify
---
 README.md | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 78ce717..3bf198f 100644
--- a/README.md
+++ b/README.md
@@ -29,9 +29,12 @@ MCTS
 
 DQNAgent etc.
 
-Pontential Bugs:
+## Pontential Bugs:
+
 0. Wrong calculation of eval value
+
 UCTNode.cpp
+```
 106     if (to_move == FastBoard::WHITE) {
 107         net_eval = 1.0f - net_eval;
 108     }
@@ -39,9 +42,12 @@ UCTNode.cpp
 309         if (tomove == FastBoard::WHITE) {
 310             score = 1.0f - score;
 311         }
+```
 
 1. create children only on leaf node
+
 UCTSearch.cpp
+```
  60     if (!node->has_children() && m_nodes < MAX_TREE_SIZE) {
  61         float eval;
  62         auto success = node->create_children(m_nodes, currstate, eval);
@@ -49,6 +55,7 @@ UCTSearch.cpp
  64             result = SearchResult(eval);
  65         }
  66     }
+```