From a73846dca2865cd2d8cc2f21d5525ab8f4177b7a Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 13:55:04 +0800
Subject: [PATCH 01/57] Create conf.py

---
 docs/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index d0d6f9a2..54bf121c 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -56,7 +56,7 @@ def copy_tree(src, tar):
 # npsphinx
 
 nbsphinx_thumbnails = {
-    'build/blitz/sif/sif': '_static/item_figure.png',
+    'build/blitz/sif/sif': '_static/sif.png',
     'build/blitz/sif/sif_addition': '_static/sif_addition.png',
     'build/blitz/utils/data': '_static/data.png',
     'build/blitz/formula/formula': '_static/formula.png',

From f15916528b2889b0cd733f2d6ddee2e7dca283f5 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 14:06:03 +0800
Subject: [PATCH 02/57] Add files via upload

---
 asset/_static/sif.png | Bin 0 -> 25344 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 asset/_static/sif.png

diff --git a/asset/_static/sif.png b/asset/_static/sif.png
new file mode 100644
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From d890696ca6be69c79256248e233cee88e91c3756 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 14:10:31 +0800
Subject: [PATCH 03/57] Delete sif.png

---
 asset/_static/sif.png | Bin 25344 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 asset/_static/sif.png

diff --git a/asset/_static/sif.png b/asset/_static/sif.png
deleted file mode 100644
index 395e34788c6029c3bfe85f28f66dc7e0159b871b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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From eff6864ec8d5710d055acb0f6c273e37b2c5dbbb Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 14:10:44 +0800
Subject: [PATCH 04/57] Add files via upload

---
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diff --git a/asset/_static/sif.png b/asset/_static/sif.png
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From 276d4319200237611661f6ead150a7dc06c94666 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 14:20:11 +0800
Subject: [PATCH 05/57] Create conf.py

---
 docs/source/conf.py | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 54bf121c..06411377 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -56,7 +56,7 @@ def copy_tree(src, tar):
 # npsphinx
 
 nbsphinx_thumbnails = {
-    'build/blitz/sif/sif': '_static/sif.png',
+    'build/blitz/sif/sif': '_static/item_figure.png',
     'build/blitz/sif/sif_addition': '_static/sif_addition.png',
     'build/blitz/utils/data': '_static/data.png',
     'build/blitz/formula/formula': '_static/formula.png',
@@ -64,8 +64,16 @@ def copy_tree(src, tar):
     'build/blitz/parse/parse': '_static/parse.png',
     'build/blitz/formula/formula': '_static/formula.png',
     'build/blitz/tokenizer/tokenizer': '_static/tokenizer.png',
-    'build/blitz/pretrain/prepare_dataset': '_static/prepare_dataset.jpg',
     'build/blitz/vectorization/i2v': '_static/i2v.png',
+    'build/blitz/pretrain/prepare_dataset': '_static/prepare_dataset.jpg',
+    'build/blitz/pretrain/gensim/d2v_bow_tfidf': '_static/d2v_bow_tfidf.png',
+    'build/blitz/pretrain/gensim/d2v_general': '_static/d2v_general.png',
+    'build/blitz/pretrain/gensim/d2v_stem_tf': '_static/d2v_stem_tf.png',
+    'build/blitz/pretrain/gensim/w2v_stem_text': '_static/w2v_stem_text.png',
+    'build/blitz/pretrain/gensim/w2v_stem_tf': '_static/w2v_stem_tf.png',
+    'build/blitz/pretrain/seg_token/d2v': '_static/d2v.png',
+    'build/blitz/pretrain/seg_token/d2v_d1': '_static/d2v_d1.png',
+    'build/blitz/pretrain/seg_token/d2v_d2': '_static/d2v_d2.png',
 }
 
 # Add any paths that contain templates here, relative to this directory.

From 39c8ce61210dc86f6d5ff672bc466ab6a2037279 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 14:34:03 +0800
Subject: [PATCH 06/57] Create conf.py

---
 docs/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 06411377..9d6a118b 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -56,7 +56,7 @@ def copy_tree(src, tar):
 # npsphinx
 
 nbsphinx_thumbnails = {
-    'build/blitz/sif/sif': '_static/item_figure.png',
+    'build/blitz/sif/sif': '_static/sif.png',
     'build/blitz/sif/sif_addition': '_static/sif_addition.png',
     'build/blitz/utils/data': '_static/data.png',
     'build/blitz/formula/formula': '_static/formula.png',

From 7127957e5fad1c945fbb173cf9c1ce989503560f Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 14:48:04 +0800
Subject: [PATCH 07/57] Create index.rst

---
 docs/source/tutorial/zh/index.rst | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/source/tutorial/zh/index.rst b/docs/source/tutorial/zh/index.rst
index 1b03d7d8..5e891111 100644
--- a/docs/source/tutorial/zh/index.rst
+++ b/docs/source/tutorial/zh/index.rst
@@ -146,5 +146,3 @@ seg_token例子
     :glob:
 
     d2v.ipynb  <../../build/blitz/pretrain/seg_token/d2v.ipynb>
-    d2v_d1  <../../build/blitz/pretrain/seg_token/d2v_d1.ipynb>
-    d2v_d2  <../../build/blitz/pretrain/seg_token/d2v_d2.ipynb>

From edc82060c26ad22906692ed1a11d475cab60b51a Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 14:48:58 +0800
Subject: [PATCH 08/57] Create index.rst

---
 docs/source/tutorial/zh/index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/index.rst b/docs/source/tutorial/zh/index.rst
index 5e891111..18ce7d4e 100644
--- a/docs/source/tutorial/zh/index.rst
+++ b/docs/source/tutorial/zh/index.rst
@@ -120,8 +120,8 @@ gensim模型d2v例子
     :name: rst2-gallery
     :glob:
 
-    d2v_bow_tfidf  <../../build/blitz/pretrain/gensim/d2v_bow_tfidf.ipynb>
     d2v_general  <../../build/blitz/pretrain/gensim/d2v_general.ipynb>
+    d2v_bow_tfidf  <../../build/blitz/pretrain/gensim/d2v_bow_tfidf.ipynb>
     d2v_stem_tf  <../../build/blitz/pretrain/gensim/d2v_stem_tf.ipynb>
 
 

From b119b308dcbb3f1872990352cf3a211839a28d30 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 16:42:50 +0800
Subject: [PATCH 09/57] Add files via upload

---
 asset/_static/d2v.png           | Bin 0 -> 6631 bytes
 asset/_static/d2v_bow_tfidf.png | Bin 0 -> 12422 bytes
 asset/_static/d2v_general.png   | Bin 0 -> 10254 bytes
 asset/_static/d2v_stem_tf.png   | Bin 0 -> 9898 bytes
 asset/_static/w2v_stem_text.png | Bin 0 -> 34879 bytes
 asset/_static/w2v_stem_tf.png   | Bin 0 -> 49486 bytes
 6 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 asset/_static/d2v.png
 create mode 100644 asset/_static/d2v_bow_tfidf.png
 create mode 100644 asset/_static/d2v_general.png
 create mode 100644 asset/_static/d2v_stem_tf.png
 create mode 100644 asset/_static/w2v_stem_text.png
 create mode 100644 asset/_static/w2v_stem_tf.png

diff --git a/asset/_static/d2v.png b/asset/_static/d2v.png
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Dr`}gL

literal 0
HcmV?d00001


From 949f9a29efd87554317cb7ba8d48206f1eab626c Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 16:49:24 +0800
Subject: [PATCH 10/57] Create parse.rst

---
 docs/source/tutorial/zh/parse.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/source/tutorial/zh/parse.rst b/docs/source/tutorial/zh/parse.rst
index e73f0075..9d6ea22e 100644
--- a/docs/source/tutorial/zh/parse.rst
+++ b/docs/source/tutorial/zh/parse.rst
@@ -28,6 +28,7 @@
 --------------------
 
 .. toctree::
+   :maxdepth: 1
    :titlesonly:
    
    文本语法结构解析 <parse/文本语法结构解析>

From f03b7e84e520a11b72b0055f1963c79fed0fb90b Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 16:50:00 +0800
Subject: [PATCH 11/57] Create parse.rst


From 912185553dbe287b61c97c3fc807447aa94dcedb Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 16:50:26 +0800
Subject: [PATCH 12/57] Create seg.rst

---
 docs/source/tutorial/zh/seg.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/source/tutorial/zh/seg.rst b/docs/source/tutorial/zh/seg.rst
index 8dc91196..9996dcee 100644
--- a/docs/source/tutorial/zh/seg.rst
+++ b/docs/source/tutorial/zh/seg.rst
@@ -18,6 +18,7 @@
 --------------------
 
 .. toctree::
+   :maxdepth: 1
    :titlesonly:
 
    语义成分分解 <seg/语义成分分解>

From 6c4e681e40b5773a89adc0f606d43ac0188b0139 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:05:38 +0800
Subject: [PATCH 13/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 98 ++++++++++++++++++++++++++++++++-
 1 file changed, 97 insertions(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index e80e31d5..0b3812eb 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -1 +1,97 @@
-.. mdinclude:: ../../../SIF4TI_CH.md
+标准测试项目格式
+=====================
+
+version: 0.2
+
+为了后续研究和使用的方便，我们需要一个统一的试题语法标准。
+
+语法规则
+-------------
+
+1. 题目文本中只允许出现中文字符、中英文标点和换行符。
+
+2. 使用 \$\SIFBlank\$ 替换横线，对于选择题中的括号使用 \$\SIFChoice\$ 替换。
+
+3. 图片 ID 以公式的形式嵌入文本中：`$\FigureID{ uuid }$` 或用 base64 编码表示，特别的，内容为公式的图片用`$\FormFigureID{ uuid }$`表示。
+
+4. 文本标注格式：统一用 `$\textf{item,CHAR_EN}$` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, biu}$ 表示 <u>***EduNLP***</u>
+
+5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 `$$` 之中。
+
+6. 分子式的录入标准暂且参考 [INCHI](https://zh.wikipedia.org/wiki/%E5%9B%BD%E9%99%85%E5%8C%96%E5%90%88%E7%89%A9%E6%A0%87%E8%AF%86)
+
+7. 目前对 latex 内部语法没有要求。
+
+::
+
+  1. Item -> CHARACTER|EN_PUN_LIST|CH_PUN_LIST|FORMULA|QUES_MARK
+  2. EN_PUN_LIST -> [',', '.', '?', '!', ':', ';', '\'', '\"', '(', ')', ' ','_','/','|','\\','<','>','[',']','-']
+  3. CH_PUN_LIST -> ['，', '。', '！', '？', '：','；', '‘', '’', '“', '”', '（', '）', ' ', '、','《','》','—','．']
+  4. FORMULA -> $latex formula$ | $\FormFigureID{UUID}$ | $\FormFigureBase64{BASE64}$
+  5. FIGURE -> $\FigureID{UUID}$ | $\FigureBase64{BASE64}$
+  6. UUID -> [a-zA-Z\-0-9]+
+  7. CHARACTER -> CHAR_EN | CHAR_CH
+  8. CHAR_EN -> [a-zA-Z]+
+  9. CHAR_CH -> [\u4e00-\u9fa5]+
+  10. DIGITAL -> [0-9]+
+  11. QUES_MARK -> $\SIFBlank$ | $\SIFChoice$
+
+
+注意事项
++++++++++++
+
+1. 保留字符与转义
+
+2. 数字
+
+3. 选空与填空
+
+4. 对于单个的数字或字符也需要添加 `$$`（目前能实现自动校验）
+
+5. latex 公式中尽量不出现中文：（`\text{这里出现中文}`）
+
+6. MySql 数据库导入数据时会自动忽略一个 `\`，所以录入的公式需要进一步处理为 `\\`
+
+示例
+-----------
+
+标准形式:
+
+1. `若$x,y$满足约束条件$\\left\\{\\begin{array}{c}2 x+y-2 \\leq 0 \\\\ x-y-1 \\geq 0 \\\\ y+1 \\geq 0\\end{array}\\right.$，则$z=x+7 y$的最大值$\\SIFUnderline$'`
+
+2. `已知函数$f(x)=|3 x+1|-2|x|$画出$y=f(x)$的图像求不等式$f(x)>f(x+1)$的解集$\\PictureID{3bf2ddf4-8af1-11eb-b750-b46bfc50aa29}$$\\PictureID{59b8bd14-8af1-11eb-93a5-b46bfc50aa29}$$\\PictureID{63118b3a-8b75-11eb-a5c0-b46bfc50aa29}$$\\PictureID{6a006179-8b76-11eb-b386-b46bfc50aa29}$$\\PictureID{088f15eb-8b7c-11eb-a86f-b46bfc50aa29}$`
+
+非标准形式：
+
+1. 字母、数字和数学符号连续混合出现：
+   例如：
+   `完成下面的2x2列联表，`
+   `（单位：m3）`
+   `则输出的n=`
+
+2. 特殊的数学符号没有用 latex 公式表示：
+   例如：
+   `命题中真命题的序号是 ①`
+   `AB是⊙O的直径，AC是⊙O的切线，BC交⊙O于点E．若D为AC的中点`
+
+3. 出现以 unicode 编码写成的字符
+   例如：`则$a$的取值范围是（\u3000\u3000）`
+
+
+Change Log
+------------------
+
+2021-05-18
+
+修改：
+
+1. 原用 \$\SIFUnderline\$ 和 \$\SIFBracket\$ 来替换填空题中的横线和选择题中的括号，现分别用 \$\SIFBlank\$ 和 \$\SIFChoice\$ 替换。 
+2. 原统一用`$\PictureID{ uuid }$`表示图片，现使用`$\FigureID{ uuid }$`，其中对于数据公式，用`$\FormFigureID{ uuid }$`来表示。
+
+2021-06-28 
+
+添加： 
+
+1. 注明 `$$` 之中不能出现换行符。 
+2. 添加文本标注格式说明。 
+

From 11e86272bece9cc925e49ee5d901739bd6c99a80 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:10:45 +0800
Subject: [PATCH 14/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 0b3812eb..d4ee73ec 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -18,22 +18,32 @@ version: 0.2
 
 5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 `$$` 之中。
 
-6. 分子式的录入标准暂且参考 [INCHI](https://zh.wikipedia.org/wiki/%E5%9B%BD%E9%99%85%E5%8C%96%E5%90%88%E7%89%A9%E6%A0%87%E8%AF%86)
+6. 分子式的录入标准暂且参考 `INCHI <https://zh.wikipedia.org/wiki/%E5%9B%BD%E9%99%85%E5%8C%96%E5%90%88%E7%89%A9%E6%A0%87%E8%AF%86>`_
 
 7. 目前对 latex 内部语法没有要求。
 
 ::
 
   1. Item -> CHARACTER|EN_PUN_LIST|CH_PUN_LIST|FORMULA|QUES_MARK
+  
   2. EN_PUN_LIST -> [',', '.', '?', '!', ':', ';', '\'', '\"', '(', ')', ' ','_','/','|','\\','<','>','[',']','-']
+  
   3. CH_PUN_LIST -> ['，', '。', '！', '？', '：','；', '‘', '’', '“', '”', '（', '）', ' ', '、','《','》','—','．']
+  
   4. FORMULA -> $latex formula$ | $\FormFigureID{UUID}$ | $\FormFigureBase64{BASE64}$
+  
   5. FIGURE -> $\FigureID{UUID}$ | $\FigureBase64{BASE64}$
+  
   6. UUID -> [a-zA-Z\-0-9]+
+  
   7. CHARACTER -> CHAR_EN | CHAR_CH
+  
   8. CHAR_EN -> [a-zA-Z]+
+  
   9. CHAR_CH -> [\u4e00-\u9fa5]+
+  
   10. DIGITAL -> [0-9]+
+  
   11. QUES_MARK -> $\SIFBlank$ | $\SIFChoice$
 
 

From 03c2e6c3be6d170f45ba7ac4439a4eab24802ffc Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:26:04 +0800
Subject: [PATCH 15/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 18 ++++++++++++++----
 1 file changed, 14 insertions(+), 4 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index d4ee73ec..e68b3c62 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -14,7 +14,7 @@ version: 0.2
 
 3. 图片 ID 以公式的形式嵌入文本中：`$\FigureID{ uuid }$` 或用 base64 编码表示，特别的，内容为公式的图片用`$\FormFigureID{ uuid }$`表示。
 
-4. 文本标注格式：统一用 `$\textf{item,CHAR_EN}$` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, biu}$ 表示 <u>***EduNLP***</u>
+4. 文本标注格式：统一用 `$\textf{item,CHAR_EN}$` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
 
 5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 `$$` 之中。
 
@@ -74,18 +74,26 @@ version: 0.2
 非标准形式：
 
 1. 字母、数字和数学符号连续混合出现：
+
    例如：
+   
    `完成下面的2x2列联表，`
+   
    `（单位：m3）`
+   
    `则输出的n=`
 
 2. 特殊的数学符号没有用 latex 公式表示：
+
    例如：
+   
    `命题中真命题的序号是 ①`
+   
    `AB是⊙O的直径，AC是⊙O的切线，BC交⊙O于点E．若D为AC的中点`
 
 3. 出现以 unicode 编码写成的字符
-   例如：`则$a$的取值范围是（\u3000\u3000）`
+
+   例如：`则$a$的取值范围是（\\u3000\\u3000）`
 
 
 Change Log
@@ -95,13 +103,15 @@ Change Log
 
 修改：
 
-1. 原用 \$\SIFUnderline\$ 和 \$\SIFBracket\$ 来替换填空题中的横线和选择题中的括号，现分别用 \$\SIFBlank\$ 和 \$\SIFChoice\$ 替换。 
-2. 原统一用`$\PictureID{ uuid }$`表示图片，现使用`$\FigureID{ uuid }$`，其中对于数据公式，用`$\FormFigureID{ uuid }$`来表示。
+1. 原用 \$\\SIFUnderline\$ 和 \$\\SIFBracket\$ 来替换填空题中的横线和选择题中的括号，现分别用 \$\\SIFBlank\$ 和 \$\\SIFChoice\$ 替换。 
+
+2. 原统一用`$\\PictureID{ uuid }$`表示图片，现使用`$\\FigureID{ uuid }$`，其中对于数据公式，用`$\\FormFigureID{ uuid }$`来表示。
 
 2021-06-28 
 
 添加： 
 
 1. 注明 `$$` 之中不能出现换行符。 
+
 2. 添加文本标注格式说明。 
 

From 6ef1df4878c8924a8cefdcdff9847c55150261b5 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:29:09 +0800
Subject: [PATCH 16/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index e68b3c62..429692d5 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -10,11 +10,11 @@ version: 0.2
 
 1. 题目文本中只允许出现中文字符、中英文标点和换行符。
 
-2. 使用 \$\SIFBlank\$ 替换横线，对于选择题中的括号使用 \$\SIFChoice\$ 替换。
+2. 使用 \$\SIFBlank\$ 替换横线，对于选择题中的括号使用 \$\\SIFChoice\$ 替换。
 
-3. 图片 ID 以公式的形式嵌入文本中：`$\FigureID{ uuid }$` 或用 base64 编码表示，特别的，内容为公式的图片用`$\FormFigureID{ uuid }$`表示。
+3. 图片 ID 以公式的形式嵌入文本中：`$\\FigureID{ uuid }$` 或用 base64 编码表示，特别的，内容为公式的图片用`$\\FormFigureID{ uuid }$`表示。
 
-4. 文本标注格式：统一用 `$\textf{item,CHAR_EN}$` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
+4. 文本标注格式：统一用 `$\\textf{item,CHAR_EN}$` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
 
 5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 `$$` 之中。
 
@@ -44,7 +44,7 @@ version: 0.2
   
   10. DIGITAL -> [0-9]+
   
-  11. QUES_MARK -> $\SIFBlank$ | $\SIFChoice$
+  11. QUES_MARK -> $\\SIFBlank$ | $\\SIFChoice$
 
 
 注意事项
@@ -58,7 +58,7 @@ version: 0.2
 
 4. 对于单个的数字或字符也需要添加 `$$`（目前能实现自动校验）
 
-5. latex 公式中尽量不出现中文：（`\text{这里出现中文}`）
+5. latex 公式中尽量不出现中文：（`\\text{这里出现中文}`）
 
 6. MySql 数据库导入数据时会自动忽略一个 `\`，所以录入的公式需要进一步处理为 `\\`
 

From 275f0a044f3a1a4c7b0e67351da2ee93433fb4e6 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:29:41 +0800
Subject: [PATCH 17/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 429692d5..a21e2d86 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -44,7 +44,7 @@ version: 0.2
   
   10. DIGITAL -> [0-9]+
   
-  11. QUES_MARK -> $\\SIFBlank$ | $\\SIFChoice$
+  11. QUES_MARK -> $\SIFBlank$ | $\SIFChoice$
 
 
 注意事项

From 6d6e02966aac621e7ac00b0ee28b481508aa3651 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:32:57 +0800
Subject: [PATCH 18/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 28 ++++++++++++++--------------
 1 file changed, 14 insertions(+), 14 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index a21e2d86..32204843 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -12,9 +12,9 @@ version: 0.2
 
 2. 使用 \$\SIFBlank\$ 替换横线，对于选择题中的括号使用 \$\\SIFChoice\$ 替换。
 
-3. 图片 ID 以公式的形式嵌入文本中：`$\\FigureID{ uuid }$` 或用 base64 编码表示，特别的，内容为公式的图片用`$\\FormFigureID{ uuid }$`表示。
+3. 图片 ID 以公式的形式嵌入文本中：``$\\FigureID{ uuid }$`` 或用 base64 编码表示，特别的，内容为公式的图片用``$\\FormFigureID{ uuid }$``表示。
 
-4. 文本标注格式：统一用 `$\\textf{item,CHAR_EN}$` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
+4. 文本标注格式：统一用 ``$\\textf{item,CHAR_EN}$`` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
 
 5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 `$$` 之中。
 
@@ -56,20 +56,20 @@ version: 0.2
 
 3. 选空与填空
 
-4. 对于单个的数字或字符也需要添加 `$$`（目前能实现自动校验）
+4. 对于单个的数字或字符也需要添加 ``$$``（目前能实现自动校验）
 
-5. latex 公式中尽量不出现中文：（`\\text{这里出现中文}`）
+5. latex 公式中尽量不出现中文：（``\\text{这里出现中文}``）
 
-6. MySql 数据库导入数据时会自动忽略一个 `\`，所以录入的公式需要进一步处理为 `\\`
+6. MySql 数据库导入数据时会自动忽略一个 ``\``，所以录入的公式需要进一步处理为 ``\\``
 
 示例
 -----------
 
 标准形式:
 
-1. `若$x,y$满足约束条件$\\left\\{\\begin{array}{c}2 x+y-2 \\leq 0 \\\\ x-y-1 \\geq 0 \\\\ y+1 \\geq 0\\end{array}\\right.$，则$z=x+7 y$的最大值$\\SIFUnderline$'`
+1. ``若$x,y$满足约束条件$\\left\\{\\begin{array}{c}2 x+y-2 \\leq 0 \\\\ x-y-1 \\geq 0 \\\\ y+1 \\geq 0\\end{array}\\right.$，则$z=x+7 y$的最大值$\\SIFUnderline$'``
 
-2. `已知函数$f(x)=|3 x+1|-2|x|$画出$y=f(x)$的图像求不等式$f(x)>f(x+1)$的解集$\\PictureID{3bf2ddf4-8af1-11eb-b750-b46bfc50aa29}$$\\PictureID{59b8bd14-8af1-11eb-93a5-b46bfc50aa29}$$\\PictureID{63118b3a-8b75-11eb-a5c0-b46bfc50aa29}$$\\PictureID{6a006179-8b76-11eb-b386-b46bfc50aa29}$$\\PictureID{088f15eb-8b7c-11eb-a86f-b46bfc50aa29}$`
+2. ``已知函数$f(x)=|3 x+1|-2|x|$画出$y=f(x)$的图像求不等式$f(x)>f(x+1)$的解集$\\PictureID{3bf2ddf4-8af1-11eb-b750-b46bfc50aa29}$$\\PictureID{59b8bd14-8af1-11eb-93a5-b46bfc50aa29}$$\\PictureID{63118b3a-8b75-11eb-a5c0-b46bfc50aa29}$$\\PictureID{6a006179-8b76-11eb-b386-b46bfc50aa29}$$\\PictureID{088f15eb-8b7c-11eb-a86f-b46bfc50aa29}$``
 
 非标准形式：
 
@@ -77,23 +77,23 @@ version: 0.2
 
    例如：
    
-   `完成下面的2x2列联表，`
+   ``完成下面的2x2列联表，``
    
-   `（单位：m3）`
+   ``（单位：m3）``
    
-   `则输出的n=`
+   ``则输出的n=``
 
 2. 特殊的数学符号没有用 latex 公式表示：
 
    例如：
    
-   `命题中真命题的序号是 ①`
+   ``命题中真命题的序号是 ①``
    
-   `AB是⊙O的直径，AC是⊙O的切线，BC交⊙O于点E．若D为AC的中点`
+   ``AB是⊙O的直径，AC是⊙O的切线，BC交⊙O于点E．若D为AC的中点``
 
 3. 出现以 unicode 编码写成的字符
 
-   例如：`则$a$的取值范围是（\\u3000\\u3000）`
+   例如：``则$a$的取值范围是（\u3000\u3000）``
 
 
 Change Log
@@ -111,7 +111,7 @@ Change Log
 
 添加： 
 
-1. 注明 `$$` 之中不能出现换行符。 
+1. 注明 ``$$`` 之中不能出现换行符。 
 
 2. 添加文本标注格式说明。 
 

From 1d4eb0d0db16f8678317f6c8f82ce115f2819b7c Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:34:51 +0800
Subject: [PATCH 19/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 18 ++++--------------
 1 file changed, 4 insertions(+), 14 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 32204843..7a42a262 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -10,13 +10,13 @@ version: 0.2
 
 1. 题目文本中只允许出现中文字符、中英文标点和换行符。
 
-2. 使用 \$\SIFBlank\$ 替换横线，对于选择题中的括号使用 \$\\SIFChoice\$ 替换。
+2. 使用 \$\SIFBlank\$ 替换横线，对于选择题中的括号使用 \$\SIFChoice\$ 替换。
 
-3. 图片 ID 以公式的形式嵌入文本中：``$\\FigureID{ uuid }$`` 或用 base64 编码表示，特别的，内容为公式的图片用``$\\FormFigureID{ uuid }$``表示。
+3. 图片 ID 以公式的形式嵌入文本中：``$\FigureID{ uuid }$`` 或用 base64 编码表示，特别的，内容为公式的图片用``$\FormFigureID{ uuid }$``表示。
 
-4. 文本标注格式：统一用 ``$\\textf{item,CHAR_EN}$`` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
+4. 文本标注格式：统一用 ``$\textf{item,CHAR_EN}$`` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
 
-5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 `$$` 之中。
+5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 ``$$`` 之中。
 
 6. 分子式的录入标准暂且参考 `INCHI <https://zh.wikipedia.org/wiki/%E5%9B%BD%E9%99%85%E5%8C%96%E5%90%88%E7%89%A9%E6%A0%87%E8%AF%86>`_
 
@@ -25,25 +25,15 @@ version: 0.2
 ::
 
   1. Item -> CHARACTER|EN_PUN_LIST|CH_PUN_LIST|FORMULA|QUES_MARK
-  
   2. EN_PUN_LIST -> [',', '.', '?', '!', ':', ';', '\'', '\"', '(', ')', ' ','_','/','|','\\','<','>','[',']','-']
-  
   3. CH_PUN_LIST -> ['，', '。', '！', '？', '：','；', '‘', '’', '“', '”', '（', '）', ' ', '、','《','》','—','．']
-  
   4. FORMULA -> $latex formula$ | $\FormFigureID{UUID}$ | $\FormFigureBase64{BASE64}$
-  
   5. FIGURE -> $\FigureID{UUID}$ | $\FigureBase64{BASE64}$
-  
   6. UUID -> [a-zA-Z\-0-9]+
-  
   7. CHARACTER -> CHAR_EN | CHAR_CH
-  
   8. CHAR_EN -> [a-zA-Z]+
-  
   9. CHAR_CH -> [\u4e00-\u9fa5]+
-  
   10. DIGITAL -> [0-9]+
-  
   11. QUES_MARK -> $\SIFBlank$ | $\SIFChoice$
 
 

From ba1febbd80afc556b023b5b006fdec7cd358a0c7 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:39:54 +0800
Subject: [PATCH 20/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 7a42a262..669308f9 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -93,9 +93,9 @@ Change Log
 
 修改：
 
-1. 原用 \$\\SIFUnderline\$ 和 \$\\SIFBracket\$ 来替换填空题中的横线和选择题中的括号，现分别用 \$\\SIFBlank\$ 和 \$\\SIFChoice\$ 替换。 
+1. 原用 \$\SIFUnderline\$ 和 \$\SIFBracket\$ 来替换填空题中的横线和选择题中的括号，现分别用 \$\SIFBlank\$ 和 \$\SIFChoice\$ 替换。 
 
-2. 原统一用`$\\PictureID{ uuid }$`表示图片，现使用`$\\FigureID{ uuid }$`，其中对于数据公式，用`$\\FormFigureID{ uuid }$`来表示。
+2. 原统一用``$\PictureID{ uuid }$``表示图片，现使用``$\FigureID{ uuid }$``，其中对于数据公式，用``$\\FormFigureID{ uuid }$``来表示。
 
 2021-06-28 
 

From ffb6e29101a7cb6ff737948244136346472a5c8d Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:44:45 +0800
Subject: [PATCH 21/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 48 +++++++++++++++------------------
 1 file changed, 22 insertions(+), 26 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 669308f9..a957777a 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -1,12 +1,12 @@
-标准测试项目格式
-=====================
+标准项目格式
+===============
 
 version: 0.2
 
 为了后续研究和使用的方便，我们需要一个统一的试题语法标准。
 
 语法规则
--------------
+-----------
 
 1. 题目文本中只允许出现中文字符、中英文标点和换行符。
 
@@ -16,7 +16,7 @@ version: 0.2
 
 4. 文本标注格式：统一用 ``$\textf{item,CHAR_EN}$`` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
 
-5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 ``$$`` 之中。
+5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 `$$` 之中。
 
 6. 分子式的录入标准暂且参考 `INCHI <https://zh.wikipedia.org/wiki/%E5%9B%BD%E9%99%85%E5%8C%96%E5%90%88%E7%89%A9%E6%A0%87%E8%AF%86>`_
 
@@ -38,7 +38,7 @@ version: 0.2
 
 
 注意事项
-+++++++++++
++++++++++++++++
 
 1. 保留字符与转义
 
@@ -48,12 +48,12 @@ version: 0.2
 
 4. 对于单个的数字或字符也需要添加 ``$$``（目前能实现自动校验）
 
-5. latex 公式中尽量不出现中文：（``\\text{这里出现中文}``）
+5. latex 公式中尽量不出现中文：（``\text{这里出现中文}``）
 
 6. MySql 数据库导入数据时会自动忽略一个 ``\``，所以录入的公式需要进一步处理为 ``\\``
 
 示例
------------
+-----------------
 
 标准形式:
 
@@ -65,40 +65,36 @@ version: 0.2
 
 1. 字母、数字和数学符号连续混合出现：
 
-   例如：
-   
-   ``完成下面的2x2列联表，``
-   
-   ``（单位：m3）``
-   
-   ``则输出的n=``
-
+    例如：
+    
+    ``完成下面的2x2列联表，``
+    ``（单位：m3）``
+    ``则输出的n=``
+    
 2. 特殊的数学符号没有用 latex 公式表示：
 
-   例如：
-   
-   ``命题中真命题的序号是 ①``
-   
-   ``AB是⊙O的直径，AC是⊙O的切线，BC交⊙O于点E．若D为AC的中点``
-
+    例如：
+    
+    ``命题中真命题的序号是 ①``
+    ``AB是⊙O的直径，AC是⊙O的切线，BC交⊙O于点E．若D为AC的中点``
+    
 3. 出现以 unicode 编码写成的字符
 
-   例如：``则$a$的取值范围是（\u3000\u3000）``
+    例如：``则$a$的取值范围是（\u3000\u3000）``
 
 
 Change Log
-------------------
+----------------
 
 2021-05-18
 
 修改：
-
 1. 原用 \$\SIFUnderline\$ 和 \$\SIFBracket\$ 来替换填空题中的横线和选择题中的括号，现分别用 \$\SIFBlank\$ 和 \$\SIFChoice\$ 替换。 
 
-2. 原统一用``$\PictureID{ uuid }$``表示图片，现使用``$\FigureID{ uuid }$``，其中对于数据公式，用``$\\FormFigureID{ uuid }$``来表示。
+2. 原统一用``$\PictureID{ uuid }$``表示图片，现使用``$\FigureID{ uuid }$``，其中对于数据公式，用``$\FormFigureID{ uuid }$``来表示。
 
 2021-06-28 
-
+  
 添加： 
 
 1. 注明 ``$$`` 之中不能出现换行符。 

From 57c9811be923eb8aeb9b4b778dc4d2962fb95778 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:46:00 +0800
Subject: [PATCH 22/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index a957777a..f07c8989 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -12,11 +12,11 @@ version: 0.2
 
 2. 使用 \$\SIFBlank\$ 替换横线，对于选择题中的括号使用 \$\SIFChoice\$ 替换。
 
-3. 图片 ID 以公式的形式嵌入文本中：``$\FigureID{ uuid }$`` 或用 base64 编码表示，特别的，内容为公式的图片用``$\FormFigureID{ uuid }$``表示。
+3. 图片 ID 以公式的形式嵌入文本中：``$\FigureID{ uuid }$`` 或用 base64 编码表示，特别的，内容为公式的图片用 ``$\FormFigureID{ uuid }$`` 表示。
 
 4. 文本标注格式：统一用 ``$\textf{item,CHAR_EN}$`` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
 
-5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 `$$` 之中。
+5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 ``$$`` 之中。
 
 6. 分子式的录入标准暂且参考 `INCHI <https://zh.wikipedia.org/wiki/%E5%9B%BD%E9%99%85%E5%8C%96%E5%90%88%E7%89%A9%E6%A0%87%E8%AF%86>`_
 

From d40a5614879a7307e64b590d3ad88c472a4a8f27 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:46:54 +0800
Subject: [PATCH 23/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index f07c8989..74d82b67 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -91,7 +91,7 @@ Change Log
 修改：
 1. 原用 \$\SIFUnderline\$ 和 \$\SIFBracket\$ 来替换填空题中的横线和选择题中的括号，现分别用 \$\SIFBlank\$ 和 \$\SIFChoice\$ 替换。 
 
-2. 原统一用``$\PictureID{ uuid }$``表示图片，现使用``$\FigureID{ uuid }$``，其中对于数据公式，用``$\FormFigureID{ uuid }$``来表示。
+2. 原统一用 ``$\PictureID{ uuid }$`` 表示图片，现使用 ``$\FigureID{ uuid }$`` ，其中对于数据公式，用 ``$\FormFigureID{ uuid }$`` 来表示。
 
 2021-06-28 
   

From 3c44eb49d9fb7b5510f58b8f6c78787ce7bb5342 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 17:47:39 +0800
Subject: [PATCH 24/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 74d82b67..7c963d64 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -14,7 +14,7 @@ version: 0.2
 
 3. 图片 ID 以公式的形式嵌入文本中：``$\FigureID{ uuid }$`` 或用 base64 编码表示，特别的，内容为公式的图片用 ``$\FormFigureID{ uuid }$`` 表示。
 
-4. 文本标注格式：统一用 ``$\textf{item,CHAR_EN}$`` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, bi}$ 表示 <u>***EduNLP***</u>
+4. 文本标注格式：统一用 ``$\textf{item,CHAR_EN}$`` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, bi}$ 表示  ***EduNLP*** 
 
 5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 ``$$`` 之中。
 
@@ -46,7 +46,7 @@ version: 0.2
 
 3. 选空与填空
 
-4. 对于单个的数字或字符也需要添加 ``$$``（目前能实现自动校验）
+4. 对于单个的数字或字符也需要添加 ``$$`` （目前能实现自动校验）
 
 5. latex 公式中尽量不出现中文：（``\text{这里出现中文}``）
 

From 9ee3a34dc9f72e916dcce3ee3db9db72f204ea2e Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 19:19:29 +0800
Subject: [PATCH 25/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 7c963d64..705e0c7f 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -14,7 +14,7 @@ version: 0.2
 
 3. 图片 ID 以公式的形式嵌入文本中：``$\FigureID{ uuid }$`` 或用 base64 编码表示，特别的，内容为公式的图片用 ``$\FormFigureID{ uuid }$`` 表示。
 
-4. 文本标注格式：统一用 ``$\textf{item,CHAR_EN}$`` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, bi}$ 表示  ***EduNLP*** 
+4. 文本标注格式：统一用 ``$\textf{item,CHAR_EN}$`` 表示，目前定义的有：b-加粗，i-斜体，u-下划线，w-下划波浪线，d-加点，t-标题。标注可以混用，按字母顺序排序，例如：$\textf{EduNLP, b}$ 表示  **EduNLP** 
 
 5. 其余诸如，英文字母、罗马字符、数字等数学符号一律需要使用 latex 格式表示，即嵌在 ``$$`` 之中。
 

From 845602430295716835891c3c5400502698e66e02 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 19:23:30 +0800
Subject: [PATCH 26/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 705e0c7f..baae5073 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -89,6 +89,7 @@ Change Log
 2021-05-18
 
 修改：
+
 1. 原用 \$\SIFUnderline\$ 和 \$\SIFBracket\$ 来替换填空题中的横线和选择题中的括号，现分别用 \$\SIFBlank\$ 和 \$\SIFChoice\$ 替换。 
 
 2. 原统一用 ``$\PictureID{ uuid }$`` 表示图片，现使用 ``$\FigureID{ uuid }$`` ，其中对于数据公式，用 ``$\FormFigureID{ uuid }$`` 来表示。

From 20aa1332223cde7c3b44a410d61c0e3290db1f35 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 19:29:33 +0800
Subject: [PATCH 27/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index baae5073..36715980 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -57,9 +57,11 @@ version: 0.2
 
 标准形式:
 
-1. ``若$x,y$满足约束条件$\\left\\{\\begin{array}{c}2 x+y-2 \\leq 0 \\\\ x-y-1 \\geq 0 \\\\ y+1 \\geq 0\\end{array}\\right.$，则$z=x+7 y$的最大值$\\SIFUnderline$'``
+::
 
-2. ``已知函数$f(x)=|3 x+1|-2|x|$画出$y=f(x)$的图像求不等式$f(x)>f(x+1)$的解集$\\PictureID{3bf2ddf4-8af1-11eb-b750-b46bfc50aa29}$$\\PictureID{59b8bd14-8af1-11eb-93a5-b46bfc50aa29}$$\\PictureID{63118b3a-8b75-11eb-a5c0-b46bfc50aa29}$$\\PictureID{6a006179-8b76-11eb-b386-b46bfc50aa29}$$\\PictureID{088f15eb-8b7c-11eb-a86f-b46bfc50aa29}$``
+  1. ``若$x,y$满足约束条件$\\left\\{\\begin{array}{c}2 x+y-2 \\leq 0 \\\\ x-y-1 \\geq 0 \\\\ y+1 \\geq 0\\end{array}\\right.$，则$z=x+7 y$的最大值$\\SIFUnderline$'``
+  
+  2. ``已知函数$f(x)=|3 x+1|-2|x|$画出$y=f(x)$的图像求不等式$f(x)>f(x+1)$的解集$\\PictureID{3bf2ddf4-8af1-11eb-b750-b46bfc50aa29}$$\\PictureID{59b8bd14-8af1-11eb-93a5-b46bfc50aa29}$$\\PictureID{63118b3a-8b75-11eb-a5c0-b46bfc50aa29}$$\\PictureID{6a006179-8b76-11eb-b386-b46bfc50aa29}$$\\PictureID{088f15eb-8b7c-11eb-a86f-b46bfc50aa29}$``
 
 非标准形式：
 

From 64898b69785aab5a0fb68214df914bd4233f8672 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 19:34:36 +0800
Subject: [PATCH 28/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 36715980..68b4d0b0 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -57,8 +57,6 @@ version: 0.2
 
 标准形式:
 
-::
-
   1. ``若$x,y$满足约束条件$\\left\\{\\begin{array}{c}2 x+y-2 \\leq 0 \\\\ x-y-1 \\geq 0 \\\\ y+1 \\geq 0\\end{array}\\right.$，则$z=x+7 y$的最大值$\\SIFUnderline$'``
   
   2. ``已知函数$f(x)=|3 x+1|-2|x|$画出$y=f(x)$的图像求不等式$f(x)>f(x+1)$的解集$\\PictureID{3bf2ddf4-8af1-11eb-b750-b46bfc50aa29}$$\\PictureID{59b8bd14-8af1-11eb-93a5-b46bfc50aa29}$$\\PictureID{63118b3a-8b75-11eb-a5c0-b46bfc50aa29}$$\\PictureID{6a006179-8b76-11eb-b386-b46bfc50aa29}$$\\PictureID{088f15eb-8b7c-11eb-a86f-b46bfc50aa29}$``

From 2668cf2b333d83f2014bb37e7283f4afd5edcf50 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 19:39:18 +0800
Subject: [PATCH 29/57] Create sif.rst

---
 docs/source/tutorial/zh/sif.rst | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/docs/source/tutorial/zh/sif.rst b/docs/source/tutorial/zh/sif.rst
index 68b4d0b0..0bb9f2ae 100644
--- a/docs/source/tutorial/zh/sif.rst
+++ b/docs/source/tutorial/zh/sif.rst
@@ -57,9 +57,11 @@ version: 0.2
 
 标准形式:
 
-  1. ``若$x,y$满足约束条件$\\left\\{\\begin{array}{c}2 x+y-2 \\leq 0 \\\\ x-y-1 \\geq 0 \\\\ y+1 \\geq 0\\end{array}\\right.$，则$z=x+7 y$的最大值$\\SIFUnderline$'``
-  
-  2. ``已知函数$f(x)=|3 x+1|-2|x|$画出$y=f(x)$的图像求不等式$f(x)>f(x+1)$的解集$\\PictureID{3bf2ddf4-8af1-11eb-b750-b46bfc50aa29}$$\\PictureID{59b8bd14-8af1-11eb-93a5-b46bfc50aa29}$$\\PictureID{63118b3a-8b75-11eb-a5c0-b46bfc50aa29}$$\\PictureID{6a006179-8b76-11eb-b386-b46bfc50aa29}$$\\PictureID{088f15eb-8b7c-11eb-a86f-b46bfc50aa29}$``
+::
+
+ 1. 若$x,y$满足约束条件$\\left\\{\\begin{array}{c}2 x+y-2 \\leq 0 \\\\ x-y-1 \\geq 0 \\\\ y+1 \\geq 0\\end{array}\\right.$，则$z=x+7 y$的最大值$\\SIFUnderline$'
+ 
+ 2. 已知函数$f(x)=|3 x+1|-2|x|$画出$y=f(x)$的图像求不等式$f(x)>f(x+1)$的解集$\\PictureID{3bf2ddf4-8af1-11eb-b750-b46bfc50aa29}$$\\PictureID{59b8bd14-8af1-11eb-93a5-b46bfc50aa29}$$\\PictureID{63118b3a-8b75-11eb-a5c0-b46bfc50aa29}$$\\PictureID{6a006179-8b76-11eb-b386-b46bfc50aa29}$$\\PictureID{088f15eb-8b7c-11eb-a86f-b46bfc50aa29}$
 
 非标准形式：
 
@@ -68,7 +70,9 @@ version: 0.2
     例如：
     
     ``完成下面的2x2列联表，``
+    
     ``（单位：m3）``
+    
     ``则输出的n=``
     
 2. 特殊的数学符号没有用 latex 公式表示：
@@ -76,6 +80,7 @@ version: 0.2
     例如：
     
     ``命题中真命题的序号是 ①``
+    
     ``AB是⊙O的直径，AC是⊙O的切线，BC交⊙O于点E．若D为AC的中点``
     
 3. 出现以 unicode 编码写成的字符

From 98988b9fcf553575c2b6a9a805b57ed89c4853f0 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 19:54:19 +0800
Subject: [PATCH 30/57] Add files via upload

---
 .../zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"        | 1 +
 "docs/source/tutorial/zh/tokenize/\345\210\206\345\217\245.rst"  | 1 +
 "docs/source/tutorial/zh/tokenize/\345\210\206\350\257\215.rst"  | 1 +
 3 files changed, 3 insertions(+)
 create mode 100644 "docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
 create mode 100644 "docs/source/tutorial/zh/tokenize/\345\210\206\345\217\245.rst"
 create mode 100644 "docs/source/tutorial/zh/tokenize/\345\210\206\350\257\215.rst"

diff --git "a/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst" "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
new file mode 100644
index 00000000..56a6051c
--- /dev/null
+++ "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
@@ -0,0 +1 @@
+1
\ No newline at end of file
diff --git "a/docs/source/tutorial/zh/tokenize/\345\210\206\345\217\245.rst" "b/docs/source/tutorial/zh/tokenize/\345\210\206\345\217\245.rst"
new file mode 100644
index 00000000..56a6051c
--- /dev/null
+++ "b/docs/source/tutorial/zh/tokenize/\345\210\206\345\217\245.rst"
@@ -0,0 +1 @@
+1
\ No newline at end of file
diff --git "a/docs/source/tutorial/zh/tokenize/\345\210\206\350\257\215.rst" "b/docs/source/tutorial/zh/tokenize/\345\210\206\350\257\215.rst"
new file mode 100644
index 00000000..56a6051c
--- /dev/null
+++ "b/docs/source/tutorial/zh/tokenize/\345\210\206\350\257\215.rst"
@@ -0,0 +1 @@
+1
\ No newline at end of file

From 90e120bae5132d9993e923deb30a4f85353c4af1 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:06:33 +0800
Subject: [PATCH 31/57] =?UTF-8?q?Create=20=E5=88=86=E8=AF=8D.rst?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../zh/tokenize/\345\210\206\350\257\215.rst" | 37 ++++++++++++++++++-
 1 file changed, 36 insertions(+), 1 deletion(-)

diff --git "a/docs/source/tutorial/zh/tokenize/\345\210\206\350\257\215.rst" "b/docs/source/tutorial/zh/tokenize/\345\210\206\350\257\215.rst"
index 56a6051c..ec75b0cd 100644
--- "a/docs/source/tutorial/zh/tokenize/\345\210\206\350\257\215.rst"
+++ "b/docs/source/tutorial/zh/tokenize/\345\210\206\350\257\215.rst"
@@ -1 +1,36 @@
-1
\ No newline at end of file
+分词
+-------
+
+词解析（text-tokenization）：一个句子（不含公式）是由若干“词”按顺序构成的，将一个句子切分为若干词的过程称为“词解析”。根据词的粒度大小，又可细分为“词组解析”和"单字解析"。
+
+::
+
+    - 词组解析 (word-tokenization)：每一个词组为一个“令牌”（token）。
+    
+    - 单字解析 (char-tokenization)：单个字符即为一个“令牌”（token）。
+    
+
+词解析分为两个主要步骤：
+
+1. 分词：  
+
+    - 词组解析：使用分词工具切分并提取题目文本中的词。本项目目前支持的分词工具有：`jieba`
+
+    - 单字解析：按字符划分。
+
+2. 筛选：过滤指定的停用词。   
+
+    本项目默认使用的停用词表：`[stopwords] <https://github.com/bigdata-ustc/EduNLP/blob/master/EduNLP/meta_data/sif_stopwords.txt>`_  
+    你也可以使用自己的停用词表，具体使用方法见下面的示例。
+
+Examples：
+
+::
+    
+    >>> text = "三角函数是基本初等函数之一"
+    >>> tokenize(text, granularity="word")
+    ['三角函数', '初等', '函数']
+    
+    >>> tokenize(text, granularity="char")
+    ['三', '角', '函', '数', '基', '初', '函', '数']
+    

From 6533fd4578d88be003505e28ebf26d0ab962af30 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:07:03 +0800
Subject: [PATCH 32/57] =?UTF-8?q?Create=20=E5=88=86=E5=8F=A5.rst?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../tutorial/zh/tokenize/\345\210\206\345\217\245.rst"       | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git "a/docs/source/tutorial/zh/tokenize/\345\210\206\345\217\245.rst" "b/docs/source/tutorial/zh/tokenize/\345\210\206\345\217\245.rst"
index 56a6051c..67cf5679 100644
--- "a/docs/source/tutorial/zh/tokenize/\345\210\206\345\217\245.rst"
+++ "b/docs/source/tutorial/zh/tokenize/\345\210\206\345\217\245.rst"
@@ -1 +1,4 @@
-1
\ No newline at end of file
+分句
+-------
+
+将较长的文档切分成若干句子的过程称为“分句”。每个句子为一个“令牌”（token）（待实现）。

From ec57a31850e97d19fb9c33ab232d806fb81d47e2 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:08:20 +0800
Subject: [PATCH 33/57] =?UTF-8?q?Create=20=E4=BB=A4=E7=89=8C=E5=8C=96.rst?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../\344\273\244\347\211\214\345\214\226.rst" | 30 ++++++++++++++++++-
 1 file changed, 29 insertions(+), 1 deletion(-)

diff --git "a/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst" "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
index 56a6051c..510499cd 100644
--- "a/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
+++ "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
@@ -1 +1,29 @@
-1
\ No newline at end of file
+令牌化
+-------
+即综合解析，将带公式的句子切分为若干标记的过程。每个标记为一个“令牌”（token）。
+我们提供了多种已经封装好的令牌化器供用户便捷调用，下面是一个示例:
+
+
+    Examples
+    ------------
+    >>> items = ["已知集合$A=\\left\\{x \\mid x^{2}-3 x-4<0\\right\\}, \\quad B=\\{-4,1,3,5\\}, \\quad$ 则 $A \\cap B=$"]
+    >>> tokenizer = TextTokenizer()
+    >>> tokens = tokenizer(items)
+    >>> next(tokens)  # doctest: +NORMALIZE_WHITESPACE
+    ['已知', '集合', 'A', '=', '\\left', '\\{', 'x', '\\mid', 'x', '^', '{', '2', '}', '-', '3', 'x', '-', '4', '<',
+    '0', '\\right', '\\}', ',', '\\quad', 'B', '=', '\\{', '-', '4', ',', '1', ',', '3', ',', '5', '\\}', ',',
+    '\\quad', 'A', '\\cap', 'B', '=']
+
+
+
+
+
+通过查看"./EduNLP/Tokenizer/tokenizer.py"及"./EduNLP/Pretrain/gensim_vec.py"可以查看更多令牌化器，下面是一个完整的令牌化器列表
+
+.. toctree::
+  :maxdepth: 1
+  :titlesonly:
+
+  tokenization/TextTokenizer
+  tokenization/GensimSegTokenizer
+  tokenization/GensimWordTokenizer

From f964054ec5bef214a805076ef5980aad04108088 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:08:45 +0800
Subject: [PATCH 34/57] =?UTF-8?q?Create=20=E4=BB=A4=E7=89=8C=E5=8C=96.rst?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"      | 3 ---
 1 file changed, 3 deletions(-)

diff --git "a/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst" "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
index 510499cd..120ebc37 100644
--- "a/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
+++ "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
@@ -3,7 +3,6 @@
 即综合解析，将带公式的句子切分为若干标记的过程。每个标记为一个“令牌”（token）。
 我们提供了多种已经封装好的令牌化器供用户便捷调用，下面是一个示例:
 
-
     Examples
     ------------
     >>> items = ["已知集合$A=\\left\\{x \\mid x^{2}-3 x-4<0\\right\\}, \\quad B=\\{-4,1,3,5\\}, \\quad$ 则 $A \\cap B=$"]
@@ -16,8 +15,6 @@
 
 
 
-
-
 通过查看"./EduNLP/Tokenizer/tokenizer.py"及"./EduNLP/Pretrain/gensim_vec.py"可以查看更多令牌化器，下面是一个完整的令牌化器列表
 
 .. toctree::

From 824fe9293d988fb6bf7138780de6ac9d9639dcae Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:09:16 +0800
Subject: [PATCH 35/57] =?UTF-8?q?Create=20=E4=BB=A4=E7=89=8C=E5=8C=96.rst?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"   | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git "a/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst" "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
index 120ebc37..928d3acc 100644
--- "a/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
+++ "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
@@ -3,8 +3,10 @@
 即综合解析，将带公式的句子切分为若干标记的过程。每个标记为一个“令牌”（token）。
 我们提供了多种已经封装好的令牌化器供用户便捷调用，下面是一个示例:
 
-    Examples
-    ------------
+Examples
+    
+::
+
     >>> items = ["已知集合$A=\\left\\{x \\mid x^{2}-3 x-4<0\\right\\}, \\quad B=\\{-4,1,3,5\\}, \\quad$ 则 $A \\cap B=$"]
     >>> tokenizer = TextTokenizer()
     >>> tokens = tokenizer(items)

From fad5a721cbf9e6b0df501db4359b64867d335337 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:10:09 +0800
Subject: [PATCH 36/57] =?UTF-8?q?Create=20=E4=BB=A4=E7=89=8C=E5=8C=96.rst?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"   | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git "a/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst" "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
index 928d3acc..9782bece 100644
--- "a/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
+++ "b/docs/source/tutorial/zh/tokenize/\344\273\244\347\211\214\345\214\226.rst"
@@ -23,6 +23,6 @@ Examples
   :maxdepth: 1
   :titlesonly:
 
-  tokenization/TextTokenizer
-  tokenization/GensimSegTokenizer
-  tokenization/GensimWordTokenizer
+  ../tokenization/TextTokenizer
+  ../tokenization/GensimSegTokenizer
+  ../tokenization/GensimWordTokenizer

From 415b2640c04f7ea68ecf085ad66f610c27b12521 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:11:58 +0800
Subject: [PATCH 37/57] Create tokenize.rst

---
 docs/source/tutorial/zh/tokenize.rst | 81 ++++------------------------
 1 file changed, 10 insertions(+), 71 deletions(-)

diff --git a/docs/source/tutorial/zh/tokenize.rst b/docs/source/tutorial/zh/tokenize.rst
index 83a9e8e4..0ba90ad0 100644
--- a/docs/source/tutorial/zh/tokenize.rst
+++ b/docs/source/tutorial/zh/tokenize.rst
@@ -10,80 +10,19 @@
 
 * 资源级别：令牌化
 
-分词
--------
+本模块提供题目文本的令牌化解析（Tokenization），将题目转换成令牌序列，方便后续向量化表征试题。
 
-词解析（text-tokenization）：一个句子（不含公式）是由若干“词”按顺序构成的，将一个句子切分为若干词的过程称为“词解析”。根据词的粒度大小，又可细分为“词组解析”和"单字解析"。
-
-::
-
-    - 词组解析 (word-tokenization)：每一个词组为一个“令牌”（token）。
-    
-    - 单字解析 (char-tokenization)：单个字符即为一个“令牌”（token）。
-    
-
-词解析分为两个主要步骤：
-
-1. 分词：  
-
-    - 词组解析：使用分词工具切分并提取题目文本中的词。本项目目前支持的分词工具有：`jieba`
-
-    - 单字解析：按字符划分。
-
-2. 筛选：过滤指定的停用词。   
-
-    本项目默认使用的停用词表：`[stopwords] <https://github.com/bigdata-ustc/EduNLP/blob/master/EduNLP/meta_data/sif_stopwords.txt>`_  
-    你也可以使用自己的停用词表，具体使用方法见下面的示例。
-
-Examples：
-
-::
-    
-    >>> text = "三角函数是基本初等函数之一"
-    >>> tokenize(text, granularity="word")
-    ['三角函数', '初等', '函数']
-    
-    >>> tokenize(text, granularity="char")
-    ['三', '角', '函', '数', '基', '初', '函', '数']
-    
-
-对切片后的item中的各个元素进行分词，提供深度选项，可以按照需求选择所有地方切分或者在部分标签处切分（比如\SIFSep、\SIFTag处）；对标签添加的位置也可以进行选择，可以在头尾处添加或仅在头或尾处添加。
+在进入此模块前需要先后将item经过 :doc:`语法解析 <parse>`和 :doc:`成分分解 <seg>` 处理，之后对切片后的item中的各个元素进行分词，提供深度选项，可以按照需求选择所有地方切分或者在部分标签处切分（比如\SIFSep、\SIFTag处）；对标签添加的位置也可以进行选择，可以在头尾处添加或仅在头或尾处添加。
 
 具有两种模式，一种是linear模式，用于对文本进行处理（使用jieba库进行分词）；一种是ast模式，用于对公式进行解析。
 
-分句
--------
-
-将较长的文档切分成若干句子的过程称为“分句”。每个句子为一个“令牌”（token）（待实现）。
-
-
-令牌化
--------
-即综合解析，将带公式的句子切分为若干标记的过程。每个标记为一个“令牌”（token）。
-我们提供了多种已经封装好的令牌化器供用户便捷调用，下面是一个示例:
-
-
-    Examples
-    ------------
-    >>> items = ["已知集合$A=\\left\\{x \\mid x^{2}-3 x-4<0\\right\\}, \\quad B=\\{-4,1,3,5\\}, \\quad$ 则 $A \\cap B=$"]
-    >>> tokenizer = TextTokenizer()
-    >>> tokens = tokenizer(items)
-    >>> next(tokens)  # doctest: +NORMALIZE_WHITESPACE
-    ['已知', '集合', 'A', '=', '\\left', '\\{', 'x', '\\mid', 'x', '^', '{', '2', '}', '-', '3', 'x', '-', '4', '<',
-    '0', '\\right', '\\}', ',', '\\quad', 'B', '=', '\\{', '-', '4', ',', '1', ',', '3', ',', '5', '\\}', ',',
-    '\\quad', 'A', '\\cap', 'B', '=']
-
-
-
-
-
-通过查看"./EduNLP/Tokenizer/tokenizer.py"及"./EduNLP/Pretrain/gensim_vec.py"可以查看更多令牌化器，下面是一个完整的令牌化器列表
+学习路线图
+--------------------
 
 .. toctree::
-  :maxdepth: 1
-  :titlesonly:
-
-  tokenization/TextTokenizer
-  tokenization/GensimSegTokenizer
-  tokenization/GensimWordTokenizer
-
+   :maxdepth: 1
+   :titlesonly:
+   
+   分词 <tokenize/分词>
+   分句 <tokenize/分句>
+   令牌化 <tokenize/令牌化>

From 8011eb45eb2e2e4f2e06c1d1d260c01d8411ccd4 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:12:42 +0800
Subject: [PATCH 38/57] Create tokenize.rst

---
 docs/source/tutorial/zh/tokenize.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/tokenize.rst b/docs/source/tutorial/zh/tokenize.rst
index 0ba90ad0..e4aa393d 100644
--- a/docs/source/tutorial/zh/tokenize.rst
+++ b/docs/source/tutorial/zh/tokenize.rst
@@ -12,7 +12,7 @@
 
 本模块提供题目文本的令牌化解析（Tokenization），将题目转换成令牌序列，方便后续向量化表征试题。
 
-在进入此模块前需要先后将item经过 :doc:`语法解析 <parse>`和 :doc:`成分分解 <seg>` 处理，之后对切片后的item中的各个元素进行分词，提供深度选项，可以按照需求选择所有地方切分或者在部分标签处切分（比如\SIFSep、\SIFTag处）；对标签添加的位置也可以进行选择，可以在头尾处添加或仅在头或尾处添加。
+在进入此模块前需要先后将item经过 `语法解析 <parse>`_ 和 `成分分解 <seg>`_ 处理，之后对切片后的item中的各个元素进行分词，提供深度选项，可以按照需求选择所有地方切分或者在部分标签处切分（比如\SIFSep、\SIFTag处）；对标签添加的位置也可以进行选择，可以在头尾处添加或仅在头或尾处添加。
 
 具有两种模式，一种是linear模式，用于对文本进行处理（使用jieba库进行分词）；一种是ast模式，用于对公式进行解析。
 

From 7f7d05fec68fd20a0020d4c6cf392c995d32058a Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:13:34 +0800
Subject: [PATCH 39/57] Create tokenize.rst

---
 docs/source/tutorial/zh/tokenize.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/tokenize.rst b/docs/source/tutorial/zh/tokenize.rst
index e4aa393d..ce719757 100644
--- a/docs/source/tutorial/zh/tokenize.rst
+++ b/docs/source/tutorial/zh/tokenize.rst
@@ -12,7 +12,7 @@
 
 本模块提供题目文本的令牌化解析（Tokenization），将题目转换成令牌序列，方便后续向量化表征试题。
 
-在进入此模块前需要先后将item经过 `语法解析 <parse>`_ 和 `成分分解 <seg>`_ 处理，之后对切片后的item中的各个元素进行分词，提供深度选项，可以按照需求选择所有地方切分或者在部分标签处切分（比如\SIFSep、\SIFTag处）；对标签添加的位置也可以进行选择，可以在头尾处添加或仅在头或尾处添加。
+在进入此模块前需要先后将item经过 `语法解析 <parse.rst>`_ 和 `成分分解 <seg.rst>`_ 处理，之后对切片后的item中的各个元素进行分词，提供深度选项，可以按照需求选择所有地方切分或者在部分标签处切分（比如\SIFSep、\SIFTag处）；对标签添加的位置也可以进行选择，可以在头尾处添加或仅在头或尾处添加。
 
 具有两种模式，一种是linear模式，用于对文本进行处理（使用jieba库进行分词）；一种是ast模式，用于对公式进行解析。
 

From 7677c942fd4c24cd9f42b0f9d71b3d749f2d5e61 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:22:00 +0800
Subject: [PATCH 40/57] Add files via upload

---
 ...\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" | 1 +
 ...\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" | 1 +
 2 files changed, 2 insertions(+)
 create mode 100644 "docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
 create mode 100644 "docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"

diff --git "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
new file mode 100644
index 00000000..56a6051c
--- /dev/null
+++ "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
@@ -0,0 +1 @@
+1
\ No newline at end of file
diff --git "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
new file mode 100644
index 00000000..56a6051c
--- /dev/null
+++ "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
@@ -0,0 +1 @@
+1
\ No newline at end of file

From b4fc76841472962bf2a4bfca43acd2f30223f3b7 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:23:08 +0800
Subject: [PATCH 41/57] =?UTF-8?q?Create=20=E4=B8=8D=E4=BD=BF=E7=94=A8?=
 =?UTF-8?q?=E9=A2=84=E8=AE=AD=E7=BB=83=E6=A8=A1=E5=9E=8B.txt?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 ...5\347\273\203\346\250\241\345\236\213.txt" | 24 ++++++++++++++++++-
 1 file changed, 23 insertions(+), 1 deletion(-)

diff --git "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
index 56a6051c..f60f0c42 100644
--- "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
+++ "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
@@ -1 +1,23 @@
-1
\ No newline at end of file
+不使用预训练模型:直接调用D2V
+------------------------------------
+
+使用自己提供的任一预训练模型（给出模型存放路径即可）将给定的题目文本转成向量。
+
+
+* 优点：可以使用自己的模型，另可调整训练参数，灵活性强。
+
+
+处理的具体流程
+++++++++++++++++++++
+
+1.调用get_tokenizer函数，得到经过分词后的结果；
+
+2.调用T2V模块，根据需要选择是否使用预训练的t2v模型
+
+Examples：
+
+::
+
+  >>> model_path = "../test_model/test_gensim_luna_stem_tf_d2v_256.bin"
+  >>> i2v = D2V("text","d2v",filepath=model_path, pretrained_t2v = False)
+  >>> i2v(item)

From 5feda19c62b89f36f47a01ce65aab4e62ca16b47 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:23:21 +0800
Subject: [PATCH 42/57] =?UTF-8?q?Create=20=E4=B8=8D=E4=BD=BF=E7=94=A8?=
 =?UTF-8?q?=E9=A2=84=E8=AE=AD=E7=BB=83=E6=A8=A1=E5=9E=8B.txt?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 ...\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" | 1 -
 1 file changed, 1 deletion(-)

diff --git "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
index f60f0c42..5a26588f 100644
--- "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
+++ "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
@@ -3,7 +3,6 @@
 
 使用自己提供的任一预训练模型（给出模型存放路径即可）将给定的题目文本转成向量。
 
-
 * 优点：可以使用自己的模型，另可调整训练参数，灵活性强。
 
 

From a32a7cd61fd54e8e7871b7e432d7db4010cc702e Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:24:26 +0800
Subject: [PATCH 43/57] =?UTF-8?q?Create=20=E4=BD=BF=E7=94=A8=E9=A2=84?=
 =?UTF-8?q?=E8=AE=AD=E7=BB=83=E6=A8=A1=E5=9E=8B.txt?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 ...5\347\273\203\346\250\241\345\236\213.txt" | 42 ++++++++++++++++++-
 1 file changed, 41 insertions(+), 1 deletion(-)

diff --git "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
index 56a6051c..93d7a00b 100644
--- "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
+++ "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
@@ -1 +1,41 @@
-1
\ No newline at end of file
+使用预训练模型：直接调用get_pretrained_i2v
+---------------------------------------------
+
+使用 EduNLP 项目组给定的预训练模型将给定的题目文本转成向量。
+
+* 优点：简单方便。
+
+* 缺点：只能使用项目中给定的模型，局限性较大。
+
+* 调用此函数即可获得相应的预训练模型，目前提供以下的预训练模型：d2v_all_256、d2v_sci_256、d2v_eng_256、d2v_lit_256
+
+模型选择与使用
+##################
+
+根据题目所属学科选择预训练模型：
+
++--------------------+------------------------+
+|    预训练模型名称  | 模型训练数据的所属学科 |
++====================+========================+
+|    d2v_all_256     |        全学科          |
++--------------------+------------------------+
+|    d2v_sci_256     |         理科           |
++--------------------+------------------------+
+|    d2v_lit_256     |         文科           |
++--------------------+------------------------+
+|    d2v_eng_256     |         英语           |
++--------------------+------------------------+
+
+处理的具体流程
+##################
+
+1.下载相应的预处理模型
+
+2.将所得到的模型传入D2V，使用D2V进行处理
+
+Examples：
+
+::
+
+  >>> i2v = get_pretrained_i2v("d2v_sci_256")
+  >>> i2v(item)

From e81970604e2d1ed84ee3778f2389e709ed850a46 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:26:50 +0800
Subject: [PATCH 44/57] Delete docs/source/tutorial/zh/vectorization directory

---
 ...5\347\273\203\346\250\241\345\236\213.txt" | 22 ----------
 ...5\347\273\203\346\250\241\345\236\213.txt" | 41 -------------------
 2 files changed, 63 deletions(-)
 delete mode 100644 "docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
 delete mode 100644 "docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"

diff --git "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
deleted file mode 100644
index 5a26588f..00000000
--- "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
+++ /dev/null
@@ -1,22 +0,0 @@
-不使用预训练模型:直接调用D2V
-------------------------------------
-
-使用自己提供的任一预训练模型（给出模型存放路径即可）将给定的题目文本转成向量。
-
-* 优点：可以使用自己的模型，另可调整训练参数，灵活性强。
-
-
-处理的具体流程
-++++++++++++++++++++
-
-1.调用get_tokenizer函数，得到经过分词后的结果；
-
-2.调用T2V模块，根据需要选择是否使用预训练的t2v模型
-
-Examples：
-
-::
-
-  >>> model_path = "../test_model/test_gensim_luna_stem_tf_d2v_256.bin"
-  >>> i2v = D2V("text","d2v",filepath=model_path, pretrained_t2v = False)
-  >>> i2v(item)
diff --git "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt" "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
deleted file mode 100644
index 93d7a00b..00000000
--- "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.txt"
+++ /dev/null
@@ -1,41 +0,0 @@
-使用预训练模型：直接调用get_pretrained_i2v
----------------------------------------------
-
-使用 EduNLP 项目组给定的预训练模型将给定的题目文本转成向量。
-
-* 优点：简单方便。
-
-* 缺点：只能使用项目中给定的模型，局限性较大。
-
-* 调用此函数即可获得相应的预训练模型，目前提供以下的预训练模型：d2v_all_256、d2v_sci_256、d2v_eng_256、d2v_lit_256
-
-模型选择与使用
-##################
-
-根据题目所属学科选择预训练模型：
-
-+--------------------+------------------------+
-|    预训练模型名称  | 模型训练数据的所属学科 |
-+====================+========================+
-|    d2v_all_256     |        全学科          |
-+--------------------+------------------------+
-|    d2v_sci_256     |         理科           |
-+--------------------+------------------------+
-|    d2v_lit_256     |         文科           |
-+--------------------+------------------------+
-|    d2v_eng_256     |         英语           |
-+--------------------+------------------------+
-
-处理的具体流程
-##################
-
-1.下载相应的预处理模型
-
-2.将所得到的模型传入D2V，使用D2V进行处理
-
-Examples：
-
-::
-
-  >>> i2v = get_pretrained_i2v("d2v_sci_256")
-  >>> i2v(item)

From 96e2799388c0ae0405bf28b0c6a1c30724329052 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sat, 21 Aug 2021 21:27:08 +0800
Subject: [PATCH 45/57] Add files via upload

---
 ...5\347\273\203\346\250\241\345\236\213.rst" | 22 ++++++++++
 ...5\347\273\203\346\250\241\345\236\213.rst" | 41 +++++++++++++++++++
 2 files changed, 63 insertions(+)
 create mode 100644 "docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
 create mode 100644 "docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"

diff --git "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst" "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
new file mode 100644
index 00000000..a8e04c02
--- /dev/null
+++ "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
@@ -0,0 +1,22 @@
+��ʹ��Ԥѵ��ģ��:ֱ�ӵ���D2V
+------------------------------------
+
+ʹ���Լ��ṩ����һԤѵ��ģ�ͣ�����ģ�ʹ��·�����ɣ�����������Ŀ�ı�ת��������
+
+* �ŵ㣺����ʹ���Լ���ģ�ͣ����ɵ���ѵ�������������ǿ��
+
+
+�����ľ�������
+++++++++++++++++++++
+
+1.����get_tokenizer�������õ������ִʺ�Ľ����
+
+2.����T2Vģ�飬������Ҫѡ���Ƿ�ʹ��Ԥѵ����t2vģ��
+
+Examples��
+
+::
+
+  >>> model_path = "../test_model/test_gensim_luna_stem_tf_d2v_256.bin"
+  >>> i2v = D2V("text","d2v",filepath=model_path, pretrained_t2v = False)
+  >>> i2v(item)
diff --git "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst" "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
new file mode 100644
index 00000000..944a9ed0
--- /dev/null
+++ "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
@@ -0,0 +1,41 @@
+ʹ��Ԥѵ��ģ�ͣ�ֱ�ӵ���get_pretrained_i2v
+---------------------------------------------
+
+ʹ�� EduNLP ��Ŀ�������Ԥѵ��ģ�ͽ���������Ŀ�ı�ת��������
+
+* �ŵ㣺�򵥷��㡣
+
+* ȱ�㣺ֻ��ʹ����Ŀ�и�����ģ�ͣ������Խϴ�
+
+* ���ô˺������ɻ����Ӧ��Ԥѵ��ģ�ͣ�Ŀǰ�ṩ���µ�Ԥѵ��ģ�ͣ�d2v_all_256��d2v_sci_256��d2v_eng_256��d2v_lit_256
+
+ģ��ѡ����ʹ��
+##################
+
+������Ŀ����ѧ��ѡ��Ԥѵ��ģ�ͣ�
+
++--------------------+------------------------+
+|    Ԥѵ��ģ������  | ģ��ѵ�����ݵ�����ѧ�� |
++====================+========================+
+|    d2v_all_256     |        ȫѧ��          |
++--------------------+------------------------+
+|    d2v_sci_256     |         ����           |
++--------------------+------------------------+
+|    d2v_lit_256     |         �Ŀ�           |
++--------------------+------------------------+
+|    d2v_eng_256     |         Ӣ��           |
++--------------------+------------------------+
+
+�����ľ�������
+##################
+
+1.������Ӧ��Ԥ����ģ��
+
+2.�����õ���ģ�ʹ���D2V��ʹ��D2V���д���
+
+Examples��
+
+::
+
+  >>> i2v = get_pretrained_i2v("d2v_sci_256")
+  >>> i2v(item)

From b96e1e20cc618d447098ae271a7d709dad85c00e Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:15:41 +0800
Subject: [PATCH 46/57] Create vectorization.rst

---
 docs/source/tutorial/zh/vectorization.rst | 84 ++---------------------
 1 file changed, 7 insertions(+), 77 deletions(-)

diff --git a/docs/source/tutorial/zh/vectorization.rst b/docs/source/tutorial/zh/vectorization.rst
index 26d8fd16..0dfc9898 100644
--- a/docs/source/tutorial/zh/vectorization.rst
+++ b/docs/source/tutorial/zh/vectorization.rst
@@ -3,94 +3,24 @@
 
 此部分提供了简便的接口，可以直接将传入的items经过转化得到向量。当前提供了是否使用预训练模型的选项，可根据需要进行选择，如不使用预训练模型则可直接调用D2V函数，使用预训练模型则调用get_pretrained_i2v函数。
 
-
 总体流程
 ---------------------------
 
 1.对传入的item进行解析，得到SIF格式；
 
-
 2.对sif_item进行成分分解；
 
-
 3.对经过成分分解的item进行令牌化；
 
-
 4.使用已有或者使用提供的预训练模型，将令牌化后的item转换为向量。
 
+学习路线图
+---------------------------
 
-不使用预训练模型:直接调用D2V
-------------------------------------
-
-使用自己提供的任一预训练模型（给出模型存放路径即可）将给定的题目文本转成向量。
-
-
-* 优点：可以使用自己的模型，另可调整训练参数，灵活性强。
-
-
-处理的具体流程
-
-
-1.调用get_tokenizer函数，得到经过分词后的结果；
-
-
-2.调用T2V模块，根据需要选择是否使用预训练的t2v模型
-
-Examples：
-
-::
-
-  >>> model_path = "../test_model/test_gensim_luna_stem_tf_d2v_256.bin"
-  >>> i2v = D2V("text","d2v",filepath=model_path, pretrained_t2v = False)
-  >>> i2v(item)
-
-使用预训练模型：直接调用get_pretrained_i2v
----------------------------------------------
-
-使用 EduNLP 项目组给定的预训练模型将给定的题目文本转成向量。
-
-
-* 优点：简单方便。
-
-
-* 缺点：只能使用项目中给定的模型，局限性较大。
-
-
-* 调用此函数即可获得相应的预训练模型，目前提供以下的预训练模型：d2v_all_256、d2v_sci_256、d2v_eng_256、d2v_lit_256
-
-模型选择与使用
-##################
-
-根据题目所属学科选择预训练模型：
-
-
-
-+--------------------+------------------------+
-|    预训练模型名称  | 模型训练数据的所属学科 |
-+====================+========================+
-|    d2v_all_256     |        全学科          |
-+--------------------+------------------------+
-|    d2v_sci_256     |         理科           |
-+--------------------+------------------------+
-|    d2v_lit_256     |         文科           |
-+--------------------+------------------------+
-|    d2v_eng_256     |         英语           |
-+--------------------+------------------------+
-
-
-
-
-处理的具体流程：
-
-1.下载相应的预处理模型
-
-
-2.将所得到的模型传入D2V，使用D2V进行处理
-
-Examples：
-
-::
+.. toctree::
+   :maxdepth: 1
+   :titlesonly:
 
-  >>> i2v = get_pretrained_i2v("d2v_sci_256")
-  >>> i2v(item)
+   文本语法结构解析 <parse/文本语法结构解析>
+   公式语法结构解析 <parse/公式语法结构解析>
 

From a9e444eb6ba7fc07a256386c78c3db2cab44f589 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:18:15 +0800
Subject: [PATCH 47/57] Add files via upload

---
 docs/source/tutorial/zh/pretrain/loading.rst | 1 +
 docs/source/tutorial/zh/pretrain/pub.rst     | 1 +
 docs/source/tutorial/zh/pretrain/start.rst   | 1 +
 3 files changed, 3 insertions(+)
 create mode 100644 docs/source/tutorial/zh/pretrain/loading.rst
 create mode 100644 docs/source/tutorial/zh/pretrain/pub.rst
 create mode 100644 docs/source/tutorial/zh/pretrain/start.rst

diff --git a/docs/source/tutorial/zh/pretrain/loading.rst b/docs/source/tutorial/zh/pretrain/loading.rst
new file mode 100644
index 00000000..56a6051c
--- /dev/null
+++ b/docs/source/tutorial/zh/pretrain/loading.rst
@@ -0,0 +1 @@
+1
\ No newline at end of file
diff --git a/docs/source/tutorial/zh/pretrain/pub.rst b/docs/source/tutorial/zh/pretrain/pub.rst
new file mode 100644
index 00000000..56a6051c
--- /dev/null
+++ b/docs/source/tutorial/zh/pretrain/pub.rst
@@ -0,0 +1 @@
+1
\ No newline at end of file
diff --git a/docs/source/tutorial/zh/pretrain/start.rst b/docs/source/tutorial/zh/pretrain/start.rst
new file mode 100644
index 00000000..56a6051c
--- /dev/null
+++ b/docs/source/tutorial/zh/pretrain/start.rst
@@ -0,0 +1 @@
+1
\ No newline at end of file

From 68bddc060b5f43fe1983aeb91939340f6bb7e776 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:22:03 +0800
Subject: [PATCH 48/57] Create start.rst

---
 docs/source/tutorial/zh/pretrain/start.rst | 23 +++++++++++++++++++++-
 1 file changed, 22 insertions(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/pretrain/start.rst b/docs/source/tutorial/zh/pretrain/start.rst
index 56a6051c..96db936c 100644
--- a/docs/source/tutorial/zh/pretrain/start.rst
+++ b/docs/source/tutorial/zh/pretrain/start.rst
@@ -1 +1,22 @@
-1
\ No newline at end of file
+训练模型
+---------
+
+基本步骤
+##################
+
+1.确定模型的类型，选择适合的Tokenizer（GensimWordTokenizer、 GensimSegTokenizer），使之令牌化；
+
+2.调用train_vector函数，即可得到所需的预训练模型。
+
+Examples：
+
+::
+
+        >>> tokenizer = GensimWordTokenizer(symbol="gmas", general=True)
+        >>> token_item = tokenizer("有公式$\\FormFigureID{wrong1?}$，如图$\\FigureID{088f15ea-xxx}$,\
+        ... 若$x,y$满足约束条件公式$\\FormFigureBase64{wrong2?}$,$\\SIFSep$，则$z=x+7 y$的最大值为$\\SIFBlank$")
+        >>> print(token_item.tokens[:10])
+        ['公式', '[FORMULA]', '如图', '[FIGURE]', 'x', ',', 'y', '约束条件', '公式', '[FORMULA]']
+        
+        # 10 dimension with fasstext method
+        train_vector(sif_items, "../../../data/w2v/gensim_luna_stem_tf_", 10, method="d2v")

From 2f9cc0c2592fa71311ca934bd9de118b5f90b619 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:22:56 +0800
Subject: [PATCH 49/57] Create loading.rst

---
 docs/source/tutorial/zh/pretrain/loading.rst | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/pretrain/loading.rst b/docs/source/tutorial/zh/pretrain/loading.rst
index 56a6051c..d930674b 100644
--- a/docs/source/tutorial/zh/pretrain/loading.rst
+++ b/docs/source/tutorial/zh/pretrain/loading.rst
@@ -1 +1,11 @@
-1
\ No newline at end of file
+装载模型
+--------
+
+将所得到的模型传入I2V模块即可装载模型
+ 
+Examples：
+
+::
+
+        >>> model_path = "../test_model/test_gensim_luna_stem_tf_d2v_256.bin"
+        >>> i2v = D2V("text","d2v",filepath=model_path, pretrained_t2v = False)

From b6101abb65d3b25ce1d168d0d1520a1260fd2c5b Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:24:17 +0800
Subject: [PATCH 50/57] Create pub.rst

---
 docs/source/tutorial/zh/pretrain/pub.rst | 86 +++++++++++++++++++++++-
 1 file changed, 85 insertions(+), 1 deletion(-)

diff --git a/docs/source/tutorial/zh/pretrain/pub.rst b/docs/source/tutorial/zh/pretrain/pub.rst
index 56a6051c..3139910f 100644
--- a/docs/source/tutorial/zh/pretrain/pub.rst
+++ b/docs/source/tutorial/zh/pretrain/pub.rst
@@ -1 +1,85 @@
-1
\ No newline at end of file
+公开模型一览
+------------
+
+版本说明
+##################
+
+一级版本
+
+* 公开版本1（luna_pub）：高考
+* 公开版本2（ luna_pub_large）：高考 + 地区试题
+
+二级版本：
+
+* 小科（Chinese,Math,English,History,Geography,Politics,Biology,Physics,Chemistry）
+* 大科（理科science、文科literal、全科all）
+
+三级版本：【待完成】
+
+* 不使用第三方初始化词表
+* 使用第三方初始化词表 
+
+
+
+模型命名规则：一级版本 + 二级版本 + gensim_luna_stem +  分词规则 + 模型方法 + 维度
+
+Examples：
+
+::
+
+     全量版本-全学科的D2V模型路径：
+     `/share/qlh/d2v_model/luna_pub/luna_pub_all_gensim_luna_stem_general_d2v_256.bin`
+     （备注：一个D2V模型含4个bin后缀的文件）
+
+模型训练数据说明
+##################
+
+* 当前【词向量w2v】【句向量d2v】模型所用的数据均为 【高中学段】 的题目
+* 测试数据：`[OpenLUNA.json] <http://base.ustc.edu.cn/data/OpenLUNA/OpenLUNA.json>`_
+
+当前提供以下模型，更多分学科、分题型模型正在训练中，敬请期待
+    "d2v_all_256"(全科)，"d2v_sci_256"(理科)，"d2v_eng_256"（文科），"d2v_lit_256"(英语)
+
+模型训练案例
+------------
+
+获得数据集
+####################
+
+.. toctree::
+   :maxdepth: 1
+   :titlesonly:
+
+   prepare_dataset  <../../../build/blitz/pretrain/prepare_dataset.ipynb>
+
+gensim模型d2v例子
+####################
+
+.. toctree::
+   :maxdepth: 1
+   :titlesonly:
+
+   d2v_bow_tfidf  <../../../build/blitz/pretrain/gensim/d2v_bow_tfidf.ipynb>
+   d2v_general  <../../../build/blitz/pretrain/gensim/d2v_general.ipynb>
+   d2v_stem_tf  <../../../build/blitz/pretrain/gensim/d2v_stem_tf.ipynb>
+
+gensim模型w2v例子
+####################
+
+.. toctree::
+   :maxdepth: 1
+   :titlesonly:
+
+   w2v_stem_text  <../../../build/blitz/pretrain/gensim/w2v_stem_text.ipynb>
+   w2v_stem_tf  <../../../build/blitz/pretrain/gensim/w2v_stem_tf.ipynb>
+
+seg_token例子
+####################
+
+.. toctree::
+   :maxdepth: 1
+   :titlesonly:
+
+   d2v.ipynb  <../../../build/blitz/pretrain/seg_token/d2v.ipynb>
+   d2v_d1  <../../../build/blitz/pretrain/seg_token/d2v_d1.ipynb>
+   d2v_d2  <../../../build/blitz/pretrain/seg_token/d2v_d2.ipynb>

From c392a82af17c0b81f1b3eb93f672679b8f323b36 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:26:15 +0800
Subject: [PATCH 51/57] Create pretrain.rst

---
 docs/source/tutorial/zh/pretrain.rst | 122 ++-------------------------
 1 file changed, 5 insertions(+), 117 deletions(-)

diff --git a/docs/source/tutorial/zh/pretrain.rst b/docs/source/tutorial/zh/pretrain.rst
index bcc737ce..477717a4 100644
--- a/docs/source/tutorial/zh/pretrain.rst
+++ b/docs/source/tutorial/zh/pretrain.rst
@@ -8,125 +8,13 @@
 * 如何加载预训练模型
 * 公开的预训练模型
 
-
-训练模型
----------
-
-基本步骤
-##################
-
-1.确定模型的类型，选择适合的Tokenizer（GensimWordTokenizer、 GensimSegTokenizer），使之令牌化；
-
-2.调用train_vector函数，即可得到所需的预训练模型。
-
-Examples：
-
-::
-
-        >>> tokenizer = GensimWordTokenizer(symbol="gmas", general=True)
-        >>> token_item = tokenizer("有公式$\\FormFigureID{wrong1?}$，如图$\\FigureID{088f15ea-xxx}$,\
-        ... 若$x,y$满足约束条件公式$\\FormFigureBase64{wrong2?}$,$\\SIFSep$，则$z=x+7 y$的最大值为$\\SIFBlank$")
-        >>> print(token_item.tokens[:10])
-        ['公式', '[FORMULA]', '如图', '[FIGURE]', 'x', ',', 'y', '约束条件', '公式', '[FORMULA]']
-        
-        # 10 dimension with fasstext method
-        train_vector(sif_items, "../../../data/w2v/gensim_luna_stem_tf_", 10, method="d2v")
-
-装载模型
---------
-
-将所得到的模型传入I2V模块即可装载模型
- 
-Examples：
-
-::
-
-        >>> model_path = "../test_model/test_gensim_luna_stem_tf_d2v_256.bin"
-        >>> i2v = D2V("text","d2v",filepath=model_path, pretrained_t2v = False)
-
-
-公开模型一览
-------------
-
-版本说明
-##################
-
-一级版本
-
-* 公开版本1（luna_pub）：高考
-* 公开版本2（ luna_pub_large）：高考 + 地区试题
-
-二级版本：
-
-* 小科（Chinese,Math,English,History,Geography,Politics,Biology,Physics,Chemistry）
-* 大科（理科science、文科literal、全科all）
-
-三级版本：【待完成】
-
-* 不使用第三方初始化词表
-* 使用第三方初始化词表 
-
-
-
-模型命名规则：一级版本 + 二级版本 + gensim_luna_stem +  分词规则 + 模型方法 + 维度
-
-Examples：
-
-::
-
-     全量版本-全学科的D2V模型路径：
-     `/share/qlh/d2v_model/luna_pub/luna_pub_all_gensim_luna_stem_general_d2v_256.bin`
-     （备注：一个D2V模型含4个bin后缀的文件）
-
-模型训练数据说明
-##################
-
-* 当前【词向量w2v】【句向量d2v】模型所用的数据均为 【高中学段】 的题目
-* 测试数据：`[OpenLUNA.json] <http://base.ustc.edu.cn/data/OpenLUNA/OpenLUNA.json>`_
-
-当前提供以下模型，更多分学科、分题型模型正在训练中，敬请期待
-    "d2v_all_256"(全科)，"d2v_sci_256"(理科)，"d2v_eng_256"（文科），"d2v_lit_256"(英语)
-
-模型训练案例
-------------
-
-获得数据集
-####################
-
-.. toctree::
-   :maxdepth: 1
-   :titlesonly:
-
-   prepare_dataset  <../../build/blitz/pretrain/prepare_dataset.ipynb>
-
-gensim模型d2v例子
-####################
-
-.. toctree::
-   :maxdepth: 1
-   :titlesonly:
-
-   d2v_bow_tfidf  <../../build/blitz/pretrain/gensim/d2v_bow_tfidf.ipynb>
-   d2v_general  <../../build/blitz/pretrain/gensim/d2v_general.ipynb>
-   d2v_stem_tf  <../../build/blitz/pretrain/gensim/d2v_stem_tf.ipynb>
-
-gensim模型w2v例子
-####################
-
-.. toctree::
-   :maxdepth: 1
-   :titlesonly:
-
-   w2v_stem_text  <../../build/blitz/pretrain/gensim/w2v_stem_text.ipynb>
-   w2v_stem_tf  <../../build/blitz/pretrain/gensim/w2v_stem_tf.ipynb>
-
-seg_token例子
-####################
+学习路线图
+------------------
 
 .. toctree::
    :maxdepth: 1
    :titlesonly:
 
-   d2v.ipynb  <../../build/blitz/pretrain/seg_token/d2v.ipynb>
-   d2v_d1  <../../build/blitz/pretrain/seg_token/d2v_d1.ipynb>
-   d2v_d2  <../../build/blitz/pretrain/seg_token/d2v_d2.ipynb>
+   训练模型 <pretrain/start.rst>
+   装载模型 <pretrain/loading.rst>
+   公开模型一览 <pretrain/pub.rst>

From 1a363f65019a88f321711bb6b7ed0674eab99190 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:33:08 +0800
Subject: [PATCH 52/57] Create vectorization.rst

---
 docs/source/tutorial/zh/vectorization.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/tutorial/zh/vectorization.rst b/docs/source/tutorial/zh/vectorization.rst
index 0dfc9898..ebc0f5c0 100644
--- a/docs/source/tutorial/zh/vectorization.rst
+++ b/docs/source/tutorial/zh/vectorization.rst
@@ -21,6 +21,6 @@
    :maxdepth: 1
    :titlesonly:
 
-   文本语法结构解析 <parse/文本语法结构解析>
-   公式语法结构解析 <parse/公式语法结构解析>
+   不使用预训练模型.rst <vectorization/不使用预训练模型.rst>
+   使用预训练模型.rst <vectorization/使用预训练模型.rst>
 

From b42145fba99034f9f9a8078b07d5488b15aba211 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:38:42 +0800
Subject: [PATCH 53/57] Create vectorization.rst

---
 docs/source/tutorial/zh/vectorization.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/tutorial/zh/vectorization.rst b/docs/source/tutorial/zh/vectorization.rst
index ebc0f5c0..c3161bad 100644
--- a/docs/source/tutorial/zh/vectorization.rst
+++ b/docs/source/tutorial/zh/vectorization.rst
@@ -21,6 +21,6 @@
    :maxdepth: 1
    :titlesonly:
 
-   不使用预训练模型.rst <vectorization/不使用预训练模型.rst>
-   使用预训练模型.rst <vectorization/使用预训练模型.rst>
+   不使用预训练模型 <vectorization/不使用预训练模型.rst>
+   使用预训练模型 <vectorization/使用预训练模型.rst>
 

From 11468731d2d4e2f88ce19d68dc689f847ac66fdc Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:47:49 +0800
Subject: [PATCH 54/57] Delete docs/source/tutorial/zh/vectorization directory

---
 ...5\347\273\203\346\250\241\345\236\213.rst" | 22 ----------
 ...5\347\273\203\346\250\241\345\236\213.rst" | 41 -------------------
 2 files changed, 63 deletions(-)
 delete mode 100644 "docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
 delete mode 100644 "docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"

diff --git "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst" "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
deleted file mode 100644
index a8e04c02..00000000
--- "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
+++ /dev/null
@@ -1,22 +0,0 @@
-��ʹ��Ԥѵ��ģ��:ֱ�ӵ���D2V
-------------------------------------
-
-ʹ���Լ��ṩ����һԤѵ��ģ�ͣ�����ģ�ʹ��·�����ɣ�����������Ŀ�ı�ת��������
-
-* �ŵ㣺����ʹ���Լ���ģ�ͣ����ɵ���ѵ�������������ǿ��
-
-
-�����ľ�������
-++++++++++++++++++++
-
-1.����get_tokenizer�������õ������ִʺ�Ľ����
-
-2.����T2Vģ�飬������Ҫѡ���Ƿ�ʹ��Ԥѵ����t2vģ��
-
-Examples��
-
-::
-
-  >>> model_path = "../test_model/test_gensim_luna_stem_tf_d2v_256.bin"
-  >>> i2v = D2V("text","d2v",filepath=model_path, pretrained_t2v = False)
-  >>> i2v(item)
diff --git "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst" "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
deleted file mode 100644
index 944a9ed0..00000000
--- "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
+++ /dev/null
@@ -1,41 +0,0 @@
-ʹ��Ԥѵ��ģ�ͣ�ֱ�ӵ���get_pretrained_i2v
----------------------------------------------
-
-ʹ�� EduNLP ��Ŀ�������Ԥѵ��ģ�ͽ���������Ŀ�ı�ת��������
-
-* �ŵ㣺�򵥷��㡣
-
-* ȱ�㣺ֻ��ʹ����Ŀ�и�����ģ�ͣ������Խϴ�
-
-* ���ô˺������ɻ����Ӧ��Ԥѵ��ģ�ͣ�Ŀǰ�ṩ���µ�Ԥѵ��ģ�ͣ�d2v_all_256��d2v_sci_256��d2v_eng_256��d2v_lit_256
-
-ģ��ѡ����ʹ��
-##################
-
-������Ŀ����ѧ��ѡ��Ԥѵ��ģ�ͣ�
-
-+--------------------+------------------------+
-|    Ԥѵ��ģ������  | ģ��ѵ�����ݵ�����ѧ�� |
-+====================+========================+
-|    d2v_all_256     |        ȫѧ��          |
-+--------------------+------------------------+
-|    d2v_sci_256     |         ����           |
-+--------------------+------------------------+
-|    d2v_lit_256     |         �Ŀ�           |
-+--------------------+------------------------+
-|    d2v_eng_256     |         Ӣ��           |
-+--------------------+------------------------+
-
-�����ľ�������
-##################
-
-1.������Ӧ��Ԥ����ģ��
-
-2.�����õ���ģ�ʹ���D2V��ʹ��D2V���д���
-
-Examples��
-
-::
-
-  >>> i2v = get_pretrained_i2v("d2v_sci_256")
-  >>> i2v(item)

From 22bcdbbd0c424d07c822157d899b8e23ddfe79c9 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:48:10 +0800
Subject: [PATCH 55/57] Add files via upload

---
 ...5\347\273\203\346\250\241\345\236\213.rst" | 22 ++++++++++
 ...5\347\273\203\346\250\241\345\236\213.rst" | 41 +++++++++++++++++++
 2 files changed, 63 insertions(+)
 create mode 100644 "docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
 create mode 100644 "docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"

diff --git "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst" "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
new file mode 100644
index 00000000..a8e04c02
--- /dev/null
+++ "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
@@ -0,0 +1,22 @@
+��ʹ��Ԥѵ��ģ��:ֱ�ӵ���D2V
+------------------------------------
+
+ʹ���Լ��ṩ����һԤѵ��ģ�ͣ�����ģ�ʹ��·�����ɣ�����������Ŀ�ı�ת��������
+
+* �ŵ㣺����ʹ���Լ���ģ�ͣ����ɵ���ѵ�������������ǿ��
+
+
+�����ľ�������
+++++++++++++++++++++
+
+1.����get_tokenizer�������õ������ִʺ�Ľ����
+
+2.����T2Vģ�飬������Ҫѡ���Ƿ�ʹ��Ԥѵ����t2vģ��
+
+Examples��
+
+::
+
+  >>> model_path = "../test_model/test_gensim_luna_stem_tf_d2v_256.bin"
+  >>> i2v = D2V("text","d2v",filepath=model_path, pretrained_t2v = False)
+  >>> i2v(item)
diff --git "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst" "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
new file mode 100644
index 00000000..944a9ed0
--- /dev/null
+++ "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
@@ -0,0 +1,41 @@
+ʹ��Ԥѵ��ģ�ͣ�ֱ�ӵ���get_pretrained_i2v
+---------------------------------------------
+
+ʹ�� EduNLP ��Ŀ�������Ԥѵ��ģ�ͽ���������Ŀ�ı�ת��������
+
+* �ŵ㣺�򵥷��㡣
+
+* ȱ�㣺ֻ��ʹ����Ŀ�и�����ģ�ͣ������Խϴ�
+
+* ���ô˺������ɻ����Ӧ��Ԥѵ��ģ�ͣ�Ŀǰ�ṩ���µ�Ԥѵ��ģ�ͣ�d2v_all_256��d2v_sci_256��d2v_eng_256��d2v_lit_256
+
+ģ��ѡ����ʹ��
+##################
+
+������Ŀ����ѧ��ѡ��Ԥѵ��ģ�ͣ�
+
++--------------------+------------------------+
+|    Ԥѵ��ģ������  | ģ��ѵ�����ݵ�����ѧ�� |
++====================+========================+
+|    d2v_all_256     |        ȫѧ��          |
++--------------------+------------------------+
+|    d2v_sci_256     |         ����           |
++--------------------+------------------------+
+|    d2v_lit_256     |         �Ŀ�           |
++--------------------+------------------------+
+|    d2v_eng_256     |         Ӣ��           |
++--------------------+------------------------+
+
+�����ľ�������
+##################
+
+1.������Ӧ��Ԥ����ģ��
+
+2.�����õ���ģ�ʹ���D2V��ʹ��D2V���д���
+
+Examples��
+
+::
+
+  >>> i2v = get_pretrained_i2v("d2v_sci_256")
+  >>> i2v(item)

From a2af455f945b0920580544d0b45f9d4fbc579031 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:50:04 +0800
Subject: [PATCH 56/57] =?UTF-8?q?Create=20=E4=B8=8D=E4=BD=BF=E7=94=A8?=
 =?UTF-8?q?=E9=A2=84=E8=AE=AD=E7=BB=83=E6=A8=A1=E5=9E=8B.rst?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 ...56\255\347\273\203\346\250\241\345\236\213.rst" | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst" "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
index a8e04c02..5a26588f 100644
--- "a/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
+++ "b/docs/source/tutorial/zh/vectorization/\344\270\215\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
@@ -1,19 +1,19 @@
-��ʹ��Ԥѵ��ģ��:ֱ�ӵ���D2V
+不使用预训练模型:直接调用D2V
 ------------------------------------
 
-ʹ���Լ��ṩ����һԤѵ��ģ�ͣ�����ģ�ʹ��·�����ɣ�����������Ŀ�ı�ת��������
+使用自己提供的任一预训练模型（给出模型存放路径即可）将给定的题目文本转成向量。
 
-* �ŵ㣺����ʹ���Լ���ģ�ͣ����ɵ���ѵ�������������ǿ��
+* 优点：可以使用自己的模型，另可调整训练参数，灵活性强。
 
 
-�����ľ�������
+处理的具体流程
 ++++++++++++++++++++
 
-1.����get_tokenizer�������õ������ִʺ�Ľ����
+1.调用get_tokenizer函数，得到经过分词后的结果；
 
-2.����T2Vģ�飬������Ҫѡ���Ƿ�ʹ��Ԥѵ����t2vģ��
+2.调用T2V模块，根据需要选择是否使用预训练的t2v模型
 
-Examples��
+Examples：
 
 ::
 

From 958a0e21c11cc792558ad7e8e3c7344a9ba2ead7 Mon Sep 17 00:00:00 2001
From: BAOOOOOM <82091145+BAOOOOOM@users.noreply.github.com>
Date: Sun, 22 Aug 2021 02:50:31 +0800
Subject: [PATCH 57/57] =?UTF-8?q?Create=20=E4=BD=BF=E7=94=A8=E9=A2=84?=
 =?UTF-8?q?=E8=AE=AD=E7=BB=83=E6=A8=A1=E5=9E=8B.rst?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 ...5\347\273\203\346\250\241\345\236\213.rst" | 32 +++++++++----------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst" "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
index 944a9ed0..93d7a00b 100644
--- "a/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
+++ "b/docs/source/tutorial/zh/vectorization/\344\275\277\347\224\250\351\242\204\350\256\255\347\273\203\346\250\241\345\236\213.rst"
@@ -1,39 +1,39 @@
-ʹ��Ԥѵ��ģ�ͣ�ֱ�ӵ���get_pretrained_i2v
+使用预训练模型：直接调用get_pretrained_i2v
 ---------------------------------------------
 
-ʹ�� EduNLP ��Ŀ�������Ԥѵ��ģ�ͽ���������Ŀ�ı�ת��������
+使用 EduNLP 项目组给定的预训练模型将给定的题目文本转成向量。
 
-* �ŵ㣺�򵥷��㡣
+* 优点：简单方便。
 
-* ȱ�㣺ֻ��ʹ����Ŀ�и�����ģ�ͣ������Խϴ�
+* 缺点：只能使用项目中给定的模型，局限性较大。
 
-* ���ô˺������ɻ����Ӧ��Ԥѵ��ģ�ͣ�Ŀǰ�ṩ���µ�Ԥѵ��ģ�ͣ�d2v_all_256��d2v_sci_256��d2v_eng_256��d2v_lit_256
+* 调用此函数即可获得相应的预训练模型，目前提供以下的预训练模型：d2v_all_256、d2v_sci_256、d2v_eng_256、d2v_lit_256
 
-ģ��ѡ����ʹ��
+模型选择与使用
 ##################
 
-������Ŀ����ѧ��ѡ��Ԥѵ��ģ�ͣ�
+根据题目所属学科选择预训练模型：
 
 +--------------------+------------------------+
-|    Ԥѵ��ģ������  | ģ��ѵ�����ݵ�����ѧ�� |
+|    预训练模型名称  | 模型训练数据的所属学科 |
 +====================+========================+
-|    d2v_all_256     |        ȫѧ��          |
+|    d2v_all_256     |        全学科          |
 +--------------------+------------------------+
-|    d2v_sci_256     |         ����           |
+|    d2v_sci_256     |         理科           |
 +--------------------+------------------------+
-|    d2v_lit_256     |         �Ŀ�           |
+|    d2v_lit_256     |         文科           |
 +--------------------+------------------------+
-|    d2v_eng_256     |         Ӣ��           |
+|    d2v_eng_256     |         英语           |
 +--------------------+------------------------+
 
-�����ľ�������
+处理的具体流程
 ##################
 
-1.������Ӧ��Ԥ����ģ��
+1.下载相应的预处理模型
 
-2.�����õ���ģ�ʹ���D2V��ʹ��D2V���д���
+2.将所得到的模型传入D2V，使用D2V进行处理
 
-Examples��
+Examples：
 
 ::