From a65de1154e09139845fb77834a1d6bc40c993ee7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E4=B8=89=E6=B4=8B=E4=B8=89=E6=B4=8B?= <1258009915@qq.com>
Date: Wed, 6 Mar 2024 04:57:43 +0000
Subject: [PATCH] =?UTF-8?q?=E5=AE=8C=E6=88=90=E4=BA=867M=E6=95=B0=E6=8D=AE?=
 =?UTF-8?q?=E9=9B=86tokenizer=E7=9A=84=E8=AE=AD=E7=BB=83?=
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---
 src/models/globals.py                         |     2 +-
 .../roberta-tokenizer-7Mformulas/merges.txt   | 14740 ++++++++
 .../special_tokens_map.json                   |    15 +
 .../tokenizer.json                            | 29830 ++++++++++++++++
 .../tokenizer_config.json                     |    57 +
 .../roberta-tokenizer-7Mformulas/vocab.json   |     1 +
 src/models/tokenizer/train/train.py           |     4 +-
 7 files changed, 44646 insertions(+), 3 deletions(-)
 create mode 100644 src/models/tokenizer/roberta-tokenizer-7Mformulas/merges.txt
 create mode 100644 src/models/tokenizer/roberta-tokenizer-7Mformulas/special_tokens_map.json
 create mode 100644 src/models/tokenizer/roberta-tokenizer-7Mformulas/tokenizer.json
 create mode 100644 src/models/tokenizer/roberta-tokenizer-7Mformulas/tokenizer_config.json
 create mode 100644 src/models/tokenizer/roberta-tokenizer-7Mformulas/vocab.json

diff --git a/src/models/globals.py b/src/models/globals.py
index 3f1ed56..c84f204 100644
--- a/src/models/globals.py
+++ b/src/models/globals.py
@@ -16,7 +16,7 @@ MAX_WIDTH  = 1280
 TEXIFY_INPUT_DENSITY = 100
 
 # ocr模型的tokenizer中的词典数量
-VOCAB_SIZE = 10000
+VOCAB_SIZE = 15000
 
 # ocr模型是否固定输入图片的大小
 OCR_FIX_SIZE = True
diff --git a/src/models/tokenizer/roberta-tokenizer-7Mformulas/merges.txt b/src/models/tokenizer/roberta-tokenizer-7Mformulas/merges.txt
new file mode 100644
index 0000000..42931b8
--- /dev/null
+++ b/src/models/tokenizer/roberta-tokenizer-7Mformulas/merges.txt
@@ -0,0 +1,14740 @@
+#version: 0.2
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diff --git a/src/models/tokenizer/roberta-tokenizer-7Mformulas/special_tokens_map.json b/src/models/tokenizer/roberta-tokenizer-7Mformulas/special_tokens_map.json
new file mode 100644
index 0000000..d569813
--- /dev/null
+++ b/src/models/tokenizer/roberta-tokenizer-7Mformulas/special_tokens_map.json
@@ -0,0 +1,15 @@
+{
+  "bos_token": "<s>",
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
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+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "unk_token": "<unk>"
+}
diff --git a/src/models/tokenizer/roberta-tokenizer-7Mformulas/tokenizer.json b/src/models/tokenizer/roberta-tokenizer-7Mformulas/tokenizer.json
new file mode 100644
index 0000000..aca96c2
--- /dev/null
+++ b/src/models/tokenizer/roberta-tokenizer-7Mformulas/tokenizer.json
@@ -0,0 +1,29830 @@
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+      "Ġiv": 11211,
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+      "ilar": 11216,
+      "1500": 11217,
+      "281": 11218,
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+      "496": 11224,
+      "WZ": 11225,
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+      "Ġclasses": 11252,
+      "ĠSch": 11253,
+      "Ġpn": 11254,
+      "_{-}},\\": 11255,
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+      "ĠNT": 11257,
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+      "ĠCont": 11266,
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+      "Ġdivides": 11268,
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+      "ikt": 11282,
+      "}$.}\\": 11283,
+      "Ġderi": 11284,
+      "381": 11285,
+      "788": 11286,
+      "076": 11287,
+      "KD": 11288,
+      "Obs": 11289,
+      "aC": 11290,
+      "aF": 11291,
+      "closed": 11292,
+      "jac": 11293,
+      "join": 11294,
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+      "tary": 11298,
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+      "}}_{/": 11300,
+      "Ġnc": 11301,
+      "Ġstab": 11302,
+      "})-|\\": 11303,
+      "})(|\\": 11304,
+      "Ġinvertible": 11305,
+      "303": 11306,
+      "})/{\\": 11307,
+      "Minimize": 11308,
+      "Ġ\\(|\\)": 11309,
+      "ĠDataset": 11310,
+      "}&*\\\\": 11311,
+      "Bord": 11312,
+      "Null": 11313,
+      "SX": 11314,
+      "hq": 11315,
+      "Ġ}^{*": 11316,
+      ")\\(": 11317,
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+      "}])(": 11319,
+      "Ġact": 11320,
+      "ĠNeu": 11321,
+      "ĠMA": 11322,
+      "Ġ{\\{": 11323,
+      "1600": 11324,
+      "\\[[-\\": 11325,
+      "341": 11326,
+      "980": 11327,
+      "067": 11328,
+      "466": 11329,
+      "Open": 11330,
+      "Triv": 11331,
+      "-}_{": 11332,
+      "JP": 11333,
+      "JV": 11334,
+      "Lm": 11335,
+      "\\})+\\": 11336,
+      "cC": 11337,
+      "fn": 11338,
+      "tZ": 11339,
+      "vg": 11340,
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+      "}}{=": 11345,
+      "Ġ112": 11346,
+      "&\\|": 11347,
+      "ĠAN": 11348,
+      "ĠMN": 11349,
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+      ")!!(": 11352,
+      ")}+|\\": 11353,
+      "994": 11354,
+      "273": 11355,
+      "easible": 11356,
+      "copy": 11357,
+      "Prim": 11358,
+      "Ġnetwork": 11359,
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+      "\\:\\": 11361,
+      "hH": 11362,
+      "sF": 11363,
+      "sH": 11364,
+      "zc": 11365,
+      "{`": 11366,
+      "Ġ}+(\\": 11367,
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+      "Ġiq": 11372,
+      "ĠTHH": 11373,
+      "\\[\\|(-\\": 11374,
+      "\\[\\{|\\": 11375,
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+      "Ġ\\[+\\,\\": 11377,
+      "multimap": 11378,
+      "~{}~{}": 11379,
+      "measurable": 11380,
+      ".}}}{{=}}": 11381,
+      ";}\\": 11382,
+      "LI": 11383,
+      "Ġ)),\\]": 11384,
+      "Ġargmin": 11385,
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+      "quasicoherent": 11387,
+      "{((\\": 11388,
+      "Ġ&\\|\\": 11389,
+      "}\\,:=\\": 11390,
+      "})=-(\\": 11391,
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+      "}_{+})}^{": 11395,
+      "^{*}_": 11396,
+      "}_{*}^{(": 11397,
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+      "330": 11399,
+      "441": 11400,
+      "Ġ{*})\\": 11401,
+      "typ": 11402,
+      "trap": 11403,
+      "izer": 11404,
+      ").(": 11405,
+      "{<}\\": 11406,
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+      "Lc": 11409,
+      "Pos": 11410,
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+      "uN": 11412,
+      "zA": 11413,
+      "Ġ],\\": 11414,
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+      "arse": 11416,
+      "&\\|\\": 11417,
+      "Ġalgo": 11418,
+      "}}^{*}+": 11419,
+      "565": 11420,
+      "}=\\{\\,": 11421,
+      "795": 11422,
+      "072": 11423,
+      "{:}}=\\": 11424,
+      "Ġabove": 11425,
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+      "WS": 11427,
+      "[]{": 11428,
+      "]})^{\\": 11429,
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+      "Ġ}^{*}": 11434,
+      "alk": 11435,
+      "}}})-\\": 11436,
+      "},\\!": 11437,
+      "nat": 11438,
+      "trip": 11439,
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+      "Ġcb": 11441,
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+      "))=(-": 11444,
+      "):\\\\": 11445,
+      "\\[\\{\\,": 11446,
+      "274": 11447,
+      "486": 11448,
+      "}):|": 11449,
+      "_{{}_{[": 11450,
+      "defined": 11451,
+      "Ġ{*}}\\": 11452,
+      "port": 11453,
+      "INV": 11454,
+      "Ġconditions": 11455,
+      "connected": 11456,
+      "BY": 11457,
+      "RQ": 11458,
+      "oci": 11459,
+      "Ġ}}[": 11460,
+      "}\\:\\": 11461,
+      "})}}=": 11462,
+      "{\\}}-": 11463,
+      "wirt": 11464,
+      "}\\|,": 11465,
+      "reen": 11466,
+      "ĠTran": 11467,
+      ")}(|\\": 11468,
+      ")|},\\]": 11469,
+      "}]\\}_{": 11470,
+      "\\!(\\": 11471,
+      ")}}{\\|\\": 11472,
+      "nput": 11473,
+      "Conj": 11474,
+      "}\\,(\\,": 11475,
+      "Index": 11476,
+      "&*&*": 11477,
+      "ĠCost": 11478,
+      "Ġcomplete": 11479,
+      "condition": 11480,
+      ",\\,\\,\\,\\,\\,\\,\\,\\": 11481,
+      "Ġsoft": 11482,
+      "4000": 11483,
+      "cE": 11484,
+      "Ġ)\\,.\\]": 11485,
+      "}(\\#": 11486,
+      "egory": 11487,
+      "}]]=": 11488,
+      "}^{*}}|": 11489,
+      ")),\\,": 11490,
+      "Ġfr": 11491,
+      "}&&&": 11492,
+      "Ġcat": 11493,
+      "ĠSol": 11494,
+      "}),\\,(": 11495,
+      "}^{+}&\\": 11496,
+      "Ġji": 11497,
+      "Ġcol": 11498,
+      "787": 11499,
+      "077": 11500,
+      "Eucl": 11501,
+      "Ġstrictly": 11502,
+      "Cq": 11503,
+      "Nat": 11504,
+      "Part": 11505,
+      "Rp": 11506,
+      "acity": 11507,
+      "jv": 11508,
+      "Ġ000": 11509,
+      "{)}}_{\\": 11510,
+      "}^{-}|^{": 11511,
+      "}^{*}\\}\\": 11512,
+      ")})]\\]": 11513,
+      "051": 11514,
+      "Ġsee": 11515,
+      "Ġbelong": 11516,
+      "_{!}(\\": 11517,
+      "\\({}^{*}\\)": 11518,
+      "$}}^{": 11519,
+      "KQ": 11520,
+      "Nor": 11521,
+      "OE": 11522,
+      "sM": 11523,
+      "yh": 11524,
+      "Ġver": 11525,
+      ")\\}-\\": 11526,
+      "},\\!\\": 11527,
+      "{({\\": 11528,
+      "}|)}{": 11529,
+      "roups": 11530,
+      "{)}}{|": 11531,
+      "}^{-{\\": 11532,
+      "ĠtN": 11533,
+      "Ġtu": 11534,
+      "Ġdl": 11535,
+      "ĠTrue": 11536,
+      "\\,\\}\\": 11537,
+      "ĠWe": 11538,
+      ")}(\\{": 11539,
+      "}\\}\\{": 11540,
+      "458": 11541,
+      "262": 11542,
+      "{)}+\\]": 11543,
+      "069": 11544,
+      "085": 11545,
+      "Const": 11546,
+      "Ġadmissible": 11547,
+      "Ġcorresp": 11548,
+      "{\\{}{\\}}{": 11549,
+      "ĠMaximum": 11550,
+      "096": 11551,
+      "Dis": 11552,
+      "Dim": 11553,
+      "It": 11554,
+      "]]^{\\": 11555,
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+}
\ No newline at end of file
diff --git a/src/models/tokenizer/roberta-tokenizer-7Mformulas/tokenizer_config.json b/src/models/tokenizer/roberta-tokenizer-7Mformulas/tokenizer_config.json
new file mode 100644
index 0000000..c671e5a
--- /dev/null
+++ b/src/models/tokenizer/roberta-tokenizer-7Mformulas/tokenizer_config.json
@@ -0,0 +1,57 @@
+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "4": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "RobertaTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}
diff --git a/src/models/tokenizer/roberta-tokenizer-7Mformulas/vocab.json b/src/models/tokenizer/roberta-tokenizer-7Mformulas/vocab.json
new file mode 100644
index 0000000..f2b812b
--- /dev/null
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diff --git a/src/models/tokenizer/train/train.py b/src/models/tokenizer/train/train.py
index ab37915..d2e51ae 100644
--- a/src/models/tokenizer/train/train.py
+++ b/src/models/tokenizer/train/train.py
@@ -4,8 +4,8 @@ from ...globals import VOCAB_SIZE
 
 
 if __name__ == '__main__':
-    tokenizer = TexTeller.get_tokenizer('/home/lhy/code/TeXify/src/models/tokenizer/roberta-tokenizer-raw')
+    tokenizer = TexTeller.get_tokenizer('/home/lhy/code/TexTeller/src/models/tokenizer/roberta-tokenizer-raw')
     dataset = load_dataset("/home/lhy/code/TexTeller/src/models/ocr_model/train/data/loader.py")['train']
     new_tokenizer = tokenizer.train_new_from_iterator(text_iterator=dataset['latex_formula'], vocab_size=VOCAB_SIZE)
-    new_tokenizer.save_pretrained('/home/lhy/code/TeXify/src/models/tokenizer/roberta-tokenizer-550Kformulas')
+    new_tokenizer.save_pretrained('/home/lhy/code/TexTeller/src/models/tokenizer/roberta-tokenizer-7Mformulas')
     pause = 1