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  1. text/G2PWModel/MONOPHONIC_CHARS.txt +0 -0
  2. text/G2PWModel/POLYPHONIC_CHARS.txt +0 -0
  3. text/G2PWModel/bopomofo_to_pinyin_wo_tune_dict.json +1 -0
  4. text/G2PWModel/char_bopomofo_dict.json +0 -0
  5. text/G2PWModel/config.py +19 -0
  6. text/G2PWModel/g2pW.onnx +3 -0
  7. text/G2PWModel/record.log +1005 -0
  8. text/G2PWModel/version +1 -0
text/G2PWModel/MONOPHONIC_CHARS.txt ADDED
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text/G2PWModel/POLYPHONIC_CHARS.txt ADDED
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text/G2PWModel/bopomofo_to_pinyin_wo_tune_dict.json ADDED
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1
+ {"γ„Œγ„§γ„₯": "ling", "γ„©γ„’": "yuan", "ㄒㄧγ„₯": "xing", "ㄑㄧㄑ": "qiu", "γ„Šγ„§γ„’": "tian", "γ„Žγ„¨γ„š": "kua", "ㄨ": "wu", "ㄧㄣ": "yin", "ㄧ": "yi", "ㄒㄧㄝ": "xie", "γ„”γ„‘": "chou", "ㄋㄨㄛ": "nuo", "ㄉㄒ": "dan", "γ„’γ„©": "xu", "γ„’γ„©γ„₯": "xiong", "γ„Œγ„§γ„‘": "liu", "γ„Œγ„§γ„£": "lin", "ㄒㄧ㄀": "xiang", "γ„©γ„₯": "yong", "ㄒㄧㄣ": "xin", "γ„“γ„£": "zhen", "γ„‰γ„ž": "dai", "ㄆㄒ": "pan", "ㄖㄨ": "ru", "γ„‡γ„š": "ma", "ㄑㄧㄒ": "qian", "γ„˜": "ci", "ㄓㄨγ„₯": "zhong", "γ„‹γ„Ÿ": "nei", "γ„”γ„₯": "cheng", "γ„ˆγ„₯": "feng", "ㄓㄨㄛ": "zhuo", "γ„ˆγ„€": "fang", "γ„ ": "ao", "ㄗㄨㄛ": "zuo", "γ„“γ„‘": "zhou", "ㄉㄨγ„₯": "dong", "ㄙㄨ": "su", "γ„‘γ„©γ„₯": "qiong", "γ„Žγ„¨γ„€": "kuang", "ㄨ㄀": "wang", "γ„Œγ„Ÿ": "lei", "γ„‹γ„ ": "nao", "ㄓㄨ": "zhu", "ㄕㄨ": "shu", "γ„•γ„£": "shen", "ㄐㄧㄝ": "jie", "ㄉㄧㄝ": "die", "γ„”": "chi", "γ„Œγ„¨γ„₯": "long", "ㄧγ„₯": "ying", "γ„…γ„₯": "beng", "γ„Œγ„’": "lan", "ㄇㄧㄠ": "miao", "γ„Œγ„§": "li", "ㄐㄧ": "ji", "γ„©": "yu", "γ„Œγ„¨γ„›": "luo", "γ„”γ„ž": "chai", "ㄏㄨㄣ": "hun", "γ„γ„¨γ„Ÿ": "hui", "γ„–γ„ ": "rao", "ㄏㄒ": "han", "ㄒㄧ": "xi", "γ„Šγ„ž": "tai", "ㄧㄠ": "yao", "ㄐㄩㄣ": "jun", "γ„Œγ„©γ„": "lve", "γ„Šγ„€": "tang", "γ„“γ„ ": "zhao", "γ„“γ„ž": "zhai", "γ„“γ„š": "zha", "ㄦ": "er", "γ„–γ„’": "ran", "ㄑㄧ": "qi", "γ„™γ„œ": "se", "γ„™": "si", "γ„™γ„š": "sa", "γ„Žγ„¨γ„Ÿ": "kui", "ㄆㄨ": "pu", "γ„Šγ„š": "ta", "ㄉㄨ": "du", "γ„Šγ„¨": "tu", "ㄧ㄀": "yang", "γ„‘": "ou", "ㄇㄧㄒ": "mian", "ㄨㄣ": "wen", "ㄉㄧㄠ": "diao", "ㄇㄧㄝ": "mie", "γ„¨γ„š": "wa", "ㄋㄧㄠ": "niao", "ㄧㄑ": "you", "γ„”γ„œ": "che", "γ„‘γ„©γ„’": "quan", "γ„˜γ„ž": "cai", "γ„Œγ„§γ„€": "liang", "ㄍㄨ": "gu", "ㄇㄠ": "mao", "γ„γ„¨γ„š": "gua", "γ„™γ„¨γ„Ÿ": "sui", "ㄇㄒ": "man", "γ„•": "shi", "γ„Žγ„‘": "kou", "γ„Šγ„§γ„₯": "ting", "ㄅㄧγ„₯": "bing", "ㄏㄨㄛ": "huo", "ㄍㄨγ„₯": "gong", "ㄑㄧㄣ": "qin", "ㄐㄩγ„₯": "jiong", "γ„Œγ„¨": "lu", "γ„‹γ„’": "nan", "ㄅㄧ": "bi", "γ„‘γ„§γ„š": "qia", "ㄆㄧ": "pi", "ㄉㄧㄒ": "dian", "γ„ˆγ„¨": "fu", "γ„γ„œ": "ge", "γ„…γ„ž": "bai", "ㄍㄒ": "gan", "γ„’γ„©γ„’": "xuan", "γ„Œγ„€": "lang", "γ„•γ„œ": "she", "γ„γ„¨γ„š": "hua", "γ„Šγ„‘": "tou", "ㄆㄧㄒ": "pian", "ㄉㄧ": "di", "ㄖㄨㄒ": "ruan", "γ„œ": "e", "ㄑㄧㄝ": "qie", "ㄉㄑ": "dou", "γ„–γ„¨γ„Ÿ": "rui", "γ„˜γ„¨γ„Ÿ": "cui", "ㄐㄧㄒ": "jian", "ㄔㄨγ„₯": "chong", "ㄉγ„₯": "deng", "ㄐㄩㄝ": "jue", "ㄒㄩㄝ": "xue", "ㄒㄧㄠ": "xiao", "γ„—γ„’": "zan", "γ„“γ„’": "zhan", "γ„—γ„‘": "zou", "γ„˜γ„‘": "cou", "γ„”γ„¨γ„š": "chua", "γ„ˆγ„Ÿ": "fei", "γ„…γ„Ÿ": "bei", "ㄔㄨ": "chu", "γ„…γ„š": "ba", "γ„Žγ„¨γ„ž": "kuai", "γ„’γ„§γ„š": "xia", "γ„γ„œ": "he", "ㄅㄧㄝ": "bie", "γ„Œγ„©": "lv", "ㄙㄨㄒ": "suan", "ㄏγ„₯": "heng", "γ„γ„¨γ„Ÿ": "gui", "γ„Œγ„‘": "lou", "γ„Šγ„§": "ti", "γ„Œγ„œ": "le", "ㄙㄨㄣ": "sun", "ㄒㄧㄒ": "xian", "ㄑㄩㄝ": "que", "γ„“": "zhi", "γ„γ„§γ„š": "jia", "ㄏㄨ": "hu", "γ„Œγ„š": "la", "γ„Žγ„œ": "ke", "γ„ž": "ai", "γ„¨γ„Ÿ": "wei", "ㄏㄨㄒ": "huan", "γ„•γ„¨γ„š": "shua", "ㄕㄨ㄀": "shuang", "γ„γ„ž": "gai", "γ„γ„ž": "hai", "ㄧㄒ": "yan", "γ„ˆγ„’": "fan", "ㄆ㄀": "pang", "ㄙㄨγ„₯": "song", "γ„‹γ„œ": "ne", "γ„”γ„£": "chen", "ㄍㄨㄛ": "guo", "γ„£": "en", "ㄋㄍ": "ng", "γ„†γ„š": "pa", "γ„ˆγ„š": "fa", "ㄆㄑ": "pou", "ㄏㄑ": "hou", "γ„‘γ„©": "qu", "γ„’γ„©γ„£": "xun", "ㄋㄧㄝ": "nie", "ㄏㄨγ„₯": "hong", "γ„Šγ„¨γ„£": "tun", "γ„¨γ„ž": "wai", "γ„•γ„‘": "shou", "ㄧㄝ": "ye", "ㄐㄩ": "ju", "γ„™γ„‘": "sou", "γ„Œγ„¨γ„£": "lun", "γ„‹γ„§γ„š": "nia", "ㄆㄣ": "pen", "γ„ˆγ„£": "fen", "ㄔㄨㄣ": "chun", "ㄋㄧㄑ": "niu", "γ„–γ„‘": "rou", "ㄉㄨㄛ": "duo", "γ„—γ„œ": "ze", "γ„•γ„₯": "sheng", "γ„Žγ„¨": "ku", "γ„§γ„š": "ya", "γ„“γ„¨γ„Ÿ": "zhui", "ㄍㄑ": "gou", "γ„…γ„›": "bo", "γ„‹γ„š": "na", "ㄒㄧㄑ": "xiu", "γ„˜γ„¨": "cu", "γ„Žγ„¨γ„›": "kuo", "γ„Œγ„ ": "lao", "γ„˜γ„¨γ„₯": "cong", "γ„‰γ„š": "da", "ㄆㄛ": "po", "γ„™γ„ž": "sai", "γ„Œγ„₯": "leng", "ㄖㄨγ„₯": "rong", "ㄋㄧ": "ni", "ㄆㄠ": "pao", "γ„Žγ„’": "kan", "ㄨγ„₯": "weng", "ㄨㄒ": "wan", "ㄏㄠ": "hao", "ㄐㄧγ„₯": "jing", "γ„Šγ„’": "tan", "ㄅㄨ": "bu", "γ„—γ„€": "zang", "ㄐㄧㄑ": "jiu", "γ„‡γ„Ÿ": "mei", "ㄇㄨ": "mu", "γ„‰γ„¨γ„Ÿ": "dui", "γ„…γ„€": "bang", "γ„…γ„ ": "bao", "γ„”γ„€": "chang", "γ„“γ„€": "zhang", "ㄗㄨγ„₯": "zong", "ㄍㄨㄣ": "gun", "γ„Œγ„§γ„ ": "liao", "γ„”γ„’": "chan", "γ„“γ„œ": "zhe", "ㄇγ„₯": "meng", "ㄑㄧㄠ": "qiao", "γ„‹γ„€": "nang", "γ„©γ„£": "yun", "γ„Žγ„ž": "kai", "ㄍㄠ": "gao", "γ„Šγ„ ": "tao", "γ„•γ„’": "shan", "γ„Œγ„ž": "lai", "γ„…γ„’": "ban", "γ„Žγ„¨γ„₯": "kong", "ㄔㄨㄛ": "chuo", "ㄋㄨ": "nu", "γ„†γ„Ÿ": "pei", "ㄆγ„₯": "peng", "γ„˜γ„’": "can", "ㄙㄨㄛ": "suo", "γ„Šγ„¨γ„₯": "tong", "ㄑㄧ㄀": "qiang", "γ„™γ„ ": "sao", "ㄓㄨㄒ": "zhuan", "γ„’": "an", "γ„”γ„š": "cha", "γ„•γ„š": "sha", "γ„Œγ„§γ„’": "lian", "ㄇㄧ": "mi", "γ„‹γ„‘": "nou", "γ„˜γ„ ": "cao", "γ„™γ„£": "sen", "γ„‹γ„£": "nen", "ㄋㄧㄒ": "nian", "γ„‡γ„ž": "mai", "ㄩㄝ": "yue", "γ„‹γ„ž": "nai", "γ„γ„¨γ„ž": "huai", "γ„—": "zi", "γ„Œγ„¨γ„’": "luan", "ㄉ��γ„₯": "ding", "ㄇ㄀": "mang", "ㄋㄧγ„₯": "ning", "ㄇㄧγ„₯": "ming", "γ„—γ„¨γ„Ÿ": "zui", "γ„Žγ„€": "kang", "γ„‰γ„œ": "de", "ㄅㄧㄒ": "bian", "ㄐㄧㄣ": "jin", "γ„”γ„¨γ„Ÿ": "chui", "γ„Šγ„¨γ„Ÿ": "tui", "γ„—γ„š": "za", "γ„˜γ„£": "cen", "ㄇㄧㄣ": "min", "ㄏㄨ㄀": "huang", "ㄗㄨ": "zu", "γ„˜γ„¨γ„›": "cuo", "γ„Šγ„¨γ„›": "tuo", "γ„‘γ„©γ„£": "qun", "ㄅㄧㄣ": "bin", "γ„Šγ„§γ„ ": "tiao", "ㄍ㄀": "gang", "ㄉㄨㄒ": "duan", "ㄅㄧㄠ": "biao", "ㄉㄠ": "dao", "ㄖㄨㄣ": "run", "ㄐㄧㄠ": "jiao", "ㄨㄛ": "wo", "γ„˜γ„¨γ„’": "cuan", "γ„–γ„£": "ren", "ㄇㄣ": "men", "ㄓㄨㄣ": "zhun", "γ„Žγ„¨γ„£": "kun", "ㄔㄨ㄀": "chuang", "γ„—γ„ ": "zao", "γ„“γ„₯": "zheng", "ㄆㄧㄣ": "pin", "γ„…γ„£": "ben", "ㄐㄧ㄀": "jiang", "ㄐㄩㄒ": "juan", "γ„˜γ„₯": "ceng", "ㄏ㄀": "hang", "ㄋㄧㄣ": "nin", "γ„Œγ„§γ„": "lie", "ㄍㄨ㄀": "guang", "γ„™γ„’": "san", "γ„Šγ„œ": "te", "ㄕㄨㄣ": "shun", "γ„•γ„¨γ„Ÿ": "shui", "γ„”γ„ ": "chao", "γ„˜γ„œ": "ce", "γ„γ„¨γ„ž": "guai", "γ„Žγ„₯": "keng", "γ„•γ„ž": "shai", "ㄉㄣ": "den", "γ„Šγ„¨γ„’": "tuan", "ㄆㄧㄠ": "piao", "ㄑㄧγ„₯": "qing", "ㄍγ„₯": "geng", "γ„”γ„¨γ„ž": "chuai", "γ„•γ„ ": "shao", "ㄍㄣ": "gen", "ㄋㄨㄒ": "nuan", "γ„–γ„₯": "reng", "ㄇㄑ": "mou", "γ„†γ„ž": "pai", "γ„€": "ang", "γ„Žγ„š": "ka", "ㄍㄨㄒ": "guan", "ㄕㄨㄛ": "shuo", "ㄏㄣ": "hen", "ㄔㄨㄒ": "chuan", "γ„Žγ„¨γ„’": "kuan", "γ„γ„Ÿ": "hei", "ㄇㄛ": "mo", "γ„—γ„ž": "zai", "γ„‹γ„₯": "neng", "γ„•γ„¨γ„ž": "shuai", "γ„–γ„œ": "re", "γ„‹γ„©": "nv", "ㄆㄧγ„₯": "ping", "γ„˜γ„€": "cang", "ㄋㄨγ„₯": "nong", "γ„Žγ„ ": "kao", "ㄗㄨㄒ": "zuan", "γ„Žγ„£": "ken", "γ„γ„š": "ga", "γ„—γ„£": "zen", "ㄉ㄀": "dang", "γ„—γ„₯": "zeng", "ㄉㄨㄣ": "dun", "γ„˜γ„š": "ca", "γ„–γ„€": "rang", "γ„˜γ„¨γ„£": "cun", "ㄖㄨㄛ": "ruo", "γ„Šγ„§γ„": "tie", "γ„Šγ„₯": "teng", "γ„™γ„₯": "seng", "γ„–": "ri", "ㄗㄨㄣ": "zun", "ㄋㄧ㄀": "niang", "ㄋㄩㄝ": "nve", "γ„™γ„€": "sang", "ㄓㄨ㄀": "zhuang", "γ„•γ„€": "shang", "ㄆㄧㄝ": "pie", "ㄕㄨㄒ": "shuan", "γ„ˆγ„‘": "fou", "ㄉㄧㄑ": "diu", "γ„‡γ„œ": "me", "γ„ˆγ„›": "fo", "γ„Œγ„§γ„š": "lia", "γ„Žγ„Ÿ": "kei", "γ„γ„š": "ha", "γ„š": "a", "γ„Œγ„›": "lo", "ㄧㄛ": "yo", "γ„›": "o", "ㄏㄋㄍ": "hng", "γ„‹": "n", "γ„Œγ„£": "len", "γ„‰γ„§γ„š": "dia", "ㄇㄧㄑ": "miu", "γ„‰γ„Ÿ": "dei", "ㄏㄇ": "hm", "ㄋㄨㄣ": "nun", "γ„“γ„¨γ„ž": "zhuai", "γ„Šγ„Ÿ": "tei", "γ„—γ„Ÿ": "zei", "γ„“γ„¨γ„š": "zhua", "γ„–γ„¨γ„š": "rua", "Γͺ": "Γͺ", "γ„Ÿ": "ei", "γ„γ„Ÿ": "gei", "γ„ˆγ„§γ„ ": "fiao", "γ„•γ„Ÿ": "shei", "γ„“γ„Ÿ": "zhei", "γ„₯": "eng", "γ„˜γ„Ÿ": "cei", "ㄉㄧㄣ": "din", "ㄅㄧ㄀": "biang", "γ„§γ„ž": "yai"}
text/G2PWModel/char_bopomofo_dict.json ADDED
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text/G2PWModel/config.py ADDED
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+ manual_seed = 1313
2
+ model_source = 'bert-base-chinese'
3
+ window_size = 32
4
+ num_workers = 2
5
+ use_mask = True
6
+ use_conditional = True
7
+ param_conditional = {
8
+ 'bias': True,
9
+ 'char-linear': True,
10
+ 'pos-linear': False,
11
+ 'char+pos-second': True,
12
+ }
13
+
14
+ batch_size = 256
15
+ use_pos = True
16
+ param_pos = {
17
+ 'weight': 0.1,
18
+ 'pos_joint_training': True,
19
+ }
text/G2PWModel/g2pW.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:2eb3c71fd95117b2e1abef8d2d0cd78aae894bbe7f0fac105ddc9c32ce63cbd0
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+ size 635212732
text/G2PWModel/record.log ADDED
@@ -0,0 +1,1005 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ device: cuda
2
+ now: 2022-04-01 22:13:18.349604
3
+ [200] train_loss=0.289519 valid_loss=0.102661 valid_pos_acc=0.924619 valid_acc=0.97596 / 0.703958 / 0.586078 best_acc=0.97596
4
+ now: 2022-04-01 22:25:27.330080
5
+ [400] train_loss=0.089245 valid_loss=0.0703849 valid_pos_acc=0.942315 valid_acc=0.984227 / 0.747566 / 0.616754 best_acc=0.984227
6
+ now: 2022-04-01 22:37:16.857336
7
+ [600] train_loss=0.0663516 valid_loss=0.0597114 valid_pos_acc=0.946489 valid_acc=0.98734 / 0.77479 / 0.638442 best_acc=0.98734
8
+ now: 2022-04-01 22:49:06.182095
9
+ [800] train_loss=0.0559394 valid_loss=0.0535268 valid_pos_acc=0.948245 valid_acc=0.988928 / 0.774415 / 0.643435 best_acc=0.988928
10
+ now: 2022-04-01 23:00:55.371920
11
+ [1000] train_loss=0.0497098 valid_loss=0.0490104 valid_pos_acc=0.954161 valid_acc=0.989486 / 0.796356 / 0.664386 best_acc=0.989486
12
+ now: 2022-04-01 23:12:49.781716
13
+ [1200] train_loss=0.0462926 valid_loss=0.0466889 valid_pos_acc=0.954634 valid_acc=0.989913 / 0.802885 / 0.673908 best_acc=0.989913
14
+ now: 2022-04-01 23:24:43.685062
15
+ [1400] train_loss=0.0433836 valid_loss=0.0451725 valid_pos_acc=0.956761 valid_acc=0.99049 / 0.805024 / 0.674369 best_acc=0.99049
16
+ now: 2022-04-01 23:36:46.100963
17
+ [1600] train_loss=0.0404561 valid_loss=0.0436914 valid_pos_acc=0.957201 valid_acc=0.991022 / 0.811412 / 0.679481 best_acc=0.991022
18
+ now: 2022-04-01 23:48:48.583240
19
+ [1800] train_loss=0.040905 valid_loss=0.0412648 valid_pos_acc=0.958418 valid_acc=0.991332 / 0.815194 / 0.681627 best_acc=0.991332
20
+ now: 2022-04-02 00:00:42.282365
21
+ [2000] train_loss=0.0384612 valid_loss=0.0402427 valid_pos_acc=0.959796 valid_acc=0.991534 / 0.819666 / 0.689516 best_acc=0.991534
22
+ now: 2022-04-02 00:12:52.902834
23
+ [2200] train_loss=0.0373539 valid_loss=0.0410455 valid_pos_acc=0.961692 valid_acc=0.991425 / 0.828402 / 0.696595 best_acc=0.991534
24
+ now: 2022-04-02 00:25:06.851427
25
+ [2400] train_loss=0.0367612 valid_loss=0.039694 valid_pos_acc=0.960926 valid_acc=0.991823 / 0.830391 / 0.700222 best_acc=0.991823
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+ now: 2022-04-02 00:37:24.156808
27
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28
+ now: 2022-04-02 00:49:37.943513
29
+ [2800] train_loss=0.0356553 valid_loss=0.0381159 valid_pos_acc=0.962729 valid_acc=0.992061 / 0.835112 / 0.707941 best_acc=0.992202
30
+ now: 2022-04-02 01:01:43.672504
31
+ [3000] train_loss=0.0338178 valid_loss=0.0386144 valid_pos_acc=0.962419 valid_acc=0.992322 / 0.835546 / 0.710556 best_acc=0.992322
32
+ now: 2022-04-02 01:13:56.991606
33
+ [3200] train_loss=0.0335683 valid_loss=0.0381786 valid_pos_acc=0.962755 valid_acc=0.992233 / 0.838008 / 0.713975 best_acc=0.992322
34
+ now: 2022-04-02 01:26:13.830261
35
+ [3400] train_loss=0.0316981 valid_loss=0.0373759 valid_pos_acc=0.963524 valid_acc=0.992309 / 0.843253 / 0.718974 best_acc=0.992322
36
+ now: 2022-04-02 01:38:08.308362
37
+ [3600] train_loss=0.0350782 valid_loss=0.0376615 valid_pos_acc=0.96404 valid_acc=0.992259 / 0.84979 / 0.725183 best_acc=0.992322
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+ now: 2022-04-02 01:49:59.416353
39
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40
+ now: 2022-04-02 02:02:09.238893
41
+ [4000] train_loss=0.0331685 valid_loss=0.0369892 valid_pos_acc=0.963339 valid_acc=0.992777 / 0.859395 / 0.730708 best_acc=0.992801
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+ now: 2022-04-02 02:14:27.957159
43
+ [4200] train_loss=0.0317164 valid_loss=0.0350153 valid_pos_acc=0.965784 valid_acc=0.992656 / 0.853549 / 0.727562 best_acc=0.992801
44
+ now: 2022-04-02 02:26:43.092476
45
+ [4400] train_loss=0.0324034 valid_loss=0.0346509 valid_pos_acc=0.965843 valid_acc=0.992981 / 0.853694 / 0.73043 best_acc=0.992981
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+ now: 2022-04-02 02:39:22.465030
47
+ [4600] train_loss=0.0298959 valid_loss=0.0356152 valid_pos_acc=0.965606 valid_acc=0.993022 / 0.855494 / 0.728954 best_acc=0.993022
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+ now: 2022-04-02 02:51:53.210107
49
+ [4800] train_loss=0.0310447 valid_loss=0.0355586 valid_pos_acc=0.965446 valid_acc=0.992597 / 0.851145 / 0.728595 best_acc=0.993022
50
+ now: 2022-04-02 03:04:21.463931
51
+ [5000] train_loss=0.031017 valid_loss=0.034331 valid_pos_acc=0.965695 valid_acc=0.992866 / 0.852123 / 0.728928 best_acc=0.993022
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+ now: 2022-04-02 03:16:32.777183
53
+ [5200] train_loss=0.0312034 valid_loss=0.0349778 valid_pos_acc=0.966472 valid_acc=0.993105 / 0.855114 / 0.733248 best_acc=0.993105
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+ now: 2022-04-02 03:28:51.440974
55
+ [5400] train_loss=0.0294329 valid_loss=0.0339991 valid_pos_acc=0.966307 valid_acc=0.993109 / 0.852872 / 0.727198 best_acc=0.993109
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+ now: 2022-04-02 03:41:07.884688
57
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+ now: 2022-04-02 03:53:43.422479
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+ [5800] train_loss=0.0283985 valid_loss=0.0325766 valid_pos_acc=0.96683 valid_acc=0.993376 / 0.856761 / 0.738166 best_acc=0.993376
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+ now: 2022-04-02 04:06:06.964628
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+ [6000] train_loss=0.0302441 valid_loss=0.0344224 valid_pos_acc=0.966774 valid_acc=0.992838 / 0.85689 / 0.733677 best_acc=0.993376
62
+ now: 2022-04-02 04:18:20.312766
63
+ [6200] train_loss=0.0289215 valid_loss=0.0348225 valid_pos_acc=0.966589 valid_acc=0.993367 / 0.858202 / 0.736723 best_acc=0.993376
64
+ now: 2022-04-02 04:30:36.722397
65
+ [6400] train_loss=0.0294263 valid_loss=0.0329629 valid_pos_acc=0.966854 valid_acc=0.993081 / 0.856632 / 0.7381 best_acc=0.993376
66
+ now: 2022-04-02 04:42:53.493232
67
+ [6600] train_loss=0.0285769 valid_loss=0.0333396 valid_pos_acc=0.967153 valid_acc=0.993547 / 0.865742 / 0.743425 best_acc=0.993547
68
+ now: 2022-04-02 04:55:17.818463
69
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70
+ now: 2022-04-02 05:07:36.630349
71
+ [7000] train_loss=0.0284473 valid_loss=0.0320964 valid_pos_acc=0.968023 valid_acc=0.99355 / 0.868261 / 0.748849 best_acc=0.99355
72
+ now: 2022-04-02 05:20:01.434422
73
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74
+ now: 2022-04-02 05:32:29.662142
75
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+ now: 2022-04-02 05:44:43.967440
77
+ [7600] train_loss=0.0282732 valid_loss=0.03368 valid_pos_acc=0.967292 valid_acc=0.993014 / 0.86581 / 0.745753 best_acc=0.993858
78
+ now: 2022-04-02 05:56:45.436298
79
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80
+ now: 2022-04-02 06:08:51.140922
81
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82
+ now: 2022-04-02 06:20:43.247091
83
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84
+ now: 2022-04-02 06:32:38.603877
85
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+ now: 2022-04-02 06:44:45.010090
87
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+ now: 2022-04-02 06:56:45.886905
89
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90
+ now: 2022-04-02 07:08:52.584840
91
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92
+ now: 2022-04-02 07:21:04.827592
93
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+ now: 2022-04-02 07:33:11.165254
95
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96
+ now: 2022-04-02 07:45:16.521889
97
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+ now: 2022-04-02 07:57:19.055032
99
+ [9800] train_loss=0.0258709 valid_loss=0.0304116 valid_pos_acc=0.967514 valid_acc=0.993751 / 0.87442 / 0.760402 best_acc=0.994046
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+ now: 2022-04-02 08:09:21.455984
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+ [10000] train_loss=0.0261966 valid_loss=0.0310479 valid_pos_acc=0.968954 valid_acc=0.993786 / 0.879653 / 0.76128 best_acc=0.994046
102
+ now: 2022-04-02 08:21:30.441155
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+ [10200] train_loss=0.0272568 valid_loss=0.0306756 valid_pos_acc=0.969087 valid_acc=0.993777 / 0.879809 / 0.760943 best_acc=0.994046
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+ now: 2022-04-02 08:33:36.839764
105
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+ now: 2022-04-02 08:45:39.747008
107
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108
+ now: 2022-04-02 08:57:40.273311
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+ [10800] train_loss=0.0255775 valid_loss=0.0318773 valid_pos_acc=0.969314 valid_acc=0.993576 / 0.865286 / 0.745435 best_acc=0.994046
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+ now: 2022-04-02 09:09:28.232166
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+ [11000] train_loss=0.027821 valid_loss=0.0324836 valid_pos_acc=0.969581 valid_acc=0.993517 / 0.858519 / 0.741976 best_acc=0.994046
112
+ now: 2022-04-02 09:21:18.956995
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+ [11200] train_loss=0.0268467 valid_loss=0.0320919 valid_pos_acc=0.968768 valid_acc=0.993515 / 0.859293 / 0.743348 best_acc=0.994046
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+ now: 2022-04-02 09:33:14.899728
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+ [11400] train_loss=0.0277983 valid_loss=0.0304641 valid_pos_acc=0.969013 valid_acc=0.993803 / 0.857242 / 0.744822 best_acc=0.994046
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+ now: 2022-04-02 09:45:20.431378
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+ [11600] train_loss=0.0278141 valid_loss=0.0303669 valid_pos_acc=0.969312 valid_acc=0.993491 / 0.861739 / 0.751563 best_acc=0.994046
118
+ now: 2022-04-02 09:57:29.453034
119
+ [11800] train_loss=0.0272102 valid_loss=0.030325 valid_pos_acc=0.969045 valid_acc=0.993871 / 0.865131 / 0.753686 best_acc=0.994046
120
+ now: 2022-04-02 10:09:41.097392
121
+ [12000] train_loss=0.0271826 valid_loss=0.0302743 valid_pos_acc=0.969701 valid_acc=0.993645 / 0.865918 / 0.753973 best_acc=0.994046
122
+ now: 2022-04-02 10:21:38.263361
123
+ [12200] train_loss=0.0266099 valid_loss=0.0288773 valid_pos_acc=0.969902 valid_acc=0.994183 / 0.874035 / 0.76018 best_acc=0.994183
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+ now: 2022-04-02 10:33:44.432773
125
+ [12400] train_loss=0.0252403 valid_loss=0.029718 valid_pos_acc=0.969434 valid_acc=0.994127 / 0.87762 / 0.756971 best_acc=0.994183
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+ now: 2022-04-02 10:45:51.265489
127
+ [12600] train_loss=0.0247018 valid_loss=0.0312226 valid_pos_acc=0.969588 valid_acc=0.993641 / 0.881627 / 0.759701 best_acc=0.994183
128
+ now: 2022-04-02 10:57:42.967866
129
+ [12800] train_loss=0.0269899 valid_loss=0.0291686 valid_pos_acc=0.969384 valid_acc=0.994157 / 0.883137 / 0.766173 best_acc=0.994183
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+ now: 2022-04-02 11:09:44.697867
131
+ [13000] train_loss=0.026225 valid_loss=0.0300868 valid_pos_acc=0.969607 valid_acc=0.993756 / 0.881478 / 0.764432 best_acc=0.994183
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+ now: 2022-04-02 11:21:47.303966
133
+ [13200] train_loss=0.0251707 valid_loss=0.0292528 valid_pos_acc=0.969937 valid_acc=0.994205 / 0.882159 / 0.764326 best_acc=0.994205
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+ now: 2022-04-02 11:34:07.084506
135
+ [13400] train_loss=0.0256715 valid_loss=0.0294879 valid_pos_acc=0.969972 valid_acc=0.994331 / 0.879444 / 0.763116 best_acc=0.994331
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+ now: 2022-04-02 11:46:17.499315
137
+ [13600] train_loss=0.0266713 valid_loss=0.0307474 valid_pos_acc=0.968488 valid_acc=0.994092 / 0.88213 / 0.764678 best_acc=0.994331
138
+ now: 2022-04-02 11:58:29.053919
139
+ [13800] train_loss=0.0263307 valid_loss=0.0299171 valid_pos_acc=0.969182 valid_acc=0.994146 / 0.886646 / 0.766393 best_acc=0.994331
140
+ now: 2022-04-02 12:10:42.628035
141
+ [14000] train_loss=0.0254249 valid_loss=0.0291546 valid_pos_acc=0.970087 valid_acc=0.994083 / 0.884958 / 0.766853 best_acc=0.994331
142
+ now: 2022-04-02 12:22:47.459592
143
+ [14200] train_loss=0.0271003 valid_loss=0.0289376 valid_pos_acc=0.969803 valid_acc=0.994263 / 0.882713 / 0.765841 best_acc=0.994331
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+ now: 2022-04-02 12:34:51.459159
145
+ [14400] train_loss=0.0253207 valid_loss=0.0284943 valid_pos_acc=0.97041 valid_acc=0.994483 / 0.883065 / 0.768558 best_acc=0.994483
146
+ now: 2022-04-02 12:47:03.082143
147
+ [14600] train_loss=0.0256933 valid_loss=0.0275894 valid_pos_acc=0.970781 valid_acc=0.994426 / 0.882073 / 0.768093 best_acc=0.994483
148
+ now: 2022-04-02 12:59:01.736374
149
+ [14800] train_loss=0.025288 valid_loss=0.0290729 valid_pos_acc=0.969898 valid_acc=0.994029 / 0.884465 / 0.764771 best_acc=0.994483
150
+ now: 2022-04-02 13:11:07.383148
151
+ [15000] train_loss=0.0254068 valid_loss=0.0292592 valid_pos_acc=0.970833 valid_acc=0.994096 / 0.888942 / 0.769842 best_acc=0.994483
152
+ now: 2022-04-02 13:23:22.842378
153
+ [15200] train_loss=0.0236412 valid_loss=0.0282784 valid_pos_acc=0.970644 valid_acc=0.994229 / 0.889311 / 0.768718 best_acc=0.994483
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+ now: 2022-04-02 13:35:29.034906
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+ [15400] train_loss=0.0243784 valid_loss=0.0292398 valid_pos_acc=0.970883 valid_acc=0.994187 / 0.889313 / 0.771062 best_acc=0.994483
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+ now: 2022-04-02 13:47:31.205294
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+ now: 2022-04-02 13:59:37.091807
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160
+ now: 2022-04-02 14:11:45.813137
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162
+ now: 2022-04-02 14:23:31.259816
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+ now: 2022-04-02 14:35:29.710419
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+ now: 2022-04-02 14:47:28.883504
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+ now: 2022-04-02 14:59:36.374751
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+ now: 2022-04-02 15:11:40.341586
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172
+ now: 2022-04-02 15:23:39.987145
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+ [17200] train_loss=0.0237728 valid_loss=0.028023 valid_pos_acc=0.971417 valid_acc=0.994322 / 0.888697 / 0.776213 best_acc=0.994483
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+ now: 2022-04-02 15:35:38.801398
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+ now: 2022-04-02 15:47:39.875724
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+ now: 2022-04-02 15:59:43.932068
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+ now: 2022-04-02 16:11:42.780407
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+ now: 2022-04-02 16:23:45.328393
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184
+ now: 2022-04-02 16:35:43.743594
185
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+ now: 2022-04-02 16:47:51.962569
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+ now: 2022-04-03 00:14:32.470694
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+ now: 2022-04-03 03:15:16.733585
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+ now: 2022-04-03 03:39:25.302705
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+ now: 2022-04-03 03:51:35.147315
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+ now: 2022-04-03 04:03:37.804465
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+ now: 2022-04-03 04:15:40.869840
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+ now: 2022-04-03 04:27:42.822407
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+ now: 2022-04-03 04:40:02.431413
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+ now: 2022-04-03 04:52:02.140132
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+ now: 2022-04-03 05:04:02.910278
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+ now: 2022-04-03 05:16:05.153874
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+ now: 2022-04-03 05:28:07.493337
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+ now: 2022-04-03 05:40:12.780431
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+ now: 2022-04-03 05:52:16.611374
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+ now: 2022-04-03 06:04:15.437060
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+ now: 2022-04-03 06:16:10.198962
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+ now: 2022-04-03 06:28:05.111366
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+ now: 2022-04-03 06:40:09.460506
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+ now: 2022-04-03 06:52:23.127760
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+ now: 2022-04-03 07:04:31.009479
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+ now: 2022-04-03 07:16:32.128110
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+ now: 2022-04-03 07:28:44.400824
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+ now: 2022-04-03 07:40:49.361680
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+ now: 2022-04-03 07:52:50.822397
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+ now: 2022-04-03 08:16:54.243602
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+ now: 2022-04-03 08:41:15.345717
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+ now: 2022-04-03 08:53:18.026172
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+ now: 2022-04-03 09:05:29.405654
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+ now: 2022-04-03 09:17:41.688908
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+ now: 2022-04-03 09:29:44.816243
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+ now: 2022-04-03 09:41:43.856892
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+ now: 2022-04-03 09:53:53.841427
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+ now: 2022-04-03 10:05:54.756481
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+ now: 2022-04-03 10:17:52.373071
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+ now: 2022-04-03 10:29:48.836136
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+ now: 2022-04-03 10:41:53.650854
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+ now: 2022-04-03 10:54:04.782468
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+ [36600] train_loss=0.0190987 valid_loss=0.025047 valid_pos_acc=0.973278 valid_acc=0.99504 / 0.911809 / 0.804772 best_acc=0.995238
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+ now: 2022-04-03 11:06:14.982105
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+ [36800] train_loss=0.0193329 valid_loss=0.0255344 valid_pos_acc=0.973205 valid_acc=0.994995 / 0.914842 / 0.810892 best_acc=0.995238
370
+ now: 2022-04-03 11:18:21.542298
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+ [37000] train_loss=0.019776 valid_loss=0.0257551 valid_pos_acc=0.973228 valid_acc=0.995025 / 0.911626 / 0.801857 best_acc=0.995238
372
+ now: 2022-04-03 11:30:14.909051
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+ [37200] train_loss=0.0203762 valid_loss=0.0253398 valid_pos_acc=0.973005 valid_acc=0.995255 / 0.91017 / 0.804603 best_acc=0.995255
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+ now: 2022-04-03 11:42:31.753627
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+ [37400] train_loss=0.0188329 valid_loss=0.0251868 valid_pos_acc=0.973304 valid_acc=0.995248 / 0.915374 / 0.809239 best_acc=0.995255
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+ now: 2022-04-03 11:54:33.700994
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+ [37600] train_loss=0.0183661 valid_loss=0.0254057 valid_pos_acc=0.973443 valid_acc=0.995225 / 0.914564 / 0.805779 best_acc=0.995255
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+ now: 2022-04-03 12:06:21.313158
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+ [37800] train_loss=0.0211401 valid_loss=0.0246414 valid_pos_acc=0.973185 valid_acc=0.995164 / 0.914028 / 0.805807 best_acc=0.995255
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+ now: 2022-04-03 12:18:25.200242
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+ [38000] train_loss=0.021069 valid_loss=0.0244758 valid_pos_acc=0.973411 valid_acc=0.995285 / 0.914013 / 0.806843 best_acc=0.995285
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+ now: 2022-04-03 12:30:27.765559
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+ [38200] train_loss=0.0213957 valid_loss=0.0233822 valid_pos_acc=0.973997 valid_acc=0.995231 / 0.918159 / 0.809317 best_acc=0.995285
384
+ now: 2022-04-03 12:42:34.527640
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+ [38400] train_loss=0.01998 valid_loss=0.0246681 valid_pos_acc=0.973157 valid_acc=0.995144 / 0.911465 / 0.802431 best_acc=0.995285
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+ now: 2022-04-03 12:54:35.718367
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+ [38600] train_loss=0.0219669 valid_loss=0.0265307 valid_pos_acc=0.973142 valid_acc=0.994856 / 0.913512 / 0.802637 best_acc=0.995285
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+ now: 2022-04-03 13:06:31.081322
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+ [38800] train_loss=0.0200181 valid_loss=0.0254716 valid_pos_acc=0.972988 valid_acc=0.995194 / 0.918644 / 0.809186 best_acc=0.995285
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+ now: 2022-04-03 13:18:35.624914
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+ [39000] train_loss=0.0210553 valid_loss=0.0242162 valid_pos_acc=0.973558 valid_acc=0.995114 / 0.914893 / 0.807304 best_acc=0.995285
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+ now: 2022-04-03 13:30:40.043785
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+ [39200] train_loss=0.0183049 valid_loss=0.0254598 valid_pos_acc=0.973745 valid_acc=0.995105 / 0.921543 / 0.812539 best_acc=0.995285
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+ now: 2022-04-03 13:42:42.189633
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+ [39400] train_loss=0.0204597 valid_loss=0.0242165 valid_pos_acc=0.973517 valid_acc=0.995151 / 0.916498 / 0.808433 best_acc=0.995285
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+ now: 2022-04-03 13:54:41.379549
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+ [39600] train_loss=0.0182456 valid_loss=0.0259895 valid_pos_acc=0.97315 valid_acc=0.995231 / 0.922271 / 0.812708 best_acc=0.995285
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+ now: 2022-04-03 14:06:51.554192
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+ [39800] train_loss=0.0163934 valid_loss=0.0258782 valid_pos_acc=0.973615 valid_acc=0.995144 / 0.916559 / 0.809627 best_acc=0.995285
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+ now: 2022-04-03 14:18:44.881390
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+ now: 2022-04-03 14:30:42.900837
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+ now: 2022-04-03 14:42:37.709297
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+ now: 2022-04-03 14:54:43.815772
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+ now: 2022-04-03 15:06:48.756040
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+ now: 2022-04-03 15:18:48.093498
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+ now: 2022-04-03 15:30:49.330639
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+ now: 2022-04-03 15:42:50.366939
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+ now: 2022-04-03 15:54:50.211349
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+ now: 2022-04-03 16:06:51.678378
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+ now: 2022-04-03 16:19:01.215393
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+ now: 2022-04-03 16:31:02.965955
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+ now: 2022-04-03 16:42:58.346109
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+ now: 2022-04-03 16:54:51.654450
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+ now: 2022-04-03 17:06:53.863013
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+ now: 2022-04-03 17:18:52.584371
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+ now: 2022-04-03 17:30:49.691185
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+ now: 2022-04-03 17:42:50.184875
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+ now: 2022-04-03 17:54:44.709886
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+ now: 2022-04-03 18:06:47.227964
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+ now: 2022-04-03 18:18:48.239180
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+ now: 2022-04-03 18:30:58.780112
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+ now: 2022-04-03 18:43:02.816823
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+ now: 2022-04-03 18:55:04.839467
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+ now: 2022-04-03 19:07:07.807908
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+ now: 2022-04-03 19:18:53.383956
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+ now: 2022-04-03 19:30:53.526194
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+ now: 2022-04-03 19:42:50.236892
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+ now: 2022-04-03 19:54:46.588740
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+ now: 2022-04-03 20:06:53.199451
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+ now: 2022-04-03 20:19:00.767866
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+ now: 2022-04-03 20:30:58.988089
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+ now: 2022-04-03 20:42:51.449300
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+ [46400] train_loss=0.0167886 valid_loss=0.0253529 valid_pos_acc=0.973704 valid_acc=0.995159 / 0.92335 / 0.820036 best_acc=0.995374
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+ now: 2022-04-03 20:55:00.160971
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+ [46600] train_loss=0.0176656 valid_loss=0.0256036 valid_pos_acc=0.973929 valid_acc=0.995366 / 0.922949 / 0.818223 best_acc=0.995374
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+ now: 2022-04-03 21:07:02.579327
469
+ [46800] train_loss=0.0168645 valid_loss=0.0251908 valid_pos_acc=0.974203 valid_acc=0.995385 / 0.92207 / 0.81494 best_acc=0.995385
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+ now: 2022-04-03 21:18:57.696871
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+ [47000] train_loss=0.0172549 valid_loss=0.0256528 valid_pos_acc=0.974391 valid_acc=0.995118 / 0.918959 / 0.811756 best_acc=0.995385
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+ now: 2022-04-03 21:30:53.620916
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+ [47200] train_loss=0.0177735 valid_loss=0.0247787 valid_pos_acc=0.97404 valid_acc=0.995071 / 0.922916 / 0.818151 best_acc=0.995385
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+ now: 2022-04-03 21:42:47.443922
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+ [47400] train_loss=0.0168849 valid_loss=0.0250654 valid_pos_acc=0.973947 valid_acc=0.995368 / 0.919669 / 0.817169 best_acc=0.995385
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+ now: 2022-04-03 21:54:53.531320
477
+ [47600] train_loss=0.0162995 valid_loss=0.0245945 valid_pos_acc=0.973951 valid_acc=0.995285 / 0.922128 / 0.819555 best_acc=0.995385
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+ now: 2022-04-03 22:06:54.960049
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+ [47800] train_loss=0.0166094 valid_loss=0.0254666 valid_pos_acc=0.974647 valid_acc=0.995314 / 0.925199 / 0.818337 best_acc=0.995385
480
+ now: 2022-04-03 22:18:44.813398
481
+ [48000] train_loss=0.018357 valid_loss=0.0258162 valid_pos_acc=0.974018 valid_acc=0.99527 / 0.924671 / 0.820527 best_acc=0.995385
482
+ now: 2022-04-03 22:30:33.755723
483
+ [48200] train_loss=0.0168674 valid_loss=0.025839 valid_pos_acc=0.973747 valid_acc=0.995309 / 0.921703 / 0.813788 best_acc=0.995385
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+ now: 2022-04-03 22:42:23.398005
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+ [48400] train_loss=0.016813 valid_loss=0.0248057 valid_pos_acc=0.973541 valid_acc=0.995385 / 0.92499 / 0.824521 best_acc=0.995385
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+ now: 2022-04-03 22:54:25.099880
487
+ [48600] train_loss=0.016574 valid_loss=0.0255942 valid_pos_acc=0.973608 valid_acc=0.995177 / 0.925379 / 0.821092 best_acc=0.995385
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+ now: 2022-04-03 23:06:29.088401
489
+ [48800] train_loss=0.0164469 valid_loss=0.025258 valid_pos_acc=0.973758 valid_acc=0.995409 / 0.924966 / 0.819685 best_acc=0.995409
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+ now: 2022-04-03 23:18:37.642881
491
+ [49000] train_loss=0.0179612 valid_loss=0.0246981 valid_pos_acc=0.974266 valid_acc=0.995318 / 0.920644 / 0.816254 best_acc=0.995409
492
+ now: 2022-04-03 23:30:33.455618
493
+ [49200] train_loss=0.0163115 valid_loss=0.025103 valid_pos_acc=0.973717 valid_acc=0.995405 / 0.917957 / 0.814416 best_acc=0.995409
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+ now: 2022-04-03 23:42:28.866307
495
+ [49400] train_loss=0.0171099 valid_loss=0.0263086 valid_pos_acc=0.973556 valid_acc=0.995151 / 0.91743 / 0.810825 best_acc=0.995409
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+ now: 2022-04-03 23:54:18.959772
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+ [49600] train_loss=0.0189349 valid_loss=0.0246903 valid_pos_acc=0.974151 valid_acc=0.995272 / 0.92322 / 0.818726 best_acc=0.995409
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+ now: 2022-04-04 00:06:15.909786
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500
+ now: 2022-04-04 00:18:24.239516
501
+ [50000] train_loss=0.0176046 valid_loss=0.024858 valid_pos_acc=0.974309 valid_acc=0.995346 / 0.930482 / 0.820187 best_acc=0.995439
502
+ now: 2022-04-04 00:30:15.506831
503
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504
+ now: 2022-04-04 00:42:18.897896
505
+ [50400] train_loss=0.0171214 valid_loss=0.0246193 valid_pos_acc=0.974333 valid_acc=0.995368 / 0.921255 / 0.81669 best_acc=0.995439
506
+ now: 2022-04-04 00:54:13.841028
507
+ [50600] train_loss=0.0161805 valid_loss=0.0250435 valid_pos_acc=0.974437 valid_acc=0.995186 / 0.918271 / 0.813367 best_acc=0.995439
508
+ now: 2022-04-04 01:06:16.083462
509
+ [50800] train_loss=0.0179548 valid_loss=0.0245154 valid_pos_acc=0.974691 valid_acc=0.995259 / 0.922457 / 0.81699 best_acc=0.995439
510
+ now: 2022-04-04 01:18:13.790064
511
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512
+ now: 2022-04-04 01:30:17.861722
513
+ [51200] train_loss=0.016939 valid_loss=0.0265039 valid_pos_acc=0.974007 valid_acc=0.995044 / 0.922191 / 0.811527 best_acc=0.995439
514
+ now: 2022-04-04 01:42:23.079103
515
+ [51400] train_loss=0.015836 valid_loss=0.0262405 valid_pos_acc=0.973289 valid_acc=0.995235 / 0.922246 / 0.817143 best_acc=0.995439
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+ now: 2022-04-04 01:54:20.740833
517
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+ now: 2022-04-04 02:06:12.246740
519
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520
+ now: 2022-04-04 02:18:00.425728
521
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+ now: 2022-04-04 02:30:00.527309
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+ now: 2022-04-04 02:42:15.444828
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+ [52400] train_loss=0.0142718 valid_loss=0.0261507 valid_pos_acc=0.974112 valid_acc=0.995218 / 0.926747 / 0.823267 best_acc=0.995439
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+ now: 2022-04-04 02:54:22.534812
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+ [52600] train_loss=0.0181186 valid_loss=0.024454 valid_pos_acc=0.974678 valid_acc=0.995266 / 0.920649 / 0.821322 best_acc=0.995439
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+ now: 2022-04-04 03:06:28.190695
529
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+ now: 2022-04-04 03:18:37.506758
531
+ [53000] train_loss=0.0180586 valid_loss=0.0249947 valid_pos_acc=0.973493 valid_acc=0.995246 / 0.922071 / 0.820278 best_acc=0.995439
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+ now: 2022-04-04 03:30:42.193804
533
+ [53200] train_loss=0.0174878 valid_loss=0.0238657 valid_pos_acc=0.974348 valid_acc=0.995357 / 0.928082 / 0.822476 best_acc=0.995439
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+ now: 2022-04-04 03:42:35.505948
535
+ [53400] train_loss=0.0175929 valid_loss=0.0238299 valid_pos_acc=0.974042 valid_acc=0.995331 / 0.921639 / 0.819943 best_acc=0.995439
536
+ now: 2022-04-04 03:54:28.949782
537
+ [53600] train_loss=0.0177671 valid_loss=0.0252258 valid_pos_acc=0.974318 valid_acc=0.995259 / 0.923376 / 0.819476 best_acc=0.995439
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+ now: 2022-04-04 04:06:31.080946
539
+ [53800] train_loss=0.0181123 valid_loss=0.0245157 valid_pos_acc=0.974474 valid_acc=0.995344 / 0.926992 / 0.822282 best_acc=0.995439
540
+ now: 2022-04-04 04:18:31.824945
541
+ [54000] train_loss=0.0163909 valid_loss=0.0247618 valid_pos_acc=0.973955 valid_acc=0.995322 / 0.926681 / 0.819102 best_acc=0.995439
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+ now: 2022-04-04 04:30:40.751754
543
+ [54200] train_loss=0.0182664 valid_loss=0.0249099 valid_pos_acc=0.973999 valid_acc=0.995418 / 0.928271 / 0.824931 best_acc=0.995439
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+ now: 2022-04-04 04:42:35.399533
545
+ [54400] train_loss=0.0186873 valid_loss=0.0251008 valid_pos_acc=0.974205 valid_acc=0.995405 / 0.932078 / 0.826293 best_acc=0.995439
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+ now: 2022-04-04 04:54:44.051651
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+ [54600] train_loss=0.0176127 valid_loss=0.0242345 valid_pos_acc=0.97437 valid_acc=0.995394 / 0.926177 / 0.823775 best_acc=0.995439
548
+ now: 2022-04-04 05:06:49.804392
549
+ [54800] train_loss=0.0163823 valid_loss=0.0258135 valid_pos_acc=0.974289 valid_acc=0.995075 / 0.92924 / 0.822328 best_acc=0.995439
550
+ now: 2022-04-04 05:18:59.599641
551
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552
+ now: 2022-04-04 05:31:03.121724
553
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554
+ now: 2022-04-04 05:43:02.794339
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556
+ now: 2022-04-04 05:55:02.273212
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+ now: 2022-04-04 06:07:03.296464
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560
+ now: 2022-04-04 06:19:11.613771
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+ now: 2022-04-04 06:31:02.274835
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+ now: 2022-04-04 06:43:00.961416
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+ now: 2022-04-04 06:55:01.506312
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+ now: 2022-04-04 07:06:52.135175
569
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+ now: 2022-04-04 07:18:50.316902
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572
+ now: 2022-04-04 07:30:56.648830
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+ now: 2022-04-04 07:43:00.234541
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+ now: 2022-04-04 07:55:01.561685
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+ now: 2022-04-04 08:07:03.437555
579
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+ now: 2022-04-04 08:19:09.447609
581
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+ now: 2022-04-04 08:31:08.680812
583
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+ now: 2022-04-04 08:43:10.046244
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+ now: 2022-04-04 08:55:18.433955
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+ now: 2022-04-04 09:07:27.795974
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+ now: 2022-04-04 09:19:29.918584
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+ now: 2022-04-04 09:31:33.387747
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+ now: 2022-04-04 09:43:38.498786
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+ now: 2022-04-04 09:55:40.006405
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+ now: 2022-04-04 10:07:46.456322
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+ now: 2022-04-04 10:19:47.170813
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+ now: 2022-04-04 10:31:54.967223
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+ now: 2022-04-04 10:43:57.300159
605
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+ now: 2022-04-04 10:55:50.855788
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+ now: 2022-04-04 11:07:45.181290
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+ now: 2022-04-04 11:19:31.882106
611
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+ now: 2022-04-04 11:31:20.954761
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+ now: 2022-04-04 11:43:16.513341
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+ now: 2022-04-04 11:55:19.484783
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+ now: 2022-04-04 12:07:11.369487
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+ now: 2022-04-04 12:19:18.413032
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+ now: 2022-04-04 12:31:20.055266
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+ now: 2022-04-04 12:43:13.349393
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+ now: 2022-04-04 12:55:00.906269
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+ now: 2022-04-04 13:06:57.609555
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+ now: 2022-04-04 13:18:51.020957
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+ now: 2022-04-04 13:30:41.825005
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+ now: 2022-04-04 13:42:34.233889
635
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+ now: 2022-04-04 13:54:30.059726
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+ now: 2022-04-04 14:06:25.923276
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+ now: 2022-04-04 14:18:29.316170
641
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642
+ now: 2022-04-04 14:30:34.246579
643
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644
+ now: 2022-04-04 14:42:51.084382
645
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646
+ now: 2022-04-04 14:54:58.723482
647
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648
+ now: 2022-04-04 15:06:51.962741
649
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650
+ now: 2022-04-04 15:18:55.351985
651
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652
+ now: 2022-04-04 15:31:02.499770
653
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+ now: 2022-04-04 15:43:12.293967
655
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656
+ now: 2022-04-04 15:55:16.151208
657
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658
+ now: 2022-04-04 16:07:11.212065
659
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660
+ now: 2022-04-04 16:19:08.685980
661
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662
+ now: 2022-04-04 16:31:02.374897
663
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+ now: 2022-04-04 16:42:47.960220
665
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+ now: 2022-04-04 16:54:48.551560
667
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668
+ now: 2022-04-04 17:06:51.181160
669
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670
+ now: 2022-04-04 17:18:56.196395
671
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672
+ now: 2022-04-04 17:30:49.412781
673
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674
+ now: 2022-04-04 17:42:55.107881
675
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676
+ now: 2022-04-04 17:54:54.064581
677
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+ now: 2022-04-04 18:06:53.764486
679
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680
+ now: 2022-04-04 18:18:51.081973
681
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682
+ now: 2022-04-04 18:30:58.562494
683
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684
+ now: 2022-04-04 18:42:51.828880
685
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686
+ now: 2022-04-04 18:54:48.421492
687
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688
+ now: 2022-04-04 19:06:46.853231
689
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690
+ now: 2022-04-04 19:18:49.907609
691
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692
+ now: 2022-04-04 19:30:58.657495
693
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694
+ now: 2022-04-04 19:43:05.888719
695
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696
+ now: 2022-04-04 19:55:14.202470
697
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+ now: 2022-04-04 20:07:14.789065
699
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700
+ now: 2022-04-04 20:19:07.585227
701
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702
+ now: 2022-04-04 20:31:00.634042
703
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704
+ now: 2022-04-04 20:42:51.615293
705
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706
+ now: 2022-04-04 20:54:54.958272
707
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708
+ now: 2022-04-04 21:06:51.313734
709
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710
+ now: 2022-04-04 21:18:43.761819
711
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712
+ now: 2022-04-04 21:30:44.417684
713
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714
+ now: 2022-04-04 21:42:42.850833
715
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716
+ now: 2022-04-04 21:54:46.086563
717
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718
+ now: 2022-04-04 22:06:47.189552
719
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720
+ now: 2022-04-04 22:18:39.870279
721
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722
+ now: 2022-04-04 22:30:33.184078
723
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724
+ now: 2022-04-04 22:42:36.180178
725
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726
+ now: 2022-04-04 22:54:42.093287
727
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728
+ now: 2022-04-04 23:06:54.703488
729
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730
+ now: 2022-04-04 23:19:01.661367
731
+ [73000] train_loss=0.016436 valid_loss=0.0265112 valid_pos_acc=0.974443 valid_acc=0.995385 / 0.927996 / 0.829395 best_acc=0.995648
732
+ now: 2022-04-04 23:31:00.152399
733
+ [73200] train_loss=0.0162149 valid_loss=0.0255855 valid_pos_acc=0.974825 valid_acc=0.995448 / 0.928238 / 0.829202 best_acc=0.995648
734
+ now: 2022-04-04 23:43:00.392230
735
+ [73400] train_loss=0.0144402 valid_loss=0.0252108 valid_pos_acc=0.9747 valid_acc=0.995587 / 0.929875 / 0.834653 best_acc=0.995648
736
+ now: 2022-04-04 23:55:08.297531
737
+ [73600] train_loss=0.0156009 valid_loss=0.0243919 valid_pos_acc=0.974626 valid_acc=0.995526 / 0.930281 / 0.835324 best_acc=0.995648
738
+ now: 2022-04-05 00:07:21.557640
739
+ [73800] train_loss=0.0162462 valid_loss=0.0250821 valid_pos_acc=0.975079 valid_acc=0.995567 / 0.927734 / 0.826903 best_acc=0.995648
740
+ now: 2022-04-05 00:19:20.964981
741
+ [74000] train_loss=0.0149793 valid_loss=0.0246167 valid_pos_acc=0.974808 valid_acc=0.995598 / 0.930624 / 0.833348 best_acc=0.995648
742
+ now: 2022-04-05 00:31:27.707459
743
+ [74200] train_loss=0.016266 valid_loss=0.0240239 valid_pos_acc=0.975188 valid_acc=0.995574 / 0.931921 / 0.831013 best_acc=0.995648
744
+ now: 2022-04-05 00:43:16.494193
745
+ [74400] train_loss=0.0133132 valid_loss=0.0248758 valid_pos_acc=0.97506 valid_acc=0.99553 / 0.935143 / 0.835638 best_acc=0.995648
746
+ now: 2022-04-05 00:55:14.868213
747
+ [74600] train_loss=0.0161027 valid_loss=0.0249716 valid_pos_acc=0.97488 valid_acc=0.9955 / 0.933607 / 0.832621 best_acc=0.995648
748
+ now: 2022-04-05 01:07:25.462651
749
+ [74800] train_loss=0.014376 valid_loss=0.0250494 valid_pos_acc=0.975396 valid_acc=0.995504 / 0.933943 / 0.833992 best_acc=0.995648
750
+ now: 2022-04-05 01:19:25.187529
751
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752
+ now: 2022-04-05 01:31:27.005032
753
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754
+ now: 2022-04-05 01:43:35.408468
755
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756
+ now: 2022-04-05 01:55:54.653418
757
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758
+ now: 2022-04-05 02:07:43.823418
759
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760
+ now: 2022-04-05 02:19:44.987772
761
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762
+ now: 2022-04-05 02:31:42.885767
763
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764
+ now: 2022-04-05 02:43:44.509209
765
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766
+ now: 2022-04-05 02:55:49.966478
767
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768
+ now: 2022-04-05 03:08:00.620954
769
+ [76800] train_loss=0.0151146 valid_loss=0.0246848 valid_pos_acc=0.975071 valid_acc=0.995398 / 0.930615 / 0.832294 best_acc=0.995693
770
+ now: 2022-04-05 03:20:08.341056
771
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772
+ now: 2022-04-05 03:32:17.172790
773
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774
+ now: 2022-04-05 03:44:21.046580
775
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776
+ now: 2022-04-05 03:56:20.405982
777
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778
+ now: 2022-04-05 04:08:28.594227
779
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780
+ now: 2022-04-05 04:20:31.662452
781
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782
+ now: 2022-04-05 04:32:28.019168
783
+ [78200] train_loss=0.0167179 valid_loss=0.0249402 valid_pos_acc=0.9747 valid_acc=0.995502 / 0.923062 / 0.82385 best_acc=0.995693
784
+ now: 2022-04-05 04:44:26.471615
785
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786
+ now: 2022-04-05 04:56:24.357334
787
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788
+ now: 2022-04-05 05:08:26.198865
789
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790
+ now: 2022-04-05 05:20:20.936271
791
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792
+ now: 2022-04-05 05:32:17.131240
793
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794
+ now: 2022-04-05 05:44:21.126943
795
+ [79400] train_loss=0.0127164 valid_loss=0.025304 valid_pos_acc=0.975057 valid_acc=0.995698 / 0.930098 / 0.832254 best_acc=0.995698
796
+ now: 2022-04-05 05:56:18.071160
797
+ [79600] train_loss=0.0110389 valid_loss=0.0258263 valid_pos_acc=0.975101 valid_acc=0.995643 / 0.930643 / 0.835766 best_acc=0.995698
798
+ now: 2022-04-05 06:08:12.503631
799
+ [79800] train_loss=0.0132959 valid_loss=0.0263015 valid_pos_acc=0.974487 valid_acc=0.995446 / 0.932765 / 0.83365 best_acc=0.995698
800
+ now: 2022-04-05 06:20:20.191496
801
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802
+ now: 2022-04-05 06:32:30.331123
803
+ [80200] train_loss=0.0129796 valid_loss=0.0252719 valid_pos_acc=0.974886 valid_acc=0.995539 / 0.930875 / 0.836388 best_acc=0.995698
804
+ now: 2022-04-05 06:44:36.817366
805
+ [80400] train_loss=0.0126967 valid_loss=0.0255622 valid_pos_acc=0.97511 valid_acc=0.995624 / 0.930096 / 0.832861 best_acc=0.995698
806
+ now: 2022-04-05 06:56:45.374554
807
+ [80600] train_loss=0.0142307 valid_loss=0.0258526 valid_pos_acc=0.97511 valid_acc=0.995489 / 0.932336 / 0.832256 best_acc=0.995698
808
+ now: 2022-04-05 07:08:47.240323
809
+ [80800] train_loss=0.0138569 valid_loss=0.0268916 valid_pos_acc=0.974849 valid_acc=0.995609 / 0.936109 / 0.834517 best_acc=0.995698
810
+ now: 2022-04-05 07:21:07.181733
811
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812
+ now: 2022-04-05 07:33:38.912179
813
+ [81200] train_loss=0.0130838 valid_loss=0.0268405 valid_pos_acc=0.974689 valid_acc=0.995491 / 0.933348 / 0.837004 best_acc=0.995698
814
+ now: 2022-04-05 07:45:58.486868
815
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816
+ now: 2022-04-05 07:58:01.699833
817
+ [81600] train_loss=0.0127687 valid_loss=0.0267179 valid_pos_acc=0.975088 valid_acc=0.995461 / 0.932898 / 0.833357 best_acc=0.995698
818
+ now: 2022-04-05 08:10:22.110075
819
+ [81800] train_loss=0.0125759 valid_loss=0.026263 valid_pos_acc=0.974645 valid_acc=0.995409 / 0.934211 / 0.83588 best_acc=0.995698
820
+ now: 2022-04-05 08:22:30.965145
821
+ [82000] train_loss=0.0138023 valid_loss=0.0262454 valid_pos_acc=0.97488 valid_acc=0.995481 / 0.933091 / 0.835412 best_acc=0.995698
822
+ now: 2022-04-05 08:34:55.047735
823
+ [82200] train_loss=0.0127197 valid_loss=0.0260373 valid_pos_acc=0.975346 valid_acc=0.995517 / 0.934354 / 0.834983 best_acc=0.995698
824
+ now: 2022-04-05 08:47:21.849999
825
+ [82400] train_loss=0.0133346 valid_loss=0.0259693 valid_pos_acc=0.975274 valid_acc=0.995563 / 0.932429 / 0.834782 best_acc=0.995698
826
+ now: 2022-04-05 08:59:46.077640
827
+ [82600] train_loss=0.0119814 valid_loss=0.0268453 valid_pos_acc=0.97447 valid_acc=0.995485 / 0.935298 / 0.838585 best_acc=0.995698
828
+ now: 2022-04-05 09:12:10.429291
829
+ [82800] train_loss=0.0138231 valid_loss=0.0256561 valid_pos_acc=0.975485 valid_acc=0.995604 / 0.932017 / 0.837154 best_acc=0.995698
830
+ now: 2022-04-05 09:24:25.503501
831
+ [83000] train_loss=0.0138415 valid_loss=0.0260283 valid_pos_acc=0.975131 valid_acc=0.99547 / 0.93434 / 0.835245 best_acc=0.995698
832
+ now: 2022-04-05 09:36:38.417154
833
+ [83200] train_loss=0.0124775 valid_loss=0.0260958 valid_pos_acc=0.975194 valid_acc=0.995672 / 0.935893 / 0.837375 best_acc=0.995698
834
+ now: 2022-04-05 09:48:54.047384
835
+ [83400] train_loss=0.0132698 valid_loss=0.0259098 valid_pos_acc=0.974975 valid_acc=0.995465 / 0.934838 / 0.8402 best_acc=0.995698
836
+ now: 2022-04-05 10:00:55.953481
837
+ [83600] train_loss=0.0134172 valid_loss=0.0258395 valid_pos_acc=0.975396 valid_acc=0.995544 / 0.934034 / 0.836583 best_acc=0.995698
838
+ now: 2022-04-05 10:12:56.731723
839
+ [83800] train_loss=0.0129522 valid_loss=0.0251187 valid_pos_acc=0.975463 valid_acc=0.995596 / 0.933734 / 0.833624 best_acc=0.995698
840
+ now: 2022-04-05 10:24:54.745844
841
+ [84000] train_loss=0.0141191 valid_loss=0.0254002 valid_pos_acc=0.975463 valid_acc=0.995585 / 0.935384 / 0.836613 best_acc=0.995698
842
+ now: 2022-04-05 10:37:00.190609
843
+ [84200] train_loss=0.013092 valid_loss=0.0266141 valid_pos_acc=0.97488 valid_acc=0.995517 / 0.934064 / 0.836598 best_acc=0.995698
844
+ now: 2022-04-05 10:49:11.600372
845
+ [84400] train_loss=0.0146677 valid_loss=0.025732 valid_pos_acc=0.975146 valid_acc=0.995476 / 0.934118 / 0.834405 best_acc=0.995698
846
+ now: 2022-04-05 11:01:26.620881
847
+ [84600] train_loss=0.0147797 valid_loss=0.0257641 valid_pos_acc=0.974908 valid_acc=0.9955 / 0.931502 / 0.830953 best_acc=0.995698
848
+ now: 2022-04-05 11:13:35.462462
849
+ [84800] train_loss=0.0130389 valid_loss=0.0259705 valid_pos_acc=0.97511 valid_acc=0.995654 / 0.933228 / 0.838112 best_acc=0.995698
850
+ now: 2022-04-05 11:25:41.335912
851
+ [85000] train_loss=0.0130362 valid_loss=0.0270572 valid_pos_acc=0.975012 valid_acc=0.995524 / 0.935052 / 0.83898 best_acc=0.995698
852
+ now: 2022-04-05 11:37:45.634992
853
+ [85200] train_loss=0.0136579 valid_loss=0.0259226 valid_pos_acc=0.975407 valid_acc=0.995561 / 0.932682 / 0.833727 best_acc=0.995698
854
+ now: 2022-04-05 11:49:49.322682
855
+ [85400] train_loss=0.0138471 valid_loss=0.0278054 valid_pos_acc=0.974313 valid_acc=0.995253 / 0.926638 / 0.826328 best_acc=0.995698
856
+ now: 2022-04-05 12:02:06.577902
857
+ [85600] train_loss=0.0141456 valid_loss=0.0270836 valid_pos_acc=0.97522 valid_acc=0.995439 / 0.931749 / 0.83259 best_acc=0.995698
858
+ now: 2022-04-05 12:14:09.865872
859
+ [85800] train_loss=0.0136233 valid_loss=0.0261673 valid_pos_acc=0.975724 valid_acc=0.995485 / 0.932979 / 0.832328 best_acc=0.995698
860
+ now: 2022-04-05 12:26:24.557886
861
+ [86000] train_loss=0.0129815 valid_loss=0.026333 valid_pos_acc=0.975672 valid_acc=0.995426 / 0.933565 / 0.836186 best_acc=0.995698
862
+ now: 2022-04-05 12:38:22.054353
863
+ [86200] train_loss=0.0138994 valid_loss=0.025931 valid_pos_acc=0.975602 valid_acc=0.995533 / 0.927751 / 0.828184 best_acc=0.995698
864
+ now: 2022-04-05 12:50:25.067251
865
+ [86400] train_loss=0.0136555 valid_loss=0.0258883 valid_pos_acc=0.975031 valid_acc=0.995409 / 0.927127 / 0.829497 best_acc=0.995698
866
+ now: 2022-04-05 13:02:21.412803
867
+ [86600] train_loss=0.0142481 valid_loss=0.0267677 valid_pos_acc=0.975535 valid_acc=0.995535 / 0.929604 / 0.830529 best_acc=0.995698
868
+ now: 2022-04-05 13:14:29.577497
869
+ [86800] train_loss=0.0142199 valid_loss=0.026345 valid_pos_acc=0.974986 valid_acc=0.995331 / 0.93041 / 0.828971 best_acc=0.995698
870
+ now: 2022-04-05 13:26:39.137708
871
+ [87000] train_loss=0.0132453 valid_loss=0.0277596 valid_pos_acc=0.975698 valid_acc=0.995459 / 0.929227 / 0.825919 best_acc=0.995698
872
+ now: 2022-04-05 13:38:41.105816
873
+ [87200] train_loss=0.0140319 valid_loss=0.0262992 valid_pos_acc=0.975387 valid_acc=0.995372 / 0.925482 / 0.828088 best_acc=0.995698
874
+ now: 2022-04-05 13:50:47.452684
875
+ [87400] train_loss=0.0143099 valid_loss=0.0264765 valid_pos_acc=0.974565 valid_acc=0.995402 / 0.930457 / 0.829678 best_acc=0.995698
876
+ now: 2022-04-05 14:02:54.386306
877
+ [87600] train_loss=0.0139416 valid_loss=0.0260449 valid_pos_acc=0.975598 valid_acc=0.99555 / 0.930947 / 0.830807 best_acc=0.995698
878
+ now: 2022-04-05 14:14:49.214068
879
+ [87800] train_loss=0.013045 valid_loss=0.0260407 valid_pos_acc=0.974786 valid_acc=0.995637 / 0.934269 / 0.839114 best_acc=0.995698
880
+ now: 2022-04-05 14:26:42.833491
881
+ [88000] train_loss=0.0141046 valid_loss=0.0263996 valid_pos_acc=0.975235 valid_acc=0.995537 / 0.933095 / 0.831651 best_acc=0.995698
882
+ now: 2022-04-05 14:38:40.768985
883
+ [88200] train_loss=0.0146935 valid_loss=0.0263447 valid_pos_acc=0.975728 valid_acc=0.995494 / 0.932254 / 0.829169 best_acc=0.995698
884
+ now: 2022-04-05 14:50:39.132010
885
+ [88400] train_loss=0.013988 valid_loss=0.0252771 valid_pos_acc=0.975452 valid_acc=0.995494 / 0.928645 / 0.829601 best_acc=0.995698
886
+ now: 2022-04-05 15:02:36.068409
887
+ [88600] train_loss=0.0131047 valid_loss=0.0262127 valid_pos_acc=0.975194 valid_acc=0.995539 / 0.933965 / 0.833988 best_acc=0.995698
888
+ now: 2022-04-05 15:14:39.273565
889
+ [88800] train_loss=0.0134752 valid_loss=0.0262747 valid_pos_acc=0.975752 valid_acc=0.995544 / 0.93222 / 0.832838 best_acc=0.995698
890
+ now: 2022-04-05 15:26:47.762768
891
+ [89000] train_loss=0.0140879 valid_loss=0.026511 valid_pos_acc=0.975494 valid_acc=0.995559 / 0.930583 / 0.832717 best_acc=0.995698
892
+ now: 2022-04-05 15:38:34.298601
893
+ [89200] train_loss=0.0145324 valid_loss=0.0263811 valid_pos_acc=0.975348 valid_acc=0.995639 / 0.933692 / 0.831782 best_acc=0.995698
894
+ now: 2022-04-05 15:50:34.391187
895
+ [89400] train_loss=0.0143614 valid_loss=0.0266067 valid_pos_acc=0.975589 valid_acc=0.99558 / 0.93295 / 0.832933 best_acc=0.995698
896
+ now: 2022-04-05 16:02:28.811246
897
+ [89600] train_loss=0.0139432 valid_loss=0.025967 valid_pos_acc=0.975483 valid_acc=0.995678 / 0.930272 / 0.833364 best_acc=0.995698
898
+ now: 2022-04-05 16:14:16.963671
899
+ [89800] train_loss=0.015888 valid_loss=0.025742 valid_pos_acc=0.975517 valid_acc=0.995591 / 0.930457 / 0.833334 best_acc=0.995698
900
+ now: 2022-04-05 16:26:24.078615
901
+ [90000] train_loss=0.0144244 valid_loss=0.0256335 valid_pos_acc=0.975693 valid_acc=0.995632 / 0.93239 / 0.830571 best_acc=0.995698
902
+ now: 2022-04-05 16:38:39.760929
903
+ [90200] train_loss=0.0143907 valid_loss=0.0264985 valid_pos_acc=0.975496 valid_acc=0.995324 / 0.930264 / 0.822809 best_acc=0.995698
904
+ now: 2022-04-05 16:50:47.722632
905
+ [90400] train_loss=0.0137474 valid_loss=0.0254164 valid_pos_acc=0.975394 valid_acc=0.995574 / 0.93623 / 0.834253 best_acc=0.995698
906
+ now: 2022-04-05 17:02:52.333896
907
+ [90600] train_loss=0.0142556 valid_loss=0.0260749 valid_pos_acc=0.975272 valid_acc=0.995496 / 0.932219 / 0.832236 best_acc=0.995698
908
+ now: 2022-04-05 17:14:37.154862
909
+ [90800] train_loss=0.0138562 valid_loss=0.0259641 valid_pos_acc=0.975235 valid_acc=0.99537 / 0.92701 / 0.827433 best_acc=0.995698
910
+ now: 2022-04-05 17:26:38.096136
911
+ [91000] train_loss=0.0128578 valid_loss=0.0257195 valid_pos_acc=0.975418 valid_acc=0.995511 / 0.927246 / 0.829352 best_acc=0.995698
912
+ now: 2022-04-05 17:38:33.834741
913
+ [91200] train_loss=0.0139655 valid_loss=0.0263024 valid_pos_acc=0.975672 valid_acc=0.995513 / 0.931341 / 0.827522 best_acc=0.995698
914
+ now: 2022-04-05 17:50:27.641391
915
+ [91400] train_loss=0.0143926 valid_loss=0.0255845 valid_pos_acc=0.975272 valid_acc=0.995307 / 0.931624 / 0.830926 best_acc=0.995698
916
+ now: 2022-04-05 18:02:38.786522
917
+ [91600] train_loss=0.0145323 valid_loss=0.0253511 valid_pos_acc=0.975374 valid_acc=0.995478 / 0.93136 / 0.832302 best_acc=0.995698
918
+ now: 2022-04-05 18:14:33.259268
919
+ [91800] train_loss=0.0145714 valid_loss=0.0256718 valid_pos_acc=0.975031 valid_acc=0.995468 / 0.929101 / 0.830769 best_acc=0.995698
920
+ now: 2022-04-05 18:26:31.723280
921
+ [92000] train_loss=0.0150823 valid_loss=0.025818 valid_pos_acc=0.975392 valid_acc=0.995515 / 0.933814 / 0.836218 best_acc=0.995698
922
+ now: 2022-04-05 18:38:37.282828
923
+ [92200] train_loss=0.0144193 valid_loss=0.0249235 valid_pos_acc=0.975411 valid_acc=0.995576 / 0.930254 / 0.831995 best_acc=0.995698
924
+ now: 2022-04-05 18:50:39.861549
925
+ [92400] train_loss=0.0145149 valid_loss=0.0255686 valid_pos_acc=0.97557 valid_acc=0.995656 / 0.93331 / 0.837843 best_acc=0.995698
926
+ now: 2022-04-05 19:02:40.114394
927
+ [92600] train_loss=0.0136907 valid_loss=0.0251938 valid_pos_acc=0.975494 valid_acc=0.995682 / 0.934727 / 0.838754 best_acc=0.995698
928
+ now: 2022-04-05 19:14:38.262458
929
+ [92800] train_loss=0.0145302 valid_loss=0.0252417 valid_pos_acc=0.97527 valid_acc=0.995661 / 0.932038 / 0.837297 best_acc=0.995698
930
+ now: 2022-04-05 19:26:38.439473
931
+ [93000] train_loss=0.0156955 valid_loss=0.0263089 valid_pos_acc=0.975235 valid_acc=0.995504 / 0.933166 / 0.828832 best_acc=0.995698
932
+ now: 2022-04-05 19:38:54.778835
933
+ [93200] train_loss=0.0159822 valid_loss=0.0254963 valid_pos_acc=0.975159 valid_acc=0.995413 / 0.93672 / 0.840871 best_acc=0.995698
934
+ now: 2022-04-05 19:50:52.991181
935
+ [93400] train_loss=0.0137888 valid_loss=0.0254194 valid_pos_acc=0.975212 valid_acc=0.995617 / 0.933914 / 0.832067 best_acc=0.995698
936
+ now: 2022-04-05 20:03:09.308012
937
+ [93600] train_loss=0.0159022 valid_loss=0.0244989 valid_pos_acc=0.97522 valid_acc=0.995565 / 0.933225 / 0.836939 best_acc=0.995698
938
+ now: 2022-04-05 20:15:19.273222
939
+ [93800] train_loss=0.0142521 valid_loss=0.0248734 valid_pos_acc=0.975294 valid_acc=0.995643 / 0.93422 / 0.840297 best_acc=0.995698
940
+ now: 2022-04-05 20:27:27.195510
941
+ [94000] train_loss=0.0150861 valid_loss=0.0239483 valid_pos_acc=0.975533 valid_acc=0.995619 / 0.936434 / 0.84042 best_acc=0.995698
942
+ now: 2022-04-05 20:39:32.119195
943
+ [94200] train_loss=0.0152762 valid_loss=0.0248546 valid_pos_acc=0.975739 valid_acc=0.99565 / 0.932887 / 0.835955 best_acc=0.995698
944
+ now: 2022-04-05 20:51:35.782856
945
+ [94400] train_loss=0.0141213 valid_loss=0.0250847 valid_pos_acc=0.974971 valid_acc=0.995682 / 0.935789 / 0.840368 best_acc=0.995698
946
+ now: 2022-04-05 21:03:36.489728
947
+ [94600] train_loss=0.0144385 valid_loss=0.0249789 valid_pos_acc=0.975439 valid_acc=0.995544 / 0.938386 / 0.840405 best_acc=0.995698
948
+ now: 2022-04-05 21:15:30.678169
949
+ [94800] train_loss=0.013553 valid_loss=0.0256229 valid_pos_acc=0.975455 valid_acc=0.995611 / 0.93238 / 0.837687 best_acc=0.995698
950
+ now: 2022-04-05 21:27:32.536531
951
+ [95000] train_loss=0.0158608 valid_loss=0.0256513 valid_pos_acc=0.97537 valid_acc=0.995528 / 0.935879 / 0.844516 best_acc=0.995698
952
+ now: 2022-04-05 21:39:32.357321
953
+ [95200] train_loss=0.0151035 valid_loss=0.0254666 valid_pos_acc=0.97575 valid_acc=0.995669 / 0.934501 / 0.837649 best_acc=0.995698
954
+ now: 2022-04-05 21:51:43.227092
955
+ [95400] train_loss=0.0151553 valid_loss=0.0249784 valid_pos_acc=0.975474 valid_acc=0.995526 / 0.934746 / 0.835569 best_acc=0.995698
956
+ now: 2022-04-05 22:03:48.247576
957
+ [95600] train_loss=0.0155748 valid_loss=0.0260542 valid_pos_acc=0.975218 valid_acc=0.995552 / 0.933312 / 0.835163 best_acc=0.995698
958
+ now: 2022-04-05 22:15:38.086255
959
+ [95800] train_loss=0.0146772 valid_loss=0.0247799 valid_pos_acc=0.975637 valid_acc=0.995626 / 0.930346 / 0.833518 best_acc=0.995698
960
+ now: 2022-04-05 22:27:43.689507
961
+ [96000] train_loss=0.01602 valid_loss=0.0267345 valid_pos_acc=0.975233 valid_acc=0.995433 / 0.931918 / 0.829208 best_acc=0.995698
962
+ now: 2022-04-05 22:39:43.113855
963
+ [96200] train_loss=0.0151231 valid_loss=0.0255382 valid_pos_acc=0.9755 valid_acc=0.995478 / 0.926487 / 0.826398 best_acc=0.995698
964
+ now: 2022-04-05 22:51:31.072458
965
+ [96400] train_loss=0.0149376 valid_loss=0.0258116 valid_pos_acc=0.97491 valid_acc=0.995498 / 0.928117 / 0.831135 best_acc=0.995698
966
+ now: 2022-04-05 23:03:31.843003
967
+ [96600] train_loss=0.0144005 valid_loss=0.0254002 valid_pos_acc=0.975784 valid_acc=0.99558 / 0.930447 / 0.829763 best_acc=0.995698
968
+ now: 2022-04-05 23:15:34.625356
969
+ [96800] train_loss=0.0146142 valid_loss=0.0268592 valid_pos_acc=0.974348 valid_acc=0.995389 / 0.930559 / 0.830846 best_acc=0.995698
970
+ now: 2022-04-05 23:27:30.008875
971
+ [97000] train_loss=0.0142077 valid_loss=0.025247 valid_pos_acc=0.975439 valid_acc=0.995654 / 0.92956 / 0.835155 best_acc=0.995698
972
+ now: 2022-04-05 23:39:35.358671
973
+ [97200] train_loss=0.0136525 valid_loss=0.025149 valid_pos_acc=0.975429 valid_acc=0.995604 / 0.932177 / 0.838884 best_acc=0.995698
974
+ now: 2022-04-05 23:51:42.518252
975
+ [97400] train_loss=0.0142976 valid_loss=0.0252632 valid_pos_acc=0.975637 valid_acc=0.99558 / 0.928696 / 0.831515 best_acc=0.995698
976
+ now: 2022-04-06 00:03:39.610613
977
+ [97600] train_loss=0.01445 valid_loss=0.0247523 valid_pos_acc=0.975652 valid_acc=0.995626 / 0.928967 / 0.837404 best_acc=0.995698
978
+ now: 2022-04-06 00:15:39.948279
979
+ [97800] train_loss=0.0138557 valid_loss=0.0250991 valid_pos_acc=0.975672 valid_acc=0.99553 / 0.928176 / 0.832755 best_acc=0.995698
980
+ now: 2022-04-06 00:27:35.432314
981
+ [98000] train_loss=0.015877 valid_loss=0.0247035 valid_pos_acc=0.975576 valid_acc=0.995548 / 0.928882 / 0.835904 best_acc=0.995698
982
+ now: 2022-04-06 00:39:42.196877
983
+ [98200] train_loss=0.0141082 valid_loss=0.0244627 valid_pos_acc=0.975843 valid_acc=0.995676 / 0.928219 / 0.833121 best_acc=0.995698
984
+ now: 2022-04-06 00:51:45.295429
985
+ [98400] train_loss=0.0146779 valid_loss=0.0248106 valid_pos_acc=0.975962 valid_acc=0.995632 / 0.927196 / 0.83131 best_acc=0.995698
986
+ now: 2022-04-06 01:03:48.072286
987
+ [98600] train_loss=0.0150793 valid_loss=0.024931 valid_pos_acc=0.975741 valid_acc=0.995587 / 0.927742 / 0.832345 best_acc=0.995698
988
+ now: 2022-04-06 01:15:49.874914
989
+ [98800] train_loss=0.0138506 valid_loss=0.0256198 valid_pos_acc=0.976136 valid_acc=0.995611 / 0.929698 / 0.830346 best_acc=0.995698
990
+ now: 2022-04-06 01:27:46.508890
991
+ [99000] train_loss=0.0118288 valid_loss=0.026124 valid_pos_acc=0.976116 valid_acc=0.995596 / 0.930481 / 0.833991 best_acc=0.995698
992
+ now: 2022-04-06 01:39:52.754135
993
+ [99200] train_loss=0.0115159 valid_loss=0.0254321 valid_pos_acc=0.975875 valid_acc=0.995689 / 0.93085 / 0.835924 best_acc=0.995698
994
+ now: 2022-04-06 01:51:59.498058
995
+ [99400] train_loss=0.0118415 valid_loss=0.0261764 valid_pos_acc=0.976184 valid_acc=0.995604 / 0.930402 / 0.832654 best_acc=0.995698
996
+ now: 2022-04-06 02:04:00.516174
997
+ [99600] train_loss=0.0111765 valid_loss=0.0253784 valid_pos_acc=0.976212 valid_acc=0.995789 / 0.930556 / 0.834549 best_acc=0.995789
998
+ now: 2022-04-06 02:16:10.608263
999
+ [99800] train_loss=0.0122449 valid_loss=0.0257746 valid_pos_acc=0.976166 valid_acc=0.995726 / 0.931839 / 0.838174 best_acc=0.995789
1000
+ now: 2022-04-06 02:28:12.819393
1001
+ [100000] train_loss=0.0122801 valid_loss=0.0260771 valid_pos_acc=0.975372 valid_acc=0.99555 / 0.929529 / 0.838038 best_acc=0.995789
1002
+ now: 2022-04-06 02:40:11.627022
1003
+ testing ...
1004
+ reloading best accuracy model ...
1005
+ valid_best_acc=0.995789 test_loss=0.0266495 test_pos_acc=0.975942 test_acc=0.995605 / 0.918997 / 0.806213
text/G2PWModel/version ADDED
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