deviation 1/5   epoch 1/120   accuracy 0.6669184267520905...
saved to../trained_model/attbilstm-1.ckpt-1
deviation 1/5   epoch 2/120   accuracy 0.6710725128650665...
saved to../trained_model/attbilstm-1.ckpt-2
deviation 1/5   epoch 3/120   accuracy 0.6733383685350418...
saved to../trained_model/attbilstm-1.ckpt-3
deviation 1/5   epoch 4/120   accuracy 0.6812688857316971...
saved to../trained_model/attbilstm-1.ckpt-4
deviation 1/5   epoch 5/120   accuracy 0.7043051272630692...
saved to../trained_model/attbilstm-1.ckpt-5
deviation 1/5   epoch 6/120   accuracy 0.7152568027377129...
saved to../trained_model/attbilstm-1.ckpt-6
deviation 1/5   epoch 7/120   accuracy 0.7209214419126511...
saved to../trained_model/attbilstm-1.ckpt-7
deviation 1/5   epoch 8/120   accuracy 0.7296072542667389...
saved to../trained_model/attbilstm-1.ckpt-8
deviation 1/5   epoch 9/120   accuracy 0.7314954698085785...
saved to../trained_model/attbilstm-1.ckpt-9
deviation 1/5   epoch 10/120   accuracy 0.7345166206359863...
saved to../trained_model/attbilstm-1.ckpt-10
deviation 1/5   epoch 11/120   accuracy 0.7364048287272453...
saved to../trained_model/attbilstm-1.ckpt-11
deviation 1/5   epoch 12/120   accuracy 0.7424471229314804...
saved to../trained_model/attbilstm-1.ckpt-12
deviation 1/5   epoch 13/120   accuracy 0.7409365475177765...
deviation 1/5   epoch 14/120   accuracy 0.7432024106383324...
saved to../trained_model/attbilstm-1.ckpt-14
deviation 1/5   epoch 15/120   accuracy 0.756419949233532...
saved to../trained_model/attbilstm-1.ckpt-15
deviation 1/5   epoch 16/120   accuracy 0.7556646466255188...
deviation 1/5   epoch 17/120   accuracy 0.7537764385342598...
deviation 1/5   epoch 18/120   accuracy 0.7594411000609398...
saved to../trained_model/attbilstm-1.ckpt-18
deviation 1/5   epoch 19/120   accuracy 0.7605740204453468...
saved to../trained_model/attbilstm-1.ckpt-19
deviation 1/5   epoch 20/120   accuracy 0.7583081647753716...
deviation 1/5   epoch 21/120   accuracy 0.7617069482803345...
saved to../trained_model/attbilstm-1.ckpt-21
deviation 1/5   epoch 22/120   accuracy 0.7635951638221741...
saved to../trained_model/attbilstm-1.ckpt-22
deviation 1/5   epoch 23/120   accuracy 0.7666163071990013...
saved to../trained_model/attbilstm-1.ckpt-23
deviation 1/5   epoch 24/120   accuracy 0.7662386670708656...
deviation 1/5   epoch 25/120   accuracy 0.763217531144619...
deviation 1/5   epoch 26/120   accuracy 0.7673716023564339...
saved to../trained_model/attbilstm-1.ckpt-26
deviation 1/5   epoch 27/120   accuracy 0.7692598178982735...
saved to../trained_model/attbilstm-1.ckpt-27
deviation 1/5   epoch 28/120   accuracy 0.7688821703195572...
deviation 1/5   epoch 29/120   accuracy 0.7707703858613968...
saved to../trained_model/attbilstm-1.ckpt-29
deviation 1/5   epoch 30/120   accuracy 0.7613293007016182...
deviation 1/5   epoch 31/120   accuracy 0.7688821777701378...
deviation 1/5   epoch 32/120   accuracy 0.7730362638831139...
saved to../trained_model/attbilstm-1.ckpt-32
deviation 1/5   epoch 33/120   accuracy 0.7700151056051254...
deviation 1/5   epoch 34/120   accuracy 0.7681268826127052...
deviation 1/5   epoch 35/120   accuracy 0.7673716023564339...
deviation 1/5   epoch 36/120   accuracy 0.7737915441393852...
saved to../trained_model/attbilstm-1.ckpt-36
deviation 1/5   epoch 37/120   accuracy 0.765105739235878...
deviation 1/5   epoch 38/120   accuracy 0.7560422942042351...
deviation 1/5   epoch 39/120   accuracy 0.768126904964447...
deviation 1/5   epoch 40/120   accuracy 0.758685790002346...
deviation 1/5   epoch 41/120   accuracy 0.750755287706852...
deviation 1/5   epoch 42/120   accuracy 0.7756797522306442...
saved to../trained_model/attbilstm-1.ckpt-42
deviation 1/5   epoch 43/120   accuracy 0.756797581911087...
deviation 1/5   epoch 44/120   accuracy 0.7719033136963844...
deviation 1/5   epoch 45/120   accuracy 0.7703927531838417...
deviation 1/5   epoch 46/120   accuracy 0.7666163071990013...
deviation 1/5   epoch 47/120   accuracy 0.7579305171966553...
deviation 1/5   epoch 48/120   accuracy 0.7382930591702461...
deviation 1/5   epoch 49/120   accuracy 0.7197885289788246...
deviation 1/5   epoch 50/120   accuracy 0.758308157324791...
deviation 1/5   epoch 51/120   accuracy 0.7643504440784454...
deviation 1/5   epoch 52/120   accuracy 0.7401812598109245...
deviation 1/5   epoch 53/120   accuracy 0.7360271885991096...
deviation 1/5   epoch 54/120   accuracy 0.7152568027377129...
deviation 1/5   epoch 55/120   accuracy 0.7039275020360947...
deviation 1/5   epoch 56/120   accuracy 0.7258308231830597...
deviation 1/5   epoch 57/120   accuracy 0.7481117844581604...
deviation 1/5   epoch 58/120   accuracy 0.7326283976435661...
deviation 1/5   epoch 59/120   accuracy 0.7212990894913673...
deviation 1/5   epoch 60/120   accuracy 0.7469788566231728...
deviation 1/5   epoch 61/120   accuracy 0.7209214493632317...
deviation 1/5   epoch 62/120   accuracy 0.7439577057957649...
deviation 1/5   epoch 63/120   accuracy 0.697129912674427...
deviation 1/5   epoch 64/120   accuracy 0.7386706918478012...
deviation 1/5   epoch 65/120   accuracy 0.7277190387248993...
deviation 1/5   epoch 66/120   accuracy 0.7409365549683571...
deviation 1/5   epoch 67/120   accuracy 0.7197885140776634...
deviation 1/5   epoch 68/120   accuracy 0.7265860959887505...
deviation 1/5   epoch 69/120   accuracy 0.7031721994280815...
deviation 1/5   epoch 70/120   accuracy 0.7394259721040726...
deviation 1/5   epoch 71/120   accuracy 0.737537756562233...
deviation 1/5   epoch 72/120   accuracy 0.7027945592999458...
deviation 1/5   epoch 73/120   accuracy 0.7129909321665764...
deviation 1/5   epoch 74/120   accuracy 0.7401812672615051...
deviation 1/5   epoch 75/120   accuracy 0.7148791402578354...
deviation 1/5   epoch 76/120   accuracy 0.7348942682147026...
deviation 1/5   epoch 77/120   accuracy 0.7571752220392227...
deviation 1/5   epoch 78/120   accuracy 0.7390483394265175...
deviation 1/5   epoch 79/120   accuracy 0.7250755280256271...
deviation 1/5   epoch 80/120   accuracy 0.7405589073896408...
deviation 1/5   epoch 81/120   accuracy 0.7405589148402214...
deviation 1/5   epoch 82/120   accuracy 0.7556646466255188...
deviation 1/5   epoch 83/120   accuracy 0.7522658556699753...
deviation 1/5   epoch 84/120   accuracy 0.7571752294898033...
deviation 1/5   epoch 85/120   accuracy 0.7537764385342598...
deviation 1/5   epoch 86/120   accuracy 0.7364048361778259...
deviation 1/5   epoch 87/120   accuracy 0.7450906336307526...
deviation 1/5   epoch 88/120   accuracy 0.7314954698085785...
deviation 1/5   epoch 89/120   accuracy 0.7348942682147026...
deviation 1/5   epoch 90/120   accuracy 0.7526435032486916...
deviation 1/5   epoch 91/120   accuracy 0.7447129935026169...
deviation 1/5   epoch 92/120   accuracy 0.7311178222298622...
deviation 1/5   epoch 93/120   accuracy 0.7333836928009987...
deviation 1/5   epoch 94/120   accuracy 0.7171450033783913...
deviation 1/5   epoch 95/120   accuracy 0.7511329352855682...
deviation 1/5   epoch 96/120   accuracy 0.7624622359871864...
deviation 1/5   epoch 97/120   accuracy 0.7533987760543823...
deviation 1/5   epoch 98/120   accuracy 0.750755287706852...
deviation 1/5   epoch 99/120   accuracy 0.7307401821017265...
deviation 1/5   epoch 100/120   accuracy 0.7182779535651207...
deviation 1/5   epoch 101/120   accuracy 0.7348942533135414...
deviation 1/5   epoch 102/120   accuracy 0.7398036196827888...
deviation 1/5   epoch 103/120   accuracy 0.7382930442690849...
deviation 1/5   epoch 104/120   accuracy 0.7432024106383324...
deviation 1/5   epoch 105/120   accuracy 0.7530211508274078...
deviation 1/5   epoch 106/120   accuracy 0.7635951638221741...
deviation 1/5   epoch 107/120   accuracy 0.7386706918478012...
deviation 1/5   epoch 108/120   accuracy 0.7401812672615051...
deviation 1/5   epoch 109/120   accuracy 0.7481117695569992...
deviation 1/5   epoch 110/120   accuracy 0.7515105754137039...
deviation 1/5   epoch 111/120   accuracy 0.7333836853504181...
deviation 1/5   epoch 112/120   accuracy 0.7337613180279732...
deviation 1/5   epoch 113/120   accuracy 0.7443353533744812...
deviation 1/5   epoch 114/120   accuracy 0.7439576983451843...
deviation 1/5   epoch 115/120   accuracy 0.7590634450316429...
deviation 1/5   epoch 116/120   accuracy 0.7745468243956566...
deviation 1/5   epoch 117/120   accuracy 0.7537764310836792...
deviation 1/5   epoch 118/120   accuracy 0.7401812523603439...
deviation 1/5   epoch 119/120   accuracy 0.7443353533744812...
deviation 1/5   epoch 120/120   accuracy 0.7330060377717018...

deviation 2/5   epoch 1/120   accuracy 0.6638972908258438...
saved to../trained_model/attbilstm-2.ckpt-1
deviation 2/5   epoch 2/120   accuracy 0.6680513620376587...
saved to../trained_model/attbilstm-2.ckpt-2
deviation 2/5   epoch 3/120   accuracy 0.6680513545870781...
deviation 2/5   epoch 4/120   accuracy 0.6748489513993263...
saved to../trained_model/attbilstm-2.ckpt-4
deviation 2/5   epoch 5/120   accuracy 0.6801359578967094...
saved to../trained_model/attbilstm-2.ckpt-5
deviation 2/5   epoch 6/120   accuracy 0.6952416971325874...
saved to../trained_model/attbilstm-2.ckpt-6
deviation 2/5   epoch 7/120   accuracy 0.7137462198734283...
saved to../trained_model/attbilstm-2.ckpt-7
deviation 2/5   epoch 8/120   accuracy 0.7167673632502556...
saved to../trained_model/attbilstm-2.ckpt-8
deviation 2/5   epoch 9/120   accuracy 0.7243202328681946...
saved to../trained_model/attbilstm-2.ckpt-9
deviation 2/5   epoch 10/120   accuracy 0.7280966863036156...
saved to../trained_model/attbilstm-2.ckpt-10
deviation 2/5   epoch 11/120   accuracy 0.73413897305727...
saved to../trained_model/attbilstm-2.ckpt-11
deviation 2/5   epoch 12/120   accuracy 0.7367824763059616...
saved to../trained_model/attbilstm-2.ckpt-12
deviation 2/5   epoch 13/120   accuracy 0.7450906336307526...
saved to../trained_model/attbilstm-2.ckpt-13
deviation 2/5   epoch 14/120   accuracy 0.7545317187905312...
saved to../trained_model/attbilstm-2.ckpt-14
deviation 2/5   epoch 15/120   accuracy 0.7556646466255188...
saved to../trained_model/attbilstm-2.ckpt-15
deviation 2/5   epoch 16/120   accuracy 0.7594410851597786...
saved to../trained_model/attbilstm-2.ckpt-16
deviation 2/5   epoch 17/120   accuracy 0.7643504440784454...
saved to../trained_model/attbilstm-2.ckpt-17
deviation 2/5   epoch 18/120   accuracy 0.7613293081521988...
deviation 2/5   epoch 19/120   accuracy 0.7620845958590508...
deviation 2/5   epoch 20/120   accuracy 0.7681268826127052...
saved to../trained_model/attbilstm-2.ckpt-20
deviation 2/5   epoch 21/120   accuracy 0.762462243437767...
deviation 2/5   epoch 22/120   accuracy 0.7666163071990013...
deviation 2/5   epoch 23/120   accuracy 0.7673715949058533...
deviation 2/5   epoch 24/120   accuracy 0.7685045227408409...
saved to../trained_model/attbilstm-2.ckpt-24
deviation 2/5   epoch 25/120   accuracy 0.7688821628689766...
saved to../trained_model/attbilstm-2.ckpt-25
deviation 2/5   epoch 26/120   accuracy 0.772658608853817...
saved to../trained_model/attbilstm-2.ckpt-26
deviation 2/5   epoch 27/120   accuracy 0.7715256810188293...
deviation 2/5   epoch 28/120   accuracy 0.7700151056051254...
deviation 2/5   epoch 29/120   accuracy 0.7692598253488541...
deviation 2/5   epoch 30/120   accuracy 0.7715256735682487...
deviation 2/5   epoch 31/120   accuracy 0.7696374580264091...
deviation 2/5   epoch 32/120   accuracy 0.7681268975138664...
deviation 2/5   epoch 33/120   accuracy 0.7730362564325333...
saved to../trained_model/attbilstm-2.ckpt-33
deviation 2/5   epoch 34/120   accuracy 0.7711480334401131...
deviation 2/5   epoch 35/120   accuracy 0.7730362489819527...
deviation 2/5   epoch 36/120   accuracy 0.7749244719743729...
saved to../trained_model/attbilstm-2.ckpt-36
deviation 2/5   epoch 37/120   accuracy 0.7700151056051254...
deviation 2/5   epoch 38/120   accuracy 0.7688821703195572...
deviation 2/5   epoch 39/120   accuracy 0.7764350399374962...
saved to../trained_model/attbilstm-2.ckpt-39
deviation 2/5   epoch 40/120   accuracy 0.770770400762558...
deviation 2/5   epoch 41/120   accuracy 0.7730362638831139...
deviation 2/5   epoch 42/120   accuracy 0.7730362564325333...
deviation 2/5   epoch 43/120   accuracy 0.7730362489819527...
deviation 2/5   epoch 44/120   accuracy 0.7787009030580521...
saved to../trained_model/attbilstm-2.ckpt-44
deviation 2/5   epoch 45/120   accuracy 0.7741691917181015...
deviation 2/5   epoch 46/120   accuracy 0.7730362489819527...
deviation 2/5   epoch 47/120   accuracy 0.7737915366888046...
deviation 2/5   epoch 48/120   accuracy 0.7677492499351501...
deviation 2/5   epoch 49/120   accuracy 0.7545317262411118...
deviation 2/5   epoch 50/120   accuracy 0.7617069408297539...
deviation 2/5   epoch 51/120   accuracy 0.7628398761153221...
deviation 2/5   epoch 52/120   accuracy 0.758685790002346...
deviation 2/5   epoch 53/120   accuracy 0.7533987835049629...
deviation 2/5   epoch 54/120   accuracy 0.7533987984061241...
deviation 2/5   epoch 55/120   accuracy 0.7639728114008904...
deviation 2/5   epoch 56/120   accuracy 0.7447129935026169...
deviation 2/5   epoch 57/120   accuracy 0.7552870064973831...
deviation 2/5   epoch 58/120   accuracy 0.741691842675209...
deviation 2/5   epoch 59/120   accuracy 0.7352719008922577...
deviation 2/5   epoch 60/120   accuracy 0.7443353459239006...
deviation 2/5   epoch 61/120   accuracy 0.745090626180172...
deviation 2/5   epoch 62/120   accuracy 0.7537764310836792...
deviation 2/5   epoch 63/120   accuracy 0.7307401821017265...
deviation 2/5   epoch 64/120   accuracy 0.7564199417829514...
deviation 2/5   epoch 65/120   accuracy 0.7635951638221741...
deviation 2/5   epoch 66/120   accuracy 0.7341389656066895...
deviation 2/5   epoch 67/120   accuracy 0.7382930517196655...
deviation 2/5   epoch 68/120   accuracy 0.7488670721650124...
deviation 2/5   epoch 69/120   accuracy 0.7533987909555435...
deviation 2/5   epoch 70/120   accuracy 0.7171450108289719...
deviation 2/5   epoch 71/120   accuracy 0.7375377640128136...
deviation 2/5   epoch 72/120   accuracy 0.7420694902539253...
deviation 2/5   epoch 73/120   accuracy 0.75...
deviation 2/5   epoch 74/120   accuracy 0.75...
deviation 2/5   epoch 75/120   accuracy 0.7303625419735909...
deviation 2/5   epoch 76/120   accuracy 0.7696374580264091...
deviation 2/5   epoch 77/120   accuracy 0.7503776550292969...
deviation 2/5   epoch 78/120   accuracy 0.7337613254785538...
deviation 2/5   epoch 79/120   accuracy 0.7307401746511459...
deviation 2/5   epoch 80/120   accuracy 0.7560423016548157...
deviation 2/5   epoch 81/120   accuracy 0.7564199343323708...
deviation 2/5   epoch 82/120   accuracy 0.7379154115915298...
deviation 2/5   epoch 83/120   accuracy 0.7326283976435661...
deviation 2/5   epoch 84/120   accuracy 0.7477341368794441...
deviation 2/5   epoch 85/120   accuracy 0.7277190312743187...
deviation 2/5   epoch 86/120   accuracy 0.7303625419735909...
deviation 2/5   epoch 87/120   accuracy 0.7235649675130844...
deviation 2/5   epoch 88/120   accuracy 0.7364048287272453...
deviation 2/5   epoch 89/120   accuracy 0.7379154041409492...
deviation 2/5   epoch 90/120   accuracy 0.7296072542667389...
deviation 2/5   epoch 91/120   accuracy 0.7201661542057991...
deviation 2/5   epoch 92/120   accuracy 0.7073262855410576...
deviation 2/5   epoch 93/120   accuracy 0.708081565797329...
deviation 2/5   epoch 94/120   accuracy 0.7601963579654694...
deviation 2/5   epoch 95/120   accuracy 0.7118580043315887...
deviation 2/5   epoch 96/120   accuracy 0.7031722068786621...
deviation 2/5   epoch 97/120   accuracy 0.7111027166247368...
deviation 2/5   epoch 98/120   accuracy 0.6880664750933647...
deviation 2/5   epoch 99/120   accuracy 0.7107250615954399...
deviation 2/5   epoch 100/120   accuracy 0.712990939617157...
deviation 2/5   epoch 101/120   accuracy 0.7160120829939842...
deviation 2/5   epoch 102/120   accuracy 0.7243202328681946...
deviation 2/5   epoch 103/120   accuracy 0.7069486305117607...
deviation 2/5   epoch 104/120   accuracy 0.7394259870052338...
deviation 2/5   epoch 105/120   accuracy 0.7401812672615051...
deviation 2/5   epoch 106/120   accuracy 0.7284743264317513...
deviation 2/5   epoch 107/120   accuracy 0.7246978804469109...
deviation 2/5   epoch 108/120   accuracy 0.7296072468161583...
deviation 2/5   epoch 109/120   accuracy 0.7254531756043434...
deviation 2/5   epoch 110/120   accuracy 0.6880664601922035...
deviation 2/5   epoch 111/120   accuracy 0.7413141876459122...
deviation 2/5   epoch 112/120   accuracy 0.7175226584076881...
deviation 2/5   epoch 113/120   accuracy 0.7303625345230103...
deviation 2/5   epoch 114/120   accuracy 0.6944864094257355...
deviation 2/5   epoch 115/120   accuracy 0.7197885289788246...
deviation 2/5   epoch 116/120   accuracy 0.6941087543964386...
deviation 2/5   epoch 117/120   accuracy 0.7035498544573784...
deviation 2/5   epoch 118/120   accuracy 0.7167673707008362...
deviation 2/5   epoch 119/120   accuracy 0.7118580043315887...
deviation 2/5   epoch 120/120   accuracy 0.7118580043315887...

deviation 3/5   epoch 1/120   accuracy 0.6672960892319679...
saved to../trained_model/attbilstm-3.ckpt-1
deviation 3/5   epoch 2/120   accuracy 0.6691842973232269...
saved to../trained_model/attbilstm-3.ckpt-2
deviation 3/5   epoch 3/120   accuracy 0.6771148070693016...
saved to../trained_model/attbilstm-3.ckpt-3
deviation 3/5   epoch 4/120   accuracy 0.6873111724853516...
saved to../trained_model/attbilstm-3.ckpt-4
deviation 3/5   epoch 5/120   accuracy 0.6982628330588341...
saved to../trained_model/attbilstm-3.ckpt-5
deviation 3/5   epoch 6/120   accuracy 0.7084592133760452...
saved to../trained_model/attbilstm-3.ckpt-6
deviation 3/5   epoch 7/120   accuracy 0.7243202477693558...
saved to../trained_model/attbilstm-3.ckpt-7
deviation 3/5   epoch 8/120   accuracy 0.7371601238846779...
saved to../trained_model/attbilstm-3.ckpt-8
deviation 3/5   epoch 9/120   accuracy 0.7405589073896408...
saved to../trained_model/attbilstm-3.ckpt-9
deviation 3/5   epoch 10/120   accuracy 0.745090626180172...
saved to../trained_model/attbilstm-3.ckpt-10
deviation 3/5   epoch 11/120   accuracy 0.7458459287881851...
saved to../trained_model/attbilstm-3.ckpt-11
deviation 3/5   epoch 12/120   accuracy 0.758308157324791...
saved to../trained_model/attbilstm-3.ckpt-12
deviation 3/5   epoch 13/120   accuracy 0.7526435032486916...
deviation 3/5   epoch 14/120   accuracy 0.76019636541605...
saved to../trained_model/attbilstm-3.ckpt-14
deviation 3/5   epoch 15/120   accuracy 0.7583081498742104...
deviation 3/5   epoch 16/120   accuracy 0.7632175236940384...
saved to../trained_model/attbilstm-3.ckpt-16
deviation 3/5   epoch 17/120   accuracy 0.7590634301304817...
deviation 3/5   epoch 18/120   accuracy 0.7632175236940384...
deviation 3/5   epoch 19/120   accuracy 0.7647280916571617...
saved to../trained_model/attbilstm-3.ckpt-19
deviation 3/5   epoch 20/120   accuracy 0.7662386745214462...
saved to../trained_model/attbilstm-3.ckpt-20
deviation 3/5   epoch 21/120   accuracy 0.7666163146495819...
saved to../trained_model/attbilstm-3.ckpt-21
deviation 3/5   epoch 22/120   accuracy 0.7688821777701378...
saved to../trained_model/attbilstm-3.ckpt-22
deviation 3/5   epoch 23/120   accuracy 0.770770400762558...
saved to../trained_model/attbilstm-3.ckpt-23
deviation 3/5   epoch 24/120   accuracy 0.7703927457332611...
deviation 3/5   epoch 25/120   accuracy 0.7753021121025085...
saved to../trained_model/attbilstm-3.ckpt-25
deviation 3/5   epoch 26/120   accuracy 0.7764350324869156...
saved to../trained_model/attbilstm-3.ckpt-26
deviation 3/5   epoch 27/120   accuracy 0.7753021195530891...
deviation 3/5   epoch 28/120   accuracy 0.7730362638831139...
deviation 3/5   epoch 29/120   accuracy 0.773413896560669...
deviation 3/5   epoch 30/120   accuracy 0.7741691917181015...
deviation 3/5   epoch 31/120   accuracy 0.7749244645237923...
deviation 3/5   epoch 32/120   accuracy 0.7741691917181015...
deviation 3/5   epoch 33/120   accuracy 0.7775679677724838...
saved to../trained_model/attbilstm-3.ckpt-33
deviation 3/5   epoch 34/120   accuracy 0.7722809687256813...
