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IS IS IS IS IS - IS IS IS IS - - - - - - - - - - - - - - - - - - - - - IS IS - - - - - - - - - - - - - - - - - - - - - - - - - - -- - - - - - - - ---- - - - - ----- |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LinILIL'ss picturesictTURES ARE A sortORT OF UPGARDS AND ADEM PININGS AND MASSS EXQUISIT ITOLLEES ARE AS NIONAL AS A GINGO PEM.ISTER BRIRKET FOSTERSS LANDSAPES SMYLEIT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FASHES TETH AND MISTER JOHN COLEERER GIIVES HIS CIDTER A CHURFUL SLAP IN THE BACK BEFORE HE SAYS LIKE A SHAMPULOR IN A TURKEST BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | It is OBVIOUSLY UNNESSISARY FOR US TO POINT OUT HOW LUMINUS THESE CITICISMS ARE, DEELICATE IN EXPRESSION.))))) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -2 -2 - - - -2 - - - - - - - - -2 - - - - - - -222 - - - - - - -22 |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | On GENERAL PRINCEIPAL OF ART ANDISTER QUILTER RITEES WITH EQUIL LUCIDITY - - - - - - - - - - - - - - - - - - -222 - - - -222 - - - - - -2 - - - -2 -2 -2 - - - - -2 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PainINING HE TELLS US IS OF A DFFERENT QUALITY TO MAMIMADICS AND FINISH IN ART IS ADDING MORE FACT.)))))))))) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | As FOR ECHING THE ARE OF TWO KINDES BRIDISH AND FOREIGN. -))))) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | He LAMEN mostOST BITERLY THE DIVORCE THAT HAS BEEN MADE BEWEEN DEECRADIVE ART AND WHAT WE USELALLY CALL PICTURES MAKES A CUSTOMER APPEALED THE LAST JGENT AND REMINDES USED IN THE GREAT DAYS OF ART MAGELOWVE THE FRINISHING APOSOSTSTTERER. |\n", "eval_runtime": 2.8482, "eval_samples_per_second": 3.511, "eval_steps_per_second": 0.702, "eval_wer": 312.2047244094488, "eval_wer_time": 0.016916990280151367, "step": 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QUILTERSS MANER LESS INTERESTING THEN HIS MATTER - - - - - - - - - - - - - - -) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | He TELLS US THAT AT THIS FESTTIVE SEASON OF THE YEAR WITH CHRISTMAS AND RAST BEEEF LUMING BEFORE US SIMILA DRAWN FROM EATING AND IT'S RESULTS ORPERUR MOST READITLY TO THE MIND - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -\"- - - - -\"-\"-\"-\"- |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | He HAS GB DOTSTS WHETHER SURIRFDG LITTON'S'S WORK IS REALLY GREK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF WCKY ISHAKA IS IS IS IS IS IS IS IS IS IS+ - IS ---\"-\"-\"-\"-\"-\"- IS IS IS\"-\"-\"-++\"-\"-+++\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LininILILSS PICTURES ARE AS SOR OF UPGARDS AN ADOM PINING AND MASSS EXQUISIT ITELLE'S ARE AS NIONAL AS A JINGO PEM MrISTER BRIRK AT FOSTERSS LANDSAPES SMYLE AT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FASH HIS TETH AND MISTER JO COLLIER GIIVES HIS CIDTER A CHURFUL SLAP IN THE BACK BEFORE HE SAYS LIKE A SHAMPURER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | It IS OBVISUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DEELICATE IN EXPRESSION IS - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -- - - - - - - - - - - - - - -- - - - - - - - -- - - - - - - - - -- |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | On THE JENRAL PRINCEIPAL OF ART ANDISTER QUILTER RIGHTITEES WITH EQUIL LOUCIDITY - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PainINING HE TELLS US IS OF A DFFERENT QUALITY TO MHAMADICS AND FINISH IN ART IS ADDING MORE FACT - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | As FOR ECHINGS TH ARE OF TWO KINDES BRIDISH AND FOREIGN)) IS - - - - - - - - - - - - - - - -)) - - - -) - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | He LAMEN MOST BITTERLY THE DEIVORCE THAT HAS BEEN MADE BEWEEN DEECREDIVE ART AND WHAT WE USEALLY CALL PICTURES MAKES A CUSTOMER APPEALED THE LAST JGENT AND REMINDES US THAT IN THE GREAT DAYS OF ART MAGELO WAS THE FRINISHING APHOLSTTERER |\n", "eval_runtime": 2.7415, "eval_samples_per_second": 3.648, "eval_steps_per_second": 0.73, "eval_wer": 258.26771653543307, "eval_wer_time": 1.4057037830352783, "step": 20 }, { "epoch": 1.02, "eval_pred": null, "grad_norm": 4.428985118865967, "learning_rate": 0.00021, "loss": 1.2975, "step": 21 }, { 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0.7413, "step": 29 }, { "epoch": 1.11, "eval_pred": null, "grad_norm": 3.5604212284088135, "learning_rate": 0.0003, "loss": 0.8667, "step": 30 }, { "epoch": 1.11, "eval_cer": 52.34375, "eval_cer_time": 0.004464864730834961, "eval_decode_time": 0.5007879734039307, "eval_loss": 0.8100153803825378, "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSAL OF THE MDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPLETHTHTHGTHTHTHTHGTHTHTHTHTHTHTHTHTHTHTHTHTH)#)#TH##)#)#### \u266a### - \u266a######################\"-####\"-####\"-####\"-#\"-##\"-\"-\"-#\"-\"-\"-\"-\"-\"-\"-##\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUOLTERSS MANER LESS INTERESTING THEN HIS MATTER)))))))))))))))))))))))))))))) -))-------\"-\"-\"-\"----\"--\"---------------------------------------- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTTIVE SEASON OF THE YEAR WITH CHRISTMAS AND RAST BEEEF LUMING BEFORE US SIMILA DRAwnN FROM EATING AND IT'S RESULTS ORCRUR MOST RADDILY TO THE MIND ############ |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAB DTSTS WHETHER SURIR FRDG LITTON'SS WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKA################## |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINELELSS PICTURES ARE A SORT OF UPGARDS AN ADT PINTINGS AND MASSS EXQUISIT ITOLLEESS AREA NIONAL AS A JINGO PEM MrISTER BRIRKET FOSTERSS LANDSAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FASH HIS TEETH AND MISTER John COLLIER GIVES HIS SITTER A CHURFUL SLAP IN THE BACK BEFORE HE SAYS LIKE A SHAMPURER AND A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | H IS OBVIOUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMENUS THESE CRITICISM ARE HOW DEELICAT IN EXPRESSIONTHTHTHTHTH)))#TH####TH##################################\"-######\"-\"-\"-\"-###\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENRAL PRENCEIPAL OF ART ANDISTER QUILTER RIGHTITEES WITH EQUAL LOUCIDITY))))))) - - - - - - - - - - -+ -++\"-\"-\"- -++\"-\"-\"-\"-+\"-++++\"-\"-\"-++\"-+\"-\"-\"-\"-\"-\"-+\"-\"-\"-\"-\"-\"-\"-++++++++++++++++++++++\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PINING HE TELLS US IS OF A DFFERENT QUALITY TO MHAMATICS AND FINISH IN ART IS ADDING MORE FACT))))#########################################++#####+######+++####+\"-\"-++\"-\"-+++++++ |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | As FORECHINGS THEY ARE OF TWO KINDDS BRITISH AND FOREIGN)))))))))))))) |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BEWEEN DEECRADIVE ART AND WHAT WE USELALLY CALL PICTURES MAKEES A CUSTOMER APPEAL TO THE LAST JGENT AND REMINDES US THAT IN THE GREAT DAYS OF ART MAGELO WAS THE FURNISHING AHOLSTTERER |\n", "eval_runtime": 2.1555, "eval_samples_per_second": 4.639, "eval_steps_per_second": 0.928, "eval_wer": 37.79527559055118, "eval_wer_time": 0.03960013389587402, "step": 30 }, { "epoch": 1.12, "eval_pred": null, "grad_norm": 3.4594056606292725, "learning_rate": 0.00031, "loss": 0.8506, "step": 31 }, { "epoch": 1.13, "eval_pred": null, "grad_norm": 2.7810869216918945, "learning_rate": 0.00032, "loss": 0.6984, "step": 32 }, { "epoch": 1.1400000000000001, "eval_pred": null, "grad_norm": 3.656834840774536, "learning_rate": 0.00033, "loss": 0.7591, "step": 33 }, { "epoch": 1.15, "eval_pred": null, "grad_norm": 3.26741886138916, "learning_rate": 0.00034, "loss": 0.7747, "step": 34 }, { "epoch": 1.16, "eval_pred": null, "grad_norm": 2.717848777770996, "learning_rate": 0.00035, "loss": 0.7748, "step": 35 }, { "epoch": 1.17, "eval_pred": null, "grad_norm": 2.2561049461364746, "learning_rate": 0.00035999999999999997, "loss": 0.8973, "step": 36 }, { "epoch": 1.18, "eval_pred": null, "grad_norm": 3.305250406265259, "learning_rate": 0.00037, "loss": 0.8124, "step": 37 }, { "epoch": 1.19, "eval_pred": null, "grad_norm": 5.550938129425049, "learning_rate": 0.00038, "loss": 0.7307, "step": 38 }, { "epoch": 2.01, "eval_pred": null, "grad_norm": 2.3965165615081787, "learning_rate": 0.00039000000000000005, "loss": 0.5959, "step": 39 }, { "epoch": 2.02, "eval_pred": null, "grad_norm": 1.919407844543457, "learning_rate": 0.0004, "loss": 0.4517, "step": 40 }, { "epoch": 2.02, "eval_cer": 73.79261363636364, "eval_cer_time": 0.002995014190673828, "eval_decode_time": 0.5137369632720947, "eval_loss": 0.6337034106254578, "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSLE OF THE MDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPLETHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH#THTHTHTH# \u266a# -####TH# - - -THTHTH#\"- \u266aTHTHTH#THTH#\"-\"-##++++++\"-\"-\"-++\"-\"-\"-\"-\"-\"-\"-\"-++\"-\"-\"-\"-\"-\"-\"-\"-+\"-\"-\"-\"-\"-\"-\"-\"-+\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MrISTER QUILTERSS MANNER LESS INTERESTING THAN HIS MATTERMM)) - -)))) - - - - -### - - - - - -\"-\"- - - -\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-++\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEEF LUMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCRUR MOST READDILY TO THE MINDGTHTHG%%%###%####%####%####%###%%###%####%### |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOTSTS WHETHER SERIR FRDIC LITTON'SS WORK IS REALLY GREK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKAGTHTHTHGTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH##GTHTHTH#TH####THTHTH##TH##THTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINELEL'S PICTURES ARE A SORT OF UPGARDS AND ADT PINTINGS AND MASSS EXQUISIT ITOLLEIS ARE AS NATIONAL AS A GINGO PEM MrISTER BRIRKET FOSTER'S LANDSAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FASH HIS TEETH AND MISTER John COLLIER GIVES HIS CITTER A CHURFUL SLAP IN THE BACK BEFORE HE SAYS LIKE A SHAMPURER AND A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DEELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"\"-\"--\"-\"-\"-\"\"--\"\"-\"-\"-\"--\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCEIPLES OF ART MISTER QUILTER RITES WITH EQUIL LUCIDITYEEE - -EEEEEEE+ -++++++++++++\"-++++++\"-\"-\"-+++\"-\"-\"-\"-+\"-+\"-++\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-e\"-\"-\"-\"-\"-\"-e\"-\"-ee\"-\"-\"-\"-\"-\"-\"-ee\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PINING HE TELLS US IS OF A DIFFERENT QUALITY TO MHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%#%%%%%%++%%+++++++++++++++++++++++++++++++++++++++++++++\"-++++++++\"-+++++++ |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ECHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN \u266a \u266a) \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266aTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DEIVORCE THAT HAS BEEN MADE BEWEEN DEECRATIVE ART AND WHAT WE USELALLY CALL PICTURES MAKES A CUSTOMER APPEAL TO THE LAST JGENT AND REMINES US THAT IN THE GREAT DAYS OF ART M ANGELO WAS THE FURNISHING APHOLSTTERER |\n", "eval_runtime": 1.3876, "eval_samples_per_second": 7.207, "eval_steps_per_second": 1.441, "eval_wer": 40.94488188976378, "eval_wer_time": 0.02174687385559082, "step": 40 }, { "epoch": 2.03, "eval_pred": null, "grad_norm": 2.023576021194458, "learning_rate": 0.00041, "loss": 0.6744, "step": 41 }, { "epoch": 2.04, "eval_pred": null, "grad_norm": 1.814568281173706, "learning_rate": 0.00042, "loss": 0.4547, "step": 42 }, { "epoch": 2.05, "eval_pred": null, "grad_norm": 2.640611171722412, "learning_rate": 0.00043, "loss": 0.5251, "step": 43 }, { "epoch": 2.06, "eval_pred": null, "grad_norm": 2.0394105911254883, "learning_rate": 0.00044, "loss": 0.561, "step": 44 }, { "epoch": 2.07, "eval_pred": null, "grad_norm": 2.003967046737671, "learning_rate": 0.00045000000000000004, "loss": 0.4994, "step": 45 }, { "epoch": 2.08, "eval_pred": null, "grad_norm": 2.668008804321289, "learning_rate": 0.00046, "loss": 0.51, "step": 46 }, { "epoch": 2.09, "eval_pred": null, "grad_norm": 2.123786687850952, "learning_rate": 0.00047, "loss": 0.6328, "step": 47 }, { "epoch": 2.1, "eval_pred": null, "grad_norm": 2.4257912635803223, "learning_rate": 0.00048, "loss": 0.3986, "step": 48 }, { "epoch": 2.11, "eval_pred": null, "grad_norm": 2.094670057296753, "learning_rate": 0.00049, "loss": 0.4531, "step": 49 }, { "epoch": 2.12, "eval_pred": null, "grad_norm": 2.141101837158203, "learning_rate": 0.0005, "loss": 0.4352, "step": 50 }, { "epoch": 2.12, "eval_cer": 88.13920454545455, "eval_cer_time": 0.0032167434692382812, "eval_decode_time": 0.5202732086181641, "eval_loss": 0.4492875337600708, "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELBBBBBBTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-\"-\"-TH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERSSMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LUMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READDILY TO THE MINDSSSSSSSSSTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH##THTHTHTHTH#TH###THTHTHTH |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOTSTS WHETHER SIR FREDIC LIGHTTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKAAAAEEEEEEEEETHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINELELL'S PICTURES ARE A SORT OF UP GUARDS AND ATEM PAINTINGS AND MAS'S EXQUISATE ITOLLESS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHIRFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | HE IS OVIOUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMENUS THESE CRITICISMS ARE HOW DEELICATE IN EXPRESSIONENENENENEN))THTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHCOMTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"\"--\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCEIPLES OF ART MISTER QUILTER RIGHTITES WITH EQUIL LUCIDITYSEEEEEEEEEEEDEEEEEEEDDDED\"-D\"-\"-D++\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACTTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH++%++++++++++++++++++++++++++++++++++++++\"-+++++\"-\"-+\"-+\"-\"-++\"-\"-\"-\"-\"-++++ |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ATCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DEIVORCE THAT HAS BEEN MADE BEWEEN DEECRATIVE ART AND WHAT WE USEALLY CALL PICTURES MAKEES A CUSTOMARY APPEAL TO THE LAST JGENT AND REMINES US THAT IN THE GREAT DAYS OF ART M ANGELO WAS THE FURNISHING APHOLSTTERER |\n", "eval_runtime": 1.3178, "eval_samples_per_second": 7.588, "eval_steps_per_second": 1.518, "eval_wer": 16.535433070866144, "eval_wer_time": 0.005387067794799805, "step": 50 }, { "epoch": 2.13, "eval_pred": null, "grad_norm": 2.5712523460388184, "learning_rate": 0.00049, "loss": 0.4704, "step": 51 }, { "epoch": 2.14, "eval_pred": null, "grad_norm": 2.026331901550293, "learning_rate": 0.00048, "loss": 0.2717, "step": 52 }, { "epoch": 2.15, "eval_pred": null, "grad_norm": 1.7977256774902344, "learning_rate": 0.00047, "loss": 0.5672, "step": 53 }, { "epoch": 2.16, "eval_pred": null, "grad_norm": 2.375070810317993, "learning_rate": 0.00046, "loss": 0.4817, "step": 54 }, { "epoch": 2.17, "eval_pred": null, "grad_norm": 3.009258985519409, "learning_rate": 0.00045000000000000004, "loss": 0.533, "step": 55 }, { "epoch": 2.18, "eval_pred": null, "grad_norm": 2.3523738384246826, "learning_rate": 0.00044, "loss": 0.4127, "step": 56 }, { "epoch": 2.19, "eval_pred": null, "grad_norm": 5.932104110717773, "learning_rate": 0.00043, "loss": 0.3008, "step": 57 }, { "epoch": 3.01, "eval_pred": null, "grad_norm": 1.4854482412338257, "learning_rate": 0.00042, "loss": 0.3457, "step": 58 }, { "epoch": 3.02, "eval_pred": null, "grad_norm": 2.2406277656555176, "learning_rate": 0.00041, "loss": 0.3722, "step": 59 }, { "epoch": 3.03, "eval_pred": null, "grad_norm": 1.1445629596710205, "learning_rate": 0.0004, "loss": 0.2341, "step": 60 }, { "epoch": 3.03, "eval_cer": 97.58522727272727, "eval_cer_time": 0.003239154815673828, "eval_decode_time": 0.54343581199646, "eval_loss": 0.2922370731830597, "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLELBBTHBBBTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-TH\"-TH\"-THTHTHTH\"-\"-\"-THTHTH\"-THTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THEN HIS MATTERTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-\"-\"-\"-TH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LUMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READDILY TO THE MINDTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOBSTS WHETHER SIR FDERIC LIITTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MAAS'S EXQUISITE ITOLLESLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHIRFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPULER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"\"--\"-\"-\"-\"\"-\"-\"--\"-\"\"--\"-\"-\"\"-\"-\"-\"--\"-\"\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"--\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-TH==\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACTTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%%TH%%%%\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MIC ANGELO WAS THE FURNISHING UPHOLSTERER |\n", "eval_runtime": 1.3214, "eval_samples_per_second": 7.568, "eval_steps_per_second": 1.514, "eval_wer": 8.267716535433072, "eval_wer_time": 0.0059778690338134766, "step": 60 }, { "epoch": 3.04, "eval_pred": null, "grad_norm": 1.4139453172683716, "learning_rate": 0.00039000000000000005, "loss": 0.2319, "step": 61 }, { "epoch": 3.05, "eval_pred": null, "grad_norm": 1.311193823814392, "learning_rate": 0.00038, "loss": 0.235, "step": 62 }, { "epoch": 3.06, "eval_pred": null, "grad_norm": 1.1820735931396484, "learning_rate": 0.00037, "loss": 0.1914, "step": 63 }, { "epoch": 3.07, "eval_pred": null, "grad_norm": 1.2226531505584717, "learning_rate": 0.00035999999999999997, "loss": 0.3147, "step": 64 }, { "epoch": 3.08, "eval_pred": null, "grad_norm": 1.2730989456176758, "learning_rate": 0.00035, "loss": 0.2505, "step": 65 }, { "epoch": 3.09, "eval_pred": null, "grad_norm": 1.0159199237823486, "learning_rate": 0.00034, "loss": 0.15, "step": 66 }, { "epoch": 3.1, "eval_pred": null, "grad_norm": 1.2265311479568481, "learning_rate": 0.00033, "loss": 0.1765, "step": 67 }, { "epoch": 3.11, "eval_pred": null, "grad_norm": 0.8005520105361938, "learning_rate": 0.00032, "loss": 0.0663, "step": 68 }, { "epoch": 3.12, "eval_pred": null, "grad_norm": 1.507002353668213, "learning_rate": 0.00031, "loss": 0.1685, "step": 69 }, { "epoch": 3.13, "eval_pred": null, "grad_norm": 1.3489922285079956, "learning_rate": 0.0003, "loss": 0.2233, "step": 70 }, { "epoch": 3.13, "eval_cer": 83.52272727272727, "eval_cer_time": 0.0032608509063720703, "eval_decode_time": 0.5359196662902832, "eval_loss": 0.20264121890068054, "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"TH-\"TH-\"-\"THTHTH-\"\"-\"-THTHTHTHTHTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"--\"\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"--\"\"-\"-\"--\"\"-=\"--\"-\"-\"\"-\"-\"--\"\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERMTHMMMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"\"-\"-\"-TH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MINDMMMTHMTHMMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%THTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%%%%%%%%%%%%% |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DBSTS WHETHER SIR FDERICK LITTON'S WORK IS REALLY GREE AF AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISATE IDIDLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DALIICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYEEEEEETHETHETH \u266aD \u266aEDE======\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\"-\"-\"-\"-%%%\"-\"-\"-\"-\"-%\"-\"-%\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNBTHTHTHTHTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART M ANGELO WAS THE FURNISHING UPHOLSTERER |\n", "eval_runtime": 1.3431, "eval_samples_per_second": 7.445, "eval_steps_per_second": 1.489, "eval_wer": 9.05511811023622, "eval_wer_time": 0.006304025650024414, "step": 70 }, { "epoch": 3.14, "eval_pred": null, "grad_norm": 0.984099268913269, "learning_rate": 0.00029, "loss": 0.1387, "step": 71 }, { "epoch": 3.15, "eval_pred": null, "grad_norm": 1.3206219673156738, "learning_rate": 0.00028000000000000003, "loss": 0.1975, "step": 72 }, { "epoch": 3.16, "eval_pred": null, "grad_norm": 2.8183982372283936, "learning_rate": 0.00027, "loss": 0.3486, "step": 73 }, { "epoch": 3.17, "eval_pred": null, "grad_norm": 1.2665929794311523, "learning_rate": 0.00026000000000000003, "loss": 0.2075, "step": 74 }, { "epoch": 3.18, "eval_pred": null, "grad_norm": 1.521304726600647, "learning_rate": 0.00025, "loss": 0.2574, "step": 75 }, { "epoch": 3.19, "eval_pred": null, "grad_norm": 0.7435916662216187, "learning_rate": 0.00024, "loss": 0.0566, "step": 76 }, { "epoch": 4.01, "eval_pred": null, "grad_norm": 0.750034511089325, "learning_rate": 0.00023, "loss": 0.1026, "step": 77 }, { "epoch": 4.02, "eval_pred": null, "grad_norm": 1.3347179889678955, "learning_rate": 0.00022, "loss": 0.1095, "step": 78 }, { "epoch": 4.03, "eval_pred": null, "grad_norm": 0.9396723508834839, "learning_rate": 0.00021, "loss": 0.1724, "step": 79 }, { "epoch": 4.04, "eval_pred": null, "grad_norm": 0.6710516214370728, "learning_rate": 0.0002, "loss": 0.1098, "step": 80 }, { "epoch": 4.04, "eval_cer": 83.94886363636364, "eval_cer_time": 0.002905130386352539, "eval_decode_time": 0.531641960144043, "eval_loss": 0.16650623083114624, "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"TH-\"-\"\"-\"-TH\"-TH\"-\"-TH\"-TH\"-\"-\"-\"-THTH\"-THTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-=\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERTHTHTHTHMMTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MINDTHTHMTHTHTHTHTHTHMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTH%THTHTH%%%%%%%THTH%%THTHTH%%%%%%%%%%%%%%%%%%%%%%%% |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOBSTS WHETHER SIR FREDERICK LITTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%THTHTHTHTHTHTHTHTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDIDLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYEEEETHETHETH \u266aTH%E%==\"-\"-===\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\"-\"-%%%%%\"-\"-%%%%\"-%%\"-\"-%%\"-%%%% |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST judgeGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART M ANGELO WAS THE FURNISHING UPHOLSTERER |\n", "eval_runtime": 1.2621, "eval_samples_per_second": 7.924, "eval_steps_per_second": 1.585, "eval_wer": 5.905511811023622, "eval_wer_time": 0.005602836608886719, "step": 80 }, { "epoch": 4.05, "eval_pred": null, "grad_norm": 0.6178313493728638, "learning_rate": 0.00019, "loss": 0.1269, "step": 81 }, { "epoch": 4.06, "eval_pred": null, "grad_norm": 1.104316234588623, "learning_rate": 0.00017999999999999998, "loss": 0.2355, "step": 82 }, { "epoch": 4.07, "eval_pred": null, "grad_norm": 1.088135004043579, "learning_rate": 0.00017, "loss": 0.1947, "step": 83 }, { "epoch": 4.08, "eval_pred": null, "grad_norm": 0.6806421279907227, "learning_rate": 0.00016, "loss": 0.0923, "step": 84 }, { "epoch": 4.09, "eval_pred": null, "grad_norm": 0.6717160940170288, "learning_rate": 0.00015, "loss": 0.148, "step": 85 }, { "epoch": 4.1, "eval_pred": null, "grad_norm": 0.7663130760192871, "learning_rate": 0.00014000000000000001, "loss": 0.1192, "step": 86 }, { "epoch": 4.11, "eval_pred": null, "grad_norm": 1.271284818649292, "learning_rate": 0.00013000000000000002, "loss": 0.0887, "step": 87 }, { "epoch": 4.12, "eval_pred": null, "grad_norm": 0.6764338612556458, "learning_rate": 0.00012, "loss": 0.0812, "step": 88 }, { "epoch": 4.13, "eval_pred": null, "grad_norm": 0.9299374222755432, "learning_rate": 0.00011, "loss": 0.1574, "step": 89 }, { "epoch": 4.14, "eval_pred": null, "grad_norm": 0.9850154519081116, "learning_rate": 0.0001, "loss": 0.0678, "step": 90 }, { "epoch": 4.14, "eval_cer": 81.10795454545455, "eval_cer_time": 0.003816843032836914, "eval_decode_time": 0.5388102531433105, "eval_loss": 0.12785965204238892, "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"TH-\"TH-\"-\"-\"-\"TH-\"-\"\"-\"-TH\"-TH\"-\"-\"-\"-THTHTHTHTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-=\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MINDTHTHTHTHTHTHTHTHTHMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTH%THTHTH%%THTH%%%THTHTH%THTHTHTH%%TH%%%%%%%%%%%%%%%%%%%% |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH% |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDIDLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYTHTHTHTHTH \u266a \u266a \u266aTH \u266a \u266a%==\"-\"- \u266a==\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\"-\"-%%%%%%%\"-\"-%%%%%%% |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MIC ANGELO WAS THE FURNISHING UPHOLSTERER |\n", "eval_runtime": 1.2857, "eval_samples_per_second": 7.778, "eval_steps_per_second": 1.556, "eval_wer": 7.086614173228346, "eval_wer_time": 0.007925033569335938, "step": 90 }, { "epoch": 4.15, "grad_norm": 1.0147942304611206, "learning_rate": 8.999999999999999e-05, "loss": 0.0695, "step": 91 }, { "epoch": 4.16, "grad_norm": 1.2335087060928345, "learning_rate": 8e-05, "loss": 0.1366, "step": 92 }, { "epoch": 4.17, "grad_norm": 0.929300844669342, "learning_rate": 7.000000000000001e-05, "loss": 0.0959, "step": 93 }, { "epoch": 4.18, "grad_norm": 0.5210400223731995, "learning_rate": 6e-05, "loss": 0.0852, "step": 94 }, { "epoch": 4.19, "grad_norm": 0.8599880933761597, "learning_rate": 5e-05, "loss": 0.0508, "step": 95 }, { "epoch": 5.01, "grad_norm": 0.38409674167633057, "learning_rate": 4e-05, "loss": 0.0801, "step": 96 }, { "epoch": 5.02, "grad_norm": 0.5891416072845459, "learning_rate": 3e-05, "loss": 0.0762, "step": 97 }, { "epoch": 5.03, "grad_norm": 0.658381998538971, "learning_rate": 2e-05, "loss": 0.0651, "step": 98 }, { "epoch": 5.04, "grad_norm": 0.5465841293334961, "learning_rate": 1e-05, "loss": 0.1254, "step": 99 }, { "epoch": 5.05, "grad_norm": 0.4337480664253235, "learning_rate": 0.0, "loss": 0.078, "step": 100 }, { "epoch": 5.05, "eval_cer": 83.23863636363636, "eval_cer_time": 0.003019094467163086, "eval_decode_time": 0.5298569202423096, "eval_loss": 0.118515744805336, "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"TH-\"-\"-\"-\"TH-\"-\"-\"-\"TH\"-TH\"-\"-\"-\"-THTH\"-\"-TH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-=\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MINDTHTHTHTHTHTHTHTHTHTHTH%THTHTHTHTHTHTHTHTHTHTHTHTHTH%THTH%%%%%%%%THTH%%THTHTH%%%%%%%%%%%%%%%%%%%%%%%% |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%TH%% |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDIDLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYTHTHTHTHTHTHTH \u266a \u266aTH \u266a%%==\"-\"-===\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\"-\"-%%%%%%%\"-\"-%%\"-%%%% |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\" |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST judGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MIC ANGELO WAS THE FURNISHING UPHOLSTERER |\n", "eval_runtime": 1.3526, "eval_samples_per_second": 7.393, "eval_steps_per_second": 1.479, "eval_wer": 5.905511811023622, "eval_wer_time": 0.004703044891357422, "step": 100 } ], "logging_steps": 1, "max_steps": 100, "num_input_tokens_seen": 0, "num_train_epochs": 9223372036854775807, "save_steps": 10, "stateful_callbacks": { "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 1.06772649984e+16, "train_batch_size": 4, "trial_name": null, "trial_params": null }