test set evals

test_set_classification_report_class_breakdown.txt

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+Category	Precision	Recall	F1-Score	Support
+Acids and salts, etc	0.83	0.5	0.62	161
+Acids, alkalis, etc	0.84	0.57	0.68	386
+Advertising	0.83	0.46	0.59	120
+Aeronautics	1.0	0.53	0.69	40
+Agricultural appliances, farmyard	0.87	0.53	0.66	161
+Agricultural appliances, for treatment of land, etc.	0.92	0.8	0.86	428
+Air and gas engines	0.86	0.55	0.67	159
+Air and gases, compressing, etc	0.65	0.26	0.38	257
+Ammunition	0.9	0.77	0.83	268
+Animal powered engines	0.76	0.35	0.48	155
+Artists' instruments	0.71	0.2	0.31	50
+Bearings, etc.	0.89	0.37	0.52	270
+Bells, etc	0.72	0.31	0.44	67
+Beverages	0.86	0.64	0.73	140
+Bleaching, etc.	0.79	0.59	0.68	272
+Books	0.83	0.42	0.56	119
+Boots, etc	0.93	0.8	0.86	203
+Boxes, etc	0.78	0.41	0.54	167
+Brushing, etc	0.88	0.61	0.72	85
+Buildings	0.8	0.54	0.65	457
+Casks	0.89	0.59	0.71	132
+Cements	0.72	0.42	0.53	213
+Centrifugal drying	1.0	0.4	0.58	47
+Chains	0.85	0.45	0.59	65
+Chimneys	0.9	0.45	0.6	100
+Closets	0.81	0.74	0.78	196
+Coin-feed apparatus	0.0	0.0	0.0	1
+Cooking, etc	0.79	0.5	0.61	163
+Cooling	0.87	0.61	0.72	163
+Cutlery	0.86	0.78	0.82	92
+Cutting	0.58	0.34	0.43	206
+Distilling	0.61	0.55	0.58	185
+Drains	0.7	0.58	0.63	102
+Drying	0.78	0.4	0.53	242
+Dynamo electric generators	0.89	0.49	0.63	160
+Electric lamps	0.86	0.87	0.87	111
+Electric telegraphs	0.96	0.8	0.87	175
+Electricity conducting	0.88	0.65	0.75	189
+Electricity measuring	0.86	0.53	0.66	45
+Electricity regulating	0.69	0.29	0.41	145
+Electrolysis	0.88	0.24	0.37	59
+Fabrics, dressing	0.73	0.6	0.66	304
+Fastenings, dress	0.89	0.75	0.81	252
+Fastenings, lock	0.94	0.65	0.77	303
+Fencing	1.0	0.45	0.62	75
+Filtering	0.69	0.53	0.6	146
+Fire extinction	0.89	0.51	0.64	172
+Fish	1.0	0.61	0.76	36
+Food	0.93	0.57	0.7	99
+Fuel, manufacture	0.92	0.63	0.75	210
+Furnaces	0.75	0.66	0.7	915
+Furniture	0.85	0.64	0.73	489
+Galvanic batteries	0.85	0.68	0.75	108
+Gas distribution	0.88	0.62	0.73	135
+Gas manufacture	0.8	0.62	0.7	263
+Glass	0.79	0.45	0.57	73
+Governors	0.93	0.48	0.64	143
+Grain	0.82	0.6	0.69	165
+Grinding and crushing	0.78	0.62	0.69	231
+Grinding or abrading	0.7	0.39	0.5	145
+Hand tools	0.69	0.47	0.56	167
+Harness	0.87	0.67	0.76	148
+Hats	0.9	0.73	0.8	118
+Heating	0.71	0.43	0.53	295
+Hinges	0.75	0.4	0.52	119
+Hollow-ware	0.79	0.35	0.49	125
+Horse-shoes	0.96	0.89	0.92	62
+Hydraulic engineering	0.82	0.59	0.69	199
+Hydraulic machinery	0.61	0.34	0.43	270
+India-rubber	0.68	0.32	0.43	188
+Injectors	0.77	0.2	0.32	84
+Iron	0.78	0.68	0.73	364
+Labels	0.82	0.47	0.6	38
+Lace-making	0.85	0.68	0.75	170
+Lamps	0.94	0.77	0.85	394
+Leather	0.89	0.63	0.74	142
+Life-saving	0.62	0.63	0.62	38
+Lifting	0.82	0.51	0.63	313
+Locomotives	0.81	0.52	0.64	247
+Mechanism	0.79	0.34	0.48	417
+Medicine	0.8	0.61	0.69	253
+Metals and alloys	0.78	0.52	0.62	343
+Metals, Cutting, etc	0.82	0.63	0.71	1030
+Milking	1.0	0.8	0.89	66
+Mining	0.87	0.58	0.7	137
+Mixing	0.84	0.49	0.61	105
+Moulding	0.85	0.55	0.67	429
+Music	0.96	0.9	0.93	143
+Nails	0.82	0.58	0.68	228
+Non-metallic elements	0.71	0.43	0.53	140
+Oils	0.85	0.67	0.75	262
+Ordnance	0.9	0.69	0.78	162
+Ornamenting	0.72	0.32	0.44	132
+Packing	0.85	0.6	0.7	136
+Paints	0.71	0.47	0.57	189
+Paper	0.83	0.62	0.71	199
+Philosophical instruments	0.83	0.72	0.77	256
+Photography	0.87	0.66	0.75	111
+Pipes	0.74	0.44	0.55	259
+Printing, letterpress	0.88	0.68	0.77	247
+Printing, other	0.81	0.52	0.64	304
+Pumps	0.78	0.54	0.64	324
+Railway etc. vehicles	0.85	0.73	0.78	598
+Railway signals	0.88	0.83	0.85	238
+Railways, etc.	0.87	0.76	0.81	296
+Registering	0.83	0.64	0.72	370
+Road vehicles	0.86	0.55	0.67	327
+Roads	0.82	0.53	0.64	109
+Ropes	0.76	0.37	0.5	106
+Rotary engines	0.8	0.45	0.58	196
+Sewage	0.76	0.6	0.67	136
+Sewing	0.93	0.83	0.88	325
+Ships, Div I	0.88	0.59	0.71	484
+Ships, Div II	0.91	0.72	0.81	288
+Ships, Div III	0.78	0.58	0.67	77
+Shop accessories	0.77	0.43	0.56	46
+Sifting	0.65	0.66	0.66	167
+Signalling	0.7	0.6	0.65	143
+Small arms	0.94	0.86	0.9	303
+Spinning	0.94	0.85	0.89	901
+Starch	0.88	0.34	0.49	104
+Steam engines	0.77	0.63	0.69	625
+Steam generators	0.85	0.64	0.73	626
+Stone	0.83	0.69	0.75	51
+Stoppering	0.88	0.77	0.82	261
+Stoves	0.8	0.65	0.72	309
+Sugar	0.86	0.7	0.77	87
+Table articles	0.68	0.33	0.45	75
+Tea	0.94	0.67	0.78	45
+Tobacco	0.97	0.72	0.82	120
+Toilet	0.73	0.43	0.54	77
+Toys	0.88	0.75	0.81	223
+Trunks	0.76	0.33	0.46	76
+Umbrellas	0.99	0.77	0.86	107
+Valves	0.82	0.58	0.68	361
+Velocipedes	0.96	0.75	0.84	145
+Ventilation	0.65	0.44	0.53	117
+Washing	0.86	0.68	0.76	184
+Watches	0.98	0.64	0.77	136
+Waterproof fabrics	0.64	0.42	0.51	150
+Wearing apparel	0.81	0.69	0.74	322
+Weaving	0.94	0.79	0.86	751
+Weighing apparatus	0.95	0.66	0.78	56
+Wheels	0.8	0.39	0.53	145
+Wood	0.84	0.49	0.62	229
+Writing instruments	0.84	0.66	0.74	278

test_set_eval.txt

@@ -0,0 +1,13 @@
+eval_loss: 0.006695271003991365
+eval_f1_micro: 0.7000987313947206
+eval_precision_micro: 0.8337474487532168
+eval_recall_micro: 0.6033779661561185
+eval_exact_match_f1: 0.5296143639546045
+eval_exact_match_precision: 0.5296143639546045
+eval_exact_match_recall: 0.5296143639546045
+eval_any_match_f1: 0.9078538761221839
+eval_any_match_precision: 0.9078538761221839
+eval_any_match_recall: 0.9078538761221839
+eval_runtime: 163.2407
+eval_samples_per_second: 108.496
+eval_steps_per_second: 1.697