Text Classification
Transformers
PyTorch
TensorBoard
deberta-v2
Generated from Trainer
text-embeddings-inference
Instructions to use scales-okn/ontology-proposed with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use scales-okn/ontology-proposed with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="scales-okn/ontology-proposed")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("scales-okn/ontology-proposed") model = AutoModelForSequenceClassification.from_pretrained("scales-okn/ontology-proposed", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| loss,learning_rate,epoch,steps,eval_loss,eval_accuracy,eval_f1,eval_precision,eval_recall,eval_runtime,eval_samples_per_second,eval_steps_per_second,train_runtime,train_samples_per_second,train_steps_per_second,train_loss | |
| 0.6867,4.0540540540540545e-06,0.04,5,,,,,,,,,,,, | |
| 0.6202,8.108108108108109e-06,0.08,10,,,,,,,,,,,, | |
| 0.6393,1.2162162162162164e-05,0.12,15,,,,,,,,,,,, | |
| 0.5915,1.6216216216216218e-05,0.16,20,,,,,,,,,,,, | |
| 0.498,2.027027027027027e-05,0.2,25,,,,,,,,,,,, | |
| 0.4478,2.4324324324324327e-05,0.24,30,,,,,,,,,,,, | |
| 0.3239,2.8378378378378378e-05,0.29,35,,,,,,,,,,,, | |
| 0.2552,2.9842931937172777e-05,0.33,40,,,,,,,,,,,, | |
| 0.1371,2.9581151832460735e-05,0.37,45,,,,,,,,,,,, | |
| 0.0606,2.9319371727748692e-05,0.41,50,,,,,,,,,,,, | |
| 0.0685,2.905759162303665e-05,0.45,55,,,,,,,,,,,, | |
| 0.0653,2.879581151832461e-05,0.49,60,,,,,,,,,,,, | |
| 0.0081,2.8534031413612568e-05,0.53,65,,,,,,,,,,,, | |
| 0.0839,2.8272251308900525e-05,0.57,70,,,,,,,,,,,, | |
| 0.0661,2.8010471204188483e-05,0.61,75,,,,,,,,,,,, | |
| 0.1101,2.7748691099476443e-05,0.65,80,,,,,,,,,,,, | |
| 0.0021,2.74869109947644e-05,0.69,85,,,,,,,,,,,, | |
| 0.0015,2.7225130890052358e-05,0.73,90,,,,,,,,,,,, | |
| 0.122,2.6963350785340312e-05,0.78,95,,,,,,,,,,,, | |
| 0.1544,2.6701570680628273e-05,0.82,100,,,,,,,,,,,, | |
| ,,0.82,100,0.0015734895132482052,1.0,1.0,1.0,1.0,5.6358,43.294,5.501,,,, | |
| 0.0012,2.643979057591623e-05,0.86,105,,,,,,,,,,,, | |
| 0.0018,2.6178010471204188e-05,0.9,110,,,,,,,,,,,, | |
| 0.0012,2.5916230366492145e-05,0.94,115,,,,,,,,,,,, | |
| 0.0647,2.5654450261780106e-05,0.98,120,,,,,,,,,,,, | |
| 0.0088,2.5392670157068063e-05,1.02,125,,,,,,,,,,,, | |
| 0.0014,2.513089005235602e-05,1.07,130,,,,,,,,,,,, | |
| 0.1345,2.4869109947643978e-05,1.11,135,,,,,,,,,,,, | |
| 0.0047,2.460732984293194e-05,1.15,140,,,,,,,,,,,, | |
| 0.0011,2.4345549738219896e-05,1.19,145,,,,,,,,,,,, | |
| 0.0009,2.4083769633507854e-05,1.23,150,,,,,,,,,,,, | |
| 0.06,2.382198952879581e-05,1.27,155,,,,,,,,,,,, | |
| 0.0128,2.3560209424083772e-05,1.31,160,,,,,,,,,,,, | |
| 0.0008,2.329842931937173e-05,1.35,165,,,,,,,,,,,, | |
| 0.0009,2.3036649214659687e-05,1.39,170,,,,,,,,,,,, | |
| 0.0047,2.2774869109947644e-05,1.43,175,,,,,,,,,,,, | |
| 0.0006,2.2513089005235605e-05,1.47,180,,,,,,,,,,,, | |
| 0.0006,2.2251308900523562e-05,1.51,185,,,,,,,,,,,, | |
| 0.0006,2.198952879581152e-05,1.56,190,,,,,,,,,,,, | |
| 0.0005,2.1727748691099477e-05,1.6,195,,,,,,,,,,,, | |
| 0.0004,2.1465968586387438e-05,1.64,200,,,,,,,,,,,, | |
| ,,1.64,200,0.0007009856635704637,1.0,1.0,1.0,1.0,5.6607,43.104,5.476,,,, | |
| 0.0004,2.1204188481675396e-05,1.68,205,,,,,,,,,,,, | |
| 0.0606,2.094240837696335e-05,1.72,210,,,,,,,,,,,, | |
| 0.0005,2.0680628272251307e-05,1.76,215,,,,,,,,,,,, | |
| 0.0206,2.0418848167539268e-05,1.8,220,,,,,,,,,,,, | |
| 0.0004,2.0157068062827225e-05,1.84,225,,,,,,,,,,,, | |
| 0.0003,1.9895287958115183e-05,1.88,230,,,,,,,,,,,, | |
| 0.0003,1.963350785340314e-05,1.92,235,,,,,,,,,,,, | |
| 0.0007,1.93717277486911e-05,1.96,240,,,,,,,,,,,, | |
| 0.0004,1.9109947643979058e-05,2.01,245,,,,,,,,,,,, | |
| 0.0003,1.8848167539267016e-05,2.05,250,,,,,,,,,,,, | |
| 0.0003,1.8586387434554973e-05,2.09,255,,,,,,,,,,,, | |
| 0.0003,1.8324607329842934e-05,2.13,260,,,,,,,,,,,, | |
| 0.0003,1.806282722513089e-05,2.17,265,,,,,,,,,,,, | |
| 0.0071,1.780104712041885e-05,2.21,270,,,,,,,,,,,, | |
| 0.0004,1.7539267015706806e-05,2.25,275,,,,,,,,,,,, | |
| 0.0004,1.7277486910994767e-05,2.29,280,,,,,,,,,,,, | |
| 0.0003,1.7015706806282724e-05,2.33,285,,,,,,,,,,,, | |
| 0.0002,1.675392670157068e-05,2.38,290,,,,,,,,,,,, | |
| 0.0003,1.649214659685864e-05,2.42,295,,,,,,,,,,,, | |
| 0.0002,1.62303664921466e-05,2.46,300,,,,,,,,,,,, | |
| ,,2.46,300,0.01027494017034769,0.9918032786885246,0.988095238095238,0.9764705882352941,1.0,5.7002,42.805,5.438,,,, | |
| 0.0002,1.5968586387434557e-05,2.5,305,,,,,,,,,,,, | |
| 0.0003,1.5706806282722515e-05,2.54,310,,,,,,,,,,,, | |
| 0.0004,1.5445026178010472e-05,2.58,315,,,,,,,,,,,, | |
| 0.0003,1.5183246073298431e-05,2.62,320,,,,,,,,,,,, | |
| 0.0002,1.4921465968586389e-05,2.66,325,,,,,,,,,,,, | |
| 0.0002,1.4659685863874346e-05,2.7,330,,,,,,,,,,,, | |
| 0.0018,1.4397905759162305e-05,2.74,335,,,,,,,,,,,, | |
| 0.0002,1.4136125654450263e-05,2.78,340,,,,,,,,,,,, | |
| 0.0002,1.3874345549738222e-05,2.82,345,,,,,,,,,,,, | |
| 0.0002,1.3612565445026179e-05,2.87,350,,,,,,,,,,,, | |
| 0.0002,1.3350785340314136e-05,2.91,355,,,,,,,,,,,, | |
| 0.0002,1.3089005235602094e-05,2.95,360,,,,,,,,,,,, | |
| 0.0002,1.2827225130890053e-05,2.99,365,,,,,,,,,,,, | |
| 0.0002,1.256544502617801e-05,3.03,370,,,,,,,,,,,, | |
| 0.0002,1.230366492146597e-05,3.07,375,,,,,,,,,,,, | |
| 0.0002,1.2041884816753927e-05,3.11,380,,,,,,,,,,,, | |
| 0.0002,1.1780104712041886e-05,3.16,385,,,,,,,,,,,, | |
| 0.0002,1.1518324607329843e-05,3.2,390,,,,,,,,,,,, | |
| 0.0002,1.1256544502617803e-05,3.24,395,,,,,,,,,,,, | |
| 0.0002,1.099476439790576e-05,3.28,400,,,,,,,,,,,, | |
| ,,3.28,400,0.005868125706911087,0.9959016393442623,0.9940119760479043,0.9880952380952381,1.0,5.6838,42.929,5.454,,,, | |
| 0.0002,1.0732984293193719e-05,3.32,405,,,,,,,,,,,, | |
| 0.0002,1.0471204188481675e-05,3.36,410,,,,,,,,,,,, | |
| 0.0002,1.0209424083769634e-05,3.4,415,,,,,,,,,,,, | |
| 0.0002,9.947643979057591e-06,3.44,420,,,,,,,,,,,, | |
| 0.0005,9.68586387434555e-06,3.48,425,,,,,,,,,,,, | |
| 0.0002,9.424083769633508e-06,3.52,430,,,,,,,,,,,, | |
| 0.0002,9.162303664921467e-06,3.56,435,,,,,,,,,,,, | |
| 0.0002,8.900523560209424e-06,3.6,440,,,,,,,,,,,, | |
| 0.0002,8.638743455497383e-06,3.64,445,,,,,,,,,,,, | |
| 0.0001,8.37696335078534e-06,3.69,450,,,,,,,,,,,, | |
| 0.0001,8.1151832460733e-06,3.73,455,,,,,,,,,,,, | |
| 0.0001,7.853403141361257e-06,3.77,460,,,,,,,,,,,, | |
| 0.0001,7.591623036649216e-06,3.81,465,,,,,,,,,,,, | |
| 0.0002,7.329842931937173e-06,3.85,470,,,,,,,,,,,, | |
| 0.0001,7.068062827225131e-06,3.89,475,,,,,,,,,,,, | |
| 0.0001,6.8062827225130895e-06,3.93,480,,,,,,,,,,,, | |
| 0.0001,6.544502617801047e-06,3.97,485,,,,,,,,,,,, | |
| 0.0002,6.282722513089005e-06,4.02,490,,,,,,,,,,,, | |
| 0.0002,6.0209424083769635e-06,4.06,495,,,,,,,,,,,, | |
| 0.0001,5.759162303664922e-06,4.1,500,,,,,,,,,,,, | |
| ,,4.1,500,0.00612790510058403,0.9959016393442623,0.9940119760479043,0.9880952380952381,1.0,5.7087,42.741,5.43,,,, | |
| 0.0002,5.49738219895288e-06,4.14,505,,,,,,,,,,,, | |
| 0.0001,5.235602094240837e-06,4.18,510,,,,,,,,,,,, | |
| 0.0002,4.973821989528796e-06,4.22,515,,,,,,,,,,,, | |
| 0.0001,4.712041884816754e-06,4.26,520,,,,,,,,,,,, | |
| 0.0001,4.450261780104712e-06,4.3,525,,,,,,,,,,,, | |
| 0.0002,4.18848167539267e-06,4.34,530,,,,,,,,,,,, | |
| 0.0001,3.926701570680629e-06,4.38,535,,,,,,,,,,,, | |
| 0.0002,3.6649214659685865e-06,4.42,540,,,,,,,,,,,, | |
| 0.0001,3.4031413612565448e-06,4.47,545,,,,,,,,,,,, | |
| 0.0002,3.1413612565445026e-06,4.51,550,,,,,,,,,,,, | |
| 0.0002,2.879581151832461e-06,4.55,555,,,,,,,,,,,, | |
| 0.0001,2.6178010471204187e-06,4.59,560,,,,,,,,,,,, | |
| 0.0001,2.356020942408377e-06,4.63,565,,,,,,,,,,,, | |
| 0.0001,2.094240837696335e-06,4.67,570,,,,,,,,,,,, | |
| 0.0001,1.8324607329842933e-06,4.71,575,,,,,,,,,,,, | |
| 0.0001,1.5706806282722513e-06,4.75,580,,,,,,,,,,,, | |
| 0.0001,1.3089005235602093e-06,4.79,585,,,,,,,,,,,, | |
| 0.0003,1.0471204188481676e-06,4.83,590,,,,,,,,,,,, | |
| 0.0001,7.853403141361256e-07,4.87,595,,,,,,,,,,,, | |
| 0.0001,5.235602094240838e-07,4.91,600,,,,,,,,,,,, | |
| ,,4.91,600,0.005881628021597862,0.9959016393442623,0.9940119760479043,0.9880952380952381,1.0,5.6868,42.906,5.451,,,, | |
| 0.0002,2.617801047120419e-07,4.96,605,,,,,,,,,,,, | |
| 0.0003,0.0,5.0,610,,,,,,,,,,,, | |
| ,,5.0,610,,,,,,,,,490.5005,9.969,1.244,0.043865676507063696 | |