--- language: en license: mit base_model: - avsolatorio/GIST-small-Embedding-v0 datasets: - agentlans/en-document-classification tags: - bert - text-classification - sequence-classification metrics: - f1 - loss model-index: - name: GIST-small-c4-en-doc_type_v1_primary results: - task: type: text-classification name: Text Classification metrics: - type: f1 value: 0.8285 name: Evaluation F1 - type: loss value: 0.6053 name: Evaluation Loss --- # GIST-small-c4-en-doc_type_v1_primary A fine-tuned version of the **bert** architecture (`BertForSequenceClassification`) optimized for the `text-classification` task. - **Model type:** bert - **Problem Type:** single_label_classification - **Number of Labels:** 17 - **Vocabulary Size:** 30522 - **License:** MIT ## Use To get started with this model in Python using the Hugging Face Transformers library, run the following code: ```python from transformers import AutoTokenizer, AutoModelForSequenceClassification import torch model_id = "agentlans/GIST-small-c4-en-doc_type_v1_primary" tokenizer = AutoTokenizer.from_pretrained(model_id) model = AutoModelForSequenceClassification.from_pretrained(model_id) text = "Replace this with your input text." inputs = tokenizer(text, return_tensors="pt") with torch.no_grad(): logits = model(**inputs).logits predicted_class_id = logits.argmax().item() predicted_class_name = model.config.id2label[predicted_class_id] print(f"Predicted Class ID: {predicted_class_id}") print(f"Predicted Class Name: {predicted_class_name}") ``` ## Intended Uses & Limitations ### Intended Use This model is designed for sequence classification tasks. Below are the specific class labels mapped to their corresponding IDs: | Label ID | Label Name | |---|---| | 0 | Academic/Research | | 1 | Adult | | 2 | Code | | 3 | E-Commerce | | 4 | Government | | 5 | Legal | | 6 | Literary | | 7 | Machine-Generated | | 8 | Media | | 9 | News/Editorial | | 10 | Other | | 11 | Personal | | 12 | Promotional | | 13 | Reference | | 14 | Reviews | | 15 | Search | | 16 | Social | ## Training Details ### Hyperparameters The following hyperparameters were used during fine-tuning: - **Learning Rate:** 5e-05 - **Train Batch Size:** 8 - **Eval Batch Size:** 8 - **Optimizer:** OptimizerNames.ADAMW_TORCH_FUSED - **Number of Epochs:** 3.0 - **Mixed Precision:** BF16
Show Advanced Training Configuration #### Optimization & Regularization - **Gradient Accumulation Steps:** 1 - **Learning Rate Scheduler:** SchedulerType.LINEAR - **Warmup Steps:** 0 - **Warmup Ratio:** None - **Weight Decay:** 0.0 - **Max Gradient Norm:** 1.0 #### Hardware & Reproducibility - **Number of GPUs:** 1 - **Seed:** 42
## Training Results & Evaluation During fine-tuning, the model achieved the following results on the evaluation set: | Metric | Value | |---|---| | **Train Loss** | 0.4844 | | **Validation Loss** | 0.6053 | | **Validation F1 Score** | 0.8285 | | **Total FLOPs** | 3.4616e+16 | For performance on the test set, [click here](report.md). ### Speed Performance - **Training Runtime:** 4506.3268 seconds - **Train Samples per Second:** 466.332 - **Evaluation Runtime:** 49.397 seconds - **Eval Samples per Second:** 1772.619
Show Detailed Training Logs ### Training Logs History | Step | Epoch | Learning Rate | Training Loss | Validation Loss | Validation F1 | |---|---|---|---|---|---| | 500 | 0.006 | 4.9905e-05 | 1.4487 | N/A | N/A | | 1000 | 0.011 | 4.9810e-05 | 1.033 | N/A | N/A | | 1500 | 0.017 | 4.9715e-05 | 0.875 | N/A | N/A | | 2000 | 0.023 | 4.9620e-05 | 0.8459 | N/A | N/A | | 2500 | 0.029 | 4.9524e-05 | 0.7989 | N/A | N/A | | 3000 | 0.034 | 4.9429e-05 | 0.7678 | N/A | N/A | | 3500 | 0.04 | 4.9334e-05 | 0.769 | N/A | N/A | | 4000 | 0.046 | 4.9239e-05 | 0.7334 | N/A | N/A | | 4500 | 0.051 | 4.9144e-05 | 0.7291 | N/A | N/A | | 5000 | 0.057 | 4.9048e-05 | 0.7444 | N/A | N/A | | 5500 | 0.063 | 4.8953e-05 | 0.7234 | N/A | N/A | | 6000 | 0.069 | 4.8858e-05 | 0.7226 | N/A | N/A | | 6500 | 0.074 | 4.8763e-05 | 0.7182 | N/A | N/A | | 7000 | 0.08 | 4.8668e-05 | 0.7001 | N/A | N/A | | 7500 | 0.086 | 4.8573e-05 | 0.6859 | N/A | N/A | | 8000 | 0.091 | 4.8477e-05 | 0.6822 | N/A | N/A | | 8500 | 0.097 | 4.8382e-05 | 0.6736 | N/A | N/A | | 9000 | 0.103 | 4.8287e-05 | 0.6614 | N/A | N/A | | 9500 | 0.108 | 4.8192e-05 | 0.686 | N/A | N/A | | 10000 | 0.114 | 4.8097e-05 | 0.6509 | N/A | N/A | | 10500 | 0.12 | 4.8002e-05 | 0.674 | N/A | N/A | | 11000 | 0.126 | 4.7906e-05 | 0.664 | N/A | N/A | | 11500 | 0.131 | 4.7811e-05 | 0.6841 | N/A | N/A | | 12000 | 0.137 | 4.7716e-05 | 0.6716 | N/A | N/A | | 12500 | 0.143 | 4.7621e-05 | 0.6555 | N/A | N/A | | 13000 | 0.148 | 4.7526e-05 | 0.6541 | N/A | N/A | | 13500 | 0.154 | 4.7431e-05 | 0.666 | N/A | N/A | | 14000 | 0.16 | 4.7335e-05 | 0.6702 | N/A | N/A | | 14500 | 0.166 | 4.7240e-05 | 0.6338 | N/A | N/A | | 15000 | 0.171 | 4.7145e-05 | 0.6399 | N/A | N/A | | 15500 | 0.177 | 4.7050e-05 | 0.6705 | N/A | N/A | | 16000 | 0.183 | 4.6955e-05 | 0.6275 | N/A | N/A | | 16500 | 0.188 | 4.6860e-05 | 0.6613 | N/A | N/A | | 17000 | 0.194 | 4.6764e-05 | 0.6287 | N/A | N/A | | 17500 | 0.2 | 4.6669e-05 | 0.6105 | N/A | N/A | | 18000 | 0.206 | 4.6574e-05 | 0.5996 | N/A | N/A | | 18500 | 0.211 | 4.6479e-05 | 0.6427 | N/A | N/A | | 19000 | 0.217 | 4.6384e-05 | 0.6395 | N/A | N/A | | 19500 | 0.223 | 4.6288e-05 | 0.6265 | N/A | N/A | | 20000 | 0.228 | 4.6193e-05 | 0.6405 | N/A | N/A | | 20500 | 0.234 | 4.6098e-05 | 0.643 | N/A | N/A | | 21000 | 0.24 | 4.6003e-05 | 0.625 | N/A | N/A | | 21500 | 0.246 | 4.5908e-05 | 0.6197 | N/A | N/A | | 22000 | 0.251 | 4.5813e-05 | 0.6234 | N/A | N/A | | 22500 | 0.257 | 4.5717e-05 | 0.6074 | N/A | N/A | | 23000 | 0.263 | 4.5622e-05 | 0.6164 | N/A | N/A | | 23500 | 0.268 | 4.5527e-05 | 0.6144 | N/A | N/A | | 24000 | 0.274 | 4.5432e-05 | 0.6389 | N/A | N/A | | 24500 | 0.28 | 4.5337e-05 | 0.6488 | N/A | N/A | | 25000 | 0.286 | 4.5242e-05 | 0.6127 | N/A | N/A | | 25500 | 0.291 | 4.5146e-05 | 0.6212 | N/A | N/A | | 26000 | 0.297 | 4.5051e-05 | 0.6174 | N/A | N/A | | 26500 | 0.303 | 4.4956e-05 | 0.616 | N/A | N/A | | 27000 | 0.308 | 4.4861e-05 | 0.5878 | N/A | N/A | | 27500 | 0.314 | 4.4766e-05 | 0.6315 | N/A | N/A | | 28000 | 0.32 | 4.4671e-05 | 0.6224 | N/A | N/A | | 28500 | 0.325 | 4.4575e-05 | 0.6158 | N/A | N/A | | 29000 | 0.331 | 4.4480e-05 | 0.6215 | N/A | N/A | | 29500 | 0.337 | 4.4385e-05 | 0.625 | N/A | N/A | | 30000 | 0.343 | 4.4290e-05 | 0.6029 | N/A | N/A | | 30500 | 0.348 | 4.4195e-05 | 0.6036 | N/A | N/A | | 31000 | 0.354 | 4.4100e-05 | 0.6003 | N/A | N/A | | 31500 | 0.36 | 4.4004e-05 | 0.6256 | N/A | N/A | | 32000 | 0.365 | 4.3909e-05 | 0.5832 | N/A | N/A | | 32500 | 0.371 | 4.3814e-05 | 0.6269 | N/A | N/A | | 33000 | 0.377 | 4.3719e-05 | 0.6225 | N/A | N/A | | 33500 | 0.383 | 4.3624e-05 | 0.6161 | N/A | N/A | | 34000 | 0.388 | 4.3529e-05 | 0.5963 | N/A | N/A | | 34500 | 0.394 | 4.3433e-05 | 0.6236 | N/A | N/A | | 35000 | 0.4 | 4.3338e-05 | 0.6264 | N/A | N/A | | 35500 | 0.405 | 4.3243e-05 | 0.5882 | N/A | N/A | | 36000 | 0.411 | 4.3148e-05 | 0.6064 | N/A | N/A | | 36500 | 0.417 | 4.3053e-05 | 0.6128 | N/A | N/A | | 37000 | 0.423 | 4.2957e-05 | 0.6055 | N/A | N/A | | 37500 | 0.428 | 4.2862e-05 | 0.6089 | N/A | N/A | | 38000 | 0.434 | 4.2767e-05 | 0.5829 | N/A | N/A | | 38500 | 0.44 | 4.2672e-05 | 0.6474 | N/A | N/A | | 39000 | 0.445 | 4.2577e-05 | 0.5873 | N/A | N/A | | 39500 | 0.451 | 4.2482e-05 | 0.5993 | N/A | N/A | | 40000 | 0.457 | 4.2386e-05 | 0.5784 | N/A | N/A | | 40500 | 0.463 | 4.2291e-05 | 0.598 | N/A | N/A | | 41000 | 0.468 | 4.2196e-05 | 0.5981 | N/A | N/A | | 41500 | 0.474 | 4.2101e-05 | 0.6087 | N/A | N/A | | 42000 | 0.48 | 4.2006e-05 | 0.5989 | N/A | N/A | | 42500 | 0.485 | 4.1911e-05 | 0.59 | N/A | N/A | | 43000 | 0.491 | 4.1815e-05 | 0.5964 | N/A | N/A | | 43500 | 0.497 | 4.1720e-05 | 0.6105 | N/A | N/A | | 44000 | 0.503 | 4.1625e-05 | 0.5943 | N/A | N/A | | 44500 | 0.508 | 4.1530e-05 | 0.6199 | N/A | N/A | | 45000 | 0.514 | 4.1435e-05 | 0.6054 | N/A | N/A | | 45500 | 0.52 | 4.1340e-05 | 0.5972 | N/A | N/A | | 46000 | 0.525 | 4.1244e-05 | 0.597 | N/A | N/A | | 46500 | 0.531 | 4.1149e-05 | 0.603 | N/A | N/A | | 47000 | 0.537 | 4.1054e-05 | 0.6045 | N/A | N/A | | 47500 | 0.542 | 4.0959e-05 | 0.6076 | N/A | N/A | | 48000 | 0.548 | 4.0864e-05 | 0.6 | N/A | N/A | | 48500 | 0.554 | 4.0769e-05 | 0.5848 | N/A | N/A | | 49000 | 0.56 | 4.0673e-05 | 0.5909 | N/A | N/A | | 49500 | 0.565 | 4.0578e-05 | 0.5814 | N/A | N/A | | 50000 | 0.571 | 4.0483e-05 | 0.6191 | N/A | N/A | | 50500 | 0.577 | 4.0388e-05 | 0.5565 | N/A | N/A | | 51000 | 0.582 | 4.0293e-05 | 0.5708 | N/A | N/A | | 51500 | 0.588 | 4.0198e-05 | 0.5918 | N/A | N/A | | 52000 | 0.594 | 4.0102e-05 | 0.5843 | N/A | N/A | | 52500 | 0.6 | 4.0007e-05 | 0.6055 | N/A | N/A | | 53000 | 0.605 | 3.9912e-05 | 0.6055 | N/A | N/A | | 53500 | 0.611 | 3.9817e-05 | 0.5667 | N/A | N/A | | 54000 | 0.617 | 3.9722e-05 | 0.5779 | N/A | N/A | | 54500 | 0.622 | 3.9626e-05 | 0.5848 | N/A | N/A | | 55000 | 0.628 | 3.9531e-05 | 0.577 | N/A | N/A | | 55500 | 0.634 | 3.9436e-05 | 0.5632 | N/A | N/A | | 56000 | 0.64 | 3.9341e-05 | 0.5595 | N/A | N/A | | 56500 | 0.645 | 3.9246e-05 | 0.578 | N/A | N/A | | 57000 | 0.651 | 3.9151e-05 | 0.5738 | N/A | N/A | | 57500 | 0.657 | 3.9055e-05 | 0.589 | N/A | N/A | | 58000 | 0.662 | 3.8960e-05 | 0.5659 | N/A | N/A | | 58500 | 0.668 | 3.8865e-05 | 0.5549 | N/A | N/A | | 59000 | 0.674 | 3.8770e-05 | 0.5664 | N/A | N/A | | 59500 | 0.68 | 3.8675e-05 | 0.6038 | N/A | N/A | | 60000 | 0.685 | 3.8580e-05 | 0.5676 | N/A | N/A | | 60500 | 0.691 | 3.8484e-05 | 0.5568 | N/A | N/A | | 61000 | 0.697 | 3.8389e-05 | 0.5656 | N/A | N/A | | 61500 | 0.702 | 3.8294e-05 | 0.5842 | N/A | N/A | | 62000 | 0.708 | 3.8199e-05 | 0.5564 | N/A | N/A | | 62500 | 0.714 | 3.8104e-05 | 0.5956 | N/A | N/A | | 63000 | 0.719 | 3.8009e-05 | 0.5514 | N/A | N/A | | 63500 | 0.725 | 3.7913e-05 | 0.5578 | N/A | N/A | | 64000 | 0.731 | 3.7818e-05 | 0.5718 | N/A | N/A | | 64500 | 0.737 | 3.7723e-05 | 0.5796 | N/A | N/A | | 65000 | 0.742 | 3.7628e-05 | 0.5589 | N/A | N/A | | 65500 | 0.748 | 3.7533e-05 | 0.5556 | N/A | N/A | | 66000 | 0.754 | 3.7438e-05 | 0.572 | N/A | N/A | | 66500 | 0.759 | 3.7342e-05 | 0.5736 | N/A | N/A | | 67000 | 0.765 | 3.7247e-05 | 0.5817 | N/A | N/A | | 67500 | 0.771 | 3.7152e-05 | 0.5576 | N/A | N/A | | 68000 | 0.777 | 3.7057e-05 | 0.5678 | N/A | N/A | | 68500 | 0.782 | 3.6962e-05 | 0.548 | N/A | N/A | | 69000 | 0.788 | 3.6866e-05 | 0.5631 | N/A | N/A | | 69500 | 0.794 | 3.6771e-05 | 0.5828 | N/A | N/A | | 70000 | 0.799 | 3.6676e-05 | 0.5352 | N/A | N/A | | 70500 | 0.805 | 3.6581e-05 | 0.5383 | N/A | N/A | | 71000 | 0.811 | 3.6486e-05 | 0.5528 | N/A | N/A | | 71500 | 0.817 | 3.6391e-05 | 0.5974 | N/A | N/A | | 72000 | 0.822 | 3.6295e-05 | 0.5532 | N/A | N/A | | 72500 | 0.828 | 3.6200e-05 | 0.5504 | N/A | N/A | | 73000 | 0.834 | 3.6105e-05 | 0.5713 | N/A | N/A | | 73500 | 0.839 | 3.6010e-05 | 0.5736 | N/A | N/A | | 74000 | 0.845 | 3.5915e-05 | 0.5584 | N/A | N/A | | 74500 | 0.851 | 3.5820e-05 | 0.5749 | N/A | N/A | | 75000 | 0.857 | 3.5724e-05 | 0.5672 | N/A | N/A | | 75500 | 0.862 | 3.5629e-05 | 0.5906 | N/A | N/A | | 76000 | 0.868 | 3.5534e-05 | 0.5851 | N/A | N/A | | 76500 | 0.874 | 3.5439e-05 | 0.5505 | N/A | N/A | | 77000 | 0.879 | 3.5344e-05 | 0.5619 | N/A | N/A | | 77500 | 0.885 | 3.5249e-05 | 0.5527 | N/A | N/A | | 78000 | 0.891 | 3.5153e-05 | 0.5481 | N/A | N/A | | 78500 | 0.897 | 3.5058e-05 | 0.556 | N/A | N/A | | 79000 | 0.902 | 3.4963e-05 | 0.5622 | N/A | N/A | | 79500 | 0.908 | 3.4868e-05 | 0.5662 | N/A | N/A | | 80000 | 0.914 | 3.4773e-05 | 0.5616 | N/A | N/A | | 80500 | 0.919 | 3.4678e-05 | 0.5593 | N/A | N/A | | 81000 | 0.925 | 3.4582e-05 | 0.5545 | N/A | N/A | | 81500 | 0.931 | 3.4487e-05 | 0.5594 | N/A | N/A | | 82000 | 0.936 | 3.4392e-05 | 0.5533 | N/A | N/A | | 82500 | 0.942 | 3.4297e-05 | 0.5524 | N/A | N/A | | 83000 | 0.948 | 3.4202e-05 | 0.5786 | N/A | N/A | | 83500 | 0.954 | 3.4107e-05 | 0.5463 | N/A | N/A | | 84000 | 0.959 | 3.4011e-05 | 0.5627 | N/A | N/A | | 84500 | 0.965 | 3.3916e-05 | 0.5724 | N/A | N/A | | 85000 | 0.971 | 3.3821e-05 | 0.5491 | N/A | N/A | | 85500 | 0.976 | 3.3726e-05 | 0.5509 | N/A | N/A | | 86000 | 0.982 | 3.3631e-05 | 0.5799 | N/A | N/A | | 86500 | 0.988 | 3.3535e-05 | 0.5763 | N/A | N/A | | 87000 | 0.994 | 3.3440e-05 | 0.5706 | N/A | N/A | | 87500 | 0.999 | 3.3345e-05 | 0.5494 | N/A | N/A | | 87561 | 1.0 | N/A | N/A | 0.5452 | 0.8109 | | 88000 | 1.005 | 3.3250e-05 | 0.4812 | N/A | N/A | | 88500 | 1.011 | 3.3155e-05 | 0.4893 | N/A | N/A | | 89000 | 1.016 | 3.3060e-05 | 0.4712 | N/A | N/A | | 89500 | 1.022 | 3.2964e-05 | 0.4702 | N/A | N/A | | 90000 | 1.028 | 3.2869e-05 | 0.4584 | N/A | N/A | | 90500 | 1.034 | 3.2774e-05 | 0.4614 | N/A | N/A | | 91000 | 1.039 | 3.2679e-05 | 0.4871 | N/A | N/A | | 91500 | 1.045 | 3.2584e-05 | 0.4916 | N/A | N/A | | 92000 | 1.051 | 3.2489e-05 | 0.47 | N/A | N/A | | 92500 | 1.056 | 3.2393e-05 | 0.4697 | N/A | N/A | | 93000 | 1.062 | 3.2298e-05 | 0.4745 | N/A | N/A | | 93500 | 1.068 | 3.2203e-05 | 0.4676 | N/A | N/A | | 94000 | 1.074 | 3.2108e-05 | 0.4836 | N/A | N/A | | 94500 | 1.079 | 3.2013e-05 | 0.4902 | N/A | N/A | | 95000 | 1.085 | 3.1918e-05 | 0.4716 | N/A | N/A | | 95500 | 1.091 | 3.1822e-05 | 0.4881 | N/A | N/A | | 96000 | 1.096 | 3.1727e-05 | 0.4814 | N/A | N/A | | 96500 | 1.102 | 3.1632e-05 | 0.464 | N/A | N/A | | 97000 | 1.108 | 3.1537e-05 | 0.4654 | N/A | N/A | | 97500 | 1.114 | 3.1442e-05 | 0.472 | N/A | N/A | | 98000 | 1.119 | 3.1347e-05 | 0.4845 | N/A | N/A | | 98500 | 1.125 | 3.1251e-05 | 0.4723 | N/A | N/A | | 99000 | 1.131 | 3.1156e-05 | 0.4782 | N/A | N/A | | 99500 | 1.136 | 3.1061e-05 | 0.46 | N/A | N/A | | 100000 | 1.142 | 3.0966e-05 | 0.4906 | N/A | N/A | | 100500 | 1.148 | 3.0871e-05 | 0.4735 | N/A | N/A | | 101000 | 1.153 | 3.0775e-05 | 0.4714 | N/A | N/A | | 101500 | 1.159 | 3.0680e-05 | 0.488 | N/A | N/A | | 102000 | 1.165 | 3.0585e-05 | 0.4639 | N/A | N/A | | 102500 | 1.171 | 3.0490e-05 | 0.5033 | N/A | N/A | | 103000 | 1.176 | 3.0395e-05 | 0.4937 | N/A | N/A | | 103500 | 1.182 | 3.0300e-05 | 0.4842 | N/A | N/A | | 104000 | 1.188 | 3.0204e-05 | 0.4763 | N/A | N/A | | 104500 | 1.193 | 3.0109e-05 | 0.4802 | N/A | N/A | | 105000 | 1.199 | 3.0014e-05 | 0.4924 | N/A | N/A | | 105500 | 1.205 | 2.9919e-05 | 0.4778 | N/A | N/A | | 106000 | 1.211 | 2.9824e-05 | 0.4786 | N/A | N/A | | 106500 | 1.216 | 2.9729e-05 | 0.4832 | N/A | N/A | | 107000 | 1.222 | 2.9633e-05 | 0.4849 | N/A | N/A | | 107500 | 1.228 | 2.9538e-05 | 0.4864 | N/A | N/A | | 108000 | 1.233 | 2.9443e-05 | 0.5035 | N/A | N/A | | 108500 | 1.239 | 2.9348e-05 | 0.4622 | N/A | N/A | | 109000 | 1.245 | 2.9253e-05 | 0.4667 | N/A | N/A | | 109500 | 1.251 | 2.9158e-05 | 0.4746 | N/A | N/A | | 110000 | 1.256 | 2.9062e-05 | 0.4611 | N/A | N/A | | 110500 | 1.262 | 2.8967e-05 | 0.4686 | N/A | N/A | | 111000 | 1.268 | 2.8872e-05 | 0.4528 | N/A | N/A | | 111500 | 1.273 | 2.8777e-05 | 0.4916 | N/A | N/A | | 112000 | 1.279 | 2.8682e-05 | 0.4879 | N/A | N/A | | 112500 | 1.285 | 2.8587e-05 | 0.4843 | N/A | N/A | | 113000 | 1.291 | 2.8491e-05 | 0.4626 | N/A | N/A | | 113500 | 1.296 | 2.8396e-05 | 0.4601 | N/A | N/A | | 114000 | 1.302 | 2.8301e-05 | 0.4958 | N/A | N/A | | 114500 | 1.308 | 2.8206e-05 | 0.4735 | N/A | N/A | | 115000 | 1.313 | 2.8111e-05 | 0.4848 | N/A | N/A | | 115500 | 1.319 | 2.8016e-05 | 0.507 | N/A | N/A | | 116000 | 1.325 | 2.7920e-05 | 0.4551 | N/A | N/A | | 116500 | 1.331 | 2.7825e-05 | 0.4869 | N/A | N/A | | 117000 | 1.336 | 2.7730e-05 | 0.4978 | N/A | N/A | | 117500 | 1.342 | 2.7635e-05 | 0.4487 | N/A | N/A | | 118000 | 1.348 | 2.7540e-05 | 0.4923 | N/A | N/A | | 118500 | 1.353 | 2.7444e-05 | 0.4925 | N/A | N/A | | 119000 | 1.359 | 2.7349e-05 | 0.4722 | N/A | N/A | | 119500 | 1.365 | 2.7254e-05 | 0.4799 | N/A | N/A | | 120000 | 1.37 | 2.7159e-05 | 0.4821 | N/A | N/A | | 120500 | 1.376 | 2.7064e-05 | 0.4891 | N/A | N/A | | 121000 | 1.382 | 2.6969e-05 | 0.4887 | N/A | N/A | | 121500 | 1.388 | 2.6873e-05 | 0.4829 | N/A | N/A | | 122000 | 1.393 | 2.6778e-05 | 0.4872 | N/A | N/A | | 122500 | 1.399 | 2.6683e-05 | 0.4528 | N/A | N/A | | 123000 | 1.405 | 2.6588e-05 | 0.4553 | N/A | N/A | | 123500 | 1.41 | 2.6493e-05 | 0.4937 | N/A | N/A | | 124000 | 1.416 | 2.6398e-05 | 0.4874 | N/A | N/A | | 124500 | 1.422 | 2.6302e-05 | 0.4752 | N/A | N/A | | 125000 | 1.428 | 2.6207e-05 | 0.5021 | N/A | N/A | | 125500 | 1.433 | 2.6112e-05 | 0.4694 | N/A | N/A | | 126000 | 1.439 | 2.6017e-05 | 0.4708 | N/A | N/A | | 126500 | 1.445 | 2.5922e-05 | 0.4744 | N/A | N/A | | 127000 | 1.45 | 2.5827e-05 | 0.4612 | N/A | N/A | | 127500 | 1.456 | 2.5731e-05 | 0.4707 | N/A | N/A | | 128000 | 1.462 | 2.5636e-05 | 0.5065 | N/A | N/A | | 128500 | 1.468 | 2.5541e-05 | 0.4571 | N/A | N/A | | 129000 | 1.473 | 2.5446e-05 | 0.4915 | N/A | N/A | | 129500 | 1.479 | 2.5351e-05 | 0.4768 | N/A | N/A | | 130000 | 1.485 | 2.5256e-05 | 0.4705 | N/A | N/A | | 130500 | 1.49 | 2.5160e-05 | 0.4705 | N/A | N/A | | 131000 | 1.496 | 2.5065e-05 | 0.4687 | N/A | N/A | | 131500 | 1.502 | 2.4970e-05 | 0.4754 | N/A | N/A | | 132000 | 1.508 | 2.4875e-05 | 0.4569 | N/A | N/A | | 132500 | 1.513 | 2.4780e-05 | 0.4835 | N/A | N/A | | 133000 | 1.519 | 2.4685e-05 | 0.4721 | N/A | N/A | | 133500 | 1.525 | 2.4589e-05 | 0.4739 | N/A | N/A | | 134000 | 1.53 | 2.4494e-05 | 0.4797 | N/A | N/A | | 134500 | 1.536 | 2.4399e-05 | 0.4605 | N/A | N/A | | 135000 | 1.542 | 2.4304e-05 | 0.4595 | N/A | N/A | | 135500 | 1.547 | 2.4209e-05 | 0.4693 | N/A | N/A | | 136000 | 1.553 | 2.4113e-05 | 0.4697 | N/A | N/A | | 136500 | 1.559 | 2.4018e-05 | 0.4587 | N/A | N/A | | 137000 | 1.565 | 2.3923e-05 | 0.4657 | N/A | N/A | | 137500 | 1.57 | 2.3828e-05 | 0.4455 | N/A | N/A | | 138000 | 1.576 | 2.3733e-05 | 0.4634 | N/A | N/A | | 138500 | 1.582 | 2.3638e-05 | 0.4871 | N/A | N/A | | 139000 | 1.587 | 2.3542e-05 | 0.4528 | N/A | N/A | | 139500 | 1.593 | 2.3447e-05 | 0.4651 | N/A | N/A | | 140000 | 1.599 | 2.3352e-05 | 0.4717 | N/A | N/A | | 140500 | 1.605 | 2.3257e-05 | 0.47 | N/A | N/A | | 141000 | 1.61 | 2.3162e-05 | 0.4482 | N/A | N/A | | 141500 | 1.616 | 2.3067e-05 | 0.4595 | N/A | N/A | | 142000 | 1.622 | 2.2971e-05 | 0.4802 | N/A | N/A | | 142500 | 1.627 | 2.2876e-05 | 0.4778 | N/A | N/A | | 143000 | 1.633 | 2.2781e-05 | 0.4786 | N/A | N/A | | 143500 | 1.639 | 2.2686e-05 | 0.4656 | N/A | N/A | | 144000 | 1.645 | 2.2591e-05 | 0.4567 | N/A | N/A | | 144500 | 1.65 | 2.2496e-05 | 0.4905 | N/A | N/A | | 145000 | 1.656 | 2.2400e-05 | 0.4661 | N/A | N/A | | 145500 | 1.662 | 2.2305e-05 | 0.4515 | N/A | N/A | | 146000 | 1.667 | 2.2210e-05 | 0.4886 | N/A | N/A | | 146500 | 1.673 | 2.2115e-05 | 0.4508 | N/A | N/A | | 147000 | 1.679 | 2.2020e-05 | 0.4628 | N/A | N/A | | 147500 | 1.685 | 2.1925e-05 | 0.4417 | N/A | N/A | | 148000 | 1.69 | 2.1829e-05 | 0.432 | N/A | N/A | | 148500 | 1.696 | 2.1734e-05 | 0.4533 | N/A | N/A | | 149000 | 1.702 | 2.1639e-05 | 0.4396 | N/A | N/A | | 149500 | 1.707 | 2.1544e-05 | 0.4555 | N/A | N/A | | 150000 | 1.713 | 2.1449e-05 | 0.493 | N/A | N/A | | 150500 | 1.719 | 2.1353e-05 | 0.4477 | N/A | N/A | | 151000 | 1.725 | 2.1258e-05 | 0.4519 | N/A | N/A | | 151500 | 1.73 | 2.1163e-05 | 0.4638 | N/A | N/A | | 152000 | 1.736 | 2.1068e-05 | 0.4461 | N/A | N/A | | 152500 | 1.742 | 2.0973e-05 | 0.4611 | N/A | N/A | | 153000 | 1.747 | 2.0878e-05 | 0.4452 | N/A | N/A | | 153500 | 1.753 | 2.0782e-05 | 0.4843 | N/A | N/A | | 154000 | 1.759 | 2.0687e-05 | 0.4895 | N/A | N/A | | 154500 | 1.764 | 2.0592e-05 | 0.4434 | N/A | N/A | | 155000 | 1.77 | 2.0497e-05 | 0.449 | N/A | N/A | | 155500 | 1.776 | 2.0402e-05 | 0.4875 | N/A | N/A | | 156000 | 1.782 | 2.0307e-05 | 0.4694 | N/A | N/A | | 156500 | 1.787 | 2.0211e-05 | 0.4714 | N/A | N/A | | 157000 | 1.793 | 2.0116e-05 | 0.4611 | N/A | N/A | | 157500 | 1.799 | 2.0021e-05 | 0.4716 | N/A | N/A | | 158000 | 1.804 | 1.9926e-05 | 0.4257 | N/A | N/A | | 158500 | 1.81 | 1.9831e-05 | 0.453 | N/A | N/A | | 159000 | 1.816 | 1.9736e-05 | 0.4511 | N/A | N/A | | 159500 | 1.822 | 1.9640e-05 | 0.4679 | N/A | N/A | | 160000 | 1.827 | 1.9545e-05 | 0.4641 | N/A | N/A | | 160500 | 1.833 | 1.9450e-05 | 0.4493 | N/A | N/A | | 161000 | 1.839 | 1.9355e-05 | 0.4512 | N/A | N/A | | 161500 | 1.844 | 1.9260e-05 | 0.4487 | N/A | N/A | | 162000 | 1.85 | 1.9165e-05 | 0.4604 | N/A | N/A | | 162500 | 1.856 | 1.9069e-05 | 0.4471 | N/A | N/A | | 163000 | 1.862 | 1.8974e-05 | 0.452 | N/A | N/A | | 163500 | 1.867 | 1.8879e-05 | 0.465 | N/A | N/A | | 164000 | 1.873 | 1.8784e-05 | 0.453 | N/A | N/A | | 164500 | 1.879 | 1.8689e-05 | 0.4472 | N/A | N/A | | 165000 | 1.884 | 1.8594e-05 | 0.48 | N/A | N/A | | 165500 | 1.89 | 1.8498e-05 | 0.4671 | N/A | N/A | | 166000 | 1.896 | 1.8403e-05 | 0.4563 | N/A | N/A | | 166500 | 1.902 | 1.8308e-05 | 0.4476 | N/A | N/A | | 167000 | 1.907 | 1.8213e-05 | 0.4556 | N/A | N/A | | 167500 | 1.913 | 1.8118e-05 | 0.4519 | N/A | N/A | | 168000 | 1.919 | 1.8022e-05 | 0.4433 | N/A | N/A | | 168500 | 1.924 | 1.7927e-05 | 0.4703 | N/A | N/A | | 169000 | 1.93 | 1.7832e-05 | 0.4761 | N/A | N/A | | 169500 | 1.936 | 1.7737e-05 | 0.4636 | N/A | N/A | | 170000 | 1.942 | 1.7642e-05 | 0.4569 | N/A | N/A | | 170500 | 1.947 | 1.7547e-05 | 0.4726 | N/A | N/A | | 171000 | 1.953 | 1.7451e-05 | 0.4696 | N/A | N/A | | 171500 | 1.959 | 1.7356e-05 | 0.4562 | N/A | N/A | | 172000 | 1.964 | 1.7261e-05 | 0.4461 | N/A | N/A | | 172500 | 1.97 | 1.7166e-05 | 0.4584 | N/A | N/A | | 173000 | 1.976 | 1.7071e-05 | 0.4559 | N/A | N/A | | 173500 | 1.981 | 1.6976e-05 | 0.4686 | N/A | N/A | | 174000 | 1.987 | 1.6880e-05 | 0.4381 | N/A | N/A | | 174500 | 1.993 | 1.6785e-05 | 0.4345 | N/A | N/A | | 175000 | 1.999 | 1.6690e-05 | 0.4277 | N/A | N/A | | 175122 | 2.0 | N/A | N/A | 0.5446 | 0.8239 | | 175500 | 2.004 | 1.6595e-05 | 0.4027 | N/A | N/A | | 176000 | 2.01 | 1.6500e-05 | 0.3582 | N/A | N/A | | 176500 | 2.016 | 1.6405e-05 | 0.3758 | N/A | N/A | | 177000 | 2.021 | 1.6309e-05 | 0.3858 | N/A | N/A | | 177500 | 2.027 | 1.6214e-05 | 0.361 | N/A | N/A | | 178000 | 2.033 | 1.6119e-05 | 0.378 | N/A | N/A | | 178500 | 2.039 | 1.6024e-05 | 0.3945 | N/A | N/A | | 179000 | 2.044 | 1.5929e-05 | 0.358 | N/A | N/A | | 179500 | 2.05 | 1.5834e-05 | 0.36 | N/A | N/A | | 180000 | 2.056 | 1.5738e-05 | 0.3896 | N/A | N/A | | 180500 | 2.061 | 1.5643e-05 | 0.3502 | N/A | N/A | | 181000 | 2.067 | 1.5548e-05 | 0.3762 | N/A | N/A | | 181500 | 2.073 | 1.5453e-05 | 0.3791 | N/A | N/A | | 182000 | 2.079 | 1.5358e-05 | 0.3775 | N/A | N/A | | 182500 | 2.084 | 1.5263e-05 | 0.3973 | N/A | N/A | | 183000 | 2.09 | 1.5167e-05 | 0.3737 | N/A | N/A | | 183500 | 2.096 | 1.5072e-05 | 0.3759 | N/A | N/A | | 184000 | 2.101 | 1.4977e-05 | 0.3679 | N/A | N/A | | 184500 | 2.107 | 1.4882e-05 | 0.3893 | N/A | N/A | | 185000 | 2.113 | 1.4787e-05 | 0.3815 | N/A | N/A | | 185500 | 2.119 | 1.4691e-05 | 0.3867 | N/A | N/A | | 186000 | 2.124 | 1.4596e-05 | 0.3492 | N/A | N/A | | 186500 | 2.13 | 1.4501e-05 | 0.3892 | N/A | N/A | | 187000 | 2.136 | 1.4406e-05 | 0.3855 | N/A | N/A | | 187500 | 2.141 | 1.4311e-05 | 0.3621 | N/A | N/A | | 188000 | 2.147 | 1.4216e-05 | 0.3613 | N/A | N/A | | 188500 | 2.153 | 1.4120e-05 | 0.3755 | N/A | N/A | | 189000 | 2.158 | 1.4025e-05 | 0.38 | N/A | N/A | | 189500 | 2.164 | 1.3930e-05 | 0.3507 | N/A | N/A | | 190000 | 2.17 | 1.3835e-05 | 0.3671 | N/A | N/A | | 190500 | 2.176 | 1.3740e-05 | 0.3662 | N/A | N/A | | 191000 | 2.181 | 1.3645e-05 | 0.3894 | N/A | N/A | | 191500 | 2.187 | 1.3549e-05 | 0.3693 | N/A | N/A | | 192000 | 2.193 | 1.3454e-05 | 0.3519 | N/A | N/A | | 192500 | 2.198 | 1.3359e-05 | 0.3861 | N/A | N/A | | 193000 | 2.204 | 1.3264e-05 | 0.3896 | N/A | N/A | | 193500 | 2.21 | 1.3169e-05 | 0.3879 | N/A | N/A | | 194000 | 2.216 | 1.3074e-05 | 0.3571 | N/A | N/A | | 194500 | 2.221 | 1.2978e-05 | 0.3824 | N/A | N/A | | 195000 | 2.227 | 1.2883e-05 | 0.3488 | N/A | N/A | | 195500 | 2.233 | 1.2788e-05 | 0.4107 | N/A | N/A | | 196000 | 2.238 | 1.2693e-05 | 0.3748 | N/A | N/A | | 196500 | 2.244 | 1.2598e-05 | 0.3864 | N/A | N/A | | 197000 | 2.25 | 1.2503e-05 | 0.3309 | N/A | N/A | | 197500 | 2.256 | 1.2407e-05 | 0.3729 | N/A | N/A | | 198000 | 2.261 | 1.2312e-05 | 0.4041 | N/A | N/A | | 198500 | 2.267 | 1.2217e-05 | 0.3764 | N/A | N/A | | 199000 | 2.273 | 1.2122e-05 | 0.395 | N/A | N/A | | 199500 | 2.278 | 1.2027e-05 | 0.3856 | N/A | N/A | | 200000 | 2.284 | 1.1931e-05 | 0.3826 | N/A | N/A | | 200500 | 2.29 | 1.1836e-05 | 0.356 | N/A | N/A | | 201000 | 2.296 | 1.1741e-05 | 0.3729 | N/A | N/A | | 201500 | 2.301 | 1.1646e-05 | 0.3854 | N/A | N/A | | 202000 | 2.307 | 1.1551e-05 | 0.3559 | N/A | N/A | | 202500 | 2.313 | 1.1456e-05 | 0.3878 | N/A | N/A | | 203000 | 2.318 | 1.1360e-05 | 0.3981 | N/A | N/A | | 203500 | 2.324 | 1.1265e-05 | 0.3876 | N/A | N/A | | 204000 | 2.33 | 1.1170e-05 | 0.3967 | N/A | N/A | | 204500 | 2.336 | 1.1075e-05 | 0.3558 | N/A | N/A | | 205000 | 2.341 | 1.0980e-05 | 0.3721 | N/A | N/A | | 205500 | 2.347 | 1.0885e-05 | 0.3805 | N/A | N/A | | 206000 | 2.353 | 1.0789e-05 | 0.3583 | N/A | N/A | | 206500 | 2.358 | 1.0694e-05 | 0.3859 | N/A | N/A | | 207000 | 2.364 | 1.0599e-05 | 0.3716 | N/A | N/A | | 207500 | 2.37 | 1.0504e-05 | 0.3865 | N/A | N/A | | 208000 | 2.375 | 1.0409e-05 | 0.391 | N/A | N/A | | 208500 | 2.381 | 1.0314e-05 | 0.3384 | N/A | N/A | | 209000 | 2.387 | 1.0218e-05 | 0.3591 | N/A | N/A | | 209500 | 2.393 | 1.0123e-05 | 0.3987 | N/A | N/A | | 210000 | 2.398 | 1.0028e-05 | 0.3516 | N/A | N/A | | 210500 | 2.404 | 9.9329e-06 | 0.3696 | N/A | N/A | | 211000 | 2.41 | 9.8377e-06 | 0.3825 | N/A | N/A | | 211500 | 2.415 | 9.7425e-06 | 0.3894 | N/A | N/A | | 212000 | 2.421 | 9.6474e-06 | 0.3534 | N/A | N/A | | 212500 | 2.427 | 9.5522e-06 | 0.3621 | N/A | N/A | | 213000 | 2.433 | 9.4570e-06 | 0.3863 | N/A | N/A | | 213500 | 2.438 | 9.3619e-06 | 0.3661 | N/A | N/A | | 214000 | 2.444 | 9.2667e-06 | 0.3733 | N/A | N/A | | 214500 | 2.45 | 9.1715e-06 | 0.3567 | N/A | N/A | | 215000 | 2.455 | 9.0763e-06 | 0.3715 | N/A | N/A | | 215500 | 2.461 | 8.9812e-06 | 0.3568 | N/A | N/A | | 216000 | 2.467 | 8.8860e-06 | 0.3669 | N/A | N/A | | 216500 | 2.473 | 8.7908e-06 | 0.3854 | N/A | N/A | | 217000 | 2.478 | 8.6957e-06 | 0.366 | N/A | N/A | | 217500 | 2.484 | 8.6005e-06 | 0.377 | N/A | N/A | | 218000 | 2.49 | 8.5053e-06 | 0.3699 | N/A | N/A | | 218500 | 2.495 | 8.4101e-06 | 0.3784 | N/A | N/A | | 219000 | 2.501 | 8.3150e-06 | 0.3786 | N/A | N/A | | 219500 | 2.507 | 8.2198e-06 | 0.3788 | N/A | N/A | | 220000 | 2.513 | 8.1246e-06 | 0.396 | N/A | N/A | | 220500 | 2.518 | 8.0294e-06 | 0.3685 | N/A | N/A | | 221000 | 2.524 | 7.9343e-06 | 0.3981 | N/A | N/A | | 221500 | 2.53 | 7.8391e-06 | 0.3769 | N/A | N/A | | 222000 | 2.535 | 7.7439e-06 | 0.3923 | N/A | N/A | | 222500 | 2.541 | 7.6488e-06 | 0.3565 | N/A | N/A | | 223000 | 2.547 | 7.5536e-06 | 0.383 | N/A | N/A | | 223500 | 2.553 | 7.4584e-06 | 0.3621 | N/A | N/A | | 224000 | 2.558 | 7.3632e-06 | 0.3496 | N/A | N/A | | 224500 | 2.564 | 7.2681e-06 | 0.3536 | N/A | N/A | | 225000 | 2.57 | 7.1729e-06 | 0.3574 | N/A | N/A | | 225500 | 2.575 | 7.0777e-06 | 0.3467 | N/A | N/A | | 226000 | 2.581 | 6.9826e-06 | 0.3689 | N/A | N/A | | 226500 | 2.587 | 6.8874e-06 | 0.3466 | N/A | N/A | | 227000 | 2.592 | 6.7922e-06 | 0.3563 | N/A | N/A | | 227500 | 2.598 | 6.6970e-06 | 0.3823 | N/A | N/A | | 228000 | 2.604 | 6.6019e-06 | 0.3616 | N/A | N/A | | 228500 | 2.61 | 6.5067e-06 | 0.3349 | N/A | N/A | | 229000 | 2.615 | 6.4115e-06 | 0.3809 | N/A | N/A | | 229500 | 2.621 | 6.3164e-06 | 0.3652 | N/A | N/A | | 230000 | 2.627 | 6.2212e-06 | 0.3698 | N/A | N/A | | 230500 | 2.632 | 6.1260e-06 | 0.3355 | N/A | N/A | | 231000 | 2.638 | 6.0308e-06 | 0.3759 | N/A | N/A | | 231500 | 2.644 | 5.9357e-06 | 0.3796 | N/A | N/A | | 232000 | 2.65 | 5.8405e-06 | 0.3669 | N/A | N/A | | 232500 | 2.655 | 5.7453e-06 | 0.3617 | N/A | N/A | | 233000 | 2.661 | 5.6502e-06 | 0.3637 | N/A | N/A | | 233500 | 2.667 | 5.5550e-06 | 0.3872 | N/A | N/A | | 234000 | 2.672 | 5.4598e-06 | 0.3403 | N/A | N/A | | 234500 | 2.678 | 5.3646e-06 | 0.3538 | N/A | N/A | | 235000 | 2.684 | 5.2695e-06 | 0.3637 | N/A | N/A | | 235500 | 2.69 | 5.1743e-06 | 0.3474 | N/A | N/A | | 236000 | 2.695 | 5.0791e-06 | 0.3837 | N/A | N/A | | 236500 | 2.701 | 4.9840e-06 | 0.3911 | N/A | N/A | | 237000 | 2.707 | 4.8888e-06 | 0.3443 | N/A | N/A | | 237500 | 2.712 | 4.7936e-06 | 0.3783 | N/A | N/A | | 238000 | 2.718 | 4.6984e-06 | 0.3625 | N/A | N/A | | 238500 | 2.724 | 4.6033e-06 | 0.3233 | N/A | N/A | | 239000 | 2.73 | 4.5081e-06 | 0.3656 | N/A | N/A | | 239500 | 2.735 | 4.4129e-06 | 0.3754 | N/A | N/A | | 240000 | 2.741 | 4.3178e-06 | 0.3671 | N/A | N/A | | 240500 | 2.747 | 4.2226e-06 | 0.3611 | N/A | N/A | | 241000 | 2.752 | 4.1274e-06 | 0.3807 | N/A | N/A | | 241500 | 2.758 | 4.0322e-06 | 0.33 | N/A | N/A | | 242000 | 2.764 | 3.9371e-06 | 0.3941 | N/A | N/A | | 242500 | 2.769 | 3.8419e-06 | 0.3459 | N/A | N/A | | 243000 | 2.775 | 3.7467e-06 | 0.3826 | N/A | N/A | | 243500 | 2.781 | 3.6515e-06 | 0.3601 | N/A | N/A | | 244000 | 2.787 | 3.5564e-06 | 0.3714 | N/A | N/A | | 244500 | 2.792 | 3.4612e-06 | 0.3679 | N/A | N/A | | 245000 | 2.798 | 3.3660e-06 | 0.3819 | N/A | N/A | | 245500 | 2.804 | 3.2709e-06 | 0.3638 | N/A | N/A | | 246000 | 2.809 | 3.1757e-06 | 0.3657 | N/A | N/A | | 246500 | 2.815 | 3.0805e-06 | 0.3409 | N/A | N/A | | 247000 | 2.821 | 2.9853e-06 | 0.3792 | N/A | N/A | | 247500 | 2.827 | 2.8902e-06 | 0.3502 | N/A | N/A | | 248000 | 2.832 | 2.7950e-06 | 0.3648 | N/A | N/A | | 248500 | 2.838 | 2.6998e-06 | 0.3346 | N/A | N/A | | 249000 | 2.844 | 2.6047e-06 | 0.419 | N/A | N/A | | 249500 | 2.849 | 2.5095e-06 | 0.3644 | N/A | N/A | | 250000 | 2.855 | 2.4143e-06 | 0.3726 | N/A | N/A | | 250500 | 2.861 | 2.3191e-06 | 0.3561 | N/A | N/A | | 251000 | 2.867 | 2.2240e-06 | 0.3456 | N/A | N/A | | 251500 | 2.872 | 2.1288e-06 | 0.339 | N/A | N/A | | 252000 | 2.878 | 2.0336e-06 | 0.373 | N/A | N/A | | 252500 | 2.884 | 1.9385e-06 | 0.3712 | N/A | N/A | | 253000 | 2.889 | 1.8433e-06 | 0.3313 | N/A | N/A | | 253500 | 2.895 | 1.7481e-06 | 0.3329 | N/A | N/A | | 254000 | 2.901 | 1.6529e-06 | 0.3392 | N/A | N/A | | 254500 | 2.907 | 1.5578e-06 | 0.3687 | N/A | N/A | | 255000 | 2.912 | 1.4626e-06 | 0.3394 | N/A | N/A | | 255500 | 2.918 | 1.3674e-06 | 0.3276 | N/A | N/A | | 256000 | 2.924 | 1.2723e-06 | 0.3687 | N/A | N/A | | 256500 | 2.929 | 1.1771e-06 | 0.3545 | N/A | N/A | | 257000 | 2.935 | 1.0819e-06 | 0.3818 | N/A | N/A | | 257500 | 2.941 | 9.8674e-07 | 0.3758 | N/A | N/A | | 258000 | 2.947 | 8.9157e-07 | 0.3559 | N/A | N/A | | 258500 | 2.952 | 7.9640e-07 | 0.3885 | N/A | N/A | | 259000 | 2.958 | 7.0123e-07 | 0.3473 | N/A | N/A | | 259500 | 2.964 | 6.0605e-07 | 0.3593 | N/A | N/A | | 260000 | 2.969 | 5.1088e-07 | 0.3702 | N/A | N/A | | 260500 | 2.975 | 4.1571e-07 | 0.3614 | N/A | N/A | | 261000 | 2.981 | 3.2054e-07 | 0.3607 | N/A | N/A | | 261500 | 2.986 | 2.2537e-07 | 0.3123 | N/A | N/A | | 262000 | 2.992 | 1.3019e-07 | 0.3572 | N/A | N/A | | 262500 | 2.998 | 3.5023e-08 | 0.3545 | N/A | N/A | | 262683 | 3.0 | N/A | N/A | 0.6053 | 0.8285 |
## Framework Versions - **Transformers:** 5.0.0.dev0 - **PyTorch:** 2.6.0+cu124