initial commit

README.md

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+---
+tags:
+- generated_from_trainer
+model-index:
+- name: first
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# first
+
+This model is a fine-tuned version of [nystromformer-gottbert-base-8192](https://huggingface.co/nystromformer-gottbert-base-8192) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.5135
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 3e-05
+- train_batch_size: 2
+- eval_batch_size: 4
+- seed: 42
+- gradient_accumulation_steps: 8
+- total_train_batch_size: 16
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 500
+- num_epochs: 3.0
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step  | Validation Loss |
+|:-------------:|:-----:|:-----:|:---------------:|
+| 6.7133        | 0.1   | 500   | 6.6155          |
+| 2.7876        | 0.2   | 1000  | 2.5542          |
+| 2.1831        | 0.3   | 1500  | 2.0356          |
+| 2.0316        | 0.4   | 2000  | 1.8793          |
+| 2.0678        | 0.49  | 2500  | 1.7954          |
+| 1.8182        | 0.59  | 3000  | 1.7473          |
+| 1.7393        | 0.69  | 3500  | 1.7081          |
+| 1.7586        | 0.79  | 4000  | 1.6787          |
+| 1.7417        | 0.89  | 4500  | 1.6563          |
+| 1.8256        | 0.99  | 5000  | 1.6370          |
+| 1.7957        | 1.09  | 5500  | 1.6219          |
+| 1.6876        | 1.19  | 6000  | 1.6084          |
+| 1.7172        | 1.28  | 6500  | 1.5941          |
+| 1.6564        | 1.38  | 7000  | 1.5881          |
+| 1.732         | 1.48  | 7500  | 1.5757          |
+| 1.8272        | 1.58  | 8000  | 1.5692          |
+| 1.7951        | 1.68  | 8500  | 1.5617          |
+| 1.6669        | 1.78  | 9000  | 1.5546          |
+| 1.6489        | 1.88  | 9500  | 1.5458          |
+| 1.772         | 1.98  | 10000 | 1.5439          |
+| 1.7424        | 2.08  | 10500 | 1.5379          |
+| 1.7077        | 2.17  | 11000 | 1.5322          |
+| 1.6926        | 2.27  | 11500 | 1.5294          |
+| 1.656         | 2.37  | 12000 | 1.5274          |
+| 1.7002        | 2.47  | 12500 | 1.5201          |
+| 1.7102        | 2.57  | 13000 | 1.5197          |
+| 1.7158        | 2.67  | 13500 | 1.5162          |
+| 1.6081        | 2.77  | 14000 | 1.5169          |
+| 1.754         | 2.87  | 14500 | 1.5140          |
+| 1.3588        | 2.96  | 15000 | 1.5135          |
+
+
+### Framework versions
+
+- Transformers 4.16.2
+- Pytorch 1.10.1+cu113
+- Datasets 1.18.3
+- Tokenizers 0.11.0

all_results.json

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+{
+    "epoch": 3.0,
+    "eval_loss": 1.5135135650634766,
+    "eval_runtime": 2606.4957,
+    "eval_samples": 4150,
+    "eval_samples_per_second": 1.592,
+    "eval_steps_per_second": 0.398,
+    "perplexity": 4.542663731799982,
+    "train_loss": 1.0157656305313738,
+    "train_runtime": 373667.9433,
+    "train_samples": 80971,
+    "train_samples_per_second": 0.65,
+    "train_steps_per_second": 0.041
+}

config.json

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+{
+  "_name_or_path": "nystromformer-gottbert-base-8192",
+  "architectures": [
+    "NystromformerForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "conv_kernel_size": 65,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "inv_coeff_init_option": false,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 8192,
+  "model_type": "nystromformer",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "num_landmarks": 64,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "segment_means_seq_len": 64,
+  "torch_dtype": "float32",
+  "transformers_version": "4.16.2",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 52009
+}

eval_results.json

@@ -0,0 +1,9 @@
+{
+    "epoch": 3.0,
+    "eval_loss": 1.5135135650634766,
+    "eval_runtime": 2606.4957,
+    "eval_samples": 4150,
+    "eval_samples_per_second": 1.592,
+    "eval_steps_per_second": 0.398,
+    "perplexity": 4.542663731799982
+}

pytorch_model.bin

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+size 527939347

special_tokens_map.json

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+{"bos_token": {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "eos_token": {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "unk_token": {"content": "<unk>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "sep_token": {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "pad_token": {"content": "<pad>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "cls_token": {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true}}

tokenizer_config.json

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+{"unk_token": {"content": "<unk>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "bos_token": {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "eos_token": {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "add_prefix_space": false, "errors": "replace", "sep_token": {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "cls_token": {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "pad_token": {"content": "<pad>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "trim_offsets": true, "special_tokens_map_file": null, "name_or_path": "nystromformer-gottbert-base-8192", "tokenizer_class": "RobertaTokenizer"}

train_results.json

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+{
+    "epoch": 3.0,
+    "train_loss": 1.0157656305313738,
+    "train_runtime": 373667.9433,
+    "train_samples": 80971,
+    "train_samples_per_second": 0.65,
+    "train_steps_per_second": 0.041
+}

training_args.bin

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+size 3119