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Browse files- README.md +36 -0
- checkpoint-914/config.json +38 -0
- checkpoint-914/model.safetensors +3 -0
- checkpoint-914/optimizer.pt +3 -0
- checkpoint-914/rng_state.pth +3 -0
- checkpoint-914/scheduler.pt +3 -0
- checkpoint-914/trainer_state.json +365 -0
- checkpoint-914/training_args.bin +3 -0
- config.json +38 -0
- model.safetensors +3 -0
- runs/Jul25_18-17-40_r-redblackbird-malware-trainer-test-ril30kw6-0913f-isf3w/events.out.tfevents.1721931460.r-redblackbird-malware-trainer-test-ril30kw6-0913f-isf3w.173.0 +2 -2
- runs/Jul25_18-17-40_r-redblackbird-malware-trainer-test-ril30kw6-0913f-isf3w/events.out.tfevents.1721931575.r-redblackbird-malware-trainer-test-ril30kw6-0913f-isf3w.173.1 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +55 -0
- training_args.bin +3 -0
- training_params.json +30 -0
- vocab.txt +0 -0
README.md
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---
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tags:
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- autotrain
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- text-classification
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base_model: google-bert/bert-base-uncased
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widget:
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- text: "I love AutoTrain"
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---
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# Model Trained Using AutoTrain
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- Problem type: Text Classification
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## Validation Metrics
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loss: 0.7463629841804504
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f1_macro: 0.471868840030326
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f1_micro: 0.712253829321663
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f1_weighted: 0.6488788212341754
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precision_macro: 0.5558364938895912
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precision_micro: 0.712253829321663
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precision_weighted: 0.6886706852528584
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recall_macro: 0.48134777376654636
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recall_micro: 0.712253829321663
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recall_weighted: 0.712253829321663
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accuracy: 0.712253829321663
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checkpoint-914/config.json
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{
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"_name_or_path": "google-bert/bert-base-uncased",
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"_num_labels": 3,
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "-1",
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"1": "0",
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"2": "1"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"-1": 0,
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"0": 1,
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"1": 2
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.43.1",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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checkpoint-914/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2314f069c094af142ae20d54bd24656a5ff6d72f3dc300599427fad183a4532a
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size 437961724
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checkpoint-914/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:f13893e3ba2b090bc46852f66be348202535f1b347c7896a7853b6f0577fdd13
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size 876044538
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checkpoint-914/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:51e49074d676bc8c1068385b8738bfc1bec1e8f668fe1e850dee5cfb5d4929d8
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size 14244
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checkpoint-914/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:4160360dd8be9ecc5bf10e4b78149d82e11f400282e8c5f327e30a2895d4f0cb
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size 1064
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checkpoint-914/trainer_state.json
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| 1 |
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{
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size 21005
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runs/Jul25_18-17-40_r-redblackbird-malware-trainer-test-ril30kw6-0913f-isf3w/events.out.tfevents.1721931575.r-redblackbird-malware-trainer-test-ril30kw6-0913f-isf3w.173.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:cc638c947c16177f8d826923574563a49fa47ca7e2a8b5100bfe035f14979820
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size 921
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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| 5 |
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"lstrip": false,
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| 6 |
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"normalized": false,
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| 7 |
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"rstrip": false,
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| 8 |
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"single_word": false,
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| 9 |
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"special": true
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| 10 |
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},
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| 11 |
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"100": {
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| 12 |
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"content": "[UNK]",
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| 13 |
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"lstrip": false,
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| 14 |
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"normalized": false,
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| 15 |
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"rstrip": false,
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| 16 |
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"single_word": false,
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| 17 |
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"special": true
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| 18 |
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},
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| 19 |
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"101": {
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| 20 |
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"content": "[CLS]",
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| 21 |
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"lstrip": false,
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| 22 |
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"normalized": false,
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| 23 |
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"rstrip": false,
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| 24 |
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"single_word": false,
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| 25 |
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"special": true
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| 26 |
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},
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| 27 |
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"102": {
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| 28 |
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"content": "[SEP]",
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| 29 |
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"lstrip": false,
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| 30 |
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"normalized": false,
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| 31 |
+
"rstrip": false,
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| 32 |
+
"single_word": false,
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| 33 |
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"special": true
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| 34 |
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},
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| 35 |
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"103": {
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| 36 |
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"content": "[MASK]",
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| 37 |
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"lstrip": false,
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| 38 |
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"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
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}
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| 43 |
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},
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| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
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| 46 |
+
"do_lower_case": true,
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| 47 |
+
"mask_token": "[MASK]",
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| 48 |
+
"model_max_length": 512,
|
| 49 |
+
"pad_token": "[PAD]",
|
| 50 |
+
"sep_token": "[SEP]",
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| 51 |
+
"strip_accents": null,
|
| 52 |
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"tokenize_chinese_chars": true,
|
| 53 |
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"tokenizer_class": "BertTokenizer",
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| 54 |
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"unk_token": "[UNK]"
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| 55 |
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}
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training_args.bin
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:4787d4a49f133df20e2efe0da0edfcc8313707cafbbd8f6539b42e37c9dcd260
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| 3 |
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size 5240
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training_params.json
ADDED
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@@ -0,0 +1,30 @@
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| 1 |
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{
|
| 2 |
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"data_path": "malware-id-bert-2/autotrain-data",
|
| 3 |
+
"model": "google-bert/bert-base-uncased",
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| 4 |
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"lr": 5e-05,
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| 5 |
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"epochs": 3,
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| 6 |
+
"max_seq_length": 128,
|
| 7 |
+
"batch_size": 8,
|
| 8 |
+
"warmup_ratio": 0.1,
|
| 9 |
+
"gradient_accumulation": 1,
|
| 10 |
+
"optimizer": "adamw_torch",
|
| 11 |
+
"scheduler": "linear",
|
| 12 |
+
"weight_decay": 0.0,
|
| 13 |
+
"max_grad_norm": 1.0,
|
| 14 |
+
"seed": 42,
|
| 15 |
+
"train_split": "train",
|
| 16 |
+
"valid_split": "validation",
|
| 17 |
+
"text_column": "autotrain_text",
|
| 18 |
+
"target_column": "autotrain_label",
|
| 19 |
+
"logging_steps": -1,
|
| 20 |
+
"project_name": "malware-id-bert-2",
|
| 21 |
+
"auto_find_batch_size": false,
|
| 22 |
+
"mixed_precision": "fp16",
|
| 23 |
+
"save_total_limit": 1,
|
| 24 |
+
"push_to_hub": true,
|
| 25 |
+
"eval_strategy": "epoch",
|
| 26 |
+
"username": "redblackbird",
|
| 27 |
+
"log": "tensorboard",
|
| 28 |
+
"early_stopping_patience": 5,
|
| 29 |
+
"early_stopping_threshold": 0.01
|
| 30 |
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}
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vocab.txt
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