FrinzTheCoder/xlm-roberta-base-orm
Browse files- README.md +21 -17
- config.json +1 -8
- model.safetensors +2 -2
- tokenizer.json +2 -2
- tokenizer_config.json +2 -1
- training_args.bin +2 -2
README.md
CHANGED
|
@@ -6,7 +6,8 @@ tags:
|
|
| 6 |
- generated_from_trainer
|
| 7 |
metrics:
|
| 8 |
- accuracy
|
| 9 |
-
-
|
|
|
|
| 10 |
model-index:
|
| 11 |
- name: xlm-roberta-base-orm
|
| 12 |
results: []
|
|
@@ -19,9 +20,11 @@ should probably proofread and complete it, then remove this comment. -->
|
|
| 19 |
|
| 20 |
This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the None dataset.
|
| 21 |
It achieves the following results on the evaluation set:
|
| 22 |
-
- Loss: 0.
|
| 23 |
-
- Accuracy: 0.
|
| 24 |
-
- F1: 0.
|
|
|
|
|
|
|
| 25 |
|
| 26 |
## Model description
|
| 27 |
|
|
@@ -40,27 +43,28 @@ More information needed
|
|
| 40 |
### Training hyperparameters
|
| 41 |
|
| 42 |
The following hyperparameters were used during training:
|
| 43 |
-
- learning_rate:
|
| 44 |
-
- train_batch_size:
|
| 45 |
- eval_batch_size: 8
|
| 46 |
- seed: 42
|
| 47 |
-
- optimizer:
|
| 48 |
- lr_scheduler_type: linear
|
|
|
|
| 49 |
- num_epochs: 4
|
| 50 |
|
| 51 |
### Training results
|
| 52 |
|
| 53 |
-
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1
|
| 54 |
-
|
| 55 |
-
| 0.
|
| 56 |
-
| 0.
|
| 57 |
-
| 0.
|
| 58 |
-
| 0.
|
| 59 |
|
| 60 |
|
| 61 |
### Framework versions
|
| 62 |
|
| 63 |
-
- Transformers 4.
|
| 64 |
-
- Pytorch 2.
|
| 65 |
-
- Datasets 3.
|
| 66 |
-
- Tokenizers 0.
|
|
|
|
| 6 |
- generated_from_trainer
|
| 7 |
metrics:
|
| 8 |
- accuracy
|
| 9 |
+
- precision
|
| 10 |
+
- recall
|
| 11 |
model-index:
|
| 12 |
- name: xlm-roberta-base-orm
|
| 13 |
results: []
|
|
|
|
| 20 |
|
| 21 |
This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the None dataset.
|
| 22 |
It achieves the following results on the evaluation set:
|
| 23 |
+
- Loss: 0.1489
|
| 24 |
+
- Accuracy: 0.7726
|
| 25 |
+
- F1 Binary: 0.3856
|
| 26 |
+
- Precision: 0.3070
|
| 27 |
+
- Recall: 0.5185
|
| 28 |
|
| 29 |
## Model description
|
| 30 |
|
|
|
|
| 43 |
### Training hyperparameters
|
| 44 |
|
| 45 |
The following hyperparameters were used during training:
|
| 46 |
+
- learning_rate: 3e-05
|
| 47 |
+
- train_batch_size: 32
|
| 48 |
- eval_batch_size: 8
|
| 49 |
- seed: 42
|
| 50 |
+
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 51 |
- lr_scheduler_type: linear
|
| 52 |
+
- lr_scheduler_warmup_steps: 51
|
| 53 |
- num_epochs: 4
|
| 54 |
|
| 55 |
### Training results
|
| 56 |
|
| 57 |
+
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Binary | Precision | Recall |
|
| 58 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:---------:|:------:|
|
| 59 |
+
| 0.1794 | 1.0 | 517 | 0.1732 | 0.3619 | 0.2385 | 0.1427 | 0.7258 |
|
| 60 |
+
| 0.1723 | 2.0 | 1034 | 0.1690 | 0.5982 | 0.2995 | 0.1970 | 0.6239 |
|
| 61 |
+
| 0.1522 | 3.0 | 1551 | 0.1818 | 0.8566 | 0.2847 | 0.4538 | 0.2074 |
|
| 62 |
+
| 0.1436 | 4.0 | 2068 | 0.1489 | 0.7726 | 0.3856 | 0.3070 | 0.5185 |
|
| 63 |
|
| 64 |
|
| 65 |
### Framework versions
|
| 66 |
|
| 67 |
+
- Transformers 4.48.0
|
| 68 |
+
- Pytorch 2.5.1+cu124
|
| 69 |
+
- Datasets 3.1.0
|
| 70 |
+
- Tokenizers 0.21.0
|
config.json
CHANGED
|
@@ -10,14 +10,8 @@
|
|
| 10 |
"hidden_act": "gelu",
|
| 11 |
"hidden_dropout_prob": 0.1,
|
| 12 |
"hidden_size": 768,
|
| 13 |
-
"id2label": {
|
| 14 |
-
"0": "LABEL_0"
|
| 15 |
-
},
|
| 16 |
"initializer_range": 0.02,
|
| 17 |
"intermediate_size": 3072,
|
| 18 |
-
"label2id": {
|
| 19 |
-
"LABEL_0": 0
|
| 20 |
-
},
|
| 21 |
"layer_norm_eps": 1e-05,
|
| 22 |
"max_position_embeddings": 514,
|
| 23 |
"model_type": "xlm-roberta",
|
|
@@ -26,9 +20,8 @@
|
|
| 26 |
"output_past": true,
|
| 27 |
"pad_token_id": 1,
|
| 28 |
"position_embedding_type": "absolute",
|
| 29 |
-
"problem_type": "regression",
|
| 30 |
"torch_dtype": "float32",
|
| 31 |
-
"transformers_version": "4.
|
| 32 |
"type_vocab_size": 1,
|
| 33 |
"use_cache": true,
|
| 34 |
"vocab_size": 250002
|
|
|
|
| 10 |
"hidden_act": "gelu",
|
| 11 |
"hidden_dropout_prob": 0.1,
|
| 12 |
"hidden_size": 768,
|
|
|
|
|
|
|
|
|
|
| 13 |
"initializer_range": 0.02,
|
| 14 |
"intermediate_size": 3072,
|
|
|
|
|
|
|
|
|
|
| 15 |
"layer_norm_eps": 1e-05,
|
| 16 |
"max_position_embeddings": 514,
|
| 17 |
"model_type": "xlm-roberta",
|
|
|
|
| 20 |
"output_past": true,
|
| 21 |
"pad_token_id": 1,
|
| 22 |
"position_embedding_type": "absolute",
|
|
|
|
| 23 |
"torch_dtype": "float32",
|
| 24 |
+
"transformers_version": "4.48.0",
|
| 25 |
"type_vocab_size": 1,
|
| 26 |
"use_cache": true,
|
| 27 |
"vocab_size": 250002
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1b64f71fff74d71c57fbcae41cab43d3af432f35f1a1d6421f875d67888ea627
|
| 3 |
+
size 1112205008
|
tokenizer.json
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:883b037111086fd4dfebbbc9b7cee11e1517b5e0c0514879478661440f137085
|
| 3 |
+
size 17082987
|
tokenizer_config.json
CHANGED
|
@@ -42,9 +42,10 @@
|
|
| 42 |
}
|
| 43 |
},
|
| 44 |
"bos_token": "<s>",
|
| 45 |
-
"clean_up_tokenization_spaces":
|
| 46 |
"cls_token": "<s>",
|
| 47 |
"eos_token": "</s>",
|
|
|
|
| 48 |
"mask_token": "<mask>",
|
| 49 |
"model_max_length": 512,
|
| 50 |
"pad_token": "<pad>",
|
|
|
|
| 42 |
}
|
| 43 |
},
|
| 44 |
"bos_token": "<s>",
|
| 45 |
+
"clean_up_tokenization_spaces": false,
|
| 46 |
"cls_token": "<s>",
|
| 47 |
"eos_token": "</s>",
|
| 48 |
+
"extra_special_tokens": {},
|
| 49 |
"mask_token": "<mask>",
|
| 50 |
"model_max_length": 512,
|
| 51 |
"pad_token": "<pad>",
|
training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c1a79038003e0dc41bd6dd3caf4fa825440b4c52727dae834b0b6ada4836c2c6
|
| 3 |
+
size 5368
|