End of training
Browse files- README.md +71 -0
- config.json +51 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/May27_06-32-37_1bbc57287f46/events.out.tfevents.1716791564.1bbc57287f46.353.0 +3 -0
- runs/May27_06-42-47_1bbc57287f46/events.out.tfevents.1716792173.1bbc57287f46.353.1 +3 -0
- runs/May27_06-42-47_1bbc57287f46/events.out.tfevents.1716792230.1bbc57287f46.353.2 +3 -0
- runs/May27_06-49-40_1bbc57287f46/events.out.tfevents.1716792586.1bbc57287f46.5380.0 +3 -0
- runs/May27_06-51-29_1bbc57287f46/events.out.tfevents.1716792696.1bbc57287f46.5380.1 +3 -0
- runs/May27_06-51-29_1bbc57287f46/events.out.tfevents.1716792907.1bbc57287f46.5380.2 +3 -0
- runs/May27_06-51-29_1bbc57287f46/events.out.tfevents.1716793249.1bbc57287f46.5380.3 +3 -0
- runs/May27_07-30-34_1bbc57287f46/events.out.tfevents.1716795038.1bbc57287f46.5380.4 +3 -0
- runs/May27_08-05-48_1bbc57287f46/events.out.tfevents.1716797153.1bbc57287f46.5380.5 +3 -0
- runs/May27_08-05-48_1bbc57287f46/events.out.tfevents.1716797609.1bbc57287f46.5380.6 +3 -0
- runs/May27_08-17-02_1bbc57287f46/events.out.tfevents.1716797827.1bbc57287f46.5380.7 +3 -0
- runs/May27_08-17-02_1bbc57287f46/events.out.tfevents.1716799279.1bbc57287f46.5380.8 +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +58 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
ADDED
|
@@ -0,0 +1,71 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
base_model: projecte-aina/roberta-base-ca-v2
|
| 4 |
+
tags:
|
| 5 |
+
- generated_from_trainer
|
| 6 |
+
metrics:
|
| 7 |
+
- accuracy
|
| 8 |
+
- precision
|
| 9 |
+
- recall
|
| 10 |
+
- f1
|
| 11 |
+
model-index:
|
| 12 |
+
- name: output
|
| 13 |
+
results: []
|
| 14 |
+
---
|
| 15 |
+
|
| 16 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 17 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 18 |
+
|
| 19 |
+
# output
|
| 20 |
+
|
| 21 |
+
This model is a fine-tuned version of [projecte-aina/roberta-base-ca-v2](https://huggingface.co/projecte-aina/roberta-base-ca-v2) on the None dataset.
|
| 22 |
+
It achieves the following results on the evaluation set:
|
| 23 |
+
- Loss: 1.2062
|
| 24 |
+
- Accuracy: 0.674
|
| 25 |
+
- Precision: 0.3364
|
| 26 |
+
- Recall: 0.4130
|
| 27 |
+
- F1: 0.3663
|
| 28 |
+
|
| 29 |
+
## Model description
|
| 30 |
+
|
| 31 |
+
More information needed
|
| 32 |
+
|
| 33 |
+
## Intended uses & limitations
|
| 34 |
+
|
| 35 |
+
More information needed
|
| 36 |
+
|
| 37 |
+
## Training and evaluation data
|
| 38 |
+
|
| 39 |
+
More information needed
|
| 40 |
+
|
| 41 |
+
## Training procedure
|
| 42 |
+
|
| 43 |
+
### Training hyperparameters
|
| 44 |
+
|
| 45 |
+
The following hyperparameters were used during training:
|
| 46 |
+
- learning_rate: 5e-05
|
| 47 |
+
- train_batch_size: 8
|
| 48 |
+
- eval_batch_size: 8
|
| 49 |
+
- seed: 42
|
| 50 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 51 |
+
- lr_scheduler_type: linear
|
| 52 |
+
- lr_scheduler_warmup_steps: 500
|
| 53 |
+
- num_epochs: 5
|
| 54 |
+
|
| 55 |
+
### Training results
|
| 56 |
+
|
| 57 |
+
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
|
| 58 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
|
| 59 |
+
| 2.2715 | 1.0 | 568 | 1.6059 | 0.558 | 0.2024 | 0.2319 | 0.1918 |
|
| 60 |
+
| 1.4728 | 2.0 | 1136 | 1.2854 | 0.644 | 0.3297 | 0.3636 | 0.3367 |
|
| 61 |
+
| 1.1552 | 3.0 | 1704 | 1.2062 | 0.674 | 0.3364 | 0.4130 | 0.3663 |
|
| 62 |
+
| 0.8737 | 4.0 | 2272 | 1.2907 | 0.662 | 0.4354 | 0.4474 | 0.4240 |
|
| 63 |
+
| 0.7023 | 5.0 | 2840 | 1.3429 | 0.658 | 0.4609 | 0.4661 | 0.4461 |
|
| 64 |
+
|
| 65 |
+
|
| 66 |
+
### Framework versions
|
| 67 |
+
|
| 68 |
+
- Transformers 4.41.0
|
| 69 |
+
- Pytorch 2.3.0+cu121
|
| 70 |
+
- Datasets 2.19.1
|
| 71 |
+
- Tokenizers 0.19.1
|
config.json
ADDED
|
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "projecte-aina/roberta-base-ca-v2",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"RobertaForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"bos_token_id": 0,
|
| 8 |
+
"classifier_dropout": null,
|
| 9 |
+
"eos_token_id": 2,
|
| 10 |
+
"gradient_checkpointing": false,
|
| 11 |
+
"hidden_act": "gelu",
|
| 12 |
+
"hidden_dropout_prob": 0.1,
|
| 13 |
+
"hidden_size": 768,
|
| 14 |
+
"id2label": {
|
| 15 |
+
"0": "Aig\u00fces",
|
| 16 |
+
"1": "Consum, comer\u00e7 i mercats",
|
| 17 |
+
"2": "Cultura",
|
| 18 |
+
"3": "Economia",
|
| 19 |
+
"4": "Educaci\u00f3",
|
| 20 |
+
"5": "Enllumenat p\u00fablic",
|
| 21 |
+
"6": "Esports",
|
| 22 |
+
"7": "Habitatge",
|
| 23 |
+
"8": "Horta",
|
| 24 |
+
"9": "Informaci\u00f3 general",
|
| 25 |
+
"10": "Inform\u00e0tica",
|
| 26 |
+
"11": "Joventut",
|
| 27 |
+
"12": "Medi ambient",
|
| 28 |
+
"13": "Neteja de la via p\u00fablica",
|
| 29 |
+
"14": "Salut p\u00fablica i Cementiri",
|
| 30 |
+
"15": "Seguretat",
|
| 31 |
+
"16": "Serveis socials",
|
| 32 |
+
"17": "Tramitacions",
|
| 33 |
+
"18": "Urbanisme",
|
| 34 |
+
"19": "Via p\u00fablica i mobilitat"
|
| 35 |
+
},
|
| 36 |
+
"initializer_range": 0.02,
|
| 37 |
+
"intermediate_size": 3072,
|
| 38 |
+
"layer_norm_eps": 1e-05,
|
| 39 |
+
"max_position_embeddings": 514,
|
| 40 |
+
"model_type": "roberta",
|
| 41 |
+
"num_attention_heads": 12,
|
| 42 |
+
"num_hidden_layers": 12,
|
| 43 |
+
"pad_token_id": 1,
|
| 44 |
+
"position_embedding_type": "absolute",
|
| 45 |
+
"problem_type": "single_label_classification",
|
| 46 |
+
"torch_dtype": "float32",
|
| 47 |
+
"transformers_version": "4.41.0",
|
| 48 |
+
"type_vocab_size": 1,
|
| 49 |
+
"use_cache": true,
|
| 50 |
+
"vocab_size": 50262
|
| 51 |
+
}
|
merges.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b3a23ece55f36704f9033f7251fc0e6a9dabd118905314533c5a2bd600f0c288
|
| 3 |
+
size 498658976
|
runs/May27_06-32-37_1bbc57287f46/events.out.tfevents.1716791564.1bbc57287f46.353.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:89e1aa9f323d7f11b5e61be0d1fc633fb85bc2c86f31201298365b05c20cceb5
|
| 3 |
+
size 10764
|
runs/May27_06-42-47_1bbc57287f46/events.out.tfevents.1716792173.1bbc57287f46.353.1
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:276498b2bfc93cb2ed99c95cb3352bb1e884705b3d3b3af10d66cae59cde6131
|
| 3 |
+
size 4053
|
runs/May27_06-42-47_1bbc57287f46/events.out.tfevents.1716792230.1bbc57287f46.353.2
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f949341eb8474860018d35b64ced142711e1e6f5fde477c514e9b9fe4bfd1616
|
| 3 |
+
size 4053
|
runs/May27_06-49-40_1bbc57287f46/events.out.tfevents.1716792586.1bbc57287f46.5380.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5a302050d6a7d8655b9f1abb093088249d16e874809fc4e73683e651c69a114d
|
| 3 |
+
size 4053
|
runs/May27_06-51-29_1bbc57287f46/events.out.tfevents.1716792696.1bbc57287f46.5380.1
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9a5a444c4bc3dca6fc170eec8eb771aa68d0396beaac9646a93c2e0fd0cb3661
|
| 3 |
+
size 4053
|
runs/May27_06-51-29_1bbc57287f46/events.out.tfevents.1716792907.1bbc57287f46.5380.2
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e16fcab56e901653cda26a1168a6e9d2356ad439b1b8f92dfbda9f57a8acb720
|
| 3 |
+
size 4053
|
runs/May27_06-51-29_1bbc57287f46/events.out.tfevents.1716793249.1bbc57287f46.5380.3
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a677e209769cb2b658f9e72aeff7eaa961547bcebd1d6b44dbbd36acee707aa9
|
| 3 |
+
size 4053
|
runs/May27_07-30-34_1bbc57287f46/events.out.tfevents.1716795038.1bbc57287f46.5380.4
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d424ce00b108ffbc6d4108cc1a7413f506f353c1ab750e05c502d28a93a6ad5a
|
| 3 |
+
size 4053
|
runs/May27_08-05-48_1bbc57287f46/events.out.tfevents.1716797153.1bbc57287f46.5380.5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3f65f5d61a822a1c2bc1537785ca24ac402960669c1a36099e028d0f0f4377ea
|
| 3 |
+
size 8773
|
runs/May27_08-05-48_1bbc57287f46/events.out.tfevents.1716797609.1bbc57287f46.5380.6
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:48db0aee3b1891a0c8d829b3b3aea9e1148e367ba6a6b42b9395e0af83917654
|
| 3 |
+
size 560
|
runs/May27_08-17-02_1bbc57287f46/events.out.tfevents.1716797827.1bbc57287f46.5380.7
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fbb4efa2ccd280fc57546b5d28e9be9a275ea70964ee861ccc99451c2754a666
|
| 3 |
+
size 9195
|
runs/May27_08-17-02_1bbc57287f46/events.out.tfevents.1716799279.1bbc57287f46.5380.8
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:241529778a63dd76ba6382507a596b44dd192770195b063fcffafd35673cef56
|
| 3 |
+
size 560
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<s>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": true,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"cls_token": {
|
| 10 |
+
"content": "<s>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": true,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"eos_token": {
|
| 17 |
+
"content": "</s>",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": true,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
},
|
| 23 |
+
"mask_token": {
|
| 24 |
+
"content": "<mask>",
|
| 25 |
+
"lstrip": true,
|
| 26 |
+
"normalized": true,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
},
|
| 30 |
+
"pad_token": {
|
| 31 |
+
"content": "<pad>",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": true,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false
|
| 36 |
+
},
|
| 37 |
+
"sep_token": {
|
| 38 |
+
"content": "</s>",
|
| 39 |
+
"lstrip": false,
|
| 40 |
+
"normalized": true,
|
| 41 |
+
"rstrip": false,
|
| 42 |
+
"single_word": false
|
| 43 |
+
},
|
| 44 |
+
"unk_token": {
|
| 45 |
+
"content": "<unk>",
|
| 46 |
+
"lstrip": false,
|
| 47 |
+
"normalized": true,
|
| 48 |
+
"rstrip": false,
|
| 49 |
+
"single_word": false
|
| 50 |
+
}
|
| 51 |
+
}
|
tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,58 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"added_tokens_decoder": {
|
| 4 |
+
"0": {
|
| 5 |
+
"content": "<s>",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
"normalized": true,
|
| 8 |
+
"rstrip": false,
|
| 9 |
+
"single_word": false,
|
| 10 |
+
"special": true
|
| 11 |
+
},
|
| 12 |
+
"1": {
|
| 13 |
+
"content": "<pad>",
|
| 14 |
+
"lstrip": false,
|
| 15 |
+
"normalized": true,
|
| 16 |
+
"rstrip": false,
|
| 17 |
+
"single_word": false,
|
| 18 |
+
"special": true
|
| 19 |
+
},
|
| 20 |
+
"2": {
|
| 21 |
+
"content": "</s>",
|
| 22 |
+
"lstrip": false,
|
| 23 |
+
"normalized": true,
|
| 24 |
+
"rstrip": false,
|
| 25 |
+
"single_word": false,
|
| 26 |
+
"special": true
|
| 27 |
+
},
|
| 28 |
+
"3": {
|
| 29 |
+
"content": "<unk>",
|
| 30 |
+
"lstrip": false,
|
| 31 |
+
"normalized": true,
|
| 32 |
+
"rstrip": false,
|
| 33 |
+
"single_word": false,
|
| 34 |
+
"special": true
|
| 35 |
+
},
|
| 36 |
+
"4": {
|
| 37 |
+
"content": "<mask>",
|
| 38 |
+
"lstrip": true,
|
| 39 |
+
"normalized": true,
|
| 40 |
+
"rstrip": false,
|
| 41 |
+
"single_word": false,
|
| 42 |
+
"special": true
|
| 43 |
+
}
|
| 44 |
+
},
|
| 45 |
+
"bos_token": "<s>",
|
| 46 |
+
"clean_up_tokenization_spaces": true,
|
| 47 |
+
"cls_token": "<s>",
|
| 48 |
+
"eos_token": "</s>",
|
| 49 |
+
"errors": "replace",
|
| 50 |
+
"mask_token": "<mask>",
|
| 51 |
+
"max_len": 512,
|
| 52 |
+
"model_max_length": 512,
|
| 53 |
+
"pad_token": "<pad>",
|
| 54 |
+
"sep_token": "</s>",
|
| 55 |
+
"tokenizer_class": "RobertaTokenizer",
|
| 56 |
+
"trim_offsets": true,
|
| 57 |
+
"unk_token": "<unk>"
|
| 58 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3d1004f8c4a3a781a7fbd3161a01919149eb57dcf614bcd6c79cf4b3dbac3305
|
| 3 |
+
size 5112
|
vocab.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|