Upload ESG Topic Classifier (Macro-F1: 0.7070)
Browse files- added_tokens.json +3 -0
- bpe.codes +0 -0
- checkpoint-116/added_tokens.json +3 -0
- checkpoint-116/bpe.codes +0 -0
- checkpoint-116/config.json +43 -0
- checkpoint-116/model.safetensors +3 -0
- checkpoint-116/optimizer.pt +3 -0
- checkpoint-116/rng_state.pth +3 -0
- checkpoint-116/scaler.pt +3 -0
- checkpoint-116/scheduler.pt +3 -0
- checkpoint-116/special_tokens_map.json +9 -0
- checkpoint-116/tokenizer_config.json +55 -0
- checkpoint-116/trainer_state.json +77 -0
- checkpoint-116/training_args.bin +3 -0
- checkpoint-116/vocab.txt +0 -0
- checkpoint-232/added_tokens.json +3 -0
- checkpoint-232/bpe.codes +0 -0
- checkpoint-232/config.json +43 -0
- checkpoint-232/model.safetensors +3 -0
- checkpoint-232/optimizer.pt +3 -0
- checkpoint-232/rng_state.pth +3 -0
- checkpoint-232/scaler.pt +3 -0
- checkpoint-232/scheduler.pt +3 -0
- checkpoint-232/special_tokens_map.json +9 -0
- checkpoint-232/tokenizer_config.json +55 -0
- checkpoint-232/trainer_state.json +111 -0
- checkpoint-232/training_args.bin +3 -0
- checkpoint-232/vocab.txt +0 -0
- config.json +43 -0
- model.safetensors +3 -0
- special_tokens_map.json +9 -0
- tokenizer_config.json +55 -0
- training_args.bin +3 -0
- training_meta.json +36 -0
- vocab.txt +0 -0
added_tokens.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"<mask>": 64000
|
| 3 |
+
}
|
bpe.codes
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
checkpoint-116/added_tokens.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"<mask>": 64000
|
| 3 |
+
}
|
checkpoint-116/bpe.codes
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
checkpoint-116/config.json
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"RobertaForSequenceClassification"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"bos_token_id": 0,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"dtype": "float32",
|
| 9 |
+
"eos_token_id": 2,
|
| 10 |
+
"hidden_act": "gelu",
|
| 11 |
+
"hidden_dropout_prob": 0.1,
|
| 12 |
+
"hidden_size": 768,
|
| 13 |
+
"id2label": {
|
| 14 |
+
"0": "E",
|
| 15 |
+
"1": "Financing",
|
| 16 |
+
"2": "G",
|
| 17 |
+
"3": "Non-ESG",
|
| 18 |
+
"4": "Policy",
|
| 19 |
+
"5": "S"
|
| 20 |
+
},
|
| 21 |
+
"initializer_range": 0.02,
|
| 22 |
+
"intermediate_size": 3072,
|
| 23 |
+
"label2id": {
|
| 24 |
+
"E": 0,
|
| 25 |
+
"Financing": 1,
|
| 26 |
+
"G": 2,
|
| 27 |
+
"Non-ESG": 3,
|
| 28 |
+
"Policy": 4,
|
| 29 |
+
"S": 5
|
| 30 |
+
},
|
| 31 |
+
"layer_norm_eps": 1e-05,
|
| 32 |
+
"max_position_embeddings": 258,
|
| 33 |
+
"model_type": "roberta",
|
| 34 |
+
"num_attention_heads": 12,
|
| 35 |
+
"num_hidden_layers": 12,
|
| 36 |
+
"pad_token_id": 1,
|
| 37 |
+
"position_embedding_type": "absolute",
|
| 38 |
+
"tokenizer_class": "PhobertTokenizer",
|
| 39 |
+
"transformers_version": "4.57.3",
|
| 40 |
+
"type_vocab_size": 1,
|
| 41 |
+
"use_cache": true,
|
| 42 |
+
"vocab_size": 64001
|
| 43 |
+
}
|
checkpoint-116/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2b3e053f61dd4786efe1c9b113ad1fb96a5e41596e01c4bee0ce8c21bfe23c32
|
| 3 |
+
size 540035688
|
checkpoint-116/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fc94cb46a5c31485a8ab15020878e9969827526c2ef770204faefccdf017fe45
|
| 3 |
+
size 1080194443
|
checkpoint-116/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:58996ea1d8a1f198adcd3da72f90a4dfc68d66d68449c4b9a0d9cec96efff5dc
|
| 3 |
+
size 14645
|
checkpoint-116/scaler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:96c120f066577ac6f1d3a84c1f5bff39b5f7f686ca8e41f2340190174f9955bf
|
| 3 |
+
size 1383
|
checkpoint-116/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d526fe96d7dc816b0b1794909aea534792360c28513eda316e1bc4442e19b40e
|
| 3 |
+
size 1465
|
checkpoint-116/special_tokens_map.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": "<s>",
|
| 3 |
+
"cls_token": "<s>",
|
| 4 |
+
"eos_token": "</s>",
|
| 5 |
+
"mask_token": "<mask>",
|
| 6 |
+
"pad_token": "<pad>",
|
| 7 |
+
"sep_token": "</s>",
|
| 8 |
+
"unk_token": "<unk>"
|
| 9 |
+
}
|
checkpoint-116/tokenizer_config.json
ADDED
|
@@ -0,0 +1,55 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "<s>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "<pad>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "</s>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"3": {
|
| 28 |
+
"content": "<unk>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"64000": {
|
| 36 |
+
"content": "<mask>",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 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": 1000000000000000019884624838656,
|
| 51 |
+
"pad_token": "<pad>",
|
| 52 |
+
"sep_token": "</s>",
|
| 53 |
+
"tokenizer_class": "PhobertTokenizer",
|
| 54 |
+
"unk_token": "<unk>"
|
| 55 |
+
}
|
checkpoint-116/trainer_state.json
ADDED
|
@@ -0,0 +1,77 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 116,
|
| 3 |
+
"best_metric": 0.7213724329692548,
|
| 4 |
+
"best_model_checkpoint": "artifacts/topic_model/checkpoint-116",
|
| 5 |
+
"epoch": 2.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 116,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 0.8620689655172413,
|
| 14 |
+
"grad_norm": 3.192338466644287,
|
| 15 |
+
"learning_rate": 1.9036697247706422e-05,
|
| 16 |
+
"loss": 1.7422,
|
| 17 |
+
"step": 50
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"eval_accuracy": 0.6614173228346457,
|
| 22 |
+
"eval_loss": 1.518955945968628,
|
| 23 |
+
"eval_macro_f1": 0.5115357643035457,
|
| 24 |
+
"eval_runtime": 0.2774,
|
| 25 |
+
"eval_samples_per_second": 457.755,
|
| 26 |
+
"eval_steps_per_second": 28.835,
|
| 27 |
+
"step": 58
|
| 28 |
+
},
|
| 29 |
+
{
|
| 30 |
+
"epoch": 1.7241379310344827,
|
| 31 |
+
"grad_norm": 6.166723251342773,
|
| 32 |
+
"learning_rate": 1.674311926605505e-05,
|
| 33 |
+
"loss": 1.3965,
|
| 34 |
+
"step": 100
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"epoch": 2.0,
|
| 38 |
+
"eval_accuracy": 0.7874015748031497,
|
| 39 |
+
"eval_loss": 1.076490879058838,
|
| 40 |
+
"eval_macro_f1": 0.7213724329692548,
|
| 41 |
+
"eval_runtime": 0.2838,
|
| 42 |
+
"eval_samples_per_second": 447.547,
|
| 43 |
+
"eval_steps_per_second": 28.192,
|
| 44 |
+
"step": 116
|
| 45 |
+
}
|
| 46 |
+
],
|
| 47 |
+
"logging_steps": 50,
|
| 48 |
+
"max_steps": 464,
|
| 49 |
+
"num_input_tokens_seen": 0,
|
| 50 |
+
"num_train_epochs": 8,
|
| 51 |
+
"save_steps": 500,
|
| 52 |
+
"stateful_callbacks": {
|
| 53 |
+
"EarlyStoppingCallback": {
|
| 54 |
+
"args": {
|
| 55 |
+
"early_stopping_patience": 2,
|
| 56 |
+
"early_stopping_threshold": 0.0
|
| 57 |
+
},
|
| 58 |
+
"attributes": {
|
| 59 |
+
"early_stopping_patience_counter": 0
|
| 60 |
+
}
|
| 61 |
+
},
|
| 62 |
+
"TrainerControl": {
|
| 63 |
+
"args": {
|
| 64 |
+
"should_epoch_stop": false,
|
| 65 |
+
"should_evaluate": false,
|
| 66 |
+
"should_log": false,
|
| 67 |
+
"should_save": true,
|
| 68 |
+
"should_training_stop": false
|
| 69 |
+
},
|
| 70 |
+
"attributes": {}
|
| 71 |
+
}
|
| 72 |
+
},
|
| 73 |
+
"total_flos": 146974386052584.0,
|
| 74 |
+
"train_batch_size": 16,
|
| 75 |
+
"trial_name": null,
|
| 76 |
+
"trial_params": null
|
| 77 |
+
}
|
checkpoint-116/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:72b7800b938f17e70d00e0722489091060ea5af2edf3fe49031b99426c345276
|
| 3 |
+
size 5841
|
checkpoint-116/vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
checkpoint-232/added_tokens.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"<mask>": 64000
|
| 3 |
+
}
|
checkpoint-232/bpe.codes
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
checkpoint-232/config.json
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"RobertaForSequenceClassification"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"bos_token_id": 0,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"dtype": "float32",
|
| 9 |
+
"eos_token_id": 2,
|
| 10 |
+
"hidden_act": "gelu",
|
| 11 |
+
"hidden_dropout_prob": 0.1,
|
| 12 |
+
"hidden_size": 768,
|
| 13 |
+
"id2label": {
|
| 14 |
+
"0": "E",
|
| 15 |
+
"1": "Financing",
|
| 16 |
+
"2": "G",
|
| 17 |
+
"3": "Non-ESG",
|
| 18 |
+
"4": "Policy",
|
| 19 |
+
"5": "S"
|
| 20 |
+
},
|
| 21 |
+
"initializer_range": 0.02,
|
| 22 |
+
"intermediate_size": 3072,
|
| 23 |
+
"label2id": {
|
| 24 |
+
"E": 0,
|
| 25 |
+
"Financing": 1,
|
| 26 |
+
"G": 2,
|
| 27 |
+
"Non-ESG": 3,
|
| 28 |
+
"Policy": 4,
|
| 29 |
+
"S": 5
|
| 30 |
+
},
|
| 31 |
+
"layer_norm_eps": 1e-05,
|
| 32 |
+
"max_position_embeddings": 258,
|
| 33 |
+
"model_type": "roberta",
|
| 34 |
+
"num_attention_heads": 12,
|
| 35 |
+
"num_hidden_layers": 12,
|
| 36 |
+
"pad_token_id": 1,
|
| 37 |
+
"position_embedding_type": "absolute",
|
| 38 |
+
"tokenizer_class": "PhobertTokenizer",
|
| 39 |
+
"transformers_version": "4.57.3",
|
| 40 |
+
"type_vocab_size": 1,
|
| 41 |
+
"use_cache": true,
|
| 42 |
+
"vocab_size": 64001
|
| 43 |
+
}
|
checkpoint-232/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e706ed0d492f17f2e4a6eaa5a7b321625c079eb1f665e73413b6ba4448ad3484
|
| 3 |
+
size 540035688
|
checkpoint-232/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ae6a292c80c8bdf65a07ae62c3e5aa6723ac7f20497a60bc7a48fdd086e95e92
|
| 3 |
+
size 1080194443
|
checkpoint-232/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0b9df7a5fc0e12369001d30795c3624c8074d72889945ba6f8a0a9206bda0692
|
| 3 |
+
size 14645
|
checkpoint-232/scaler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e69be38e373a375882c9ee1df046473b9e4a91ac8a69a76d9fcf6415e099ceba
|
| 3 |
+
size 1383
|
checkpoint-232/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:19b44d4cb8647f6a444e931a0ee30878ebe71a4b21c895da4e832ce9d02e748d
|
| 3 |
+
size 1465
|
checkpoint-232/special_tokens_map.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": "<s>",
|
| 3 |
+
"cls_token": "<s>",
|
| 4 |
+
"eos_token": "</s>",
|
| 5 |
+
"mask_token": "<mask>",
|
| 6 |
+
"pad_token": "<pad>",
|
| 7 |
+
"sep_token": "</s>",
|
| 8 |
+
"unk_token": "<unk>"
|
| 9 |
+
}
|
checkpoint-232/tokenizer_config.json
ADDED
|
@@ -0,0 +1,55 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "<s>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "<pad>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "</s>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"3": {
|
| 28 |
+
"content": "<unk>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"64000": {
|
| 36 |
+
"content": "<mask>",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 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": 1000000000000000019884624838656,
|
| 51 |
+
"pad_token": "<pad>",
|
| 52 |
+
"sep_token": "</s>",
|
| 53 |
+
"tokenizer_class": "PhobertTokenizer",
|
| 54 |
+
"unk_token": "<unk>"
|
| 55 |
+
}
|
checkpoint-232/trainer_state.json
ADDED
|
@@ -0,0 +1,111 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 116,
|
| 3 |
+
"best_metric": 0.7213724329692548,
|
| 4 |
+
"best_model_checkpoint": "artifacts/topic_model/checkpoint-116",
|
| 5 |
+
"epoch": 4.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 232,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 0.8620689655172413,
|
| 14 |
+
"grad_norm": 3.192338466644287,
|
| 15 |
+
"learning_rate": 1.9036697247706422e-05,
|
| 16 |
+
"loss": 1.7422,
|
| 17 |
+
"step": 50
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"eval_accuracy": 0.6614173228346457,
|
| 22 |
+
"eval_loss": 1.518955945968628,
|
| 23 |
+
"eval_macro_f1": 0.5115357643035457,
|
| 24 |
+
"eval_runtime": 0.2774,
|
| 25 |
+
"eval_samples_per_second": 457.755,
|
| 26 |
+
"eval_steps_per_second": 28.835,
|
| 27 |
+
"step": 58
|
| 28 |
+
},
|
| 29 |
+
{
|
| 30 |
+
"epoch": 1.7241379310344827,
|
| 31 |
+
"grad_norm": 6.166723251342773,
|
| 32 |
+
"learning_rate": 1.674311926605505e-05,
|
| 33 |
+
"loss": 1.3965,
|
| 34 |
+
"step": 100
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"epoch": 2.0,
|
| 38 |
+
"eval_accuracy": 0.7874015748031497,
|
| 39 |
+
"eval_loss": 1.076490879058838,
|
| 40 |
+
"eval_macro_f1": 0.7213724329692548,
|
| 41 |
+
"eval_runtime": 0.2838,
|
| 42 |
+
"eval_samples_per_second": 447.547,
|
| 43 |
+
"eval_steps_per_second": 28.192,
|
| 44 |
+
"step": 116
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"epoch": 2.586206896551724,
|
| 48 |
+
"grad_norm": 4.974067687988281,
|
| 49 |
+
"learning_rate": 1.4449541284403672e-05,
|
| 50 |
+
"loss": 1.0328,
|
| 51 |
+
"step": 150
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"epoch": 3.0,
|
| 55 |
+
"eval_accuracy": 0.7716535433070866,
|
| 56 |
+
"eval_loss": 0.9624134302139282,
|
| 57 |
+
"eval_macro_f1": 0.6831862756284045,
|
| 58 |
+
"eval_runtime": 0.277,
|
| 59 |
+
"eval_samples_per_second": 458.418,
|
| 60 |
+
"eval_steps_per_second": 28.877,
|
| 61 |
+
"step": 174
|
| 62 |
+
},
|
| 63 |
+
{
|
| 64 |
+
"epoch": 3.4482758620689653,
|
| 65 |
+
"grad_norm": 5.769896984100342,
|
| 66 |
+
"learning_rate": 1.2155963302752293e-05,
|
| 67 |
+
"loss": 0.7568,
|
| 68 |
+
"step": 200
|
| 69 |
+
},
|
| 70 |
+
{
|
| 71 |
+
"epoch": 4.0,
|
| 72 |
+
"eval_accuracy": 0.8110236220472441,
|
| 73 |
+
"eval_loss": 0.754206120967865,
|
| 74 |
+
"eval_macro_f1": 0.7186752131258979,
|
| 75 |
+
"eval_runtime": 0.2791,
|
| 76 |
+
"eval_samples_per_second": 455.043,
|
| 77 |
+
"eval_steps_per_second": 28.664,
|
| 78 |
+
"step": 232
|
| 79 |
+
}
|
| 80 |
+
],
|
| 81 |
+
"logging_steps": 50,
|
| 82 |
+
"max_steps": 464,
|
| 83 |
+
"num_input_tokens_seen": 0,
|
| 84 |
+
"num_train_epochs": 8,
|
| 85 |
+
"save_steps": 500,
|
| 86 |
+
"stateful_callbacks": {
|
| 87 |
+
"EarlyStoppingCallback": {
|
| 88 |
+
"args": {
|
| 89 |
+
"early_stopping_patience": 2,
|
| 90 |
+
"early_stopping_threshold": 0.0
|
| 91 |
+
},
|
| 92 |
+
"attributes": {
|
| 93 |
+
"early_stopping_patience_counter": 2
|
| 94 |
+
}
|
| 95 |
+
},
|
| 96 |
+
"TrainerControl": {
|
| 97 |
+
"args": {
|
| 98 |
+
"should_epoch_stop": false,
|
| 99 |
+
"should_evaluate": false,
|
| 100 |
+
"should_log": false,
|
| 101 |
+
"should_save": true,
|
| 102 |
+
"should_training_stop": true
|
| 103 |
+
},
|
| 104 |
+
"attributes": {}
|
| 105 |
+
}
|
| 106 |
+
},
|
| 107 |
+
"total_flos": 296034207668856.0,
|
| 108 |
+
"train_batch_size": 16,
|
| 109 |
+
"trial_name": null,
|
| 110 |
+
"trial_params": null
|
| 111 |
+
}
|
checkpoint-232/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:72b7800b938f17e70d00e0722489091060ea5af2edf3fe49031b99426c345276
|
| 3 |
+
size 5841
|
checkpoint-232/vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
config.json
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"RobertaForSequenceClassification"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"bos_token_id": 0,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"dtype": "float32",
|
| 9 |
+
"eos_token_id": 2,
|
| 10 |
+
"hidden_act": "gelu",
|
| 11 |
+
"hidden_dropout_prob": 0.1,
|
| 12 |
+
"hidden_size": 768,
|
| 13 |
+
"id2label": {
|
| 14 |
+
"0": "E",
|
| 15 |
+
"1": "Financing",
|
| 16 |
+
"2": "G",
|
| 17 |
+
"3": "Non-ESG",
|
| 18 |
+
"4": "Policy",
|
| 19 |
+
"5": "S"
|
| 20 |
+
},
|
| 21 |
+
"initializer_range": 0.02,
|
| 22 |
+
"intermediate_size": 3072,
|
| 23 |
+
"label2id": {
|
| 24 |
+
"E": 0,
|
| 25 |
+
"Financing": 1,
|
| 26 |
+
"G": 2,
|
| 27 |
+
"Non-ESG": 3,
|
| 28 |
+
"Policy": 4,
|
| 29 |
+
"S": 5
|
| 30 |
+
},
|
| 31 |
+
"layer_norm_eps": 1e-05,
|
| 32 |
+
"max_position_embeddings": 258,
|
| 33 |
+
"model_type": "roberta",
|
| 34 |
+
"num_attention_heads": 12,
|
| 35 |
+
"num_hidden_layers": 12,
|
| 36 |
+
"pad_token_id": 1,
|
| 37 |
+
"position_embedding_type": "absolute",
|
| 38 |
+
"tokenizer_class": "PhobertTokenizer",
|
| 39 |
+
"transformers_version": "4.57.3",
|
| 40 |
+
"type_vocab_size": 1,
|
| 41 |
+
"use_cache": true,
|
| 42 |
+
"vocab_size": 64001
|
| 43 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2b3e053f61dd4786efe1c9b113ad1fb96a5e41596e01c4bee0ce8c21bfe23c32
|
| 3 |
+
size 540035688
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": "<s>",
|
| 3 |
+
"cls_token": "<s>",
|
| 4 |
+
"eos_token": "</s>",
|
| 5 |
+
"mask_token": "<mask>",
|
| 6 |
+
"pad_token": "<pad>",
|
| 7 |
+
"sep_token": "</s>",
|
| 8 |
+
"unk_token": "<unk>"
|
| 9 |
+
}
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,55 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "<s>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "<pad>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "</s>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"3": {
|
| 28 |
+
"content": "<unk>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"64000": {
|
| 36 |
+
"content": "<mask>",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 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": 1000000000000000019884624838656,
|
| 51 |
+
"pad_token": "<pad>",
|
| 52 |
+
"sep_token": "</s>",
|
| 53 |
+
"tokenizer_class": "PhobertTokenizer",
|
| 54 |
+
"unk_token": "<unk>"
|
| 55 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:72b7800b938f17e70d00e0722489091060ea5af2edf3fe49031b99426c345276
|
| 3 |
+
size 5841
|
training_meta.json
ADDED
|
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_name": "vinai/phobert-base-v2",
|
| 3 |
+
"max_length": 256,
|
| 4 |
+
"seed": 42,
|
| 5 |
+
"lr": 2e-05,
|
| 6 |
+
"epochs": 8,
|
| 7 |
+
"batch_size": 16,
|
| 8 |
+
"weight_decay": 0.01,
|
| 9 |
+
"warmup_ratio": 0.06,
|
| 10 |
+
"grad_clip": 1.0,
|
| 11 |
+
"label2id": {
|
| 12 |
+
"E": 0,
|
| 13 |
+
"Financing": 1,
|
| 14 |
+
"G": 2,
|
| 15 |
+
"Non-ESG": 3,
|
| 16 |
+
"Policy": 4,
|
| 17 |
+
"S": 5
|
| 18 |
+
},
|
| 19 |
+
"id2label": {
|
| 20 |
+
"0": "E",
|
| 21 |
+
"1": "Financing",
|
| 22 |
+
"2": "G",
|
| 23 |
+
"3": "Non-ESG",
|
| 24 |
+
"4": "Policy",
|
| 25 |
+
"5": "S"
|
| 26 |
+
},
|
| 27 |
+
"device": "cuda",
|
| 28 |
+
"class_weights": {
|
| 29 |
+
"E": 2.0625388622283936,
|
| 30 |
+
"Financing": 1.3524844646453857,
|
| 31 |
+
"G": 0.41045546531677246,
|
| 32 |
+
"Non-ESG": 0.2110014110803604,
|
| 33 |
+
"Policy": 1.5000282526016235,
|
| 34 |
+
"S": 0.46349185705184937
|
| 35 |
+
}
|
| 36 |
+
}
|
vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|