Commit
•
b6b3c60
1
Parent(s):
0a5a1df
End of training
Browse files
README.md
ADDED
@@ -0,0 +1,80 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
base_model: pedromatias97/genre-recognizer-finetuned-gtzan_dset
|
4 |
+
tags:
|
5 |
+
- generated_from_trainer
|
6 |
+
datasets:
|
7 |
+
- marsyas/gtzan
|
8 |
+
metrics:
|
9 |
+
- accuracy
|
10 |
+
model-index:
|
11 |
+
- name: genre-recognizer-finetuned-gtzan_dset_caro-finetuned-gtzan
|
12 |
+
results:
|
13 |
+
- task:
|
14 |
+
name: Audio Classification
|
15 |
+
type: audio-classification
|
16 |
+
dataset:
|
17 |
+
name: GTZAN
|
18 |
+
type: marsyas/gtzan
|
19 |
+
config: all
|
20 |
+
split: train
|
21 |
+
args: all
|
22 |
+
metrics:
|
23 |
+
- name: Accuracy
|
24 |
+
type: accuracy
|
25 |
+
value: 0.95
|
26 |
+
---
|
27 |
+
|
28 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
29 |
+
should probably proofread and complete it, then remove this comment. -->
|
30 |
+
|
31 |
+
# genre-recognizer-finetuned-gtzan_dset_caro-finetuned-gtzan
|
32 |
+
|
33 |
+
This model is a fine-tuned version of [pedromatias97/genre-recognizer-finetuned-gtzan_dset](https://huggingface.co/pedromatias97/genre-recognizer-finetuned-gtzan_dset) on the GTZAN dataset.
|
34 |
+
It achieves the following results on the evaluation set:
|
35 |
+
- Loss: 0.1865
|
36 |
+
- Accuracy: 0.95
|
37 |
+
|
38 |
+
## Model description
|
39 |
+
|
40 |
+
More information needed
|
41 |
+
|
42 |
+
## Intended uses & limitations
|
43 |
+
|
44 |
+
More information needed
|
45 |
+
|
46 |
+
## Training and evaluation data
|
47 |
+
|
48 |
+
More information needed
|
49 |
+
|
50 |
+
## Training procedure
|
51 |
+
|
52 |
+
### Training hyperparameters
|
53 |
+
|
54 |
+
The following hyperparameters were used during training:
|
55 |
+
- learning_rate: 9e-05
|
56 |
+
- train_batch_size: 4
|
57 |
+
- eval_batch_size: 4
|
58 |
+
- seed: 39
|
59 |
+
- gradient_accumulation_steps: 16
|
60 |
+
- total_train_batch_size: 64
|
61 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
62 |
+
- lr_scheduler_type: linear
|
63 |
+
- lr_scheduler_warmup_ratio: 0.1
|
64 |
+
- num_epochs: 2
|
65 |
+
- mixed_precision_training: Native AMP
|
66 |
+
|
67 |
+
### Training results
|
68 |
+
|
69 |
+
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|
70 |
+
|:-------------:|:------:|:----:|:---------------:|:--------:|
|
71 |
+
| 0.3175 | 0.9956 | 14 | 0.2027 | 0.93 |
|
72 |
+
| 0.1676 | 1.9911 | 28 | 0.1865 | 0.95 |
|
73 |
+
|
74 |
+
|
75 |
+
### Framework versions
|
76 |
+
|
77 |
+
- Transformers 4.41.2
|
78 |
+
- Pytorch 2.3.0+cu121
|
79 |
+
- Datasets 2.19.2
|
80 |
+
- Tokenizers 0.19.1
|
config.json
ADDED
@@ -0,0 +1,96 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "pedromatias97/genre-recognizer-finetuned-gtzan_dset",
|
3 |
+
"activation_dropout": 0.1,
|
4 |
+
"apply_spec_augment": false,
|
5 |
+
"architectures": [
|
6 |
+
"HubertForSequenceClassification"
|
7 |
+
],
|
8 |
+
"attention_dropout": 0.1,
|
9 |
+
"bos_token_id": 1,
|
10 |
+
"classifier_proj_size": 256,
|
11 |
+
"conv_bias": false,
|
12 |
+
"conv_dim": [
|
13 |
+
512,
|
14 |
+
512,
|
15 |
+
512,
|
16 |
+
512,
|
17 |
+
512,
|
18 |
+
512,
|
19 |
+
512
|
20 |
+
],
|
21 |
+
"conv_kernel": [
|
22 |
+
10,
|
23 |
+
3,
|
24 |
+
3,
|
25 |
+
3,
|
26 |
+
3,
|
27 |
+
2,
|
28 |
+
2
|
29 |
+
],
|
30 |
+
"conv_stride": [
|
31 |
+
5,
|
32 |
+
2,
|
33 |
+
2,
|
34 |
+
2,
|
35 |
+
2,
|
36 |
+
2,
|
37 |
+
2
|
38 |
+
],
|
39 |
+
"ctc_loss_reduction": "sum",
|
40 |
+
"ctc_zero_infinity": false,
|
41 |
+
"do_stable_layer_norm": false,
|
42 |
+
"eos_token_id": 2,
|
43 |
+
"feat_extract_activation": "gelu",
|
44 |
+
"feat_extract_norm": "group",
|
45 |
+
"feat_proj_dropout": 0.0,
|
46 |
+
"feat_proj_layer_norm": false,
|
47 |
+
"final_dropout": 0.0,
|
48 |
+
"hidden_act": "gelu",
|
49 |
+
"hidden_dropout": 0.1,
|
50 |
+
"hidden_size": 768,
|
51 |
+
"id2label": {
|
52 |
+
"0": "blues",
|
53 |
+
"1": "classical",
|
54 |
+
"2": "country",
|
55 |
+
"3": "disco",
|
56 |
+
"4": "hiphop",
|
57 |
+
"5": "jazz",
|
58 |
+
"6": "metal",
|
59 |
+
"7": "pop",
|
60 |
+
"8": "reggae",
|
61 |
+
"9": "rock"
|
62 |
+
},
|
63 |
+
"initializer_range": 0.02,
|
64 |
+
"intermediate_size": 3072,
|
65 |
+
"label2id": {
|
66 |
+
"blues": "0",
|
67 |
+
"classical": "1",
|
68 |
+
"country": "2",
|
69 |
+
"disco": "3",
|
70 |
+
"hiphop": "4",
|
71 |
+
"jazz": "5",
|
72 |
+
"metal": "6",
|
73 |
+
"pop": "7",
|
74 |
+
"reggae": "8",
|
75 |
+
"rock": "9"
|
76 |
+
},
|
77 |
+
"layer_norm_eps": 1e-05,
|
78 |
+
"layerdrop": 0.0,
|
79 |
+
"mask_feature_length": 10,
|
80 |
+
"mask_feature_min_masks": 0,
|
81 |
+
"mask_feature_prob": 0.0,
|
82 |
+
"mask_time_length": 10,
|
83 |
+
"mask_time_min_masks": 2,
|
84 |
+
"mask_time_prob": 0.05,
|
85 |
+
"model_type": "hubert",
|
86 |
+
"num_attention_heads": 12,
|
87 |
+
"num_conv_pos_embedding_groups": 16,
|
88 |
+
"num_conv_pos_embeddings": 128,
|
89 |
+
"num_feat_extract_layers": 7,
|
90 |
+
"num_hidden_layers": 2,
|
91 |
+
"pad_token_id": 0,
|
92 |
+
"torch_dtype": "float32",
|
93 |
+
"transformers_version": "4.41.2",
|
94 |
+
"use_weighted_layer_sum": false,
|
95 |
+
"vocab_size": 32
|
96 |
+
}
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:3f312590536d6bad903f3606f5162a08e92afcfb4a8f353bcdd4fcab63273371
|
3 |
+
size 94771728
|
preprocessor_config.json
ADDED
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"do_normalize": true,
|
3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
4 |
+
"feature_size": 1,
|
5 |
+
"padding_side": "right",
|
6 |
+
"padding_value": 0,
|
7 |
+
"return_attention_mask": true,
|
8 |
+
"sampling_rate": 16000
|
9 |
+
}
|
runs/Jun07_10-04-36_fe2b518720ba/events.out.tfevents.1717754688.fe2b518720ba.11884.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:debdc911a4eb0d8a3660ab58ed74da09cdaf598eff09a679e303d766cedddf65
|
3 |
+
size 7093
|
runs/Jun07_10-17-27_fe2b518720ba/events.out.tfevents.1717755447.fe2b518720ba.11884.1
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d618e05d68982053ed3a76ba974fa231933b9c7e2250c0229dff73fa950a0318
|
3 |
+
size 8172
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b2597a432c91c61ecf20a5c4a1c3ccdbc40080552bfee4aac3b300e7a97de445
|
3 |
+
size 5176
|