shreyas1104
commited on
Commit
•
a77b634
1
Parent(s):
670a8c2
End of training
Browse files
README.md
ADDED
@@ -0,0 +1,91 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
base_model: facebook/wav2vec2-conformer-rel-pos-large
|
4 |
+
tags:
|
5 |
+
- generated_from_trainer
|
6 |
+
datasets:
|
7 |
+
- audiofolder
|
8 |
+
metrics:
|
9 |
+
- accuracy
|
10 |
+
- precision
|
11 |
+
- recall
|
12 |
+
model-index:
|
13 |
+
- name: wav2vec2-conformer-rel-pos-large-medical-intent-v2
|
14 |
+
results:
|
15 |
+
- task:
|
16 |
+
name: Audio Classification
|
17 |
+
type: audio-classification
|
18 |
+
dataset:
|
19 |
+
name: audiofolder
|
20 |
+
type: audiofolder
|
21 |
+
config: default
|
22 |
+
split: validation
|
23 |
+
args: default
|
24 |
+
metrics:
|
25 |
+
- name: Accuracy
|
26 |
+
type: accuracy
|
27 |
+
value: 0.6169590643274854
|
28 |
+
- name: Precision
|
29 |
+
type: precision
|
30 |
+
value: 0.6350528050296339
|
31 |
+
- name: Recall
|
32 |
+
type: recall
|
33 |
+
value: 0.6169590643274854
|
34 |
+
---
|
35 |
+
|
36 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
37 |
+
should probably proofread and complete it, then remove this comment. -->
|
38 |
+
|
39 |
+
# wav2vec2-conformer-rel-pos-large-medical-intent-v2
|
40 |
+
|
41 |
+
This model is a fine-tuned version of [facebook/wav2vec2-conformer-rel-pos-large](https://huggingface.co/facebook/wav2vec2-conformer-rel-pos-large) on the audiofolder dataset.
|
42 |
+
It achieves the following results on the evaluation set:
|
43 |
+
- Loss: 1.0410
|
44 |
+
- Accuracy: 0.6170
|
45 |
+
- Precision: 0.6351
|
46 |
+
- Recall: 0.6170
|
47 |
+
|
48 |
+
## Model description
|
49 |
+
|
50 |
+
More information needed
|
51 |
+
|
52 |
+
## Intended uses & limitations
|
53 |
+
|
54 |
+
More information needed
|
55 |
+
|
56 |
+
## Training and evaluation data
|
57 |
+
|
58 |
+
More information needed
|
59 |
+
|
60 |
+
## Training procedure
|
61 |
+
|
62 |
+
### Training hyperparameters
|
63 |
+
|
64 |
+
The following hyperparameters were used during training:
|
65 |
+
- learning_rate: 0.0001
|
66 |
+
- train_batch_size: 4
|
67 |
+
- eval_batch_size: 4
|
68 |
+
- seed: 42
|
69 |
+
- gradient_accumulation_steps: 16
|
70 |
+
- total_train_batch_size: 64
|
71 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
72 |
+
- lr_scheduler_type: linear
|
73 |
+
- lr_scheduler_warmup_ratio: 0.1
|
74 |
+
- num_epochs: 4
|
75 |
+
|
76 |
+
### Training results
|
77 |
+
|
78 |
+
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall |
|
79 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|
|
80 |
+
| 1.7714 | 1.0 | 82 | 1.7605 | 0.2339 | 0.3198 | 0.2339 |
|
81 |
+
| 1.511 | 2.0 | 164 | 1.5148 | 0.4298 | 0.3817 | 0.4298 |
|
82 |
+
| 1.1417 | 2.99 | 246 | 1.1530 | 0.5936 | 0.6491 | 0.5936 |
|
83 |
+
| 0.8747 | 3.99 | 328 | 1.0410 | 0.6170 | 0.6351 | 0.6170 |
|
84 |
+
|
85 |
+
|
86 |
+
### Framework versions
|
87 |
+
|
88 |
+
- Transformers 4.39.1
|
89 |
+
- Pytorch 2.2.1+cu121
|
90 |
+
- Datasets 2.18.0
|
91 |
+
- Tokenizers 0.15.2
|
model.safetensors
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
size 2475615512
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:6f9d251c17de5caad6bc6938a7ca86457136c20d69b535ec6d54a5ac54e39075
|
3 |
size 2475615512
|
runs/Mar25_19-22-52_d1018/events.out.tfevents.1711408980.d1018.154315.0
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 sha256:85ef85b81b55b2234eeb199b921c3dbabe75d43eac415caff725e42ad01cb70b
|
3 |
+
size 15659
|
runs/Mar25_19-22-52_d1018/events.out.tfevents.1711413973.d1018.154315.1
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b9485a8d86708c1f3b6c77fa3c03fd30c1144c2dc54de63f06ccec5e7ae4c7a5
|
3 |
+
size 514
|