Model save
Browse files
README.md
ADDED
@@ -0,0 +1,142 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
base_model: openai/whisper-tiny
|
4 |
+
tags:
|
5 |
+
- generated_from_trainer
|
6 |
+
metrics:
|
7 |
+
- wer
|
8 |
+
model-index:
|
9 |
+
- name: Teamim-tiny_WeightDecay-0.05_Augmented_Combined-Data_date-10-07-2024_14-33
|
10 |
+
results: []
|
11 |
+
---
|
12 |
+
|
13 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
14 |
+
should probably proofread and complete it, then remove this comment. -->
|
15 |
+
|
16 |
+
# Teamim-tiny_WeightDecay-0.05_Augmented_Combined-Data_date-10-07-2024_14-33
|
17 |
+
|
18 |
+
This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on an unknown dataset.
|
19 |
+
It achieves the following results on the evaluation set:
|
20 |
+
- Loss: 0.2681
|
21 |
+
- Wer: 16.4952
|
22 |
+
- Avg Precision Exact: 0.8439
|
23 |
+
- Avg Recall Exact: 0.8446
|
24 |
+
- Avg F1 Exact: 0.8437
|
25 |
+
- Avg Precision Letter Shift: 0.8665
|
26 |
+
- Avg Recall Letter Shift: 0.8674
|
27 |
+
- Avg F1 Letter Shift: 0.8664
|
28 |
+
- Avg Precision Word Level: 0.8711
|
29 |
+
- Avg Recall Word Level: 0.8725
|
30 |
+
- Avg F1 Word Level: 0.8713
|
31 |
+
- Avg Precision Word Shift: 0.9505
|
32 |
+
- Avg Recall Word Shift: 0.9538
|
33 |
+
- Avg F1 Word Shift: 0.9515
|
34 |
+
- Precision Median Exact: 0.9231
|
35 |
+
- Recall Median Exact: 0.9231
|
36 |
+
- F1 Median Exact: 0.9286
|
37 |
+
- Precision Max Exact: 1.0
|
38 |
+
- Recall Max Exact: 1.0
|
39 |
+
- F1 Max Exact: 1.0
|
40 |
+
- Precision Min Exact: 0.0
|
41 |
+
- Recall Min Exact: 0.0
|
42 |
+
- F1 Min Exact: 0.0
|
43 |
+
- Precision Min Letter Shift: 0.0
|
44 |
+
- Recall Min Letter Shift: 0.0
|
45 |
+
- F1 Min Letter Shift: 0.0
|
46 |
+
- Precision Min Word Level: 0.0
|
47 |
+
- Recall Min Word Level: 0.0
|
48 |
+
- F1 Min Word Level: 0.0
|
49 |
+
- Precision Min Word Shift: 0.1429
|
50 |
+
- Recall Min Word Shift: 0.125
|
51 |
+
- F1 Min Word Shift: 0.1333
|
52 |
+
|
53 |
+
## Model description
|
54 |
+
|
55 |
+
More information needed
|
56 |
+
|
57 |
+
## Intended uses & limitations
|
58 |
+
|
59 |
+
More information needed
|
60 |
+
|
61 |
+
## Training and evaluation data
|
62 |
+
|
63 |
+
More information needed
|
64 |
+
|
65 |
+
## Training procedure
|
66 |
+
|
67 |
+
### Training hyperparameters
|
68 |
+
|
69 |
+
The following hyperparameters were used during training:
|
70 |
+
- learning_rate: 1e-05
|
71 |
+
- train_batch_size: 8
|
72 |
+
- eval_batch_size: 32
|
73 |
+
- seed: 42
|
74 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
75 |
+
- lr_scheduler_type: linear
|
76 |
+
- lr_scheduler_warmup_steps: 500
|
77 |
+
- training_steps: 500000
|
78 |
+
- mixed_precision_training: Native AMP
|
79 |
+
|
80 |
+
### Training results
|
81 |
+
|
82 |
+
| Training Loss | Epoch | Step | Validation Loss | Wer | Avg Precision Exact | Avg Recall Exact | Avg F1 Exact | Avg Precision Letter Shift | Avg Recall Letter Shift | Avg F1 Letter Shift | Avg Precision Word Level | Avg Recall Word Level | Avg F1 Word Level | Avg Precision Word Shift | Avg Recall Word Shift | Avg F1 Word Shift | Precision Median Exact | Recall Median Exact | F1 Median Exact | Precision Max Exact | Recall Max Exact | F1 Max Exact | Precision Min Exact | Recall Min Exact | F1 Min Exact | Precision Min Letter Shift | Recall Min Letter Shift | F1 Min Letter Shift | Precision Min Word Level | Recall Min Word Level | F1 Min Word Level | Precision Min Word Shift | Recall Min Word Shift | F1 Min Word Shift |
|
83 |
+
|:-------------:|:-------:|:------:|:---------------:|:--------:|:-------------------:|:----------------:|:------------:|:--------------------------:|:-----------------------:|:-------------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:------------:|:-------------------:|:----------------:|:------------:|:--------------------------:|:-----------------------:|:-------------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|
|
84 |
+
| No log | 0.0001 | 1 | 7.6124 | 162.6042 | 0.0008 | 0.0010 | 0.0006 | 0.0056 | 0.0037 | 0.0039 | 0.0052 | 0.0137 | 0.0054 | 0.0457 | 0.0410 | 0.0382 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.5 | 0.1667 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
85 |
+
| 0.1423 | 0.5167 | 10000 | 0.2069 | 31.4547 | 0.6926 | 0.6967 | 0.6938 | 0.7262 | 0.7306 | 0.7275 | 0.7344 | 0.7389 | 0.7357 | 0.8749 | 0.8835 | 0.8779 | 0.7857 | 0.8 | 0.7879 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
86 |
+
| 0.0563 | 1.0334 | 20000 | 0.1762 | 24.7742 | 0.7620 | 0.7678 | 0.7642 | 0.7918 | 0.7980 | 0.7942 | 0.7980 | 0.8041 | 0.8003 | 0.9138 | 0.9218 | 0.9169 | 0.8667 | 0.875 | 0.8696 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
87 |
+
| 0.0349 | 1.5501 | 30000 | 0.1775 | 23.2071 | 0.7764 | 0.7797 | 0.7774 | 0.8058 | 0.8095 | 0.8069 | 0.8123 | 0.8163 | 0.8136 | 0.9192 | 0.9257 | 0.9215 | 0.875 | 0.8824 | 0.8800 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0769 | 0.1 | 0.0870 |
|
88 |
+
| 0.0197 | 2.0668 | 40000 | 0.1815 | 21.6369 | 0.7865 | 0.7919 | 0.7886 | 0.8125 | 0.8185 | 0.8148 | 0.8185 | 0.8244 | 0.8208 | 0.9226 | 0.9301 | 0.9255 | 0.9 | 0.9 | 0.8966 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
89 |
+
| 0.0127 | 2.5834 | 50000 | 0.1851 | 21.2876 | 0.8007 | 0.7992 | 0.7993 | 0.8265 | 0.8250 | 0.8251 | 0.8320 | 0.8310 | 0.8309 | 0.9294 | 0.9301 | 0.9290 | 0.9091 | 0.9 | 0.9 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0909 | 0.0833 | 0.0870 |
|
90 |
+
| 0.028 | 3.1001 | 60000 | 0.1917 | 21.2719 | 0.7984 | 0.7993 | 0.7983 | 0.8243 | 0.8255 | 0.8243 | 0.8295 | 0.8315 | 0.8299 | 0.9263 | 0.9306 | 0.9276 | 0.9 | 0.9 | 0.9 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 0.1000 |
|
91 |
+
| 0.0186 | 3.6168 | 70000 | 0.1984 | 20.3688 | 0.8036 | 0.8073 | 0.8049 | 0.8294 | 0.8333 | 0.8307 | 0.8349 | 0.8388 | 0.8362 | 0.9316 | 0.9382 | 0.9341 | 0.9091 | 0.9091 | 0.9091 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.125 | 0.1333 |
|
92 |
+
| 0.0056 | 4.1335 | 80000 | 0.2073 | 20.3751 | 0.8012 | 0.8009 | 0.8005 | 0.8268 | 0.8266 | 0.8261 | 0.8325 | 0.8324 | 0.8319 | 0.9334 | 0.9358 | 0.9338 | 0.9091 | 0.9091 | 0.9091 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0909 | 0.1 | 0.1053 |
|
93 |
+
| 0.0071 | 4.6502 | 90000 | 0.2081 | 19.6419 | 0.8040 | 0.8091 | 0.8060 | 0.8293 | 0.8347 | 0.8314 | 0.8351 | 0.8405 | 0.8372 | 0.9324 | 0.9396 | 0.9352 | 0.9091 | 0.9091 | 0.9091 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
94 |
+
| 0.0036 | 5.1669 | 100000 | 0.2132 | 19.3650 | 0.8079 | 0.8117 | 0.8092 | 0.8322 | 0.8364 | 0.8337 | 0.8373 | 0.8418 | 0.8389 | 0.9366 | 0.9426 | 0.9389 | 0.9091 | 0.9167 | 0.9091 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.1111 | 0.125 |
|
95 |
+
| 0.0063 | 5.6836 | 110000 | 0.2126 | 18.7954 | 0.8193 | 0.8210 | 0.8196 | 0.8443 | 0.8463 | 0.8447 | 0.8498 | 0.8517 | 0.8502 | 0.9414 | 0.9453 | 0.9427 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 0.1000 |
|
96 |
+
| 0.0019 | 6.2003 | 120000 | 0.2191 | 18.6633 | 0.8195 | 0.8200 | 0.8192 | 0.8435 | 0.8441 | 0.8432 | 0.8490 | 0.8496 | 0.8488 | 0.9403 | 0.9429 | 0.9409 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.125 | 0.1333 |
|
97 |
+
| 0.0034 | 6.7170 | 130000 | 0.2204 | 18.7860 | 0.8138 | 0.8145 | 0.8136 | 0.8375 | 0.8384 | 0.8374 | 0.8426 | 0.8436 | 0.8425 | 0.9370 | 0.9403 | 0.9380 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0909 | 0.0909 | 0.0909 |
|
98 |
+
| 0.005 | 7.2336 | 140000 | 0.2224 | 18.5877 | 0.8185 | 0.8247 | 0.8211 | 0.8419 | 0.8483 | 0.8445 | 0.8470 | 0.8532 | 0.8495 | 0.9384 | 0.9462 | 0.9416 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.0909 | 0.0952 |
|
99 |
+
| 0.0028 | 7.7503 | 150000 | 0.2273 | 19.2863 | 0.8180 | 0.8169 | 0.8169 | 0.8424 | 0.8415 | 0.8414 | 0.8480 | 0.8472 | 0.8471 | 0.9376 | 0.9389 | 0.9376 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
100 |
+
| 0.0013 | 8.2670 | 160000 | 0.2303 | 18.4776 | 0.8220 | 0.8252 | 0.8230 | 0.8456 | 0.8491 | 0.8468 | 0.8512 | 0.8552 | 0.8526 | 0.9418 | 0.9474 | 0.9439 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 0.1000 |
|
101 |
+
| 0.004 | 8.7837 | 170000 | 0.2310 | 18.8238 | 0.8133 | 0.8142 | 0.8132 | 0.8378 | 0.8389 | 0.8378 | 0.8435 | 0.8446 | 0.8435 | 0.9389 | 0.9423 | 0.9399 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
102 |
+
| 0.0017 | 9.3004 | 180000 | 0.2357 | 18.0371 | 0.8232 | 0.8248 | 0.8234 | 0.8478 | 0.8497 | 0.8482 | 0.8528 | 0.8551 | 0.8534 | 0.9464 | 0.9507 | 0.9479 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 0.1000 |
|
103 |
+
| 0.0039 | 9.8171 | 190000 | 0.2381 | 18.0717 | 0.8201 | 0.8216 | 0.8204 | 0.8438 | 0.8454 | 0.8441 | 0.8493 | 0.8510 | 0.8496 | 0.9435 | 0.9470 | 0.9445 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
104 |
+
| 0.0034 | 10.3338 | 200000 | 0.2393 | 18.2668 | 0.8230 | 0.8253 | 0.8236 | 0.8469 | 0.8494 | 0.8476 | 0.8518 | 0.8546 | 0.8527 | 0.9406 | 0.9453 | 0.9423 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
105 |
+
| 0.0012 | 10.8505 | 210000 | 0.2407 | 18.2857 | 0.8232 | 0.8268 | 0.8245 | 0.8485 | 0.8523 | 0.8498 | 0.8536 | 0.8574 | 0.8549 | 0.9392 | 0.9454 | 0.9415 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0714 | 0.0833 | 0.0870 |
|
106 |
+
| 0.0003 | 11.3672 | 220000 | 0.2431 | 18.1409 | 0.8230 | 0.8240 | 0.8230 | 0.8464 | 0.8478 | 0.8465 | 0.8511 | 0.8529 | 0.8515 | 0.9408 | 0.9448 | 0.9421 | 0.9167 | 0.9167 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1333 | 0.1 | 0.1176 |
|
107 |
+
| 0.0019 | 11.8838 | 230000 | 0.2458 | 18.2227 | 0.8211 | 0.8241 | 0.8221 | 0.8452 | 0.8483 | 0.8462 | 0.8506 | 0.8538 | 0.8517 | 0.9427 | 0.9482 | 0.9447 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
108 |
+
| 0.0008 | 12.4005 | 240000 | 0.2445 | 18.0591 | 0.8262 | 0.8278 | 0.8265 | 0.8498 | 0.8514 | 0.8500 | 0.8549 | 0.8566 | 0.8552 | 0.9435 | 0.9470 | 0.9446 | 0.9167 | 0.9167 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
109 |
+
| 0.0004 | 12.9172 | 250000 | 0.2486 | 17.9647 | 0.8285 | 0.8306 | 0.8290 | 0.8518 | 0.8541 | 0.8524 | 0.8565 | 0.8588 | 0.8571 | 0.9432 | 0.9472 | 0.9445 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
110 |
+
| 0.0011 | 13.4339 | 260000 | 0.2550 | 17.8577 | 0.8237 | 0.8232 | 0.8229 | 0.8471 | 0.8467 | 0.8463 | 0.8518 | 0.8519 | 0.8513 | 0.9452 | 0.9481 | 0.9460 | 0.9167 | 0.9167 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 0.1000 |
|
111 |
+
| 0.0004 | 13.9506 | 270000 | 0.2535 | 17.9710 | 0.8245 | 0.8263 | 0.8248 | 0.8485 | 0.8506 | 0.8489 | 0.8537 | 0.8560 | 0.8543 | 0.9438 | 0.9485 | 0.9455 | 0.9167 | 0.9167 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.1111 | 0.125 |
|
112 |
+
| 0.0008 | 14.4673 | 280000 | 0.2510 | 17.7570 | 0.8331 | 0.8334 | 0.8327 | 0.8569 | 0.8572 | 0.8565 | 0.8626 | 0.8632 | 0.8624 | 0.9458 | 0.9480 | 0.9462 | 0.9167 | 0.9167 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
113 |
+
| 0.0004 | 14.9840 | 290000 | 0.2518 | 17.9081 | 0.8274 | 0.8268 | 0.8265 | 0.8509 | 0.8504 | 0.8501 | 0.8557 | 0.8554 | 0.8550 | 0.9443 | 0.9459 | 0.9444 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
114 |
+
| 0.0001 | 15.5007 | 300000 | 0.2551 | 17.7885 | 0.8296 | 0.8303 | 0.8294 | 0.8531 | 0.8538 | 0.8529 | 0.8583 | 0.8592 | 0.8582 | 0.9433 | 0.9464 | 0.9441 | 0.9167 | 0.9167 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.1111 | 0.125 |
|
115 |
+
| 0.0005 | 16.0174 | 310000 | 0.2559 | 17.4581 | 0.8316 | 0.8329 | 0.8317 | 0.8544 | 0.8558 | 0.8545 | 0.8600 | 0.8614 | 0.8601 | 0.9438 | 0.9479 | 0.9451 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
116 |
+
| 0.0001 | 16.5340 | 320000 | 0.2566 | 17.1528 | 0.8355 | 0.8361 | 0.8353 | 0.8571 | 0.8579 | 0.8570 | 0.8617 | 0.8632 | 0.8619 | 0.9475 | 0.9510 | 0.9486 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
117 |
+
| 0.0002 | 17.0507 | 330000 | 0.2613 | 17.3605 | 0.8336 | 0.8353 | 0.8339 | 0.8563 | 0.8583 | 0.8567 | 0.8612 | 0.8634 | 0.8618 | 0.9483 | 0.9517 | 0.9494 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.1111 | 0.125 |
|
118 |
+
| 0.0001 | 17.5674 | 340000 | 0.2607 | 17.1560 | 0.8381 | 0.8399 | 0.8385 | 0.8602 | 0.8623 | 0.8607 | 0.8652 | 0.8675 | 0.8658 | 0.9477 | 0.9518 | 0.9491 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 0.1000 |
|
119 |
+
| 0.0 | 18.0841 | 350000 | 0.2630 | 17.0962 | 0.8374 | 0.8390 | 0.8377 | 0.8608 | 0.8626 | 0.8612 | 0.8660 | 0.8681 | 0.8665 | 0.9472 | 0.9515 | 0.9487 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
120 |
+
| 0.0008 | 18.6008 | 360000 | 0.2622 | 17.3763 | 0.8335 | 0.8353 | 0.8339 | 0.8555 | 0.8577 | 0.8561 | 0.8603 | 0.8632 | 0.8612 | 0.9443 | 0.9492 | 0.9461 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
121 |
+
| 0.0 | 19.1175 | 370000 | 0.2637 | 17.1245 | 0.8343 | 0.8365 | 0.8349 | 0.8574 | 0.8598 | 0.8581 | 0.8623 | 0.8652 | 0.8632 | 0.9469 | 0.9518 | 0.9487 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
122 |
+
| 0.0 | 19.6342 | 380000 | 0.2651 | 17.2535 | 0.8347 | 0.8359 | 0.8348 | 0.8572 | 0.8585 | 0.8573 | 0.8621 | 0.8638 | 0.8624 | 0.9461 | 0.9504 | 0.9476 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0833 | 0.1 | 0.0909 |
|
123 |
+
| 0.0 | 20.1509 | 390000 | 0.2621 | 16.8130 | 0.8345 | 0.8358 | 0.8347 | 0.8569 | 0.8584 | 0.8572 | 0.8616 | 0.8632 | 0.8619 | 0.9495 | 0.9528 | 0.9506 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
124 |
+
| 0.0001 | 20.6676 | 400000 | 0.2675 | 16.9420 | 0.8399 | 0.8397 | 0.8393 | 0.8622 | 0.8621 | 0.8616 | 0.8667 | 0.8673 | 0.8665 | 0.9490 | 0.9514 | 0.9495 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 0.1000 |
|
125 |
+
| 0.0007 | 21.1843 | 410000 | 0.2629 | 16.6557 | 0.8436 | 0.8446 | 0.8435 | 0.8659 | 0.8671 | 0.8659 | 0.8705 | 0.8722 | 0.8708 | 0.9495 | 0.9534 | 0.9508 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 0.1000 |
|
126 |
+
| 0.0 | 21.7009 | 420000 | 0.2677 | 16.7910 | 0.8367 | 0.8380 | 0.8368 | 0.8588 | 0.8604 | 0.8591 | 0.8635 | 0.8656 | 0.8641 | 0.9480 | 0.9522 | 0.9495 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
127 |
+
| 0.0 | 22.2176 | 430000 | 0.2676 | 16.7626 | 0.8367 | 0.8387 | 0.8372 | 0.8595 | 0.8618 | 0.8601 | 0.8641 | 0.8667 | 0.8648 | 0.9474 | 0.9526 | 0.9493 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
128 |
+
| 0.0 | 22.7343 | 440000 | 0.2664 | 16.8004 | 0.8392 | 0.8411 | 0.8397 | 0.8613 | 0.8634 | 0.8618 | 0.8659 | 0.8686 | 0.8667 | 0.9475 | 0.9518 | 0.9490 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
129 |
+
| 0.0 | 23.2510 | 450000 | 0.2645 | 16.5455 | 0.8441 | 0.8445 | 0.8438 | 0.8665 | 0.8670 | 0.8662 | 0.8711 | 0.8721 | 0.8711 | 0.9504 | 0.9534 | 0.9513 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.125 | 0.1333 |
|
130 |
+
| 0.0 | 23.7677 | 460000 | 0.2675 | 16.5927 | 0.8414 | 0.8427 | 0.8416 | 0.8638 | 0.8652 | 0.8640 | 0.8682 | 0.8700 | 0.8686 | 0.9490 | 0.9526 | 0.9502 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.125 | 0.1333 |
|
131 |
+
| 0.0 | 24.2844 | 470000 | 0.2676 | 16.4857 | 0.8427 | 0.8438 | 0.8428 | 0.8648 | 0.8661 | 0.8650 | 0.8695 | 0.8711 | 0.8698 | 0.9497 | 0.9531 | 0.9508 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
|
132 |
+
| 0.0 | 24.8011 | 480000 | 0.2673 | 16.5959 | 0.8431 | 0.8436 | 0.8428 | 0.8651 | 0.8658 | 0.8649 | 0.8697 | 0.8709 | 0.8698 | 0.9491 | 0.9523 | 0.9501 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.125 | 0.1176 | 0.1212 |
|
133 |
+
| 0.0 | 25.3178 | 490000 | 0.2677 | 16.5707 | 0.8434 | 0.8440 | 0.8432 | 0.8656 | 0.8664 | 0.8655 | 0.8701 | 0.8714 | 0.8703 | 0.9500 | 0.9532 | 0.9510 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.125 | 0.1333 |
|
134 |
+
| 0.0 | 25.8345 | 500000 | 0.2681 | 16.4952 | 0.8439 | 0.8446 | 0.8437 | 0.8665 | 0.8674 | 0.8664 | 0.8711 | 0.8725 | 0.8713 | 0.9505 | 0.9538 | 0.9515 | 0.9231 | 0.9231 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1429 | 0.125 | 0.1333 |
|
135 |
+
|
136 |
+
|
137 |
+
### Framework versions
|
138 |
+
|
139 |
+
- Transformers 4.41.2
|
140 |
+
- Pytorch 2.2.1
|
141 |
+
- Datasets 2.20.0
|
142 |
+
- Tokenizers 0.19.1
|
generation_config.json
ADDED
@@ -0,0 +1,248 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"alignment_heads": [
|
3 |
+
[
|
4 |
+
2,
|
5 |
+
2
|
6 |
+
],
|
7 |
+
[
|
8 |
+
3,
|
9 |
+
0
|
10 |
+
],
|
11 |
+
[
|
12 |
+
3,
|
13 |
+
2
|
14 |
+
],
|
15 |
+
[
|
16 |
+
3,
|
17 |
+
3
|
18 |
+
],
|
19 |
+
[
|
20 |
+
3,
|
21 |
+
4
|
22 |
+
],
|
23 |
+
[
|
24 |
+
3,
|
25 |
+
5
|
26 |
+
]
|
27 |
+
],
|
28 |
+
"begin_suppress_tokens": [
|
29 |
+
220,
|
30 |
+
50257
|
31 |
+
],
|
32 |
+
"bos_token_id": 50257,
|
33 |
+
"decoder_start_token_id": 50258,
|
34 |
+
"eos_token_id": 50257,
|
35 |
+
"forced_decoder_ids": [
|
36 |
+
[
|
37 |
+
1,
|
38 |
+
null
|
39 |
+
],
|
40 |
+
[
|
41 |
+
2,
|
42 |
+
50359
|
43 |
+
]
|
44 |
+
],
|
45 |
+
"is_multilingual": true,
|
46 |
+
"lang_to_id": {
|
47 |
+
"<|af|>": 50327,
|
48 |
+
"<|am|>": 50334,
|
49 |
+
"<|ar|>": 50272,
|
50 |
+
"<|as|>": 50350,
|
51 |
+
"<|az|>": 50304,
|
52 |
+
"<|ba|>": 50355,
|
53 |
+
"<|be|>": 50330,
|
54 |
+
"<|bg|>": 50292,
|
55 |
+
"<|bn|>": 50302,
|
56 |
+
"<|bo|>": 50347,
|
57 |
+
"<|br|>": 50309,
|
58 |
+
"<|bs|>": 50315,
|
59 |
+
"<|ca|>": 50270,
|
60 |
+
"<|cs|>": 50283,
|
61 |
+
"<|cy|>": 50297,
|
62 |
+
"<|da|>": 50285,
|
63 |
+
"<|de|>": 50261,
|
64 |
+
"<|el|>": 50281,
|
65 |
+
"<|en|>": 50259,
|
66 |
+
"<|es|>": 50262,
|
67 |
+
"<|et|>": 50307,
|
68 |
+
"<|eu|>": 50310,
|
69 |
+
"<|fa|>": 50300,
|
70 |
+
"<|fi|>": 50277,
|
71 |
+
"<|fo|>": 50338,
|
72 |
+
"<|fr|>": 50265,
|
73 |
+
"<|gl|>": 50319,
|
74 |
+
"<|gu|>": 50333,
|
75 |
+
"<|haw|>": 50352,
|
76 |
+
"<|ha|>": 50354,
|
77 |
+
"<|he|>": 50279,
|
78 |
+
"<|hi|>": 50276,
|
79 |
+
"<|hr|>": 50291,
|
80 |
+
"<|ht|>": 50339,
|
81 |
+
"<|hu|>": 50286,
|
82 |
+
"<|hy|>": 50312,
|
83 |
+
"<|id|>": 50275,
|
84 |
+
"<|is|>": 50311,
|
85 |
+
"<|it|>": 50274,
|
86 |
+
"<|ja|>": 50266,
|
87 |
+
"<|jw|>": 50356,
|
88 |
+
"<|ka|>": 50329,
|
89 |
+
"<|kk|>": 50316,
|
90 |
+
"<|km|>": 50323,
|
91 |
+
"<|kn|>": 50306,
|
92 |
+
"<|ko|>": 50264,
|
93 |
+
"<|la|>": 50294,
|
94 |
+
"<|lb|>": 50345,
|
95 |
+
"<|ln|>": 50353,
|
96 |
+
"<|lo|>": 50336,
|
97 |
+
"<|lt|>": 50293,
|
98 |
+
"<|lv|>": 50301,
|
99 |
+
"<|mg|>": 50349,
|
100 |
+
"<|mi|>": 50295,
|
101 |
+
"<|mk|>": 50308,
|
102 |
+
"<|ml|>": 50296,
|
103 |
+
"<|mn|>": 50314,
|
104 |
+
"<|mr|>": 50320,
|
105 |
+
"<|ms|>": 50282,
|
106 |
+
"<|mt|>": 50343,
|
107 |
+
"<|my|>": 50346,
|
108 |
+
"<|ne|>": 50313,
|
109 |
+
"<|nl|>": 50271,
|
110 |
+
"<|nn|>": 50342,
|
111 |
+
"<|no|>": 50288,
|
112 |
+
"<|oc|>": 50328,
|
113 |
+
"<|pa|>": 50321,
|
114 |
+
"<|pl|>": 50269,
|
115 |
+
"<|ps|>": 50340,
|
116 |
+
"<|pt|>": 50267,
|
117 |
+
"<|ro|>": 50284,
|
118 |
+
"<|ru|>": 50263,
|
119 |
+
"<|sa|>": 50344,
|
120 |
+
"<|sd|>": 50332,
|
121 |
+
"<|si|>": 50322,
|
122 |
+
"<|sk|>": 50298,
|
123 |
+
"<|sl|>": 50305,
|
124 |
+
"<|sn|>": 50324,
|
125 |
+
"<|so|>": 50326,
|
126 |
+
"<|sq|>": 50317,
|
127 |
+
"<|sr|>": 50303,
|
128 |
+
"<|su|>": 50357,
|
129 |
+
"<|sv|>": 50273,
|
130 |
+
"<|sw|>": 50318,
|
131 |
+
"<|ta|>": 50287,
|
132 |
+
"<|te|>": 50299,
|
133 |
+
"<|tg|>": 50331,
|
134 |
+
"<|th|>": 50289,
|
135 |
+
"<|tk|>": 50341,
|
136 |
+
"<|tl|>": 50348,
|
137 |
+
"<|tr|>": 50268,
|
138 |
+
"<|tt|>": 50351,
|
139 |
+
"<|uk|>": 50280,
|
140 |
+
"<|ur|>": 50290,
|
141 |
+
"<|uz|>": 50337,
|
142 |
+
"<|vi|>": 50278,
|
143 |
+
"<|yi|>": 50335,
|
144 |
+
"<|yo|>": 50325,
|
145 |
+
"<|zh|>": 50260
|
146 |
+
},
|
147 |
+
"max_initial_timestamp_index": 50,
|
148 |
+
"max_length": 448,
|
149 |
+
"no_timestamps_token_id": 50363,
|
150 |
+
"pad_token_id": 50257,
|
151 |
+
"prev_sot_token_id": 50361,
|
152 |
+
"return_timestamps": false,
|
153 |
+
"suppress_tokens": [
|
154 |
+
1,
|
155 |
+
2,
|
156 |
+
7,
|
157 |
+
8,
|
158 |
+
9,
|
159 |
+
10,
|
160 |
+
14,
|
161 |
+
25,
|
162 |
+
26,
|
163 |
+
27,
|
164 |
+
28,
|
165 |
+
29,
|
166 |
+
31,
|
167 |
+
58,
|
168 |
+
59,
|
169 |
+
60,
|
170 |
+
61,
|
171 |
+
62,
|
172 |
+
63,
|
173 |
+
90,
|
174 |
+
91,
|
175 |
+
92,
|
176 |
+
93,
|
177 |
+
359,
|
178 |
+
503,
|
179 |
+
522,
|
180 |
+
542,
|
181 |
+
873,
|
182 |
+
893,
|
183 |
+
902,
|
184 |
+
918,
|
185 |
+
922,
|
186 |
+
931,
|
187 |
+
1350,
|
188 |
+
1853,
|
189 |
+
1982,
|
190 |
+
2460,
|
191 |
+
2627,
|
192 |
+
3246,
|
193 |
+
3253,
|
194 |
+
3268,
|
195 |
+
3536,
|
196 |
+
3846,
|
197 |
+
3961,
|
198 |
+
4183,
|
199 |
+
4667,
|
200 |
+
6585,
|
201 |
+
6647,
|
202 |
+
7273,
|
203 |
+
9061,
|
204 |
+
9383,
|
205 |
+
10428,
|
206 |
+
10929,
|
207 |
+
11938,
|
208 |
+
12033,
|
209 |
+
12331,
|
210 |
+
12562,
|
211 |
+
13793,
|
212 |
+
14157,
|
213 |
+
14635,
|
214 |
+
15265,
|
215 |
+
15618,
|
216 |
+
16553,
|
217 |
+
16604,
|
218 |
+
18362,
|
219 |
+
18956,
|
220 |
+
20075,
|
221 |
+
21675,
|
222 |
+
22520,
|
223 |
+
26130,
|
224 |
+
26161,
|
225 |
+
26435,
|
226 |
+
28279,
|
227 |
+
29464,
|
228 |
+
31650,
|
229 |
+
32302,
|
230 |
+
32470,
|
231 |
+
36865,
|
232 |
+
42863,
|
233 |
+
47425,
|
234 |
+
49870,
|
235 |
+
50254,
|
236 |
+
50258,
|
237 |
+
50358,
|
238 |
+
50359,
|
239 |
+
50360,
|
240 |
+
50361,
|
241 |
+
50362
|
242 |
+
],
|
243 |
+
"task_to_id": {
|
244 |
+
"transcribe": 50359,
|
245 |
+
"translate": 50358
|
246 |
+
},
|
247 |
+
"transformers_version": "4.41.2"
|
248 |
+
}
|
model.safetensors
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
size 151109288
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:47083b6bc0c32c7eae0a3f2c737da92f7b17965b37dcc12e60724d92e88bf25c
|
3 |
size 151109288
|
runs/Jul10_14-39-42_b9e0e4d4ca6a/events.out.tfevents.1720622383.b9e0e4d4ca6a.1.0
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 sha256:1dafdf6d97a193e413d60dfe14dbd2233860362b3e153bc9443b08b4dfe7b2e2
|
3 |
+
size 4419417
|