Commit
·
9f73bcc
1
Parent(s):
0d8c061
Upload AutoEncoder1d
Browse files- autoencoder.py +31 -0
- config.json +6 -1
- pytorch_model.bin +3 -0
autoencoder.py
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from transformers import PreTrainedModel
|
| 2 |
+
from audio_encoders_pytorch import AutoEncoder1d as AE1d, TanhBottleneck
|
| 3 |
+
from .autoencoder_config import AutoEncoder1dConfig
|
| 4 |
+
|
| 5 |
+
bottleneck = { 'tanh': TanhBottleneck }
|
| 6 |
+
|
| 7 |
+
class AutoEncoder1d(PreTrainedModel):
|
| 8 |
+
|
| 9 |
+
config_class = AutoEncoder1dConfig
|
| 10 |
+
|
| 11 |
+
def __init__(self, config: AutoEncoder1dConfig):
|
| 12 |
+
super().__init__(config)
|
| 13 |
+
|
| 14 |
+
self.autoencoder = AE1d(
|
| 15 |
+
in_channels = config.in_channels,
|
| 16 |
+
patch_size = config.patch_size,
|
| 17 |
+
channels = config.channels,
|
| 18 |
+
multipliers = config.multipliers,
|
| 19 |
+
factors = config.factors,
|
| 20 |
+
num_blocks = config.num_blocks,
|
| 21 |
+
bottleneck = bottleneck[config.bottleneck]()
|
| 22 |
+
)
|
| 23 |
+
|
| 24 |
+
def forward(self, *args, **kwargs):
|
| 25 |
+
return self.autoencoder(*args, **kwargs)
|
| 26 |
+
|
| 27 |
+
def encode(self, *args, **kwargs):
|
| 28 |
+
return self.autoencoder.encode(*args, **kwargs)
|
| 29 |
+
|
| 30 |
+
def decode(self, *args, **kwargs):
|
| 31 |
+
return self.autoencoder.decode(*args, **kwargs)
|
config.json
CHANGED
|
@@ -1,6 +1,10 @@
|
|
| 1 |
{
|
|
|
|
|
|
|
|
|
|
| 2 |
"auto_map": {
|
| 3 |
-
"AutoConfig": "autoencoder_config.AutoEncoder1dConfig"
|
|
|
|
| 4 |
},
|
| 5 |
"bottleneck": "tanh",
|
| 6 |
"channels": 32,
|
|
@@ -32,5 +36,6 @@
|
|
| 32 |
8
|
| 33 |
],
|
| 34 |
"patch_size": 4,
|
|
|
|
| 35 |
"transformers_version": "4.24.0"
|
| 36 |
}
|
|
|
|
| 1 |
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"AutoEncoder1d"
|
| 4 |
+
],
|
| 5 |
"auto_map": {
|
| 6 |
+
"AutoConfig": "autoencoder_config.AutoEncoder1dConfig",
|
| 7 |
+
"AutoModel": "autoencoder.AutoEncoder1d"
|
| 8 |
},
|
| 9 |
"bottleneck": "tanh",
|
| 10 |
"channels": 32,
|
|
|
|
| 36 |
8
|
| 37 |
],
|
| 38 |
"patch_size": 4,
|
| 39 |
+
"torch_dtype": "float32",
|
| 40 |
"transformers_version": "4.24.0"
|
| 41 |
}
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0f5038eca135d02345e04b3ce8b44a2e66e709e5d0a0ebb8f2209349d3087ee6
|
| 3 |
+
size 83290921
|