flavioschneider
commited on
Commit
•
2ee6646
1
Parent(s):
e74dfc1
Upload Adapter
Browse files- config.json +6 -1
- model.py +61 -0
- pytorch_model.bin +3 -0
config.json
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@@ -1,7 +1,12 @@
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{
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"auto_map": {
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-
"AutoConfig": "config.AdapterConfig"
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},
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"model_type": "archinetai/adapter-A-v1",
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"transformers_version": "4.24.0"
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}
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{
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"architectures": [
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"Adapter"
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],
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"auto_map": {
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"AutoConfig": "config.AdapterConfig",
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"AutoModel": "model.Adapter"
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},
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"model_type": "archinetai/adapter-A-v1",
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"torch_dtype": "float32",
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"transformers_version": "4.24.0"
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}
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model.py
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import torch
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from torch import Tensor, nn
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from transformers import PreTrainedModel
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from .config import AdapterConfig
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class Model(nn.Module):
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def __init__(
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self,
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num_channels: int,
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num_filters: int,
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window_length: int,
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stride: int,
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):
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super().__init__()
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self.stride = stride
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padding = window_length // 2 - stride // 2
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self.conv = nn.Conv1d(
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in_channels=num_channels,
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out_channels=num_filters,
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kernel_size=window_length,
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stride=stride,
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padding=padding,
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padding_mode="reflect",
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bias=False,
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)
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self.decode = nn.ConvTranspose1d(
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in_channels=num_filters,
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out_channels=num_channels,
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kernel_size=window_length,
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stride=stride,
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padding=padding,
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bias=False,
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)
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def encode(self, x: Tensor) -> Tensor:
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return torch.tanh(self.conv(x))
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class Adapter(PreTrainedModel):
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config_class = AdapterConfig
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def __init__(self, config: AdapterConfig):
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super().__init__(config)
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self.model = Model(
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num_channels=2,
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num_filters=128,
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window_length=128,
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stride=64
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)
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def encode(self, x):
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return self.model.encode(x)
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def decode(self, x):
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return self.model.decode(x)
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:e428e6cb74fc8e479aed1bb50537e1be4fe06202815abd4562245d639d410185
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size 263143
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