Upload model
Browse files- MyModel.py +29 -0
- config.json +6 -1
- model.safetensors +3 -0
MyModel.py
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from transformers import PreTrainedModel
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from .MyConfig import MnistConfig
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from torch import nn
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import torch.nn.functional as F
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class MnistModel(PreTrainedModel):
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config_class = MnistConfig
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def __init__(self, config):
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super().__init__(config)
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# use the config to instantiate our model
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self.conv1 = nn.Conv2d(1, config.conv1, kernel_size=5)
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self.conv2 = nn.Conv2d(config.conv1, config.conv2, kernel_size=5)
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self.conv2_drop = nn.Dropout2d()
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self.fc1 = nn.Linear(320, 50)
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self.fc2 = nn.Linear(50, 10)
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self.softmax = nn.Softmax(dim=-1)
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def forward(self, x,labels=None):
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x = F.relu(F.max_pool2d(self.conv1(x), 2))
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x = F.relu(F.max_pool2d(self.conv2_drop(self.conv2(x)), 2))
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x = x.view(-1, 320)
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x = F.relu(self.fc1(x))
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x = F.dropout(x, training=self.training)
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x = self.fc2(x)
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output = self.softmax(x)
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if labels != None :
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print("continue training script here")
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return output
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config.json
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{
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"auto_map": {
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"AutoConfig": "MyConfig.MnistConfig"
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},
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"conv1": 10,
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"conv2": 20,
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"model_type": "MobileNetV1",
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"transformers_version": "4.35.2"
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}
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{
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"architectures": [
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"MnistModel"
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],
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"auto_map": {
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"AutoConfig": "MyConfig.MnistConfig",
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"AutoModelForImageClassification": "MyModel.MnistModel"
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},
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"conv1": 10,
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"conv2": 20,
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"model_type": "MobileNetV1",
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"torch_dtype": "float32",
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"transformers_version": "4.35.2"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6eee7d5198f4d57968bd06755727c4e89cd627b1b5fa7e0bfa42cf5a3bcd6697
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size 87976
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