Update meshexpert.py
Browse files- meshexpert.py +16 -2
meshexpert.py
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from transformers import PretrainedConfig, PreTrainedModel, AutoModelForCausalLM # Import AutoModelForCausalLM
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import torch
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import torch.nn as nn
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import torch.nn.functional as F
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import math
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from transformers.modeling_outputs import CausalLMOutputWithPast # Import the necessary output class
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# Define a single Expert within the Mesh
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class MeshExpert(nn.Module):
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def __init__(self, config: MeshConfig):
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super().__init__()
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self.fc1 = nn.Linear(config.hidden_size, config.expert_intermediate_size)
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self.gelu = nn.GELU() # Using GELU as an example activation
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self.fc2 = nn.Linear(config.expert_intermediate_size, config.hidden_size)
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def forward(self, x):
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return self.fc2(self.gelu(self.fc1(x)))
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