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Running on Zero
Running on Zero
File size: 926 Bytes
9cde5e3 98d1e65 9cde5e3 1717c0c 9cde5e3 98d1e65 972b71a 98d1e65 9cde5e3 98d1e65 137f7ef 98d1e65 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 | from dataclasses import dataclass
@dataclass #thank you v3.7
class ModelConfig:
context_length: int = 64 #disambiguation is needed here... my head is spinning
# max_length: int = 512 #length of single input (truncation + padding concerns)
d_model: int = 64 #model dim
d_ff: int = 256 #feed forward dim
num_layers: int = 2 #transformer blocks
number_of_heads: int = 2
dropout: float = 0.1 #percent. avoid overfitting, break emerging biases
@dataclass
class TrainingConfig:
batch_size: int = 32
learning_rate: float = 0.001 #the value added/subtracted to gradients
num_steps: int = 100
eval_interval: int = 10
eval_batches: int = 20
num_train_samples: int | None = None #None for all, or limit to N samples for testing
#need to connect to config file or cli args
@dataclass
class RuntimeConfig:
number_of_heads: int = 2
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