Llm, Transformers, Fine Tuning, Gpu, Scaling Law.
else 1 n_frozen_params = num_parameters(model, requires_grad=False) frozen_flops = flops_per_param(model.max_seq_length, model.config.n_layer, model.config.n_embd, n_frozen_params) # forward + backward frozen_ops_per_step = 2 if training else 1 return ops_per_step * trainable_flops +