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construct/include/ircd/gpt/model.h

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1.4 KiB
C++

// Tensor Construct
//
// Copyright (C) Matrix Construct Developers, Authors & Contributors
// Copyright (C) 2016-2021 Jason Volk <jason@zemos.net>
//
// Permission to use, copy, modify, and/or distribute this software for any
// purpose with or without fee is hereby granted, provided that the above
// copyright notice and this permission notice is present in all copies. The
// full license for this software is available in the LICENSE file.
#pragma once
#define HAVE_IRCD_GPT_MODEL_H
namespace ircd::gpt::model
{
struct norm;
struct attn;
struct ffnn;
struct block;
struct decoder;
extern const decoder *default_model;
}
/// Attention aperature
struct ircd::gpt::model::attn
{
float
attn_bias alignas(64) [2304],
attn_weight alignas(64) [768][2304],
proj_bias alignas(64) [768],
proj_weight alignas(64) [768][768];
bool bias alignas(64) [1024][1024];
};
/// Feed-forward neural network
struct ircd::gpt::model::ffnn
{
float
fc_bias alignas(64) [3072],
fc_weight alignas(64) [768][3072],
proj_bias alignas(64) [768],
proj_weight alignas(64) [3072][768];
};
/// Layer normalization
struct ircd::gpt::model::norm
{
float
bias alignas(64) [768],
weight alignas(64) [768];
};
/// Transformer block
struct ircd::gpt::model::block
{
norm ln1;
model::attn attn;
norm ln2;
model::ffnn ffnn;
};
struct ircd::gpt::model::decoder
{
float
wpe alignas(64) [1024][768],
wte alignas(64) [65536][768];
block layer[12];
norm f;
};