LlamaDecoderLayerWeight.h 2.12 KB
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/*
 * Copyright (c) OpenMMLab. All rights reserved.
 * Copyright (c) 2019-2023, NVIDIA CORPORATION.  All rights reserved.
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

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// Modified from
// https://github.com/NVIDIA/FasterTransformer/blob/main/src/fastertransformer/models/multi_gpu_gpt/ParallelGptDecoderLayerWeight.h
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#pragma once

#include "src/fastertransformer/models/llama/LlamaDenseWeight.h"

namespace fastertransformer {

template<typename T>
struct LlamaDecoderLayerWeight {
public:
    LlamaDecoderLayerWeight() = delete;
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    LlamaDecoderLayerWeight(size_t     hidden_units,
                            size_t     inter_size,
                            WeightType weight_type,
                            bool       attn_bias,
                            size_t     tensor_para_size,
                            size_t     tensor_para_rank);
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    ~LlamaDecoderLayerWeight();
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    LlamaDecoderLayerWeight(const LlamaDecoderLayerWeight& other)            = delete;
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    LlamaDecoderLayerWeight& operator=(const LlamaDecoderLayerWeight& other) = delete;

    void loadModel(std::string dir_path, FtCudaDataType model_file_type);

    T*                      self_attn_norm_weights{};
    T*                      ffn_norm_weights{};
    LlamaAttentionWeight<T> self_attn_weights{};
    LlamaFfnWeight<T>       ffn_weights{};

private:
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    size_t     hidden_units_;
    size_t     inter_size_;
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    WeightType weight_type_;
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    size_t     bit_size_;
    bool       attn_bias_;
    size_t     tensor_para_size_;
    size_t     tensor_para_rank_;
    bool       is_maintain_buffer_ = false;
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    void mallocWeights();
};

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}  // namespace fastertransformer