Some checks failed
Linux Build / Linux cpu (push) Has been cancelled
Linux Build / Linux cpu-clang (push) Has been cancelled
Linux Build / Linux vulkan (push) Has been cancelled
mac-build / macOS CPU (push) Has been cancelled
Nix Build / Nix (cpu) (push) Has been cancelled
Nix Build / Nix (vulkan) (push) Has been cancelled
windows-build / Windows CPU (push) Has been cancelled
75 lines
2.7 KiB
C++
75 lines
2.7 KiB
C++
#pragma once
|
|
|
|
#include "engine/framework/core/backend_weight_store.h"
|
|
#include "engine/framework/modules/attention/types.h"
|
|
#include "engine/framework/modules/conv_modules.h"
|
|
#include "engine/framework/modules/linear_module.h"
|
|
#include "engine/framework/modules/norm_modules.h"
|
|
#include "engine/framework/modules/recurrent_modules.h"
|
|
#include "engine/framework/modules/streaming_conv_modules.h"
|
|
#include "engine/models/nemotron_asr/assets.h"
|
|
|
|
#include <memory>
|
|
#include <vector>
|
|
|
|
namespace engine::models::nemotron_asr {
|
|
|
|
struct NemotronSubsamplingLayerWeights {
|
|
engine::core::TensorValue depthwise_weight;
|
|
engine::core::TensorValue depthwise_bias;
|
|
engine::modules::Conv2dWeights pointwise;
|
|
};
|
|
|
|
struct NemotronSubsamplingWeights {
|
|
engine::modules::Conv2dWeights conv_in;
|
|
std::vector<NemotronSubsamplingLayerWeights> layers;
|
|
engine::modules::LinearWeights linear;
|
|
};
|
|
|
|
struct NemotronFastConformerEncoderLayerWeights {
|
|
engine::modules::NormWeights norm_feed_forward1;
|
|
engine::modules::NormWeights norm_self_att;
|
|
engine::modules::NormWeights norm_conv;
|
|
engine::modules::NormWeights conv_norm;
|
|
engine::modules::NormWeights norm_feed_forward2;
|
|
engine::modules::NormWeights norm_out;
|
|
engine::modules::LinearWeights ff1_linear1;
|
|
engine::modules::LinearWeights ff1_linear2;
|
|
engine::modules::LinearWeights ff2_linear1;
|
|
engine::modules::LinearWeights ff2_linear2;
|
|
engine::modules::RelativeAttentionWeights self_attn;
|
|
engine::modules::LinearWeights conv_pointwise1;
|
|
engine::modules::DepthwiseConv1dWeights conv_depthwise;
|
|
engine::modules::LinearWeights conv_pointwise2;
|
|
};
|
|
|
|
struct NemotronFastConformerEncoderWeights {
|
|
NemotronSubsamplingWeights subsampling;
|
|
std::vector<NemotronFastConformerEncoderLayerWeights> layers;
|
|
engine::modules::LinearWeights prompt_linear1;
|
|
engine::modules::LinearWeights prompt_linear2;
|
|
engine::modules::LinearWeights encoder_projector;
|
|
};
|
|
|
|
struct NemotronRnntDecoderWeights {
|
|
engine::core::TensorValue embedding;
|
|
std::vector<engine::modules::LSTMCellWeights> lstm_layers;
|
|
engine::modules::LinearWeights decoder_projector;
|
|
engine::modules::LinearWeights joint_head;
|
|
};
|
|
|
|
struct NemotronWeights {
|
|
std::shared_ptr<engine::core::BackendWeightStore> store;
|
|
NemotronFastConformerEncoderWeights encoder;
|
|
NemotronRnntDecoderWeights decoder;
|
|
};
|
|
|
|
std::shared_ptr<const NemotronWeights> load_nemotron_asr_weights(
|
|
const NemotronASRAssets & assets,
|
|
ggml_backend_t backend,
|
|
engine::core::BackendType backend_type,
|
|
engine::assets::TensorStorageType matmul_storage_type,
|
|
engine::assets::TensorStorageType conv_storage_type,
|
|
size_t weight_context_bytes);
|
|
|
|
} // namespace engine::models::nemotron_asr
|