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cuda : avoid async allocs in CUDA mel code

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Georgi Gerganov 2024-06-12 09:52:15 +03:00
parent 420b6abc54
commit 267e15a46d
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GPG Key ID: 449E073F9DC10735
1 changed files with 14 additions and 14 deletions
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28
whisper-mel-cuda.cu
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@ -203,14 +203,14 @@ public:
// create Hann window
{
auto hw = whisper_mel_calc::hann_window();
CUDA_CHECK(cudaMallocAsync(&m_hann_window, hw.len * sizeof(float), m_stream));
CUDA_CHECK(cudaMalloc(&m_hann_window, hw.len * sizeof(float)));
CUDA_CHECK(cudaMemcpyAsync(m_hann_window, hw.data, hw.len * sizeof(float), cudaMemcpyHostToDevice, m_stream));
}
// fill filters
{
auto& f = filters.data;
CUDA_CHECK(cudaMallocAsync(&m_filters, f.size() * sizeof(float), m_stream));
CUDA_CHECK(cudaMalloc(&m_filters, f.size() * sizeof(float)));
CUDA_CHECK(cudaMemcpyAsync(m_filters, f.data(), f.size() * sizeof(float), cudaMemcpyHostToDevice, m_stream));
}
@ -243,7 +243,7 @@ public:
m_cufft_workspace = nullptr;
}
CUFFT_CHECK(cufftEstimate1d(WHISPER_N_FFT, CUFFT_R2C, max_frames, &m_cufft_workspace_size));
CUDA_CHECK(cudaMallocAsync(&m_cufft_workspace, m_cufft_workspace_size, m_stream));
CUDA_CHECK(cudaMalloc(&m_cufft_workspace, m_cufft_workspace_size));
}
// device reduce working area
@ -261,7 +261,7 @@ public:
cub::DeviceReduce::Max(nullptr, nbytes, temp, temp, max_frames * max_mels);
m_log_mel_temp_storage_size = nbytes + LOG_MEL_PREFIX_SIZE;
CUDA_CHECK(cudaMallocAsync(&m_log_mel_temp_storage, m_log_mel_temp_storage_size, m_stream));
CUDA_CHECK(cudaMalloc(&m_log_mel_temp_storage, m_log_mel_temp_storage_size));
}
m_n_max_samples = n_samples;
@ -286,16 +286,16 @@ public:
const auto n_frames = 1 + (padded_samples.size() - WHISPER_N_FFT) / WHISPER_HOP_LENGTH;
float * cu_padded_samples = nullptr;
CUDA_CHECK(cudaMallocAsync(&cu_padded_samples, padded_samples.size() * sizeof(float), m_stream));
CUDA_CHECK(cudaMalloc(&cu_padded_samples, padded_samples.size() * sizeof(float)));
CUDA_CHECK(cudaMemcpyAsync(cu_padded_samples, padded_samples.data(), padded_samples.size() * sizeof(float), cudaMemcpyHostToDevice, m_stream));
float * stft_in = nullptr; // contiguous buffer for stft input
CUDA_CHECK(cudaMallocAsync(&stft_in, n_frames * WHISPER_N_FFT * sizeof(float), m_stream));
CUDA_CHECK(cudaMalloc(&stft_in, n_frames * WHISPER_N_FFT * sizeof(float)));
fill_stft_input(cu_padded_samples, int(n_frames), m_hann_window, stft_in, m_stream);
cufftComplex* stft_out;
CUDA_CHECK(cudaMallocAsync(&stft_out, n_frames * WHISPER_N_FFT_HALF * sizeof(cufftComplex), m_stream));
CUDA_CHECK(cudaMalloc(&stft_out, n_frames * WHISPER_N_FFT_HALF * sizeof(cufftComplex)));
cufftHandle plan;
CUFFT_CHECK(cufftCreate(&plan));
@ -311,11 +311,11 @@ public:
const auto n_mag_frames = n_frames - 1; // drop last frame
float * magnitudes;
CUDA_CHECK(cudaMallocAsync(&magnitudes, n_mag_frames * WHISPER_N_FFT_HALF * sizeof(float), m_stream));
CUDA_CHECK(cudaMalloc(&magnitudes, n_mag_frames * WHISPER_N_FFT_HALF * sizeof(float)));
calc_magnitudes(stft_out, int(n_mag_frames), magnitudes, m_stream);
float * mel_data = nullptr;
CUDA_CHECK(cudaMallocAsync(&mel_data, m_n_mel * n_mag_frames * sizeof(float), m_stream));
CUDA_CHECK(cudaMalloc(&mel_data, m_n_mel * n_mag_frames * sizeof(float)));
const float fone = 1.0f, fzero = 0.0f;
CUBLAS_CHECK(cublasSgemm(m_cublas_handle, CUBLAS_OP_T, CUBLAS_OP_N,
@ -343,11 +343,11 @@ public:
// cleanup
CUFFT_CHECK(cufftDestroy(plan));
CUDA_CHECK(cudaFreeAsync(mel_data, m_stream));
CUDA_CHECK(cudaFreeAsync(magnitudes, m_stream));
CUDA_CHECK(cudaFreeAsync(stft_out, m_stream));
CUDA_CHECK(cudaFreeAsync(stft_in, m_stream));
CUDA_CHECK(cudaFreeAsync(cu_padded_samples, m_stream));
CUDA_CHECK(cudaFree(mel_data));
CUDA_CHECK(cudaFree(magnitudes));
CUDA_CHECK(cudaFree(stft_out));
CUDA_CHECK(cudaFree(stft_in));
CUDA_CHECK(cudaFree(cu_padded_samples));
return ret;
}