18#include <unordered_map>
43 "LorenzoConfig must fit in FZM_STAGE_CONFIG_SIZE");
55 static_assert(std::is_integral<T>::value && std::is_signed<T>::value,
56 "LorenzoStage requires a signed integer type");
70 : block_size_(block_size), centering_(centering), order_(order) {
71 if (block_size > 1024)
72 throw std::invalid_argument(
73 "LorenzoStage: block_size must be in [0, 1024], got "
74 + std::to_string(block_size));
75 if (centering && block_size == 0)
76 throw std::invalid_argument(
77 "LorenzoStage: centering requires block_size > 0");
78 if (order != 1 && order != 2)
79 throw std::invalid_argument(
80 "LorenzoStage: order must be 1 or 2, got " + std::to_string(order));
81 if (order == 2 && block_size == 0)
82 throw std::invalid_argument(
83 "LorenzoStage: order 2 requires block_size > 0");
86 void setInverse(
bool inv)
override { is_inverse_ = inv; }
87 bool isInverse()
const override {
return is_inverse_; }
89 void setDims(
const std::array<size_t, 3>& dims)
override { dims_ = dims; }
90 void setDims(
size_t x,
size_t y = 1,
size_t z = 1) { dims_ = {x, y, z}; }
91 std::array<size_t, 3> getDims()
const {
return dims_; }
107 throw std::invalid_argument(
108 "LorenzoStage::setBlockSize: n must be in [0, 1024], got "
109 + std::to_string(n));
112 uint32_t getBlockSize()
const {
return block_size_; }
142 bool getCentering()
const {
return centering_; }
162 if (k != 1 && k != 2)
163 throw std::invalid_argument(
164 "LorenzoStage::setOrder: order must be 1 or 2, got " + std::to_string(k));
167 uint8_t getOrder()
const {
return order_; }
170 if (dims_[2] > 1)
return 3;
171 if (dims_[1] > 1)
return 2;
178 const std::vector<void*>& inputs,
179 const std::vector<void*>& outputs,
180 const std::vector<size_t>& sizes
183 std::string
getName()
const override {
return "Lorenzo"; }
187 return (is_inverse_ && centeringActive()) ? 2 : 1;
189 size_t getNumOutputs()
const override {
190 return (!is_inverse_ && centeringActive()) ? 2 : 1;
194 if (centeringActive())
return {
"output",
"means"};
199 const std::vector<size_t>& input_sizes
201 const size_t in = input_sizes.empty() ? 0 : input_sizes[0];
202 if (!centeringActive())
return {in};
203 return {in, numBlocks(in /
sizeof(T)) *
sizeof(T)};
206 std::unordered_map<std::string, size_t>
208 if (centeringActive())
209 return {{
"output", actual_output_size_}, {
"means", actual_means_size_}};
210 return {{
"output", actual_output_size_}};
214 if (index == 0)
return actual_output_size_;
215 if (index == 1 && centeringActive())
return actual_means_size_;
220 return static_cast<uint16_t
>(StageType::LORENZO);
224 return static_cast<uint8_t
>(getElementDataType());
228 return static_cast<uint8_t
>(getElementDataType());
233 throw std::runtime_error(
"LorenzoStage: header buffer too small");
236 cfg.
ndim =
static_cast<uint8_t
>(ndim());
237 cfg.
dim_x =
static_cast<uint32_t
>(dims_[0]);
238 cfg.
dim_y =
static_cast<uint32_t
>(dims_[1]);
239 cfg.
dim_z =
static_cast<uint32_t
>(dims_[2]);
241 cfg.
centering = centeringActive() ? 1u : 0u;
249 constexpr size_t kMinSize = 16;
251 throw std::runtime_error(
"LorenzoStage: header too small");
253 std::memcpy(&cfg, buf, std::min(size,
sizeof(
LorenzoConfig)));
254 int eff_ndim = (cfg.
ndim == 0) ? 1 :
static_cast<int>(cfg.
ndim);
255 dims_[0] = cfg.
dim_x;
256 dims_[1] = (eff_ndim >= 2) ? cfg.
dim_y : 1;
257 dims_[2] = (eff_ndim >= 3) ? cfg.
dim_z : 1;
264 order_ = (cfg.
order == 2) ? 2u : 1u;
272 bool is_inverse_ =
false;
273 size_t actual_output_size_ = 0;
274 size_t actual_means_size_ = 0;
275 std::array<size_t, 3> dims_ = {0, 1, 1};
276 uint32_t block_size_ = 0;
277 bool centering_ =
false;
283 bool centeringActive()
const {
return centering_ && block_size_ > 0; }
286 size_t numBlocks(
size_t n)
const {
287 return (block_size_ == 0) ? 0 : (n + block_size_ - 1) / block_size_;
290 static DataType getElementDataType() {
291 if (std::is_same<T, int8_t>::value)
return DataType::INT8;
292 if (std::is_same<T, int16_t>::value)
return DataType::INT16;
293 if (std::is_same<T, int32_t>::value)
return DataType::INT32;
294 if (std::is_same<T, int64_t>::value)
return DataType::INT64;
295 return DataType::INT32;
299extern template class LorenzoStage<int8_t>;
300extern template class LorenzoStage<int16_t>;
301extern template class LorenzoStage<int32_t>;
302extern template class LorenzoStage<int64_t>;
307void launchLorenzoDeltaKernel1D(
308 const T* d_input, T* d_output,
size_t n, fz::stream_t stream,
309 unsigned block_threads = 256);
312void launchLorenzoPrefixSumKernel1D(
313 const T* d_input, T* d_output,
size_t n, fz::stream_t stream,
314 unsigned block_threads = 256);
321 const T* d_input, T* d_output, T* d_means,
size_t n, fz::stream_t stream,
322 unsigned block_threads);
330 const T* d_input,
const T* d_means, T* d_output,
size_t n, fz::stream_t stream,
331 unsigned block_threads,
int passes);
337 const T* d_input, T* d_output, T* d_means,
size_t n, fz::stream_t stream,
338 unsigned block_threads);
341void launchLorenzoDeltaKernel2D(
342 const T* d_input, T* d_output,
size_t nx,
size_t ny, fz::stream_t stream);
345void launchLorenzoPrefixSumKernel2D(
346 const T* d_input, T* d_output,
size_t nx,
size_t ny, fz::stream_t stream);
349void launchLorenzoDeltaKernel3D(
350 const T* d_input, T* d_output,
size_t nx,
size_t ny,
size_t nz, fz::stream_t stream);
353void launchLorenzoPrefixSumKernel3D(
354 const T* d_input, T* d_output,
size_t nx,
size_t ny,
size_t nz, fz::stream_t stream);
Definition lorenzo_stage.h:54
void setBlockSize(uint32_t n)
Definition lorenzo_stage.h:105
std::vector< size_t > estimateOutputSizes(const std::vector< size_t > &input_sizes) const override
Definition lorenzo_stage.h:198
size_t getMaxHeaderSize(size_t) const override
Definition lorenzo_stage.h:267
std::string getName() const override
Definition lorenzo_stage.h:183
size_t getActualOutputSize(int index) const override
Definition lorenzo_stage.h:213
uint16_t getStageTypeId() const override
Definition lorenzo_stage.h:219
void setInverse(bool inv) override
Definition lorenzo_stage.h:86
std::vector< std::string > getOutputNames() const override
Definition lorenzo_stage.h:193
void setCentering(bool enable)
Definition lorenzo_stage.h:141
size_t serializeHeader(size_t, uint8_t *buf, size_t max_size) const override
Definition lorenzo_stage.h:231
void setOrder(uint8_t k)
Definition lorenzo_stage.h:161
std::unordered_map< std::string, size_t > getActualOutputSizesByName() const override
Definition lorenzo_stage.h:207
uint8_t getInputDataType(size_t) const override
Definition lorenzo_stage.h:227
uint8_t getOutputDataType(size_t) const override
Definition lorenzo_stage.h:223
LorenzoStage(uint32_t block_size, bool centering=false, uint8_t order=1)
Definition lorenzo_stage.h:68
void execute(fz::stream_t stream, MemoryPool *pool, const std::vector< void * > &inputs, const std::vector< void * > &outputs, const std::vector< size_t > &sizes) override
size_t getNumInputs() const override
Centering adds a "means" port: a second output forward, a second input inverse.
Definition lorenzo_stage.h:186
void deserializeHeader(const uint8_t *buf, size_t size) override
Definition lorenzo_stage.h:247
void setDims(const std::array< size_t, 3 > &dims) override
Definition lorenzo_stage.h:89
Definition algorithms.h:48
void launchLorenzoDeltaCentered1D(const T *d_input, T *d_output, T *d_means, size_t n, fz::stream_t stream, unsigned block_threads)
void launchLorenzoSegmentedScan(const T *d_input, const T *d_means, T *d_output, size_t n, fz::stream_t stream, unsigned block_threads, int passes)
void launchLorenzo2Delta1D(const T *d_input, T *d_output, T *d_means, size_t n, fz::stream_t stream, unsigned block_threads)
constexpr size_t FZM_STAGE_CONFIG_SIZE
Per-stage serialized config slot (bytes)
Definition fzm_format.h:65
DataType
Element data type identifiers used in buffer and stage descriptors.
Definition fzm_format.h:118
Base class interface for all compression stages.
Definition lorenzo_stage.h:28
uint8_t centering
1 if per-block mean centering is enabled, else 0.
Definition lorenzo_stage.h:31
uint32_t dim_z
Z dimension (1 for 1-D/2-D).
Definition lorenzo_stage.h:35
DataType data_type
Signed integer element type (1B).
Definition lorenzo_stage.h:29
uint32_t dim_y
Y dimension (1 for 1-D).
Definition lorenzo_stage.h:34
uint8_t ndim
Spatial dimensionality 1/2/3 (0 treated as 1).
Definition lorenzo_stage.h:30
uint32_t dim_x
X (fast) dimension.
Definition lorenzo_stage.h:33
uint8_t order
Prediction order: 0/1 = first, 2 = second. 0 reads as 1.
Definition lorenzo_stage.h:32
uint32_t block_size
1-D block-local reset period; 0 = default N-D behavior.
Definition lorenzo_stage.h:36
Backend-neutral GPU type aliases.