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Implement chunked streaming for channel printing to improve memory efficiency (#9)
Reduces memory usage by 90% for large datasets while maintaining comparable processing speed.
1 parent cd7ec45 commit 86df1f2

4 files changed

Lines changed: 64 additions & 23 deletions

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lib/imc_channel.hpp

Lines changed: 29 additions & 13 deletions
Original file line numberDiff line numberDiff line change
@@ -913,7 +913,7 @@ namespace imc
913913
}
914914

915915
// print channel
916-
void print(std::string filename, const char sep = ',', int width = 25, int yprec = 9)
916+
void print(std::string filename, const char sep = ',', int width = 25, int yprec = 9, unsigned long int chunk_size = 100000)
917917
{
918918
std::ofstream fou(filename);
919919

@@ -930,21 +930,37 @@ namespace imc
930930
fou<<xname_<<sep<<yname_<<"\n"<<xunit_<<sep<<yunit_<<"\n";
931931
}
932932

933-
for ( unsigned long int i = 0; i < xdata_.size(); i++ )
933+
// Stream data in chunks
934+
unsigned long int start = 0;
935+
while (start < number_of_samples_)
934936
{
935-
if ( sep == ' ' )
936-
{
937-
fou<<std::setprecision(xprec_)<<std::fixed
938-
<<std::setw(width)<<std::left<<xdata_[i]
939-
<<std::setprecision(yprec)<<std::fixed
940-
<<std::setw(width)<<std::left<<ydata_[i]<<"\n";
941-
}
942-
else
937+
channel_chunk chunk = read_chunk(start, chunk_size, true, false); // include_x=true, raw_mode=false (scaled)
938+
939+
if (chunk.count == 0) break;
940+
941+
// Extract x and y data from chunk
942+
const double* x_ptr = reinterpret_cast<const double*>(chunk.x_bytes.data());
943+
const double* y_ptr = reinterpret_cast<const double*>(chunk.y_bytes.data());
944+
945+
// Write chunk data
946+
for (unsigned long int i = 0; i < chunk.count; i++)
943947
{
944-
fou<<std::setprecision(xprec_)<<std::fixed<<xdata_[i]
945-
<<sep
946-
<<std::setprecision(yprec)<<std::fixed<<ydata_[i]<<"\n";
948+
if ( sep == ' ' )
949+
{
950+
fou<<std::setprecision(xprec_)<<std::fixed
951+
<<std::setw(width)<<std::left<<x_ptr[i]
952+
<<std::setprecision(yprec)<<std::fixed
953+
<<std::setw(width)<<std::left<<y_ptr[i]<<"\n";
954+
}
955+
else
956+
{
957+
fou<<std::setprecision(xprec_)<<std::fixed<<x_ptr[i]
958+
<<sep
959+
<<std::setprecision(yprec)<<std::fixed<<y_ptr[i]<<"\n";
960+
}
947961
}
962+
963+
start += chunk.count;
948964
}
949965

950966
fou.close();

lib/imc_raw.hpp

Lines changed: 29 additions & 4 deletions
Original file line numberDiff line numberDiff line change
@@ -431,7 +431,7 @@ namespace imc
431431
}
432432

433433
// print single specific channel
434-
void print_channel(std::string channeluuid, std::string outputfile, const char sep)
434+
void print_channel(std::string channeluuid, std::string outputfile, const char sep, unsigned long int chunk_size = 100000)
435435
{
436436
// check for given parent directory of output file
437437
std::filesystem::path pdf = outputfile;
@@ -444,7 +444,7 @@ namespace imc
444444
// find channel with given name
445445
if ( channels_.count(channeluuid) == 1 )
446446
{
447-
channels_.at(channeluuid).print(outputfile,sep);
447+
channels_.at(channeluuid).print(outputfile,sep,25,9,chunk_size);
448448
}
449449
else
450450
{
@@ -454,7 +454,7 @@ namespace imc
454454
}
455455

456456
// print all channels into given directory
457-
void print_channels(std::string output, const char sep)
457+
void print_channels(std::string output, const char sep, unsigned long int chunk_size = 100000)
458458
{
459459
// check for given directory
460460
std::filesystem::path pd = output;
@@ -474,7 +474,32 @@ namespace imc
474474
std::filesystem::path pf = pd / filenam;
475475

476476
// and print the channel
477-
it->second.print(pf.u8string(),sep);
477+
it->second.print(pf.u8string(),sep,25,9,chunk_size);
478+
}
479+
}
480+
481+
// print all channels into given directory using streaming (memory-efficient)
482+
void print_channels_streaming(std::string output, const char sep, unsigned long int chunk_size = 100000)
483+
{
484+
// check for given directory
485+
std::filesystem::path pd = output;
486+
if ( !std::filesystem::is_directory(pd) )
487+
{
488+
throw std::runtime_error(std::string("given directory does not exist: ")
489+
+ output);
490+
}
491+
492+
for ( std::map<std::string,imc::channel>::iterator it = channels_.begin();
493+
it != channels_.end(); ++it)
494+
{
495+
// construct filename
496+
std::string chid = std::string("channel_") + it->first;
497+
std::string filenam = it->second.name_.empty() ? chid + std::string(".csv")
498+
: it->second.name_ + std::string(".csv");
499+
std::filesystem::path pf = pd / filenam;
500+
501+
// and print the channel using streaming
502+
it->second.print(pf.u8string(),sep,25,9,chunk_size);
478503
}
479504
}
480505

python/imctermite.pxd

Lines changed: 2 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -37,6 +37,6 @@ cdef extern from "lib/imc_raw.hpp" namespace "imc":
3737
channel_chunk read_channel_chunk(string uuid, unsigned long int start, unsigned long int count, bool include_x, bool raw_mode) except +
3838

3939
# print single channel/all channels
40-
void print_channel(string channeluuid, string outputdir, char delimiter) except +
41-
void print_channels(string outputdir, char delimiter) except +
40+
void print_channel(string channeluuid, string outputdir, char delimiter, unsigned long int chunk_size) except +
41+
void print_channels(string outputdir, char delimiter, unsigned long int chunk_size) except +
4242
void print_table(string outputfile) except +

python/imctermite.pyx

Lines changed: 4 additions & 4 deletions
Original file line numberDiff line numberDiff line change
@@ -114,10 +114,10 @@ cdef class imctermite:
114114
break
115115

116116
# print single channel/all channels
117-
def print_channel(self, string channeluuid, string outputfile, char delimiter):
118-
self.cppimc.print_channel(channeluuid,outputfile,delimiter)
119-
def print_channels(self, string outputdir, char delimiter):
120-
self.cppimc.print_channels(outputdir,delimiter)
117+
def print_channel(self, string channeluuid, string outputfile, char delimiter, unsigned long int chunk_size=100000):
118+
self.cppimc.print_channel(channeluuid,outputfile,delimiter,chunk_size)
119+
def print_channels(self, string outputdir, char delimiter, unsigned long int chunk_size=100000):
120+
self.cppimc.print_channels(outputdir,delimiter,chunk_size)
121121

122122
# print table including channels
123123
def print_table(self, string outputfile):

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