diff options
Diffstat (limited to 'io/sgd_buffer.lua')
-rw-r--r-- | io/sgd_buffer.lua | 111 |
1 files changed, 0 insertions, 111 deletions
diff --git a/io/sgd_buffer.lua b/io/sgd_buffer.lua deleted file mode 100644 index f4f7dfe..0000000 --- a/io/sgd_buffer.lua +++ /dev/null @@ -1,111 +0,0 @@ -local SGDBuffer = nerv.class("nerv.SGDBuffer", "nerv.DataBuffer") - -function SGDBuffer:__init(global_conf, buffer_conf) - self.gconf = global_conf - self.buffer_size = math.floor(buffer_conf.buffer_size / - global_conf.batch_size) * global_conf.batch_size - self.randomize = buffer_conf.randomize - if self.randomize == nil then - self.randomize = false - end - self.head = 0 - self.tail = 0 - self.readers = {} - for i, reader_spec in ipairs(buffer_conf.readers) do - local buffs = {} - for id, width in pairs(reader_spec.data) do - buffs[id] = {data = global_conf.mmat_type(self.buffer_size, width), - leftover = nil, - width = width} - end - table.insert(self.readers, {buffs = buffs, - reader = reader_spec.reader, - tail = 0, - has_leftover = false}) - end -end - -function SGDBuffer:saturate() - local buffer_size = self.buffer_size - self.head = 0 - self.tail = buffer_size - for i, reader in ipairs(self.readers) do - reader.tail = 0 - if reader.has_leftover then - local lrow - for id, buff in pairs(reader.buffs) do - lrow = buff.leftover:nrow() - if lrow > buffer_size then - nerv.error("buffer size is too small to contain leftovers") - end - buff.data:copy_from(buff.leftover, 0, lrow) - buff.leftover = nil - end - nerv.printf("leftover: %d\n", lrow) - reader.tail = lrow - reader.has_leftover = false - end - while reader.tail < buffer_size do - local data = reader.reader:get_data() - if data == nil then - break - end - local drow = nil - for id, d in pairs(data) do - if drow == nil then - drow = d:nrow() - elseif d:nrow() ~= drow then - nerv.error("reader provides with inconsistent rows of data") - end - end - local remain = buffer_size - reader.tail - if drow > remain then - for id, buff in pairs(reader.buffs) do - local d = data[id] - if d == nil then - nerv.error("reader does not provide data for %s", id) - end - buff.leftover = self.gconf.mmat_type(drow - remain, - buff.width) - buff.leftover:copy_from(d, remain, drow) - end - drow = remain - reader.has_leftover = true - end - for id, buff in pairs(reader.buffs) do - buff.data:copy_from(data[id], 0, drow, reader.tail) - end - reader.tail = reader.tail + drow - end - self.tail = math.min(self.tail, reader.tail) - end - self.rand_map = nerv.MMatrixInt.perm_gen(self.tail) -- generate shuffled index - collectgarbage("collect") - return self.tail >= self.gconf.batch_size -end - -function SGDBuffer:get_data() - local batch_size = self.gconf.batch_size - if self.head >= self.tail then -- buffer is empty - if not self:saturate() then - return nil -- the remaining data cannot build a batch - end - end - if self.head + batch_size > self.tail then - return nil -- the remaining data cannot build a batch - end - local res = {} - for i, reader in ipairs(self.readers) do - for id, buff in pairs(reader.buffs) do - local batch = self.gconf.cumat_type(batch_size, buff.width) - if self.randomize then - batch:copy_rows_fromh_by_idx(buff.data, self.rand_map, self.head) - else - batch:copy_fromh(buff.data, self.head, self.head + batch_size) - end - res[id] = batch - end - end - self.head = self.head + batch_size - return res -end |