im.cc 2.0 KB
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#include <glog/logging.h>
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#include <ctime>
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#include "visualdl/logic/im.h"
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namespace visualdl {

/*
 * @num_samples: number of instances to sample
 * @size: counter of the records.
 * @returns: id of the instance to replace, if drop this instance, return -1.
 */
int ReserviorSample(int num_samples, int num_records) {
  if (num_records <= num_samples) {
    return num_records;
  }

  std::srand(std::time(0));
  float prob = static_cast<float>(std::rand()) / RAND_MAX;
  float receive_prob = static_cast<float>(num_samples) / num_records;
  if (prob < receive_prob) {
    int offset2replace = std::rand() % num_samples;
    return offset2replace;
  }
  return -1;
}

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void IM::SetPersistDest(const std::string &path) {
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  CHECK(storage_->mutable_data()->dir().empty())
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      << "duplicate set storage's path";
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  storage_->mutable_data()->set_dir(path);
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}

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storage::Tablet *IM::AddTablet(const std::string &tag, int num_samples) {
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  auto tablet = storage_->NewTablet(tag, num_samples);
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  return tablet;
}

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void IM::AddRecord(const std::string &tag, const storage::Record &data) {
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  auto *tablet = storage_->tablet(tag);
  CHECK(tablet) << "no tablet called " << tag;
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  auto num_records = tablet->total_records();
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  const auto num_samples = tablet->num_samples();
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  int offset;
  // use reservoir sampling or not
  if (num_samples > 0) {
    offset = ReserviorSample(num_samples, num_records + 1);
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    if (offset < 0) return;
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  } else {
    offset = num_records;
  }
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  storage::Record *record;
  if (offset >= num_records) {
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    record = tablet->add_records();
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  } else {
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    record = tablet->mutable_records(offset);
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  }

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  *record = data;
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  tablet->set_total_records(num_records + 1);
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}

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void IM::Clear() {
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  auto *data = storage().mutable_data();
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  data->clear_tablets();
  data->clear_dir();
  data->clear_timestamp();
}

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void IM::PersistToDisk() {
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  CHECK(!storage_->data().dir().empty()) << "path of storage should be set";
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  // TODO make dir first
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  // MakeDir(storage_.data().dir());
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  storage_->PersistToDisk(storage_->data().dir());
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}

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}  // namespace visualdl