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16 changes: 15 additions & 1 deletion transformers/llm/engine/tools/llm_bench.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -154,6 +154,7 @@ struct TestInstance {
bool useMmap;
int nPrompt;
int nGenerate;
std::vector<int64_t> nGenerates;
std::vector<int64_t> prefillUs;
std::vector<int64_t> decodeUs;
std::vector<int64_t> samplesUs;
Expand Down Expand Up @@ -184,6 +185,14 @@ struct TestInstance {
return ts;
}

std::vector<double> getTokensPerSecond(std::vector<int64_t> n_tokens, std::vector<int64_t> cost_us) const {
std::vector<double> ts(n_tokens.size());
for (int i = 0; i < n_tokens.size(); ++i) {
ts[i] = 1e6 * n_tokens[i] / cost_us[i];
}
return ts;
}

double getAvgUs(std::vector<double> v) const { return ::avg(v); }
double getStdevUs(std::vector<double> v) const { return ::stdev(v); }
enum fieldType { STRING, BOOL, INT, FLOAT };
Expand Down Expand Up @@ -354,7 +363,7 @@ struct markdownPrinter : public Printer {
snprintf(buf, sizeof(buf), "%.2f ± %.2f", t.getAvgUs(spd), t.getStdevUs(spd));
value = buf;
} else if (field == "speed(tok/s)") {
auto decode_speed = t.getTokensPerSecond(t.nGenerate, t.decodeUs);
auto decode_speed = t.getTokensPerSecond(t.nGenerates, t.decodeUs);
auto prefill_speed = t.getTokensPerSecond(t.nPrompt, t.prefillUs);
snprintf(buf, sizeof(buf), "%.2f ± %.2f<br>%.2f ± %.2f", t.getAvgUs(prefill_speed), t.getStdevUs(prefill_speed), t.getAvgUs(decode_speed), t.getStdevUs(decode_speed));
value = buf;
Expand Down Expand Up @@ -899,6 +908,11 @@ int main(int argc, char ** argv) {
if (i > 0) { // Exclude the first performance value.
t.prefillUs.push_back(prefillTime);
t.decodeUs.push_back(decodeTime);
if (llm->stoped()) {
t.nGenerates.push_back(context->gen_seq_len - 1);
} else {
t.nGenerates.push_back(context->gen_seq_len);
}
}
}
if (printHeader) {
Expand Down