From 4433195ab75e2bb367303ba5f34c97521c5677ce Mon Sep 17 00:00:00 2001 From: Michael Goin Date: Mon, 2 Dec 2024 21:26:15 -0500 Subject: [PATCH] [Bugfix] Prevent benchmark_throughput.py from using duplicated random prompts (#10753) --- benchmarks/benchmark_throughput.py | 47 +++++++++++++++++++----------- 1 file changed, 30 insertions(+), 17 deletions(-) diff --git a/benchmarks/benchmark_throughput.py b/benchmarks/benchmark_throughput.py index 159cf055737ce..1e5967bd9bf8b 100644 --- a/benchmarks/benchmark_throughput.py +++ b/benchmarks/benchmark_throughput.py @@ -294,23 +294,36 @@ def main(args: argparse.Namespace): tokenizer = AutoTokenizer.from_pretrained( args.tokenizer, trust_remote_code=args.trust_remote_code) if args.dataset is None: - # Synthesize a prompt with the given input length. - # As tokenizer may add additional tokens like BOS, we need to try - # different lengths to get the desired input length. - for i in range(-10, 10): - prompt = "hi " * (args.input_len + i) - tokenized_prompt = tokenizer(prompt).input_ids - if len(tokenized_prompt) == args.input_len: - break - else: - raise ValueError( - f"Failed to synthesize a prompt with {args.input_len} tokens.") - requests = [ - SampleRequest(prompt=prompt, - prompt_len=args.input_len, - expected_output_len=args.output_len) - for _ in range(args.num_prompts) - ] + vocab_size = tokenizer.vocab_size + requests = [] + for _ in range(args.num_prompts): + # Synthesize a prompt with the given input length. + candidate_ids = [ + random.randint(0, vocab_size - 1) + for _ in range(args.input_len) + ] + # As tokenizer may add additional tokens like BOS, we need to try + # different lengths to get the desired input length. + for _ in range(5): # Max attempts to correct + candidate_prompt = tokenizer.decode(candidate_ids) + tokenized_len = len(tokenizer.encode(candidate_prompt)) + + if tokenized_len == args.input_len: + break + + # Adjust length based on difference + diff = args.input_len - tokenized_len + if diff > 0: + candidate_ids.extend([ + random.randint(100, vocab_size - 100) + for _ in range(diff) + ]) + else: + candidate_ids = candidate_ids[:diff] + requests.append( + SampleRequest(prompt=candidate_prompt, + prompt_len=args.input_len, + expected_output_len=args.output_len)) else: requests = sample_requests(tokenizer, args)