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+3488.985287,1067,645 +3489.100605,1140,394 +3489.557721,203,162 +3489.583943,1316,191 +3489.757595,194,181 +3492.109544,1316,145 +3492.412295,1065,391 +3492.455979,465,94 +3494.090859,1089,397 +3496.730227,997,454 +3497.463643,1131,397 +3497.879914,399,181 +3498.030189,1120,466 +3501.060254,1030,434 +3501.721937,197,183 diff --git a/vidur/config/config.py b/vidur/config/config.py index 70ac5da..f641d8e 100644 --- a/vidur/config/config.py +++ b/vidur/config/config.py @@ -59,7 +59,7 @@ class TraceRequestIntervalGeneratorConfig(BaseRequestIntervalGeneratorConfig): metadata={"help": "End time of the trace request interval generator."}, ) time_scale_factor: float = field( - default=0.3, + default=1.0, metadata={ "help": "Time scale factor for the trace request interval generator." }, @@ -125,10 +125,6 @@ class TraceRequestLengthGeneratorConfig(BaseRequestLengthGeneratorConfig): "help": "Decode scale factor for the trace request length generator." }, ) - max_tokens: int = field( - default=4096, - metadata={"help": "Maximum tokens for the trace request length generator."}, - ) @staticmethod def get_type(): @@ -149,10 +145,6 @@ class ZipfRequestLengthGeneratorConfig(BaseRequestLengthGeneratorConfig): default=1024, metadata={"help": "Minimum tokens for Zipf Request Length Generator."}, ) - max_tokens: int = field( - default=4096, - metadata={"help": "Maximum tokens for Zipf Request Length Generator."}, - ) prefill_to_decode_ratio: float = field( default=20.0, metadata={"help": "Prefill to decode ratio for Zipf Request Length Generator."}, @@ -169,10 +161,6 @@ class UniformRequestLengthGeneratorConfig(BaseRequestLengthGeneratorConfig): default=1024, metadata={"help": "Minimum tokens for Uniform Request Length Generator."}, ) - max_tokens: int = field( - default=4096, - metadata={"help": "Maximum tokens for Uniform Request Length Generator."}, - ) prefill_to_decode_ratio: float = field( default=20.0, metadata={ @@ -207,10 +195,6 @@ class BaseRequestGeneratorConfig(BasePolyConfig): default=42, metadata={"help": "Seed for the random number generator."}, ) - max_tokens: int = field( - default=4096, - metadata={"help": "Maximum tokens."}, - ) @dataclass @@ -223,11 +207,11 @@ class SyntheticRequestGeneratorConfig(BaseRequestGeneratorConfig): default_factory=PoissonRequestIntervalGeneratorConfig, metadata={"help": "Interval generator config for Synthetic Request Generator."}, ) - num_requests: int = field( - default=128, + num_requests: Optional[int] = field( + default=None, metadata={"help": "Number of requests for Synthetic Request Generator."}, ) - duration: float = field( + duration: Optional[float] = field( default=None, metadata={"help": "Duration of the synthetic request generator."}, ) @@ -243,23 +227,19 @@ def get_type(): @dataclass class TraceRequestGeneratorConfig(BaseRequestGeneratorConfig): trace_file: str = field( - default="data/processed_traces/sydney_enterprise.csv", + default="data/processed_traces/splitwise_conv.csv", metadata={"help": "Path to the trace request generator file."}, ) - date: str = field( - default="2023-08-21", - metadata={"help": "Date for the trace request generator."}, - ) prefill_scale_factor: float = field( - default=0.3, + default=1.0, metadata={"help": "Prefill scale factor for the trace request generator."}, ) decode_scale_factor: float = field( - default=1, + default=1.0, metadata={"help": "Decode scale factor for the trace request generator."}, ) time_scale_factor: float = field( - default=0.04, + default=1.0, metadata={"help": "Time scale factor for the trace request generator."}, ) max_tokens: int = field( @@ -274,34 +254,26 @@ def get_type(): @dataclass class BaseReplicaSchedulerConfig(BasePolyConfig): - max_num_seqs: int = field( + batch_size_cap: int = field( default=128, - metadata={"help": "Maximum number of sequences."}, - ) - watermark_blocks_fraction: float = field( - default=0.01, - metadata={"help": "Watermark blocks fraction."}, + metadata={"help": "Maximum batch size cap."}, ) block_size: int = field( default=16, metadata={"help": "Block size."}, ) + watermark_blocks_fraction: float = field( + default=0.01, + metadata={"help": "Watermark blocks fraction."}, + ) num_blocks: Optional[int] = field( default=None, metadata={"help": "Number of blocks."}, ) - batch_size_cap: int = field( - default=128, - metadata={"help": "Maximum batch size cap."}, - ) @dataclass class VllmSchedulerConfig(BaseReplicaSchedulerConfig): - max_batched_tokens: int = field( - default=None, - metadata={"help": "Maximum batched tokens for vLLM."}, - ) max_tokens_in_batch: int = field( default=4096, metadata={"help": "Maximum tokens in batch for vLLM."}, @@ -314,10 +286,6 @@ def get_type(): @dataclass class LightllmSchedulerConfig(BaseReplicaSchedulerConfig): - max_batched_tokens: int = field( - default=None, - metadata={"help": "Maximum batched tokens for LightLLM."}, - ) max_tokens_in_batch: int = field( default=4096, metadata={"help": "Maximum tokens in batch for LightLLM."}, @@ -462,16 +430,12 @@ class ReplicaConfig: default="meta-llama/Llama-2-7b-hf", metadata={"help": "Model name."}, ) - gpu_memory_utilization: float = field( - default=0.8, - metadata={"help": "GPU memory utilization."}, - ) memory_margin_fraction: float = field( default=0.1, metadata={"help": "Memory margin fraction."}, ) num_pipeline_stages: int = field( - default=4, + default=1, metadata={"help": "Number of pipeline stages."}, ) tensor_parallel_size: int = field( diff --git a/vidur/request_generator/synthetic_request_generator.py b/vidur/request_generator/synthetic_request_generator.py index 46ebcb4..ec6979c 100644 --- a/vidur/request_generator/synthetic_request_generator.py +++ b/vidur/request_generator/synthetic_request_generator.py @@ -81,8 +81,8 @@ def _generate_requests(self) -> List[Request]: def generate_requests(self) -> List[Request]: assert ( - self.config.num_requests - or self.config.duration + self.config.duration + or self.config.num_requests or self.config.interval_generator_config.get_type() == RequestLengthGeneratorRegistry.TRACE ) diff --git a/vidur/request_generator/trace_replay_request_generator.py b/vidur/request_generator/trace_replay_request_generator.py index 5ef9397..b7bcc9b 100644 --- a/vidur/request_generator/trace_replay_request_generator.py +++ b/vidur/request_generator/trace_replay_request_generator.py @@ -21,59 +21,59 @@ def __init__(self, config: TraceRequestGeneratorConfig): # load into a pd dataframe self.trace_df = pd.read_csv(config.trace_file) - # restrict trace_df to be a subset of rows that have the same date - self.trace_df = self.trace_df[self.trace_df["Date"] == config.date] # scale prefill and decode tokens - self.trace_df["PromptTokenCount"] = ( - self.trace_df["PromptTokenCount"] * config.prefill_scale_factor + self.trace_df["num_prefill_tokens"] = ( + self.trace_df["num_prefill_tokens"] * config.prefill_scale_factor ) - self.trace_df["CompletionTokenCount"] = ( - self.trace_df["CompletionTokenCount"] * config.decode_scale_factor + self.trace_df["num_decode_tokens"] = ( + self.trace_df["num_decode_tokens"] * config.decode_scale_factor ) # make sure all the prefill and decode counts are integers - self.trace_df["PromptTokenCount"] = self.trace_df["PromptTokenCount"].astype( + self.trace_df["num_prefill_tokens"] = self.trace_df[ + "num_prefill_tokens" + ].astype(int) + self.trace_df["num_decode_tokens"] = self.trace_df["num_decode_tokens"].astype( int ) - self.trace_df["CompletionTokenCount"] = self.trace_df[ - "CompletionTokenCount" - ].astype(int) # make sure that there is at least one prefill and decode token - self.trace_df["PromptTokenCount"] = self.trace_df["PromptTokenCount"].clip( + self.trace_df["num_prefill_tokens"] = self.trace_df["num_prefill_tokens"].clip( + lower=1 + ) + self.trace_df["num_decode_tokens"] = self.trace_df["num_decode_tokens"].clip( lower=1 ) - self.trace_df["CompletionTokenCount"] = self.trace_df[ - "CompletionTokenCount" - ].clip(lower=1) # make sure the total does not exceed the max tokens, adjust the prefill tokens if needed total_tokens = ( - self.trace_df["PromptTokenCount"] + self.trace_df["CompletionTokenCount"] + self.trace_df["num_prefill_tokens"] + self.trace_df["num_decode_tokens"] ) diff_tokens = total_tokens - config.max_tokens diff_tokens = diff_tokens.clip(lower=0) - self.trace_df["PromptTokenCount"] = ( - self.trace_df["PromptTokenCount"] - diff_tokens + self.trace_df["num_prefill_tokens"] = ( + self.trace_df["num_prefill_tokens"] - diff_tokens ) assert all( - self.trace_df["PromptTokenCount"] + self.trace_df["CompletionTokenCount"] + self.trace_df["num_prefill_tokens"] + self.trace_df["num_decode_tokens"] <= config.max_tokens ) # rescale the time to change QPS - self.trace_df["Time"] = self.trace_df["Time"] * config.time_scale_factor - - # compute pd ratio and log the 25, 50, 75, 90, 95, 99 percentiles - pd_ratio = ( - self.trace_df["PromptTokenCount"] / self.trace_df["CompletionTokenCount"] + self.trace_df["arrived_at"] = ( + self.trace_df["arrived_at"] * config.time_scale_factor ) + logger.info( f"Loaded trace file {config.trace_file} with {len(self.trace_df)} requests" ) - logger.info( + # compute pd ratio and log the 25, 50, 75, 90, 95, 99 percentiles + pd_ratio = ( + self.trace_df["num_prefill_tokens"] / self.trace_df["num_decode_tokens"] + ) + logger.debug( f"Prompt/decode token ratio stats\n:{pd_ratio.describe(percentiles=[0.25, 0.5, 0.75, 0.9, 0.95, 0.99])}" ) @@ -82,9 +82,9 @@ def generate_requests(self) -> List[Request]: for _, row in self.trace_df.iterrows(): request = Request( - arrived_at=row["Time"], - num_prefill_tokens=row["PromptTokenCount"], - num_decode_tokens=row["CompletionTokenCount"], + arrived_at=row["arrived_at"], + num_prefill_tokens=row["num_prefill_tokens"], + num_decode_tokens=row["num_decode_tokens"], ) requests.append(request)