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@@ -0,0 +1,123 @@
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import asyncio
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import json
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import os
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import time
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from argparse import Namespace
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from dataclasses import dataclass
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from typing import AsyncGenerator, Dict, List
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from transformers import PreTrainedTokenizerBase
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from sglang.benchmark.datasets.common import (
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MOONCAKE_DATASET_URL,
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BaseDataset,
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DatasetRow,
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)
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from sglang.benchmark.utils import download_and_cache_file
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@dataclass
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class MooncakeDataset(BaseDataset):
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dataset_path: str
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mooncake_workload: str
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num_requests: int
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@classmethod
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def from_args(cls, args: Namespace) -> "MooncakeDataset":
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return cls(
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dataset_path=args.dataset_path,
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mooncake_workload=args.mooncake_workload,
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num_requests=args.num_prompts,
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)
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def load(self, tokenizer=None, model_id=None) -> List[Dict]:
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if not self.dataset_path:
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local_path = os.path.join("/tmp", self.mooncake_workload + "_trace.jsonl")
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else:
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local_path = self.dataset_path
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if not os.path.exists(local_path):
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download_and_cache_file(
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MOONCAKE_DATASET_URL[self.mooncake_workload], local_path
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)
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with open(local_path, "r") as f:
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all_requests_data = [json.loads(line) for line in f if line.strip()]
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return all_requests_data[: self.num_requests]
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async def get_mooncake_request_over_time(
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input_requests: List[Dict],
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tokenizer: PreTrainedTokenizerBase,
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slowdown_factor: float,
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num_rounds: int,
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) -> AsyncGenerator[DatasetRow, None]:
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"""
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An async generator that yields requests based on the timestamps in the Mooncake trace file,
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with support for multi-round sessions.
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"""
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if not input_requests:
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return
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input_requests.sort(key=lambda r: r["timestamp"])
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start_time = time.perf_counter()
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trace_start_time_ms = input_requests[0]["timestamp"]
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for record in input_requests:
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# Calculate when this entire session should start
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relative_arrival_time_s = (record["timestamp"] - trace_start_time_ms) / 1000.0
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target_arrival_time_s = relative_arrival_time_s * slowdown_factor
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current_elapsed_time_s = time.perf_counter() - start_time
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sleep_duration_s = target_arrival_time_s - current_elapsed_time_s
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if sleep_duration_s > 0:
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await asyncio.sleep(sleep_duration_s)
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# Once the session starts, generate all rounds for it as a burst
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# This simulates a user engaging in a multi-turn conversation
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# Base user query constructed from hash_ids
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user_query_base = ""
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hash_ids = record.get("hash_ids", [])
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for hash_id in hash_ids:
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user_query_base += f"{hash_id}" + " ".join(
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["hi"] * 128
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) # Shorter for multi-round
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user_query_base += "Tell me a story based on this context."
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output_len_per_round = record.get("output_length", 256)
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chat_history = []
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for i in range(num_rounds):
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# Add user query for the current round
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chat_history.append(
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{"role": "user", "content": f"Round {i + 1}: {user_query_base}"}
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)
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# Form the full prompt from history
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try:
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full_prompt_text = tokenizer.apply_chat_template(
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chat_history,
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tokenize=False,
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add_generation_prompt=True,
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return_dict=False,
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)
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except Exception:
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full_prompt_text = "\n".join(
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[f"{msg['role']}: {msg['content']}" for msg in chat_history]
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)
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prompt_len = len(tokenizer.encode(full_prompt_text))
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yield DatasetRow(
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prompt=full_prompt_text,
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prompt_len=prompt_len,
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output_len=output_len_per_round,
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)
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# Add a placeholder assistant response for the next round's context
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# We use a placeholder because we don't know the real response
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placeholder_response = " ".join(["story"] * output_len_per_round)
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chat_history.append({"role": "assistant", "content": placeholder_response})
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