yy-fighting e6d9e99b6f feat: add SGLang vs vLLM controlled comparison experiment
- New experiments/dsv4_h200_sglang_vs_vllm/ with TP=8 on all 8 H200 cards
- Phase1 short-context throughput + Phase2 long context up to 200k
- Unified scenario matrix, warmup, parsing, and side-by-side comparison report
- H200 SGLang vs vLLM entry added to root README
2026-07-08 07:34:34 +00:00

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#!/usr/bin/env bash
# SGLang vs vLLM controlled comparison on H200.
set -Eeuo pipefail
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
EXPERIMENT_NAME="$(basename "$SCRIPT_DIR")"
# shellcheck source=/dev/null
source "${SCRIPT_DIR}/../../scripts/common/lib.sh"
# shellcheck source=/dev/null
source "${SCRIPT_DIR}/../../scripts/common/platform.sh"
# shellcheck source=/dev/null
source "${SCRIPT_DIR}/config.env"
RUN_ID="${RUN_ID:-$(date '+%Y%m%d-%H%M%S')}"
RESULT_BASE="${SCRIPT_DIR}/results"
log_dir_global="${RESULT_BASE}/${RUN_ID}/logs"
mkdir -p "$log_dir_global"
log_init "${log_dir_global}/orchestrator.log"
log "experiment=${EXPERIMENT_NAME}"
log "run_id=${RUN_ID}"
log "platform=${PLATFORM}"
log "hardware=${HARDWARE}"
log "model=${MODEL_PATH}"
# ---------------------------------------------------------------------------
# Helpers
# ---------------------------------------------------------------------------
is_server_healthy() {
local port="$1"
curl --fail --silent --show-error --max-time 5 "http://127.0.0.1:${port}/health" >/dev/null 2>&1
}
stop_server() {
local backend="$1"
local pid_file="/data/user1/yy/dsv4_h200_sglang_vs_vllm_${backend}.pid"
if [[ -f "$pid_file" ]]; then
local pid
pid="$(cat "$pid_file")"
if kill -0 "$pid" 2>/dev/null; then
log "stopping ${backend} server pid=${pid}"
kill "$pid" 2>/dev/null || true
sleep 5
kill -9 "$pid" 2>/dev/null || true
fi
rm -f "$pid_file"
fi
# Fallback cleanup.
if [[ "$backend" == "sglang" ]]; then
pkill -9 -f "sglang serve.*DeepSeek-V4-Flash" 2>/dev/null || true
else
pkill -9 -f "vllm serve.*DeepSeek-V4-Flash" 2>/dev/null || true
fi
sleep 2
}
start_server() {
local backend="$1"
local phase="$2"
local start_script
if [[ "$backend" == "sglang" ]]; then
start_script="${SGLANG_START_SCRIPT}"
local port="$SGLANG_PORT"
else
start_script="${VLLM_START_SCRIPT}"
local port="$VLLM_PORT"
fi
log "starting ${backend} server (phase=${phase}) with ${start_script}"
bash "${start_script}" "$phase" >> "${log_dir_global}/${backend}_${phase}.server.outer.log" 2>&1
if ! is_server_healthy "$port"; then
log "error: ${backend} server (phase=${phase}) failed to become healthy"
return 1
fi
log "${backend} server is healthy on port ${port}"
}
run_warmup() {
local backend="$1"
local phase="$2"
local port input_len output_len num
if [[ "$backend" == "sglang" ]]; then
port="$SGLANG_PORT"
else
port="$VLLM_PORT"
fi
if [[ "$phase" == "phase1" ]]; then
input_len=4000
output_len=512
num=2
else
input_len=200000
output_len=1024
num=1
fi
log "warming up ${backend} (phase=${phase}, input=${input_len}, output=${output_len}, num=${num})"
"${VENV_CLIENT}/bin/python" "${SCRIPT_DIR}/warmup.py" \
--backend "$backend" \
--port "$port" \
--input-len "$input_len" \
--output-len "$output_len" \
--num "$num" \
--env-python "${VENV_CLIENT}/bin/python" \
>> "${log_dir_global}/${backend}_${phase}.warmup.log" 2>&1
log "warmup for ${backend} ${phase} completed"
}
run_phase() {
local backend="$1"
local phase="$2"
local result_root="${RESULT_BASE}/${RUN_ID}/${backend}"
local raw_dir="${result_root}/raw_outputs"
local phase_log_dir="${result_root}/logs"
mkdir -p "$raw_dir" "$phase_log_dir"
local -n scenarios
local max_model_len
if [[ "$phase" == "phase1" ]]; then
scenarios=PHASE1_SCENARIOS
max_model_len="$PHASE1_MAX_MODEL_LEN"
else
scenarios=PHASE2_SCENARIOS
max_model_len="$PHASE2_MAX_MODEL_LEN"
fi
local port
if [[ "$backend" == "sglang" ]]; then
port="$SGLANG_PORT"
else
port="$VLLM_PORT"
fi
log "===== ${backend} ${phase} START (max_model_len=${max_model_len}) ====="
stop_server "$backend"
start_server "$backend" "$phase"
run_warmup "$backend" "$phase"
for scenario in "${scenarios[@]}"; do
read -r concurrency input_len output_len num_prompts <<< "$scenario"
output_file="${raw_dir}/${backend}_${phase}_$(date '+%m%d')_${concurrency}_${input_len}_${output_len}.jsonl"
detail_log="${phase_log_dir}/${backend}_${phase}_c${concurrency}_i${input_len}_o${output_len}.log"
log "running ${backend} ${phase} scenario: c=${concurrency} i=${input_len} o=${output_len} n=${num_prompts}"
"${VENV_CLIENT}/bin/python" -m sglang.bench_serving \
--backend "$backend" \
--host 127.0.0.1 \
--port "$port" \
--dataset-name random \
--random-input-len "$input_len" \
--random-output-len "$output_len" \
--num-prompts "$num_prompts" \
--max-concurrency "$concurrency" \
--request-rate 10000 \
--output-file "$output_file" \
--output-details \
> "$detail_log" 2>&1 || {
log "ERROR: ${backend} ${phase} scenario c=${concurrency} i=${input_len} o=${output_len} failed; see ${detail_log}"
continue
}
log "finished ${backend} ${phase} scenario: output=${output_file}"
done
stop_server "$backend"
log "===== ${backend} ${phase} DONE ====="
}
parse_backend() {
local backend="$1"
local result_root="${RESULT_BASE}/${RUN_ID}/${backend}"
log "parsing ${backend} results in ${result_root}"
"${VENV_CLIENT}/bin/python" "${SCRIPT_DIR}/parse_backend.py" "$result_root" --backend "$backend" \
>> "${result_root}/logs/parse.log" 2>&1 || {
log "WARNING: parser failed for ${backend}; see ${result_root}/logs/parse.log"
}
}
write_backend_metadata() {
local backend="$1"
local result_root="${RESULT_BASE}/${RUN_ID}/${backend}"
ensure_result_root "$result_root"
local meta_json="${result_root}/results.json"
local env_path
if [[ "$backend" == "sglang" ]]; then
env_path="$VENV_SGLANG"
else
env_path="$VENV_VLLM"
fi
write_metadata_json \
"$meta_json" \
"${EXPERIMENT_NAME}_${backend}" \
"$RUN_ID" \
"$MODEL_PATH" \
"$backend" \
"$backend" \
"$HARDWARE" \
"$ACCELERATOR" \
"$CHIP" \
"experiments/${EXPERIMENT_NAME}/run_bench.sh" \
"$env_path" \
"H200 ${backend} TP=8 comparison benchmark for DeepSeek-V4-Flash"
# Embed config.
"${VENV_CLIENT}/bin/python" - "$meta_json" "$backend" <<'PY'
import json
import sys
path, backend = sys.argv[1], sys.argv[2]
with open(path, "r", encoding="utf-8") as f:
data = json.load(f)
data["config"] = {
"tp": 8,
"cuda_visible_devices": "0,1,2,3,4,5,6,7",
"phase1_max_model_len": 32768,
"phase2_max_model_len": 210000,
"backend": backend,
}
with open(path, "w", encoding="utf-8") as f:
json.dump(data, f, indent=2, ensure_ascii=False)
PY
}
# ---------------------------------------------------------------------------
# Main
# ---------------------------------------------------------------------------
# Cleanup any leftovers.
stop_server sglang
stop_server vllm
write_backend_metadata sglang
write_backend_metadata vllm
# Run SGLang.
run_phase sglang phase1
run_phase sglang phase2
parse_backend sglang
# Run vLLM.
run_phase vllm phase1
run_phase vllm phase2
parse_backend vllm
# Generate comparison.
log "generating comparison report"
"${VENV_CLIENT}/bin/python" "${SCRIPT_DIR}/compare.py" \
--sglang "${RESULT_BASE}/${RUN_ID}/sglang" \
--vllm "${RESULT_BASE}/${RUN_ID}/vllm" \
--output "${RESULT_BASE}/${RUN_ID}/comparison.md" \
>> "${log_dir_global}/compare.log" 2>&1 || {
log "WARNING: comparison script failed; see ${log_dir_global}/compare.log"
}
log "all results saved to ${RESULT_BASE}/${RUN_ID}"