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surajssd/benchmark_results.json

Last active February 27, 2025 20:02
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Raw
benchmark_results.json
[{"Test name": "serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_01", "GPU": "1xStandard_NC96ads_A100_v4 x 1", "# of req.": 200, "Tput (req/s)": 0.9279779228604551, "Output Tput (tok/s)": 198.50839736869426, "Total Tput (tok/s)": 396.441448425215, "Mean TTFT (ms)": 154.77130150999983, "Median TTFT (ms)": 128.38760200008892, "P99 TTFT (ms)": 376.5480166300789, "Mean TPOT (ms)": 44.93937090850136, "Median TPOT (ms)": 44.63469464226745, "P99 TPOT (ms)": 58.03939859885578, "Mean ITL (ms)": 44.85155391470774, "Median ITL (ms)": 43.878026000129466, "P99 ITL (ms)": 131.9412263799859}, {"Test name": "serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_04", "GPU": "1xStandard_NC96ads_A100_v4 x 1", "# of req.": 200, "Tput (req/s)": 2.495698100981504, "Output Tput (tok/s)": 532.9313724835904, "Total Tput (tok/s)": 1065.2512989324402, "Mean TTFT (ms)": 246.33752696000101, "Median TTFT (ms)": 219.59910649991343, "P99 TTFT (ms)": 606.8011953101309, "Mean TPOT (ms)": 73.95579696666762, "Median TPOT (ms)": 73.8304143313294, "P99 TPOT (ms)": 129.3536884687555, "Mean ITL (ms)": 69.54965636861299, "Median ITL (ms)": 55.53150799994455, "P99 ITL (ms)": 288.60196543984557}, {"Test name": "serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_16", "GPU": "1xStandard_NC96ads_A100_v4 x 1", "# of req.": 200, "Tput (req/s)": 3.325199159049069, "Output Tput (tok/s)": 710.1295324065192, "Total Tput (tok/s)": 1419.3778870358904, "Mean TTFT (ms)": 2461.8073529899934, "Median TTFT (ms)": 2882.5457675000052, "P99 TTFT (ms)": 3660.7770861201493, "Mean TPOT (ms)": 199.3748304130239, "Median TPOT (ms)": 117.27497017068639, "P99 TPOT (ms)": 704.7451063547737, "Mean ITL (ms)": 96.27992907936581, "Median ITL (ms)": 70.86817749996044, "P99 ITL (ms)": 705.1076254899294}, {"Test name": "serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_inf", "GPU": "1xStandard_NC96ads_A100_v4 x 1", "# of req.": 200, "Tput (req/s)": 3.3334046649708653, "Output Tput (tok/s)": 710.3485341052914, "Total Tput (tok/s)": 1421.3470821202523, "Mean TTFT (ms)": 8390.680319614992, "Median TTFT (ms)": 8344.11360350009, "P99 TTFT (ms)": 15300.305423499995, "Mean TPOT (ms)": 205.38025907747684, "Median TPOT (ms)": 116.90824614373891, "P99 TPOT (ms)": 700.7413872749946, "Mean ITL (ms)": 96.44242881350782, "Median ITL (ms)": 70.6381174999251, "P99 ITL (ms)": 701.5374677201612}]
Raw
benchmark_results.md

Latency tests

  • Input length: 32 tokens.
  • Output length: 128 tokens.
  • Batch size: fixed (8).
  • Models: llama-3.1 8B, llama-3 70B, mixtral 8x7B.
  • Evaluation metrics: end-to-end latency (mean, median, p99).

Throughput tests

  • Input length: randomly sample 200 prompts from ShareGPT dataset (with fixed random seed).
  • Output length: the corresponding output length of these 200 prompts.
  • Batch size: dynamically determined by vllm to achieve maximum throughput.
  • Models: llama-3.1 8B, llama-3 70B, mixtral 8x7B.
  • Evaluation metrics: throughput.

Serving tests

  • Input length: randomly sample 200 prompts from ShareGPT dataset (with fixed random seed).
  • Output length: the corresponding output length of these 200 prompts.
  • Batch size: dynamically determined by vllm and the arrival pattern of the requests.
  • Average QPS (query per second): 1, 4, 16 and inf. QPS = inf means all requests come at once. For other QPS values, the arrival time of each query is determined using a random Poisson process (with fixed random seed).
  • Models: llama-3.1 8B, llama-3 70B, mixtral 8x7B.
  • We also added a speculative decoding test for llama-3 70B, under QPS 2
  • Evaluation metrics: throughput, TTFT (time to the first token, with mean, median and p99), ITL (inter-token latency, with mean, median and p99).
Test name GPU # of req. Tput (req/s) Output Tput (tok/s) Total Tput (tok/s) Mean TTFT (ms) Median TTFT (ms) P99 TTFT (ms) Mean TPOT (ms) Median TPOT (ms) P99 TPOT (ms) Mean ITL (ms) Median ITL (ms) P99 ITL (ms)
serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_01 1xStandard_NC96ads_A100_v4 x 1 200 0.927978 198.508 396.441 154.771 128.388 376.548 44.9394 44.6347 58.0394 44.8516 43.878 131.941
serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_04 1xStandard_NC96ads_A100_v4 x 1 200 2.4957 532.931 1065.25 246.338 219.599 606.801 73.9558 73.8304 129.354 69.5497 55.5315 288.602
serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_16 1xStandard_NC96ads_A100_v4 x 1 200 3.3252 710.13 1419.38 2461.81 2882.55 3660.78 199.375 117.275 704.745 96.2799 70.8682 705.108
serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_inf 1xStandard_NC96ads_A100_v4 x 1 200 3.3334 710.349 1421.35 8390.68 8344.11 15300.3 205.38 116.908 700.741 96.4424 70.6381 701.537

json version of the benchmarking tables

This section contains the data of the markdown tables above in JSON format. You can load the benchmarking tables into pandas dataframes as follows:

import json
import pandas as pd

benchmarking_results_json = """The json string"""
benchmarking_results = json.loads(benchmarking_results_json)
latency_results = pd.DataFrame.from_dict(benchmarking_results["latency"])
throughput_results = pd.DataFrame.from_dict(benchmarking_results["throughput"])
serving_results = pd.DataFrame.from_dict(benchmarking_results["serving"])

The json string for all benchmarking tables:

{"latency": {}, "throughput": {}, "serving": {"Test name": {"0": "serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_04", "1": "serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_01", "2": "serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_inf", "3": "serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_16"}, "GPU": {"0": "Standard_NC96ads_A100_v4 x 1", "1": "Standard_NC96ads_A100_v4 x 1", "2": "Standard_NC96ads_A100_v4 x 1", "3": "Standard_NC96ads_A100_v4 x 1"}, "# of req.": {"0": 200, "1": 200, "2": 200, "3": 200}, "Tput (req/s)": {"0": 2.495698100981504, "1": 0.9279779228604551, "2": 3.3334046649708653, "3": 3.325199159049069}, "Output Tput (tok/s)": {"0": 532.9313724835904, "1": 198.50839736869426, "2": 710.3485341052914, "3": 710.1295324065192}, "Total Tput (tok/s)": {"0": 1065.2512989324402, "1": 396.441448425215, "2": 1421.3470821202523, "3": 1419.3778870358904}, "Mean TTFT (ms)": {"0": 246.33752696000101, "1": 154.77130150999983, "2": 8390.680319614992, "3": 2461.8073529899934}, "Median TTFT (ms)": {"0": 219.59910649991343, "1": 128.38760200008892, "2": 8344.11360350009, "3": 2882.5457675000052}, "P99 TTFT (ms)": {"0": 606.8011953101309, "1": 376.5480166300789, "2": 15300.305423499995, "3": 3660.7770861201493}, "Mean TPOT (ms)": {"0": 73.95579696666762, "1": 44.93937090850136, "2": 205.38025907747684, "3": 199.3748304130239}, "Median TPOT (ms)": {"0": 73.8304143313294, "1": 44.63469464226745, "2": 116.90824614373891, "3": 117.27497017068639}, "P99 TPOT (ms)": {"0": 129.3536884687555, "1": 58.03939859885578, "2": 700.7413872749946, "3": 704.7451063547737}, "Mean ITL (ms)": {"0": 69.54965636861299, "1": 44.85155391470774, "2": 96.44242881350782, "3": 96.27992907936581}, "Median ITL (ms)": {"0": 55.53150799994455, "1": 43.878026000129466, "2": 70.6381174999251, "3": 70.86817749996044}, "P99 ITL (ms)": {"0": 288.60196543984557, "1": 131.9412263799859, "2": 701.5374677201612, "3": 705.1076254899294}}}

You can also check the raw experiment data in the Artifact tab of the Buildkite page.

Raw
deployment.sh
git clone https://github.com/surajssd/llm-k8s
cd llm-k8s
git checkout 0a6d436f27034f6f1bf2c2bd12c2da334a65cf7b
# Deploy a single node to host the llama 3.3 70b instruct model
# Steps: https://github.com/surajssd/llm-k8s/blob/0a6d436f27034f6f1bf2c2bd12c2da334a65cf7b/configs/llama-3-3-70b-instruct/one-node-four-gpus
source .env
export VM_SIZE="Standard_NC96ads_A100_v4"
export GPU_NODE_COUNT=1
./scripts/deploy-aks.sh
export HF_TOKEN=""
kubectl create secret generic hf-token-secret --from-literal token=${HF_TOKEN}
kubectl apply -f configs/llama-3-3-70b-instruct/one-node-four-gpus/k8s/
kubectl port-forward svc/llama-3-3-70b-instruct 8000
curl -X POST "http://localhost:8000/v1/chat/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "meta-llama/Llama-3.3-70B-Instruct",
"messages": [
{
"role": "user",
"content": "Explain the origin of Llama the animal?"
}
]
}' | jq
# Benchmark
# Steps: https://github.com/surajssd/llm-k8s/blob/0a6d436f27034f6f1bf2c2bd12c2da334a65cf7b/benchmark/vllm_upstream/README.md
kubectl create ns vllm-benchmark
kubectl -n vllm-benchmark create configmap benchmark-runner \
--from-literal=TEST_SERVER_URL="http://llama-3-3-70b-instruct.default:8000" \
--from-literal=MODEL_NAME="meta-llama/Llama-3.3-70B-Instruct" \
--from-literal=TENSOR_PARALLEL_SIZE=4 \
--from-literal=PIPELINE_PARALLEL_SIZE="${GPU_NODE_COUNT}" \
--from-literal=GPU_VM_SKU="${VM_SIZE}"
kubectl -n vllm-benchmark create secret generic hf-token-secret --from-literal token=${HF_TOKEN}
kubectl apply -f benchmark/vllm_upstream/k8s/
POD_NAME=$(kubectl -n vllm-benchmark \
get pods \
-l app=benchmark-runner \
--field-selector=status.phase=Running \
-o jsonpath='{.items[].metadata.name}')
kubectl -n vllm-benchmark \
exec -it $POD_NAME \
-- bash /root/scripts/run_vllm_upstream_benchmark.sh
RESULTS_FILE=$(kubectl -n vllm-benchmark \
exec -it $POD_NAME \
-- bash -c "ls /root/results*.tar.gz" | tr -d '\r')
kubectl -n vllm-benchmark \
cp "${POD_NAME}:${RESULTS_FILE}" "./$(basename ${RESULTS_FILE})"
Raw
serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_01.commands
{
"client_command": "python3 benchmark_serving.py --save-result --base-url http://llama-3-3-70b-instruct.default:8000 --result-dir /root/vllm/.buildkite/results/ --result-filename serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_01.json --request-rate 01 --model=meta-llama/Llama-3.3-70B-Instruct --backend=vllm --dataset-name=sharegpt --dataset-path=/root/sharegpt.json --num-prompts=200",
"gpu_type": "Standard_NC96ads_A100_v4 x 1"
}
Raw
serving_meta-llama-Llama-3.3-70B-Instruct_tp4_pp1_sharegpt_qps_01.json
This file has been truncated, but you can view the full file.
{"date": "20250225-163433", "backend": "vllm", "model_id": "meta-llama/Llama-3.3-70B-Instruct", "tokenizer_id": "meta-llama/Llama-3.3-70B-Instruct", "best_of": 1, "num_prompts": 200, "request_rate": 1.0, "burstiness": 1.0, "max_concurrency": null, "duration": 215.52236866099997, "completed": 200, "total_input_tokens": 42659, "total_output_tokens": 42783, "request_throughput": 0.9279779228604551, "request_goodput:": null, "output_throughput": 198.50839736869426, "total_token_throughput": 396.441448425215, "input_lens": [13, 25, 27, 10, 329, 29, 399, 328, 4, 205, 16, 372, 403, 9, 12, 770, 227, 8, 14, 390, 659, 59, 76, 744, 619, 279, 344, 9, 10, 45, 11, 4, 80, 768, 317, 40, 619, 8, 298, 16, 17, 696, 575, 11, 7, 281, 12, 147, 481, 770, 336, 6, 331, 9, 45, 222, 802, 481, 93, 641, 22, 15, 16, 77, 32, 689, 178, 9, 628, 480, 42, 336, 24, 515, 761, 112, 113, 348, 82, 467, 245, 11, 24, 343, 13, 387, 258, 32, 28, 225, 248, 35, 133, 98, 27, 23, 58, 363, 203, 140, 140, 230, 310, 521, 768, 317, 298, 336, 491, 19, 10, 59, 48, 20, 20, 54, 107, 53, 72, 18, 10, 768, 7, 933, 239, 277, 26, 35, 462, 386, 25, 23, 17, 20, 44, 661, 631, 349, 53, 71, 37, 10, 21, 37, 496, 8, 9, 353, 10, 595, 5, 49, 286, 305, 56, 43, 52, 310, 35, 7, 7, 238, 10, 143, 660, 191, 72, 39, 258, 312, 49, 9, 15, 561, 76, 561, 501, 8, 66, 15, 303, 19, 455, 27, 143, 688, 9, 31, 361, 21, 117, 8, 12, 775, 338, 176, 349, 166, 419, 401], "output_lens": [120, 770, 233, 194, 101, 741, 9, 1, 6, 80, 392, 84, 396, 45, 291, 9, 173, 277, 334, 37, 587, 372, 159, 135, 1, 45, 450, 118, 226, 4, 5, 146, 59, 11, 558, 192, 438, 130, 13, 223, 188, 1, 35, 276, 202, 492, 239, 129, 15, 231, 17, 204, 11, 207, 78, 320, 768, 1, 123, 6, 559, 5, 316, 26, 417, 206, 151, 42, 25, 18, 159, 20, 25, 200, 139, 12, 768, 67, 628, 1, 218, 296, 501, 1, 125, 22, 26, 237, 350, 13, 490, 408, 1, 29, 512, 413, 432, 16, 416, 434, 451, 17, 573, 104, 7, 8, 11, 1, 1, 249, 281, 392, 611, 572, 23, 256, 28, 39, 300, 355, 340, 9, 172, 458, 147, 240, 154, 768, 45, 141, 39, 26, 780, 334, 125, 4, 1, 721, 63, 24, 331, 482, 110, 216, 184, 99, 285, 22, 355, 40, 150, 46, 1, 18, 574, 770, 214, 15, 419, 163, 162, 77, 482, 170, 510, 53, 16, 384, 1, 9, 170, 356, 173, 19, 390, 339, 552, 17, 520, 8, 8, 198, 510, 478, 304, 398, 16, 475, 91, 28, 509, 608, 36, 425, 15, 1, 12, 363, 1, 103], "ttfts": [0.07779365700002927, 0.08151662399995985, 0.09016355900007511, 0.0722338129999116, 0.1574476160001268, 0.061971373999995194, 0.1987340729999687, 0.176188393999837, 0.07708723900009318, 0.13367126000002827, 0.08243808299994271, 0.18248968200009585, 0.20023961099991539, 0.08035145899998497, 0.08080870600019807, 0.38810444799992183, 0.36105637100013155, 0.33870521700009704, 0.0915398180000011, 0.21664628500002436, 0.279446291000113, 0.09162805400001162, 0.08138220600017121, 0.3134449179999592, 0.30217450000009194, 0.2642271760000767, 0.21619573799989666, 0.07005204699999013, 0.06992472899992208, 0.09143655800016859, 0.08926013599989346, 0.0916913129999557, 0.1132408010000745, 0.3191490439999143, 0.18394259499996224, 0.16355853499999284, 0.2573034160000134, 0.06576466900014566, 0.1624863940000978, 0.07812618200000543, 0.07071360199984156, 0.30683142099996985, 0.2546801940000023, 0.12797425500002646, 0.07056821099990884, 0.14744287799999256, 0.09449552299997777, 0.13849439299997357, 0.2395604440000625, 0.3372473310000714, 0.16295834500010642, 0.0745481670001027, 0.16828856100005396, 0.0855897690000802, 0.07081223000000136, 0.12116785500006699, 0.3398394769999413, 0.22996928899988234, 0.09335936499996933, 0.34171337299994775, 0.06914291499992942, 0.0815144660000442, 0.10523351799997727, 0.11961066000003484, 0.06729216200005794, 0.297885825999856, 0.11534882899991317, 0.1685406800002056, 0.2573095889999877, 0.26038964500003203, 0.17329218500003662, 0.18818748700005017, 0.09114640400002827, 0.2396509629998036, 0.30983779799998956, 0.12880094900015138, 0.11579544100004568, 0.23304013799997847, 0.13112512399993648, 0.2543745539999236, 0.19959646899997097, 0.08770922899998368, 0.13122707399998035, 0.16563497300012386, 0.09505981999996038, 0.22825537399990026, 0.18165082899986373, 0.06657546500014178, 0.06428119399993193, 0.15283479499998975, 0.18250653599989164, 0.07212839600015286, 0.11780736200012143, 0.08934163599997191, 0.06886234600005992, 0.08396389200015619, 0.07712326799992297, 0.25544239099986044, 0.23338296199995057, 0.15435609099995418, 0.19700063899995257, 0.1487053680000372, 0.19630458100004944, 0.23934658899997885, 0.39335069799994926, 0.20619527600001675, 0.1911478800000168, 0.1876934849999543, 0.24136169799999152, 0.08603119500003231, 0.0768261559999246, 0.07672358400009216, 0.11278363599990371, 0.06528330899982393, 0.07283482699995147, 0.0900555800001257, 0.09827932400003192, 0.09914903100002448, 0.09124011500011875, 0.07584767599996667, 0.07115477000002102, 0.31635198499998296, 0.06564721300014753, 0.3764312850000806, 0.13578947099995275, 0.16967935900015618, 0.0953938760001165, 0.07533955999997488, 0.2209138969999458, 0.20469498799980101, 0.09092637000003378, 0.06233249399997476, 0.08309505299985176, 0.07605161399987992, 0.08652289800011204, 0.30625261000000137, 0.2848776360001466, 0.1964451259998441, 0.08670121999989533, 0.11072832199988625, 0.08518852799988963, 0.09590000399998644, 0.06775775799997064, 0.07648684400010097, 0.251929612999902, 0.07614036700010729, 0.10170569500019155, 0.18727687699993112, 0.0977281299999504, 0.2631657560000349, 0.09147473999996691, 0.09615098499989472, 0.1537381020000339, 0.14927690800004711, 0.0758273870001176, 0.07150991299999987, 0.08091558000000987, 0.17936188299995592, 0.09853391600017858, 0.07336732499993559, 0.08614644599992971, 0.15854233899995052, 0.09123541000008117, 0.1400677619999442, 0.3006928170000265, 0.13636639499986813, 0.11623655999983384, 0.10341222499982905, 0.16358465700000124, 0.16390891099990768, 0.06765774700011207, 0.1424578900000597, 0.0918025440000747, 0.29977508300021327, 0.27942464599982486, 0.24636599999985265, 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