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5 changes: 5 additions & 0 deletions
5
benchmark/text-generation-inference/performance/qwen2.5-7b/.env
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,5 @@ | ||
| MODEL_ID='Qwen/Qwen2.5-7B-Instruct' | ||
| HF_AUTO_CAST_TYPE='bf16' | ||
| MAX_BATCH_SIZE=32 | ||
| MAX_INPUT_TOKENS=4000 | ||
| MAX_TOTAL_TOKENS=4096 |
76 changes: 76 additions & 0 deletions
76
benchmark/text-generation-inference/performance/qwen2.5-7b/docker-compose.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,76 @@ | ||
| version: '3.7' | ||
|
|
||
| services: | ||
| tgi-1: | ||
| image: neuronx-tgi:latest | ||
| ports: | ||
| - "8081:8081" | ||
| environment: | ||
| - PORT=8081 | ||
| - MODEL_ID=${MODEL_ID} | ||
| - HF_AUTO_CAST_TYPE=${HF_AUTO_CAST_TYPE} | ||
| - HF_NUM_CORES=8 | ||
| - MAX_BATCH_SIZE=${MAX_BATCH_SIZE} | ||
| - MAX_INPUT_TOKENS=${MAX_INPUT_TOKENS} | ||
| - MAX_TOTAL_TOKENS=${MAX_TOTAL_TOKENS} | ||
| - MAX_CONCURRENT_REQUESTS=512 | ||
| - HF_TOKEN=${HF_TOKEN} | ||
| devices: | ||
| - "/dev/neuron0" | ||
| - "/dev/neuron1" | ||
| - "/dev/neuron2" | ||
| - "/dev/neuron3" | ||
|
|
||
| tgi-2: | ||
| image: neuronx-tgi:latest | ||
| ports: | ||
| - "8082:8082" | ||
| environment: | ||
| - PORT=8082 | ||
| - MODEL_ID=${MODEL_ID} | ||
| - HF_AUTO_CAST_TYPE=${HF_AUTO_CAST_TYPE} | ||
| - HF_NUM_CORES=8 | ||
| - MAX_BATCH_SIZE=${MAX_BATCH_SIZE} | ||
| - MAX_INPUT_TOKENS=${MAX_INPUT_TOKENS} | ||
| - MAX_TOTAL_TOKENS=${MAX_TOTAL_TOKENS} | ||
| - MAX_CONCURRENT_REQUESTS=512 | ||
| - HF_TOKEN=${HF_TOKEN} | ||
| devices: | ||
| - "/dev/neuron4" | ||
| - "/dev/neuron5" | ||
| - "/dev/neuron6" | ||
| - "/dev/neuron7" | ||
|
|
||
| tgi-3: | ||
| image: neuronx-tgi:latest | ||
| ports: | ||
| - "8083:8083" | ||
| environment: | ||
| - PORT=8083 | ||
| - MODEL_ID=${MODEL_ID} | ||
| - HF_AUTO_CAST_TYPE=${HF_AUTO_CAST_TYPE} | ||
| - HF_NUM_CORES=8 | ||
| - MAX_BATCH_SIZE=${MAX_BATCH_SIZE} | ||
| - MAX_INPUT_TOKENS=${MAX_INPUT_TOKENS} | ||
| - MAX_TOTAL_TOKENS=${MAX_TOTAL_TOKENS} | ||
| - MAX_CONCURRENT_REQUESTS=512 | ||
| - HF_TOKEN=${HF_TOKEN} | ||
| devices: | ||
| - "/dev/neuron8" | ||
| - "/dev/neuron9" | ||
| - "/dev/neuron10" | ||
| - "/dev/neuron11" | ||
|
|
||
| loadbalancer: | ||
| image: nginx:alpine | ||
| ports: | ||
| - "8080:80" | ||
| volumes: | ||
| - ./nginx.conf:/etc/nginx/nginx.conf:ro | ||
| depends_on: | ||
| - tgi-1 | ||
| - tgi-2 | ||
| - tgi-3 | ||
| deploy: | ||
| placement: | ||
| constraints: [node.role == manager] |
15 changes: 15 additions & 0 deletions
15
benchmark/text-generation-inference/performance/qwen2.5-7b/nginx.conf
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,15 @@ | ||
| ### Nginx TGI Load Balancer | ||
| events {} | ||
| http { | ||
| upstream tgicluster { | ||
| server tgi-1:8081; | ||
| server tgi-2:8082; | ||
| server tgi-3:8083; | ||
| } | ||
| server { | ||
| listen 80; | ||
| location / { | ||
| proxy_pass http://tgicluster; | ||
| } | ||
| } | ||
| } |
12 changes: 12 additions & 0 deletions
12
benchmark/text-generation-inference/performance/qwen2.5-7b/tgi-results.csv
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,12 @@ | ||
| model_id,Date,Input type,Requests per Second,Request Latency (s),Time-to-first-token (ms),Inter Token Latency (ms),Output Token Throughput (t/s) | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,synchronous,0.16124266966166817,6.200973322516994,309.0427423778333,25.97485797662497,36.57662664430473 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,[email protected] req/sec,0.49461558754572243,11.853755130606183,361.0207387956522,48.287324351631526,117.7268931509251 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,[email protected] req/sec,0.8060968082815412,16.24768308375744,375.21653479718145,67.57783339749032,189.26981548491378 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,[email protected] req/sec,1.083945791108799,21.60137509382688,391.8051444567167,90.79909233959562,253.1763846248275 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,[email protected] req/sec,1.360321529639815,22.870551178060428,896.7999958553197,94.77224932706102,315.15228174103277 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,[email protected] req/sec,1.6004688460192356,27.518067228297394,1464.1120346883934,112.11173711716121,371.45881623077696 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,[email protected] req/sec,1.8374073942778475,29.824548766450974,1626.0160196174695,122.31885821081055,423.5491627411547 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,[email protected] req/sec,2.0547734036381797,33.20240214091389,2375.624083671249,133.96148232126046,472.60651633847726 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,[email protected] req/sec,2.0780593811446972,40.66464872033365,8195.832600516658,138.66332340499426,486.5759282406912 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,[email protected] req/sec,2.116392255309062,36.28229375148383,4732.812661824264,134.96114258046998,494.68585904605914 | ||
| Qwen_Qwen2.5-7B-Instruct,2024-12-03-14-55-31,throughput,3.6428876172319473,25.543468462793452,7593.348495583786,77.56031301334828,844.191272561698 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
|
|
@@ -3,7 +3,6 @@ | |
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| def get_node_results(node_url): | ||
|
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| metrics = requests.get(node_url + "/metrics").text | ||
|
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| counters = { | ||
|
|
||
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