results(max-context): complete H200 max context length exploration run 20260708-143534
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# H200 Max Context Length Exploration Report
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- Result root: `/data/user1/yy/experiments/dsv4_h200_max_context_length/results/20260708-143534`
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- Model: `/data/models/DeepSeek-V4-Flash`
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- Hardware: 8x NVIDIA H200 143GB
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- TP: 8
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- Output len: 1, num prompts: 1, concurrency: 1
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## Per-attempt results
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| Backend | Target len | Max model/context len | Status | TTFT mean(ms) | TTFT P95(ms) | E2E mean(ms) | E2E P99(ms) | Error |
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|---|---:|---:|---:|---:|---:|---:|---:|---:|
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| sglang | 65536 | 66560 | ✅ pass | 521.23 | 521.23 | 521.25 | 521.25 | |
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| sglang | 131072 | 132096 | ✅ pass | 668.67 | 668.67 | 668.69 | 668.69 | |
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| sglang | 262144 | 263168 | ✅ pass | 1232.63 | 1232.63 | 1232.65 | 1232.65 | |
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| sglang | 393216 | 394240 | ✅ pass | 1496.49 | 1496.49 | 1496.53 | 1496.53 | |
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| sglang | 524288 | 525312 | ✅ pass | 1764.18 | 1764.18 | 1764.23 | 1764.23 | |
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| sglang | 655360 | 656384 | ✅ pass | 2129.19 | 2129.19 | 2129.24 | 2129.24 | |
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| sglang | 786432 | 787456 | ✅ pass | 2440.34 | 2440.34 | 2440.35 | 2440.35 | |
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| sglang | 917504 | 918528 | ✅ pass | 3149.58 | 3149.58 | 3149.61 | 3149.61 | |
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| sglang | 1048576 | 1049600 | ❌ fail | 0.00 | 0.00 | 0.00 | 0.00 | server failed to start |
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| vllm | 65536 | 66560 | ✅ pass | 594.47 | 594.47 | 594.53 | 594.53 | |
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| vllm | 131072 | 132096 | ✅ pass | 889.46 | 889.46 | 889.51 | 889.51 | |
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| vllm | 262144 | 263168 | ✅ pass | 1178.53 | 1178.53 | 1178.56 | 1178.56 | |
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| vllm | 393216 | 394240 | ✅ pass | 1371.19 | 1371.19 | 1371.24 | 1371.24 | |
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| vllm | 524288 | 525312 | ✅ pass | 2582.85 | 2582.85 | 2582.90 | 2582.90 | |
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| vllm | 655360 | 656384 | ✅ pass | 2203.55 | 2203.55 | 2203.59 | 2203.59 | |
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| vllm | 786432 | 787456 | ✅ pass | 3886.52 | 3886.52 | 3886.57 | 3886.57 | |
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| vllm | 917504 | 918528 | ✅ pass | 3715.61 | 3715.61 | 3715.64 | 3715.64 | |
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| vllm | 1048576 | 1049600 | ❌ fail | 0.00 | 0.00 | 0.00 | 0.00 | server failed to start |
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## Maximum supported input length
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- **sglang**: 917504 tokens
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- **vllm**: 917504 tokens
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{
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"metadata": {
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"experiment": "dsv4_h200_max_context_length",
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"run_id": "20260708-143534",
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"timestamp": "2026-07-08T14:35:34+00:00",
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"model": "/data/models/DeepSeek-V4-Flash",
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"backend": "sglang+vllm",
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"engine": "sglang+vllm",
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"hardware": "8x NVIDIA H200 143GB",
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"accelerator": "NVIDIA H200",
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"chip": "nvidia_h200",
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"script": "experiments/dsv4_h200_max_context_length/run_bench.sh",
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"env": "/data/user1/yy/envs/sglang",
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"git_commit": "ef65885",
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"git_dirty": "dirty",
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"description": "H200 max context length exploration for DeepSeek-V4-Flash"
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},
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"config": {
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"tp": 8,
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"cuda_visible_devices": "0,1,2,3,4,5,6,7",
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"output_len": 1,
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"num_prompts": 1,
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"max_concurrency": 1,
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"request_rate": 10000,
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"context_pad": 1024
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},
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"scenarios": [
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{
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"backend": "sglang",
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"target_len": 65536,
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"max_model_len": 66560,
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"success": true,
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"server_args": "sglang serve --trust-remote-code --model-path /data/models/DeepSeek-V4-Flash --tp 8 --moe-runner-backend marlin --context-length 66560 --max-running-requests 1 --mem-fraction-static 0.88 --host 0.0.0.0 --port 30011",
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"metrics": {
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"success_count": 1,
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"total_count": 1,
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"duration_s": 0.5241995020041941,
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"request_throughput": 1.9076706409995772,
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"input_token_throughput": 125021.10312854829,
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"output_token_throughput": 1.9076706409995772,
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"total_input_tokens": 65536,
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"total_output_tokens": 1,
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"e2e_ms": {
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"mean": 521.2510440032929,
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"p50": 521.2510440032929,
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"p90": 521.2510440032929,
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"p95": 521.2510440032929,
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"p99": 521.2510440032929
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},
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"ttft_ms": {
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"mean": 521.2282620050246,
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"p50": 521.2282620050246,
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"p90": 521.2282620050246,
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"p95": 521.2282620050246,
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"p99": 521.2282620050246
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},
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"tpot_ms": {
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"mean": 0.0,
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"p50": 0.0,
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"p90": 0.0,
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"p95": 0.0,
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"p99": 0.0
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},
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"itl_ms": {
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"mean": 0.0,
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"p50": 0.0,
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"p90": 0.0,
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"p95": 0.0,
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"p99": 0.0
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}
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},
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"error": null
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},
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{
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"backend": "sglang",
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"target_len": 131072,
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"max_model_len": 132096,
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"success": true,
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"server_args": "sglang serve --trust-remote-code --model-path /data/models/DeepSeek-V4-Flash --tp 8 --moe-runner-backend marlin --context-length 132096 --max-running-requests 1 --mem-fraction-static 0.88 --host 0.0.0.0 --port 30011",
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"metrics": {
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"success_count": 1,
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"total_count": 1,
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"duration_s": 0.6736304189980729,
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"request_throughput": 1.484493532057763,
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"input_token_throughput": 194575.53623387511,
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"output_token_throughput": 1.484493532057763,
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"total_input_tokens": 131072,
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"total_output_tokens": 1,
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"e2e_ms": {
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"mean": 668.692392995581,
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"p50": 668.692392995581,
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"p90": 668.692392995581,
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"p95": 668.692392995581,
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"p99": 668.692392995581
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},
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"ttft_ms": {
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"mean": 668.666598998243,
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"p50": 668.666598998243,
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"p90": 668.666598998243,
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"p95": 668.666598998243,
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"p99": 668.666598998243
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},
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"tpot_ms": {
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"mean": 0.0,
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"p50": 0.0,
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"p90": 0.0,
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"p95": 0.0,
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"p99": 0.0
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},
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"itl_ms": {
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"mean": 0.0,
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"p50": 0.0,
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"p90": 0.0,
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"p95": 0.0,
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"p99": 0.0
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}
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},
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"error": null
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},
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{
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"backend": "sglang",
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"target_len": 262144,
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"max_model_len": 263168,
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"success": true,
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"server_args": "sglang serve --trust-remote-code --model-path /data/models/DeepSeek-V4-Flash --tp 8 --moe-runner-backend marlin --context-length 263168 --max-running-requests 1 --mem-fraction-static 0.88 --host 0.0.0.0 --port 30011",
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"metrics": {
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"success_count": 1,
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"total_count": 1,
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"duration_s": 1.235619597006007,
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"request_throughput": 0.8093105697118029,
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"input_token_throughput": 212155.90998653087,
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"output_token_throughput": 0.8093105697118029,
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"total_input_tokens": 262144,
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"total_output_tokens": 1,
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"e2e_ms": {
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"mean": 1232.6548010023544,
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"p50": 1232.6548010023544,
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"p90": 1232.6548010023544,
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"p95": 1232.6548010023544,
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"p99": 1232.6548010023544
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},
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"ttft_ms": {
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"mean": 1232.628379992093,
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"p50": 1232.628379992093,
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"p90": 1232.628379992093,
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"p95": 1232.628379992093,
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"p99": 1232.628379992093
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},
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"tpot_ms": {
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"mean": 0.0,
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"p50": 0.0,
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"p90": 0.0,
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"p95": 0.0,
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"p99": 0.0
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},
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"itl_ms": {
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"mean": 0.0,
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"p50": 0.0,
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"p90": 0.0,
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"p95": 0.0,
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"p99": 0.0
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}
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},
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"error": null
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},
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{
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"backend": "sglang",
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"target_len": 393216,
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"max_model_len": 394240,
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"success": true,
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"server_args": "sglang serve --trust-remote-code --model-path /data/models/DeepSeek-V4-Flash --tp 8 --moe-runner-backend marlin --context-length 394240 --max-running-requests 1 --mem-fraction-static 0.88 --host 0.0.0.0 --port 30011",
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"metrics": {
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"success_count": 1,
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"total_count": 1,
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"duration_s": 1.4997316709923325,
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"request_throughput": 0.6667859453406932,
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"input_token_throughput": 262190.90228308603,
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"output_token_throughput": 0.6667859453406932,
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"total_input_tokens": 393216,
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"total_output_tokens": 1,
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"e2e_ms": {
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"mean": 1496.5319500042824,
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"p90": 1496.5319500042824,
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"p95": 1496.5319500042824,
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"p99": 1496.5319500042824
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},
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"ttft_ms": {
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"p95": 0.0,
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"p99": 0.0
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}
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},
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"error": null
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},
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{
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"backend": "sglang",
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"target_len": 524288,
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"max_model_len": 525312,
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"success": true,
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"server_args": "sglang serve --trust-remote-code --model-path /data/models/DeepSeek-V4-Flash --tp 8 --moe-runner-backend marlin --context-length 525312 --max-running-requests 1 --mem-fraction-static 0.88 --host 0.0.0.0 --port 30011",
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"metrics": {
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"success_count": 1,
|
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"total_count": 1,
|
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"duration_s": 1.7669223830016563,
|
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"request_throughput": 0.5659558165204717,
|
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"input_token_throughput": 296723.84313188505,
|
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|
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"total_input_tokens": 524288,
|
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"total_output_tokens": 1,
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"e2e_ms": {
|
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|
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|
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|
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"p99": 1764.228992004064
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|
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|
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|
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|
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|
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|
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},
|
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"itl_ms": {
|
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|
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|
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|
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}
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},
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"error": null
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},
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{
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"backend": "sglang",
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"target_len": 655360,
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"max_model_len": 656384,
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"success": true,
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"server_args": "sglang serve --trust-remote-code --model-path /data/models/DeepSeek-V4-Flash --tp 8 --moe-runner-backend marlin --context-length 656384 --max-running-requests 1 --mem-fraction-static 0.88 --host 0.0.0.0 --port 30011",
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"metrics": {
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"success_count": 1,
|
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"total_count": 1,
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"duration_s": 2.1324244450079277,
|
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"request_throughput": 0.4689497920271132,
|
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"input_token_throughput": 307330.93570288894,
|
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|
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"total_input_tokens": 655360,
|
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|
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"e2e_ms": {
|
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|
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"p50": 2129.2401870014146,
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||||
"p90": 2129.2401870014146,
|
||||
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|
||||
"p99": 2129.2401870014146
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
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|
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},
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{
|
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|
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|
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"success": true,
|
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"server_args": "sglang serve --trust-remote-code --model-path /data/models/DeepSeek-V4-Flash --tp 8 --moe-runner-backend marlin --context-length 787456 --max-running-requests 1 --mem-fraction-static 0.88 --host 0.0.0.0 --port 30011",
|
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"metrics": {
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
},
|
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"ttft_ms": {
|
||||
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|
||||
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|
||||
"p90": 2440.341288995114,
|
||||
"p95": 2440.341288995114,
|
||||
"p99": 2440.341288995114
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||||
},
|
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"tpot_ms": {
|
||||
"mean": 0.0,
|
||||
"p50": 0.0,
|
||||
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|
||||
"p95": 0.0,
|
||||
"p99": 0.0
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"p95": 0.0,
|
||||
"p99": 0.0
|
||||
}
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},
|
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"error": null
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},
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{
|
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"backend": "sglang",
|
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"target_len": 917504,
|
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|
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"success": true,
|
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"server_args": "sglang serve --trust-remote-code --model-path /data/models/DeepSeek-V4-Flash --tp 8 --moe-runner-backend marlin --context-length 918528 --max-running-requests 1 --mem-fraction-static 0.88 --host 0.0.0.0 --port 30011",
|
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"metrics": {
|
||||
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|
||||
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|
||||
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|
||||
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|
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||||
"max_model_len": 1049600,
|
||||
"success": false,
|
||||
"server_args": "vllm serve /data/models/DeepSeek-V4-Flash --trust-remote-code --tensor-parallel-size 8 --kv-cache-dtype fp8 --max-model-len 1049600 --max-num-seqs 1 --block-size 256 --gpu-memory-utilization 0.90 --tokenizer-mode deepseek_v4 --reasoning-parser deepseek_v4 --no-disable-hybrid-kv-cache-manager --disable-uvicorn-access-log --port 30012",
|
||||
"metrics": null,
|
||||
"error": "server failed to start"
|
||||
}
|
||||
]
|
||||
}
|
||||
Loading…
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Reference in New Issue
Block a user