vllm - 💡(How to fix) Fix [Bug]: Gemma 4 31B random drops in performance on H200 and B200 with 2 GPUs

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Fix / Workaround

============================== CPU Info

Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Address sizes: 52 bits physical, 57 bits virtual Byte Order: Little Endian CPU(s): 256 On-line CPU(s) list: 0-255 Vendor ID: AuthenticAMD Model name: AMD EPYC 9555 64-Core Processor CPU family: 26 Model: 2 Thread(s) per core: 2 Core(s) per socket: 64 Socket(s): 2 Stepping: 1 Frequency boost: enabled CPU max MHz: 4409.3750 CPU min MHz: 1500.0000 BogoMIPS: 6399.98 Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl xtopology nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local avx_vnni avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid bus_lock_detect movdiri movdir64b overflow_recov succor smca fsrm avx512_vp2intersect flush_l1d debug_swap amd_lbr_pmc_freeze Virtualization: AMD-V L1d cache: 6 MiB (128 instances) L1i cache: 4 MiB (128 instances) L2 cache: 128 MiB (128 instances) L3 cache: 512 MiB (16 instances) NUMA node(s): 2 NUMA node0 CPU(s): 0-63,128-191 NUMA node1 CPU(s): 64-127,192-255 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling: Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Mitigation; Reduced Speculation Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization Vulnerability Spectre v2: Mitigation; Enhanced / Automatic IBRS; IBPB conditional; STIBP always-on; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Mitigation; IBPB before exit to userspace

Code Example

Collecting environment information...
==============================
        System Info
==============================
OS                           : Ubuntu 22.04.5 LTS (x86_64)
GCC version                  : (Ubuntu 11.4.0-1ubuntu1~22.04.3) 11.4.0
Clang version                : Could not collect
CMake version                : Could not collect
Libc version                 : glibc-2.35

==============================
       PyTorch Info
==============================
PyTorch version              : 2.11.0+cu130
Is debug build               : False
CUDA used to build PyTorch   : 13.0
ROCM used to build PyTorch   : N/A
XPU used to build PyTorch    : N/A

==============================
      Python Environment
==============================
Python version               : 3.12.13 (main, Mar  4 2026, 09:23:07) [GCC 11.4.0] (64-bit runtime)
Python platform              : Linux-5.14.0-570.98.1.el9_6.x86_64-x86_64-with-glibc2.35
    
==============================
       CUDA / GPU Info
==============================
Is CUDA available            : True
CUDA runtime version         : 13.0.88
CUDA_MODULE_LOADING set to   : 
GPU models and configuration : 
GPU 0: NVIDIA B200
GPU 1: NVIDIA B200

Nvidia driver version        : 580.126.20
cuDNN version                : Could not collect
HIP runtime version          : N/A
MIOpen runtime version       : N/A
Is XNNPACK available         : True

==============================
          CPU Info
==============================
Architecture:                            x86_64
CPU op-mode(s):                          32-bit, 64-bit
Address sizes:                           52 bits physical, 57 bits virtual
Byte Order:                              Little Endian
CPU(s):                                  256
On-line CPU(s) list:                     0-255
Vendor ID:                               AuthenticAMD
Model name:                              AMD EPYC 9555 64-Core Processor
CPU family:                              26
Model:                                   2
Thread(s) per core:                      2
Core(s) per socket:                      64
Socket(s):                               2
Stepping:                                1
Frequency boost:                         enabled
CPU max MHz:                             4409.3750
CPU min MHz:                             1500.0000
BogoMIPS:                                6399.98
Flags:                                   fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl xtopology nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local avx_vnni avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid bus_lock_detect movdiri movdir64b overflow_recov succor smca fsrm avx512_vp2intersect flush_l1d debug_swap amd_lbr_pmc_freeze
Virtualization:                          AMD-V
L1d cache:                               6 MiB (128 instances)
L1i cache:                               4 MiB (128 instances)
L2 cache:                                128 MiB (128 instances)
L3 cache:                                512 MiB (16 instances)
NUMA node(s):                            2
NUMA node0 CPU(s):                       0-63,128-191
NUMA node1 CPU(s):                       64-127,192-255
Vulnerability Gather data sampling:      Not affected
Vulnerability Indirect target selection: Not affected
Vulnerability Itlb multihit:             Not affected
Vulnerability L1tf:                      Not affected
Vulnerability Mds:                       Not affected
Vulnerability Meltdown:                  Not affected
Vulnerability Mmio stale data:           Not affected
Vulnerability Reg file data sampling:    Not affected
Vulnerability Retbleed:                  Not affected
Vulnerability Spec rstack overflow:      Mitigation; Reduced Speculation
Vulnerability Spec store bypass:         Mitigation; Speculative Store Bypass disabled via prctl
Vulnerability Spectre v1:                Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:                Mitigation; Enhanced / Automatic IBRS; IBPB conditional; STIBP always-on; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected
Vulnerability Srbds:                     Not affected
Vulnerability Tsa:                       Not affected
Vulnerability Tsx async abort:           Not affected
Vulnerability Vmscape:                   Mitigation; IBPB before exit to userspace

==============================
Versions of relevant libraries
==============================
[pip3] flashinfer-python==0.6.8.post1
[pip3] numpy==2.2.6
[pip3] nvidia-cublas==13.1.0.3
[pip3] nvidia-cuda-cupti==13.0.85
[pip3] nvidia-cuda-nvrtc==13.0.88
[pip3] nvidia-cuda-runtime==13.0.96
[pip3] nvidia-cudnn-cu13==9.19.0.56
[pip3] nvidia-cudnn-frontend==1.18.0
[pip3] nvidia-cufft==12.0.0.61
[pip3] nvidia-cufile==1.15.1.6
[pip3] nvidia-curand==10.4.0.35
[pip3] nvidia-cusolver==12.0.4.66
[pip3] nvidia-cusparse==12.6.3.3
[pip3] nvidia-cusparselt-cu13==0.8.0
[pip3] nvidia-cutlass-dsl==4.4.2
[pip3] nvidia-cutlass-dsl-libs-base==4.4.2
[pip3] nvidia-ml-py==13.595.45
[pip3] nvidia-nccl-cu13==2.28.9
[pip3] nvidia-nvjitlink==13.0.88
[pip3] nvidia-nvshmem-cu13==3.4.5
[pip3] nvidia-nvtx==13.0.85
[pip3] pyzmq==27.1.0
[pip3] torch==2.11.0+cu130
[pip3] torch_c_dlpack_ext==0.1.5
[pip3] torchaudio==2.11.0+cu130
[pip3] torchvision==0.26.0+cu130
[pip3] transformers==5.6.2
[pip3] triton==3.6.0
[conda] Could not collect

==============================
         vLLM Info
==============================
ROCM Version                 : Could not collect
vLLM Version                 : 0.20.0
vLLM Build Flags:
  CUDA Archs: 7.5 8.0 8.6 8.9 9.0 10.0 12.0+PTX; ROCm: Disabled; XPU: Disabled
GPU Topology:
        GPU0    GPU1    NIC0    NIC1    CPU Affinity    NUMA Affinity   GPU NUMA ID
GPU0     X      NV18    NODE    SYS     0-63,128-191    0               N/A
GPU1    NV18     X      NODE    SYS     0-63,128-191    0               N/A
NIC0    NODE    NODE     X      SYS
NIC1    SYS     SYS     SYS      X 

Legend:

  X    = Self
  SYS  = Connection traversing PCIe as well as the SMP interconnect between NUMA nodes (e.g., QPI/UPI)
  NODE = Connection traversing PCIe as well as the interconnect between PCIe Host Bridges within a NUMA node
  PHB  = Connection traversing PCIe as well as a PCIe Host Bridge (typically the CPU)
  PXB  = Connection traversing multiple PCIe bridges (without traversing the PCIe Host Bridge)
  PIX  = Connection traversing at most a single PCIe bridge
  NV#  = Connection traversing a bonded set of # NVLinks

NIC Legend:

  NIC0: mlx5_0
  NIC1: mlx5_1

==============================
     Environment Variables
==============================
CUDA_VERSION=13.0.2
LD_LIBRARY_PATH=/usr/local/nvidia/lib64:/usr/local/cuda/lib64:/usr/local/nvidia/lib:/usr/local/nvidia/lib64:/usr/local/cuda/lib64
NVIDIA_CTK_LIBCUDA_DIR=/usr/lib64
NVIDIA_DRIVER_CAPABILITIES=compute,utility
NVIDIA_GDRCOPY=enabled
NVIDIA_GDS=enabled
NVIDIA_MOFED=enabled
NVIDIA_REQUIRE_CUDA=cuda>=13.0 brand=unknown,driver>=535,driver<536 brand=grid,driver>=535,driver<536 brand=tesla,driver>=535,driver<536 brand=nvidia,driver>=535,driver<536 brand=quadro,driver>=535,driver<536 brand=quadrortx,driver>=535,driver<536 brand=nvidiartx,driver>=535,driver<536 brand=vapps,driver>=535,driver<536 brand=vpc,driver>=535,driver<536 brand=vcs,driver>=535,driver<536 brand=vws,driver>=535,driver<536 brand=cloudgaming,driver>=535,driver<536 brand=unknown,driver>=550,driver<551 brand=grid,driver>=550,driver<551 brand=tesla,driver>=550,driver<551 brand=nvidia,driver>=550,driver<551 brand=quadro,driver>=550,driver<551 brand=quadrortx,driver>=550,driver<551 brand=nvidiartx,driver>=550,driver<551 brand=vapps,driver>=550,driver<551 brand=vpc,driver>=550,driver<551 brand=vcs,driver>=550,driver<551 brand=vws,driver>=550,driver<551 brand=cloudgaming,driver>=550,driver<551 brand=unknown,driver>=565,driver<566 brand=grid,driver>=565,driver<566 brand=tesla,driver>=565,driver<566 brand=nvidia,driver>=565,driver<566 brand=quadro,driver>=565,driver<566 brand=quadrortx,driver>=565,driver<566 brand=nvidiartx,driver>=565,driver<566 brand=vapps,driver>=565,driver<566 brand=vpc,driver>=565,driver<566 brand=vcs,driver>=565,driver<566 brand=vws,driver>=565,driver<566 brand=cloudgaming,driver>=565,driver<566 brand=unknown,driver>=570,driver<571 brand=grid,driver>=570,driver<571 brand=tesla,driver>=570,driver<571 brand=nvidia,driver>=570,driver<571 brand=quadro,driver>=570,driver<571 brand=quadrortx,driver>=570,driver<571 brand=nvidiartx,driver>=570,driver<571 brand=vapps,driver>=570,driver<571 brand=vpc,driver>=570,driver<571 brand=vcs,driver>=570,driver<571 brand=vws,driver>=570,driver<571 brand=cloudgaming,driver>=570,driver<571 brand=unknown,driver>=575,driver<576 brand=grid,driver>=575,driver<576 brand=tesla,driver>=575,driver<576 brand=nvidia,driver>=575,driver<576 brand=quadro,driver>=575,driver<576 brand=quadrortx,driver>=575,driver<576 brand=nvidiartx,driver>=575,driver<576 brand=vapps,driver>=575,driver<576 brand=vpc,driver>=575,driver<576 brand=vcs,driver>=575,driver<576 brand=vws,driver>=575,driver<576 brand=cloudgaming,driver>=575,driver<576
NVIDIA_VISIBLE_DEVICES=void
TORCH_CUDA_ARCH_LIST=7.5 8.0 8.6 8.9 9.0 10.0 12.0+PTX
VLLM_ENABLE_CUDA_COMPATIBILITY=0
VLLM_USAGE_SOURCE=production-docker-image
PYTORCH_NVML_BASED_CUDA_CHECK=1
TORCHINDUCTOR_COMPILE_THREADS=1
TORCHINDUCTOR_CACHE_DIR=/tmp/torchinductor_root

---

vllm serve google/gemma-4-31B-it --served-model-name google/gemma-4-31B-it --kv-cache-dtype fp8 --max-model-len 200000 --dtype auto --async-scheduling --tensor-parallel-size 2 --trust-remote-code --gpu-memory-utilization 0.90 --enable-chunked-prefill --enable-auto-tool-choice  --reasoning-parser gemma4  --tool-call-parser gemma4  --limit-mm-per-prompt '{"image": 2, "audio": 1}' --chat-template examples/tool_chat_template_gemma4.jinja --max-num-seqs 64

---

(APIServer pid=434) INFO 05-11 17:46:04 [loggers.py:271] Engine 000: Avg prompt throughput: 145.1 tokens/s, Avg generation throughput: 133.7 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.3%, Prefix cache hit rate: 89.3%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.129.3.35:52484 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:34950 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:34960 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:34962 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:35436 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52484 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:46858 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52484 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:14 [loggers.py:271] Engine 000: Avg prompt throughput: 160.0 tokens/s, Avg generation throughput: 87.7 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.3%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.129.3.35:35460 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52484 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:24 [loggers.py:271] Engine 000: Avg prompt throughput: 38.9 tokens/s, Avg generation throughput: 23.7 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.129.3.35:54410 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:34 [loggers.py:271] Engine 000: Avg prompt throughput: 32.4 tokens/s, Avg generation throughput: 18.3 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.3%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.129.3.35:54414 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:54410 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:40524 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:40530 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:57102 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:57104 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:44 [loggers.py:271] Engine 000: Avg prompt throughput: 131.8 tokens/s, Avg generation throughput: 101.2 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.2%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.130.1.111:33690 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:60118 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:54 [loggers.py:271] Engine 000: Avg prompt throughput: 3.6 tokens/s, Avg generation throughput: 182.2 tokens/s, Running: 2 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.4%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:04 [loggers.py:271] Engine 000: Avg prompt throughput: 344.0 tokens/s, Avg generation throughput: 120.8 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 89.5%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:33690 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:54736 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:14 [loggers.py:271] Engine 000: Avg prompt throughput: 702.7 tokens/s, Avg generation throughput: 18.9 tokens/s, Running: 2 reqs, Waiting: 1 reqs, GPU KV cache usage: 2.2%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:54742 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:59964 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:59972 - "POST /v1/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:24 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.2 tokens/s, Running: 2 reqs, Waiting: 1 reqs, GPU KV cache usage: 2.5%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:58378 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:58396 - "POST /v1/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52348 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 2 reqs, GPU KV cache usage: 2.6%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:52362 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52376 - "POST /v1/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:53678 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:53672 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:51874 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:51906 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:57256 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:44 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 3 reqs, GPU KV cache usage: 2.7%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:37562 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:54 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 6 reqs, GPU KV cache usage: 2.8%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:33876 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:04 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.0%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:38204 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:41512 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:54580 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:14 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.1%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:46682 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:46832 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:24 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 4 reqs, GPU KV cache usage: 3.2%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:47290 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:46792 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.0 tokens/s, Running: 2 reqs, Waiting: 4 reqs, GPU KV cache usage: 3.2%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.2.2:39868 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:39872 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:44 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.3%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:48:54 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 7 reqs, GPU KV cache usage: 3.5%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:59700 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:49:04 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.0 tokens/s, Running: 2 reqs, Waiting: 7 reqs, GPU KV cache usage: 3.5%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:44664 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:44674 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:49:14 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.6%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:49:24 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.0 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.6%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:49:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 6 reqs, Waiting: 2 reqs, GPU KV cache usage: 4.0%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.2.2:42350 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:42362 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:49:44 [loggers.py:271] Engine 000: Avg prompt throughput: 13094.9 tokens/s, Avg generation throughput: 1.5 tokens/s, Running: 6 reqs, Waiting: 1 reqs, GPU KV cache usage: 4.6%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:49:54 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 1.0 tokens/s, Running: 6 reqs, Waiting: 1 reqs, GPU KV cache usage: 4.9%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:59496 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:04 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 1.0 tokens/s, Running: 6 reqs, Waiting: 1 reqs, GPU KV cache usage: 5.1%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:34970 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:34986 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:14 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.5 tokens/s, Running: 6 reqs, Waiting: 1 reqs, GPU KV cache usage: 5.2%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:54102 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:24 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.5 tokens/s, Running: 6 reqs, Waiting: 2 reqs, GPU KV cache usage: 5.4%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:40254 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.5 tokens/s, Running: 7 reqs, Waiting: 3 reqs, GPU KV cache usage: 6.0%, Prefix cache hit rate: 88.2%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.2.2:41028 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:41036 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:40082 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:44 [loggers.py:271] Engine 000: Avg prompt throughput: 9177.3 tokens/s, Avg generation throughput: 2.3 tokens/s, Running: 10 reqs, Waiting: 0 reqs, GPU KV cache usage: 7.6%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:50:54 [loggers.py:271] Engine 000: Avg prompt throughput: 222.1 tokens/s, Avg generation throughput: 74.7 tokens/s, Running: 9 reqs, Waiting: 0 reqs, GPU KV cache usage: 5.7%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:37916 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:58506 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:51:04 [loggers.py:271] Engine 000: Avg prompt throughput: 342.4 tokens/s, Avg generation throughput: 289.3 tokens/s, Running: 7 reqs, Waiting: 0 reqs, GPU KV cache usage: 5.1%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:51:14 [loggers.py:271] Engine 000: Avg prompt throughput: 35.7 tokens/s, Avg generation throughput: 264.1 tokens/s, Running: 6 reqs, Waiting: 0 reqs, GPU KV cache usage: 4.9%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:51:24 [loggers.py:271] Engine 000: Avg prompt throughput: 8.4 tokens/s, Avg generation throughput: 185.3 tokens/s, Running: 4 reqs, Waiting: 0 reqs, GPU KV cache usage: 4.3%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:51:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 135.9 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.6%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.2.2:36330 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:36328 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:51:44 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 74.6 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.6%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:51:54 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 44.7 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:52:04 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.0 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:58502 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:58514 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:40770 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:58522 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:52:24 [loggers.py:271] Engine 000: Avg prompt throughput: 172.9 tokens/s, Avg generation throughput: 48.0 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.2%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:53086 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:40776 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:53106 - "POST /v1/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:39226 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:39232 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:39244 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:39256 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:52:34 [loggers.py:271] Engine 000: Avg prompt throughput: 99.4 tokens/s, Avg generation throughput: 36.8 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
RAW_BUFFERClick to expand / collapse

Your current environment

<details> <summary>The output of <code>python collect_env.py</code></summary>
Collecting environment information...
==============================
        System Info
==============================
OS                           : Ubuntu 22.04.5 LTS (x86_64)
GCC version                  : (Ubuntu 11.4.0-1ubuntu1~22.04.3) 11.4.0
Clang version                : Could not collect
CMake version                : Could not collect
Libc version                 : glibc-2.35

==============================
       PyTorch Info
==============================
PyTorch version              : 2.11.0+cu130
Is debug build               : False
CUDA used to build PyTorch   : 13.0
ROCM used to build PyTorch   : N/A
XPU used to build PyTorch    : N/A

==============================
      Python Environment
==============================
Python version               : 3.12.13 (main, Mar  4 2026, 09:23:07) [GCC 11.4.0] (64-bit runtime)
Python platform              : Linux-5.14.0-570.98.1.el9_6.x86_64-x86_64-with-glibc2.35
    
==============================
       CUDA / GPU Info
==============================
Is CUDA available            : True
CUDA runtime version         : 13.0.88
CUDA_MODULE_LOADING set to   : 
GPU models and configuration : 
GPU 0: NVIDIA B200
GPU 1: NVIDIA B200

Nvidia driver version        : 580.126.20
cuDNN version                : Could not collect
HIP runtime version          : N/A
MIOpen runtime version       : N/A
Is XNNPACK available         : True

==============================
          CPU Info
==============================
Architecture:                            x86_64
CPU op-mode(s):                          32-bit, 64-bit
Address sizes:                           52 bits physical, 57 bits virtual
Byte Order:                              Little Endian
CPU(s):                                  256
On-line CPU(s) list:                     0-255
Vendor ID:                               AuthenticAMD
Model name:                              AMD EPYC 9555 64-Core Processor
CPU family:                              26
Model:                                   2
Thread(s) per core:                      2
Core(s) per socket:                      64
Socket(s):                               2
Stepping:                                1
Frequency boost:                         enabled
CPU max MHz:                             4409.3750
CPU min MHz:                             1500.0000
BogoMIPS:                                6399.98
Flags:                                   fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good amd_lbr_v2 nopl xtopology nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba perfmon_v2 ibrs ibpb stibp ibrs_enhanced vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local avx_vnni avx512_bf16 clzero irperf xsaveerptr rdpru wbnoinvd amd_ppin cppc arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif x2avic v_spec_ctrl vnmi avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq la57 rdpid bus_lock_detect movdiri movdir64b overflow_recov succor smca fsrm avx512_vp2intersect flush_l1d debug_swap amd_lbr_pmc_freeze
Virtualization:                          AMD-V
L1d cache:                               6 MiB (128 instances)
L1i cache:                               4 MiB (128 instances)
L2 cache:                                128 MiB (128 instances)
L3 cache:                                512 MiB (16 instances)
NUMA node(s):                            2
NUMA node0 CPU(s):                       0-63,128-191
NUMA node1 CPU(s):                       64-127,192-255
Vulnerability Gather data sampling:      Not affected
Vulnerability Indirect target selection: Not affected
Vulnerability Itlb multihit:             Not affected
Vulnerability L1tf:                      Not affected
Vulnerability Mds:                       Not affected
Vulnerability Meltdown:                  Not affected
Vulnerability Mmio stale data:           Not affected
Vulnerability Reg file data sampling:    Not affected
Vulnerability Retbleed:                  Not affected
Vulnerability Spec rstack overflow:      Mitigation; Reduced Speculation
Vulnerability Spec store bypass:         Mitigation; Speculative Store Bypass disabled via prctl
Vulnerability Spectre v1:                Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:                Mitigation; Enhanced / Automatic IBRS; IBPB conditional; STIBP always-on; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected
Vulnerability Srbds:                     Not affected
Vulnerability Tsa:                       Not affected
Vulnerability Tsx async abort:           Not affected
Vulnerability Vmscape:                   Mitigation; IBPB before exit to userspace

==============================
Versions of relevant libraries
==============================
[pip3] flashinfer-python==0.6.8.post1
[pip3] numpy==2.2.6
[pip3] nvidia-cublas==13.1.0.3
[pip3] nvidia-cuda-cupti==13.0.85
[pip3] nvidia-cuda-nvrtc==13.0.88
[pip3] nvidia-cuda-runtime==13.0.96
[pip3] nvidia-cudnn-cu13==9.19.0.56
[pip3] nvidia-cudnn-frontend==1.18.0
[pip3] nvidia-cufft==12.0.0.61
[pip3] nvidia-cufile==1.15.1.6
[pip3] nvidia-curand==10.4.0.35
[pip3] nvidia-cusolver==12.0.4.66
[pip3] nvidia-cusparse==12.6.3.3
[pip3] nvidia-cusparselt-cu13==0.8.0
[pip3] nvidia-cutlass-dsl==4.4.2
[pip3] nvidia-cutlass-dsl-libs-base==4.4.2
[pip3] nvidia-ml-py==13.595.45
[pip3] nvidia-nccl-cu13==2.28.9
[pip3] nvidia-nvjitlink==13.0.88
[pip3] nvidia-nvshmem-cu13==3.4.5
[pip3] nvidia-nvtx==13.0.85
[pip3] pyzmq==27.1.0
[pip3] torch==2.11.0+cu130
[pip3] torch_c_dlpack_ext==0.1.5
[pip3] torchaudio==2.11.0+cu130
[pip3] torchvision==0.26.0+cu130
[pip3] transformers==5.6.2
[pip3] triton==3.6.0
[conda] Could not collect

==============================
         vLLM Info
==============================
ROCM Version                 : Could not collect
vLLM Version                 : 0.20.0
vLLM Build Flags:
  CUDA Archs: 7.5 8.0 8.6 8.9 9.0 10.0 12.0+PTX; ROCm: Disabled; XPU: Disabled
GPU Topology:
        GPU0    GPU1    NIC0    NIC1    CPU Affinity    NUMA Affinity   GPU NUMA ID
GPU0     X      NV18    NODE    SYS     0-63,128-191    0               N/A
GPU1    NV18     X      NODE    SYS     0-63,128-191    0               N/A
NIC0    NODE    NODE     X      SYS
NIC1    SYS     SYS     SYS      X 

Legend:

  X    = Self
  SYS  = Connection traversing PCIe as well as the SMP interconnect between NUMA nodes (e.g., QPI/UPI)
  NODE = Connection traversing PCIe as well as the interconnect between PCIe Host Bridges within a NUMA node
  PHB  = Connection traversing PCIe as well as a PCIe Host Bridge (typically the CPU)
  PXB  = Connection traversing multiple PCIe bridges (without traversing the PCIe Host Bridge)
  PIX  = Connection traversing at most a single PCIe bridge
  NV#  = Connection traversing a bonded set of # NVLinks

NIC Legend:

  NIC0: mlx5_0
  NIC1: mlx5_1

==============================
     Environment Variables
==============================
CUDA_VERSION=13.0.2
LD_LIBRARY_PATH=/usr/local/nvidia/lib64:/usr/local/cuda/lib64:/usr/local/nvidia/lib:/usr/local/nvidia/lib64:/usr/local/cuda/lib64
NVIDIA_CTK_LIBCUDA_DIR=/usr/lib64
NVIDIA_DRIVER_CAPABILITIES=compute,utility
NVIDIA_GDRCOPY=enabled
NVIDIA_GDS=enabled
NVIDIA_MOFED=enabled
NVIDIA_REQUIRE_CUDA=cuda>=13.0 brand=unknown,driver>=535,driver<536 brand=grid,driver>=535,driver<536 brand=tesla,driver>=535,driver<536 brand=nvidia,driver>=535,driver<536 brand=quadro,driver>=535,driver<536 brand=quadrortx,driver>=535,driver<536 brand=nvidiartx,driver>=535,driver<536 brand=vapps,driver>=535,driver<536 brand=vpc,driver>=535,driver<536 brand=vcs,driver>=535,driver<536 brand=vws,driver>=535,driver<536 brand=cloudgaming,driver>=535,driver<536 brand=unknown,driver>=550,driver<551 brand=grid,driver>=550,driver<551 brand=tesla,driver>=550,driver<551 brand=nvidia,driver>=550,driver<551 brand=quadro,driver>=550,driver<551 brand=quadrortx,driver>=550,driver<551 brand=nvidiartx,driver>=550,driver<551 brand=vapps,driver>=550,driver<551 brand=vpc,driver>=550,driver<551 brand=vcs,driver>=550,driver<551 brand=vws,driver>=550,driver<551 brand=cloudgaming,driver>=550,driver<551 brand=unknown,driver>=565,driver<566 brand=grid,driver>=565,driver<566 brand=tesla,driver>=565,driver<566 brand=nvidia,driver>=565,driver<566 brand=quadro,driver>=565,driver<566 brand=quadrortx,driver>=565,driver<566 brand=nvidiartx,driver>=565,driver<566 brand=vapps,driver>=565,driver<566 brand=vpc,driver>=565,driver<566 brand=vcs,driver>=565,driver<566 brand=vws,driver>=565,driver<566 brand=cloudgaming,driver>=565,driver<566 brand=unknown,driver>=570,driver<571 brand=grid,driver>=570,driver<571 brand=tesla,driver>=570,driver<571 brand=nvidia,driver>=570,driver<571 brand=quadro,driver>=570,driver<571 brand=quadrortx,driver>=570,driver<571 brand=nvidiartx,driver>=570,driver<571 brand=vapps,driver>=570,driver<571 brand=vpc,driver>=570,driver<571 brand=vcs,driver>=570,driver<571 brand=vws,driver>=570,driver<571 brand=cloudgaming,driver>=570,driver<571 brand=unknown,driver>=575,driver<576 brand=grid,driver>=575,driver<576 brand=tesla,driver>=575,driver<576 brand=nvidia,driver>=575,driver<576 brand=quadro,driver>=575,driver<576 brand=quadrortx,driver>=575,driver<576 brand=nvidiartx,driver>=575,driver<576 brand=vapps,driver>=575,driver<576 brand=vpc,driver>=575,driver<576 brand=vcs,driver>=575,driver<576 brand=vws,driver>=575,driver<576 brand=cloudgaming,driver>=575,driver<576
NVIDIA_VISIBLE_DEVICES=void
TORCH_CUDA_ARCH_LIST=7.5 8.0 8.6 8.9 9.0 10.0 12.0+PTX
VLLM_ENABLE_CUDA_COMPATIBILITY=0
VLLM_USAGE_SOURCE=production-docker-image
PYTORCH_NVML_BASED_CUDA_CHECK=1
TORCHINDUCTOR_COMPILE_THREADS=1
TORCHINDUCTOR_CACHE_DIR=/tmp/torchinductor_root
</details>

🐛 Describe the bug

Gemma 4 seems to perform really well and then randomly will drop in t/ when running on b200 or h200 with 2 GPUs

 vllm serve google/gemma-4-31B-it --served-model-name google/gemma-4-31B-it --kv-cache-dtype fp8 --max-model-len 200000 --dtype auto --async-scheduling --tensor-parallel-size 2 --trust-remote-code --gpu-memory-utilization 0.90 --enable-chunked-prefill --enable-auto-tool-choice  --reasoning-parser gemma4  --tool-call-parser gemma4  --limit-mm-per-prompt '{"image": 2, "audio": 1}' --chat-template examples/tool_chat_template_gemma4.jinja --max-num-seqs 64

using vllm v0.20.0. Issue exists in v0.19.1 and v0.20.1

Log Snippet

(APIServer pid=434) INFO 05-11 17:46:04 [loggers.py:271] Engine 000: Avg prompt throughput: 145.1 tokens/s, Avg generation throughput: 133.7 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.3%, Prefix cache hit rate: 89.3%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.129.3.35:52484 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:34950 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:34960 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:34962 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:35436 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52484 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:46858 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52484 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:14 [loggers.py:271] Engine 000: Avg prompt throughput: 160.0 tokens/s, Avg generation throughput: 87.7 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.3%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.129.3.35:35460 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52484 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:24 [loggers.py:271] Engine 000: Avg prompt throughput: 38.9 tokens/s, Avg generation throughput: 23.7 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.129.3.35:54410 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:34 [loggers.py:271] Engine 000: Avg prompt throughput: 32.4 tokens/s, Avg generation throughput: 18.3 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.3%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.129.3.35:54414 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:54410 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:40524 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:40530 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:57102 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:57104 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:44 [loggers.py:271] Engine 000: Avg prompt throughput: 131.8 tokens/s, Avg generation throughput: 101.2 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.2%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     10.130.1.111:33690 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:60118 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:46:54 [loggers.py:271] Engine 000: Avg prompt throughput: 3.6 tokens/s, Avg generation throughput: 182.2 tokens/s, Running: 2 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.4%, Prefix cache hit rate: 89.6%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:04 [loggers.py:271] Engine 000: Avg prompt throughput: 344.0 tokens/s, Avg generation throughput: 120.8 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 89.5%, MM cache hit rate: 76.6%
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:33690 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:54736 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:14 [loggers.py:271] Engine 000: Avg prompt throughput: 702.7 tokens/s, Avg generation throughput: 18.9 tokens/s, Running: 2 reqs, Waiting: 1 reqs, GPU KV cache usage: 2.2%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:54742 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:59964 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:59972 - "POST /v1/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:24 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.2 tokens/s, Running: 2 reqs, Waiting: 1 reqs, GPU KV cache usage: 2.5%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:58378 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:58396 - "POST /v1/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52348 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 2 reqs, GPU KV cache usage: 2.6%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:52362 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:52376 - "POST /v1/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:53678 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:53672 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:51874 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:51906 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:57256 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:44 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 3 reqs, GPU KV cache usage: 2.7%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:37562 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:47:54 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 6 reqs, GPU KV cache usage: 2.8%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:33876 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:04 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.0%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:38204 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:41512 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:54580 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:14 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.1%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:46682 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:46832 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:24 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 4 reqs, GPU KV cache usage: 3.2%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:47290 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:46792 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.0 tokens/s, Running: 2 reqs, Waiting: 4 reqs, GPU KV cache usage: 3.2%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.2.2:39868 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:39872 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:48:44 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.3%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:48:54 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 7 reqs, GPU KV cache usage: 3.5%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:59700 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:49:04 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.0 tokens/s, Running: 2 reqs, Waiting: 7 reqs, GPU KV cache usage: 3.5%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:44664 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:44674 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:49:14 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.6%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:49:24 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.0 tokens/s, Running: 2 reqs, Waiting: 5 reqs, GPU KV cache usage: 3.6%, Prefix cache hit rate: 88.7%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:49:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.1 tokens/s, Running: 6 reqs, Waiting: 2 reqs, GPU KV cache usage: 4.0%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.2.2:42350 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:42362 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:49:44 [loggers.py:271] Engine 000: Avg prompt throughput: 13094.9 tokens/s, Avg generation throughput: 1.5 tokens/s, Running: 6 reqs, Waiting: 1 reqs, GPU KV cache usage: 4.6%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:49:54 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 1.0 tokens/s, Running: 6 reqs, Waiting: 1 reqs, GPU KV cache usage: 4.9%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:59496 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:04 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 1.0 tokens/s, Running: 6 reqs, Waiting: 1 reqs, GPU KV cache usage: 5.1%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:34970 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:34986 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:14 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.5 tokens/s, Running: 6 reqs, Waiting: 1 reqs, GPU KV cache usage: 5.2%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:54102 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:24 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.5 tokens/s, Running: 6 reqs, Waiting: 2 reqs, GPU KV cache usage: 5.4%, Prefix cache hit rate: 88.3%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:40254 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.5 tokens/s, Running: 7 reqs, Waiting: 3 reqs, GPU KV cache usage: 6.0%, Prefix cache hit rate: 88.2%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.2.2:41028 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:41036 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:40082 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:50:44 [loggers.py:271] Engine 000: Avg prompt throughput: 9177.3 tokens/s, Avg generation throughput: 2.3 tokens/s, Running: 10 reqs, Waiting: 0 reqs, GPU KV cache usage: 7.6%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:50:54 [loggers.py:271] Engine 000: Avg prompt throughput: 222.1 tokens/s, Avg generation throughput: 74.7 tokens/s, Running: 9 reqs, Waiting: 0 reqs, GPU KV cache usage: 5.7%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.129.3.35:37916 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:58506 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:51:04 [loggers.py:271] Engine 000: Avg prompt throughput: 342.4 tokens/s, Avg generation throughput: 289.3 tokens/s, Running: 7 reqs, Waiting: 0 reqs, GPU KV cache usage: 5.1%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:51:14 [loggers.py:271] Engine 000: Avg prompt throughput: 35.7 tokens/s, Avg generation throughput: 264.1 tokens/s, Running: 6 reqs, Waiting: 0 reqs, GPU KV cache usage: 4.9%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     127.0.0.1:52124 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:51:24 [loggers.py:271] Engine 000: Avg prompt throughput: 8.4 tokens/s, Avg generation throughput: 185.3 tokens/s, Running: 4 reqs, Waiting: 0 reqs, GPU KV cache usage: 4.3%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:51:34 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 135.9 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.6%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.2.2:36330 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.2.2:36328 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:51:44 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 74.6 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.6%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:51:54 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 44.7 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO 05-11 17:52:04 [loggers.py:271] Engine 000: Avg prompt throughput: 0.0 tokens/s, Avg generation throughput: 0.0 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:58502 - "POST /v1/chat/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:58514 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:40770 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:58522 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:52:24 [loggers.py:271] Engine 000: Avg prompt throughput: 172.9 tokens/s, Avg generation throughput: 48.0 tokens/s, Running: 1 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.2%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%
(APIServer pid=434) INFO:     10.130.1.111:53086 - "GET /health HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:40776 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.130.1.111:53106 - "POST /v1/completions HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:39226 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:39232 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:39244 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO:     10.129.3.35:39256 - "GET /v1/models HTTP/1.1" 200 OK
(APIServer pid=434) INFO 05-11 17:52:34 [loggers.py:271] Engine 000: Avg prompt throughput: 99.4 tokens/s, Avg generation throughput: 36.8 tokens/s, Running: 0 reqs, Waiting: 0 reqs, GPU KV cache usage: 0.0%, Prefix cache hit rate: 88.1%, MM cache hit rate: 76.7%

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