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llm-speed

RTX 5090 LLM benchmark

On the RTX 5090, measured single-user chat decode speeds are: ~7–9B models at 229.4 tok/s (llama.cpp; Measured, middle of 10 results, source run), ~12–14B models at 137.3 tok/s (Q4_0, llama.cpp; Measured, middle of 10 results, source run) and ~22–32B models at 69.6 tok/s (llama.cpp; Measured, middle of 121 results, source run). Short-chat workload, local runtimes, dense models only; quantization, backend and settings vary between submissions, so check each row in the tables below.

Specs vendor specs, not measured

VRAM
32 GB
Memory bandwidth
1792 GB/s
Launch date
2025-01-30

Sources: nvidia.com, nvidianews.nvidia.com, nvidia.com. Vendor-published figures, accessed 2026-10-14.

Fastest single result in these submissions (any model size)

341.9 decode tok/s

stable-code-instruct-3b via llama.cpp. Workload: chat-short. Reported hardware: RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB. see full run

Original measurements · 5 September 2026

Gemma 4 12B vs Qwen3.8-27B on RTX 5090

Compare response speed, first-token delay and GPU allocation on the same rig. Both tested model files fit entirely on this 32 GB GPU with a 16,384-token context configured. The prompts below are shorter than that configured limit.

Read the comparison, exact tested files and downloadable results →

Gemma 4 12B IT QAT

Q4_0 · 6.98 GB model file

7.75 GiB runtime GPU allocation

Model + context + compute buffers; all 49 layers on GPU.

Settings and three source runs →

Qwen3.8-27B

Q4_K_M · 18.97 GB model file

18.62 GiB runtime GPU allocation

Model + context + compute buffers; all 65 layers on GPU.

Settings and three source runs →
Medians of three repetitions per model and workload. Parentheses show observed minimum–maximum, not confidence intervals. Scroll the table on small screens.
Model / workloadDecode tok/s ↑First token ms ↓Actual input tokensActual output tokens
Gemma 4 12B IT QATQ4_0 · chat-short139.5(137.3–141.1)59.7(52.2–61.8)121256
Qwen3.8-27BQ4_K_M · chat-short65.7(65.4–65.7)117.5(117.1–131.7)114256
Gemma 4 12B IT QATQ4_0 · chat-long135.6(135.6–137.1)619.3(577.2–622.9)3,188620
Qwen3.8-27BQ4_K_M · chat-long65.1(65.1–65.1)909.4(908.0–910.5)3,184874

Same llama.cpp CUDA runtime, suite-v1 text prompts, one request at a time, warm models, thinking and prompt caching off. Output caps: 256 tokens for chat-short and 1,024 for chat-long. Tokenizers and actual output lengths differ.

Use these results to shortlist models for your latency and memory needs, then test answer quality on your own tasks. Coding accuracy, reasoning quality, vision and multi-user capacity were not measured. Runtime allocation is not peak whole-device memory; other idle services remained GPU-resident.

RTX 5090 model studies

Repeated tests with pinned model files, runtime settings, observed ranges and source runs. Choose a study for configuration details beyond the leaderboard's single result.

Qwen2.5-Coder-14B-Instruct

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M137.3tok/s2,016.9tok/s65.0msr_xnr_k4emoyr
chat-longnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M128.9tok/s5,987.2tok/s529msr_xnr_k4emoyr
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M136.7tok/sno datano datar_xnr_k4emoyr
agent-tracenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M128.2tok/s18,881.9tok/s113msr_xnr_k4emoyr
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-140.0tok/sno data42.1msr_opuj21f13-_
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-123.0tok/sno data457msr_opuj21f13-_
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-133.8tok/sno datano datar_opuj21f13-_
agent-tracenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-130.5tok/s21,985.9tok/s104msr_opuj21f13-_
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-136.0tok/sno data51.3msr_p_f63tcgans

Qwen3-Coder-30B-A3B-Instruct

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M304.9tok/s514.5tok/s214msr_vsype4pm1ko
chat-longnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M266.2tok/s8,353.2tok/s377msr_vsype4pm1ko
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M296.7tok/sno datano datar_vsype4pm1ko
agent-tracenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M278.8tok/s23,318.7tok/s96.6msr_vsype4pm1ko
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-68.41tok/sno data334msr_pm_a1uf2ufc
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-70.55tok/sno data1,204msr_pm_a1uf2ufc
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-68.04tok/sno datano datar_pm_a1uf2ufc
agent-tracenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-66.09tok/s4,816.7tok/s451msr_pm_a1uf2ufc
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-259.9tok/sno data218msr_c7qyvvmmsv1

gpt-oss-20b

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M324.2tok/s586.8tok/s283msr_dwp5fgdapmw
chat-longnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M311.0tok/s12,638.4tok/s252msr_dwp5fgdapmw
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M322.5tok/sno datano datar_dwp5fgdapmw
agent-tracenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M319.6tok/s23,887.0tok/s89.2msr_dwp5fgdapmw
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-318.4tok/sno data173msr_b9ul-vxh9sc
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-301.6tok/sno data239msr_b9ul-vxh9sc
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-302.8tok/sno datano datar_b9ul-vxh9sc
agent-tracenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-304.5tok/s26,907.5tok/s77.7msr_b9ul-vxh9sc
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.42tok/sno data333msr_r9h57uts9lr

Qwen3.6-27B

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M75.09tok/s302.2tok/s371msr_pob-co51bd-
chat-longnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M74.55tok/s2,644.8tok/s1,203msr_pob-co51bd-
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M75.13tok/sno datano datar_pob-co51bd-
agent-tracenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M74.13tok/s4,464.5tok/s485msr_pob-co51bd-

Qwen3-32B

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M69.83tok/s1,047.0tok/s105msr_vhbqyt1f_xr
chat-longnot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M64.13tok/s3,139.6tok/s1,002msr_vhbqyt1f_xr
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M68.52tok/sno datano datar_vhbqyt1f_xr
agent-tracenot supplied
RTX 5090 (32GB) + AMD EPYC 7543 32-Core Processor (120c) + 945GB
llama.cpp@0.7.0-dev (build 1, commit 1268eda)Q4_K_M66.46tok/s8,161.5tok/s253msr_vhbqyt1f_xr
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-66.51tok/sno data158msr_-txe_hiq44n
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-62.30tok/sno data1,067msr_-txe_hiq44n
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-66.64tok/sno datano datar_-txe_hiq44n
agent-tracenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-64.34tok/s8,394.1tok/s259msr_-txe_hiq44n
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.45tok/sno data327msr_phvxm9dcak0

Qwen3.8-27B

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)Q4_K_M75.19tok/s563.4tok/s273msr_qfrb2zmyk0k
chat-longnot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)Q4_K_M74.57tok/s2,499.5tok/s1,290msr_qfrb2zmyk0k
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)Q4_K_M75.40tok/sno datano datar_qfrb2zmyk0k
agent-tracenot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)Q4_K_M73.52tok/s5,065.3tok/s436msr_qfrb2zmyk0k
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_K_M65.66tok/s969.8tok/s118msr_dz5a3lzxhrj
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_K_M65.10tok/s3,496.8tok/s911msr_dz5a3lzxhrj
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_K_M65.73tok/s973.6tok/s117msr_c3ps9wjygi9
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_K_M65.09tok/s3,506.5tok/s908msr_c3ps9wjygi9
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_K_M65.43tok/s865.3tok/s132msr_7mod38qsldj
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_K_M65.10tok/s3,501.1tok/s909msr_7mod38qsldj

Nemotron-3.5-Bolt-74B-A9B-24GB-ctx32k

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)-157.3tok/s355.4tok/s338msr_ymx58emedxd
chat-longnot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)-155.7tok/s2,605.8tok/s1,247msr_ymx58emedxd
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)-157.7tok/sno datano datar_ymx58emedxd
agent-tracenot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)-154.9tok/s5,095.7tok/s431msr_ymx58emedxd

Nemotron-3.5-Bolt-74B-A9B-24GB

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)-154.7tok/s353.4tok/s340msr_z-l1yelv_67
chat-longnot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)-154.2tok/s2,623.3tok/s1,239msr_z-l1yelv_67
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)-156.0tok/sno datano datar_z-l1yelv_67
agent-tracenot supplied
RTX 5090 (32GB) + AMD EPYC 9534 64-Core Processor (128c) + 756GB
llama.cpp@0.7.0-dev (build 11669, commit 620d2225c)-149.3tok/s5,097.2tok/s418msr_z-l1yelv_67

LFM2.5-24B-A2B

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + INTEL(R) XEON(R) GOLD 6530 (64c) + 1008GB
llama.cpp@0.6.0-dev (build 1, commit a0e6dc7)Q4_K_M308.5tok/s553.1tok/s206msr_c8k6fleym09
chat-longnot supplied
RTX 5090 (32GB) + INTEL(R) XEON(R) GOLD 6530 (64c) + 1008GB
llama.cpp@0.6.0-dev (build 1, commit a0e6dc7)Q4_K_M300.4tok/s12,418.3tok/s264msr_c8k6fleym09
concurrent-decodenot supplied
RTX 5090 (32GB) + INTEL(R) XEON(R) GOLD 6530 (64c) + 1008GB
llama.cpp@0.6.0-dev (build 1, commit a0e6dc7)Q4_K_M321.3tok/sno datano datar_c8k6fleym09
agent-tracenot supplied
RTX 5090 (32GB) + INTEL(R) XEON(R) GOLD 6530 (64c) + 1008GB
llama.cpp@0.6.0-dev (build 1, commit a0e6dc7)Q4_K_M313.2tok/s18,108.8tok/s117msr_c8k6fleym09

gemma-4-12b-it-qat

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
long-context-decaynot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_0142.6tok/s7,115.8tok/s3,355msr_-lh-vczf7ik
long-context-decaynot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_0136.3tok/s7,161.0tok/s3,334msr_1srqmpjnkgd
long-context-decaynot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_0134.2tok/s6,022.4tok/s3,964msr_8q-uf-rq-gp
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_0141.1tok/s2,027.9tok/s59.7msr_v5arqmazf31
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_0135.6tok/s5,147.7tok/s619msr_v5arqmazf31
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_0139.5tok/s1,958.9tok/s61.8msr_c2podhe9qwc
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_0137.1tok/s5,118.0tok/s623msr_c2podhe9qwc
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_0137.3tok/s2,316.4tok/s52.2msr_8xmm65n1fhq
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp@1 (9725a31)Q4_0135.6tok/s5,523.3tok/s577msr_8xmm65n1fhq

Coder-V2-Lite-Instruct

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-293.1tok/sno data297msr_bfpto9so2o1
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-181.2tok/sno data361msr_bfpto9so2o1
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-268.4tok/sno datano datar_bfpto9so2o1
agent-tracenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-204.5tok/s24,978.7tok/s80.7msr_bfpto9so2o1
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-309.5tok/sno data268msr_0_gs1rgl2fl

Yi-Coder-9B-Chat

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-66.79tok/sno data317msr_zlh6az5q0o_
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.60tok/sno data1,195msr_zlh6az5q0o_
concurrent-decodenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-70.99tok/sno datano datar_zlh6az5q0o_
agent-tracenot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-71.76tok/s4,478.0tok/s397msr_zlh6az5q0o_
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-199.3tok/sno data36.2msr_u4iojm6-ekg

stable-code-instruct-3b

WorkloadModel sizeReported hardwareBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-341.9tok/sno data175msr_q9f15lz6831
chat-longnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-289.1tok/sno data232msr_q9f15lz6831
concurrent-decodenot supplied
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chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.31tok/sno data198msr_4upad7ubcpi
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-68.00tok/sno data241msr_qiq8q_cqfk5
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.49tok/sno data178msr_3un_x00tm0t
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-70.89tok/sno data185msr_ea1db-lhv0r
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.90tok/sno data165msr_7snxv0llk6f
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.79tok/sno data297msr_p307g-1cdkl
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.84tok/sno data398msr_bgylub2qqr-
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.70tok/sno data167msr_5b-e5ortgcv
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.68tok/sno data166msr_2g-h0epeovp
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-70.07tok/sno data173msr_es8a88t0ez0
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.63tok/sno data170msr_j0xki0x2kn2
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.68tok/sno data178msr_2673sv7x5m4
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.54tok/sno data171msr_7u98v6--uli
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.05tok/sno data191msr_4fxpo_ja16m
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-67.86tok/sno data185msr_qhp37dyi9n1
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.56tok/sno data215msr_5m7gbxjpw_c
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-73.20tok/sno data291msr_qlo6j6lnnh3
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.95tok/sno data291msr_q5xsw1p-7f8
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-70.37tok/sno data269msr_wowv__0b5s6
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.59tok/sno data314msr_8qwzo79cf0s
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-71.99tok/sno data317msr_fo83sbnxax4
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-73.96tok/sno data190msr_f7ulllqu4vk
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.79tok/sno data187msr_uhv-sxt4h97
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-71.50tok/sno data213msr_gipbd9a8wrn
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-73.31tok/sno data296msr_wax_x2ryqhk
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.65tok/sno data308msr_mqx-i-thqtq
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.90tok/sno data180msr_jrwk2oj1el-
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.27tok/sno data182msr_432qs45nio9
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.39tok/sno data225msr_p3m8a1lj4kg
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.56tok/sno data205msr_qrpvh5hd9km
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.62tok/sno data177msr_th_ounxmvpx
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.44tok/sno data172msr_jbit-ru039h
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-70.04tok/sno data194msr_wmexo75dt0o
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-71.26tok/sno data410msr_-1k-8qr_v8a
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-71.09tok/sno data241msr_mj85rtghwmg
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-68.97tok/sno data189msr_-cpk_tabogc
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-73.76tok/sno data346msr_j1cr6asrnn6
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-68.82tok/sno data413msr_v05axrj3dti
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-73.56tok/sno data167msr_az687c4xasr
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-68.61tok/sno data183msr_2o9kb8hy9uk
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-70.98tok/sno data200msr_carzhcoe-mi
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.36tok/sno data168msr_uvy0zplf-sh
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.53tok/sno data188msr_qdm3mkehpyx
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.19tok/sno data235msr_qlcfyt0mlv6
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.61tok/sno data231msr_e7_858msfny
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-71.81tok/sno data177msr_3hda1iz7yd8
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.55tok/sno data179msr_3n3hnvdgwnx
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.15tok/sno data171msr_g37y03ugmpk
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.48tok/sno data252msr_p01v4lc4c11
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.45tok/sno data175msr_lblt3fsiqzb
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-73.26tok/sno data176msr_qe0el0pkw93
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-68.94tok/sno data300msr_qsvrisrvp-e
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.48tok/sno data288msr_83zbwf7c17p
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.84tok/sno data350msr_9ap2a34-le5
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-72.18tok/sno data289msr_j1t3p2tae3a
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.34tok/sno data301msr_4puowxcjcfu
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-70.95tok/sno data329msr_u9eqyrsfrgt
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.23tok/sno data342msr_q0wcxrit2bz
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-68.93tok/sno data326msr_xa08qutcmkm
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.84tok/sno data343msr_5-8ewf89dyr
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-71.92tok/sno data530msr_wqhqzea_7xy
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-67.28tok/sno data553msr_1pww-w7p8sd
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-69.89tok/sno data3,995msr_bqsunbd6xa8
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-47.75tok/sno data2,833msr_kj4fh_mmzj9
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-45.92tok/sno data3,089msr_4u7250hj28o
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-39.61tok/sno data227msr__b89kg2iica
chat-shortnot supplied
RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB
llama.cpp-66.28tok/sno data353msr_79bwm4mq_4l

Community folklore on RTX 5090

62 unverified claims extracted from Reddit/HN comments. Lower trust than signed runs above; every row links to the source.

  • communityconfidence 75%

    10.00tok/s — Qwen3-Coder-Next on RTX 5090 via llama.cpp Q4_K_S

    our signed data: RTX 5090 · Qwen3-Coder-Next

    “95fa52dbf8ebec6acaf0105e1e9 Hey all, Just a quick one in case it saves someone else a headache. I was getting really poor throughput (\~10 tok/sec) with Qwen3-Coder-Next-Q4\_K\_S.gguf on llama.cpp, like “this can’t be right” levels, and eventually found a set of args that fix…”

    source: Reddit · u/Spiritual_Tie_5574 · 2026-02-06

  • communityconfidence 75%

    26.00tok/s — Qwen3-Coder-Next on RTX 5090 via llama.cpp Q4_K_S

    our signed data: RTX 5090 · Qwen3-Coder-Next

    “~26 tok/sec with Unsloth Qwen3-Coder-Next-Q4_K_S on RTX 5090 (Windows/llama.cpp) https://preview.redd.it/9gfytpz5srhg1.png?width=692&format=png&auto=w”

    source: Reddit · u/Spiritual_Tie_5574 · 2026-02-06

  • communityconfidence 75%

    207.9tok/s — Qwen3-Coder on RTX 5090 via sglang AWQ

    our signed data: RTX 5090 · Qwen3-Coder

    “hoosing the Framework **RTX 5090 — Qwen3-Coder-30B-A3B-Instruct-AWQ** |Metric|vLLM|SGLang| |:-|:-|:-| |Output throughput|**555.82 tok/s**|207.93 tok/s| |Mean TTFT|**549 ms**|1,558 ms| |Median TPOT|**7.06 ms**|18.84 ms| vLLM wins by 2.7x. SGLang is required `--quantization moe_…”

    source: Reddit · u/NoVibeCoding · 2026-03-06

  • communityconfidence 75%

    555.8tok/s — Qwen3-Coder on RTX 5090 via sglang AWQ

    our signed data: RTX 5090 · Qwen3-Coder

    “atency? # 1. Choosing the Framework **RTX 5090 — Qwen3-Coder-30B-A3B-Instruct-AWQ** |Metric|vLLM|SGLang| |:-|:-|:-| |Output throughput|**555.82 tok/s**|207.93 tok/s| |Mean TTFT|**549 ms**|1,558 ms| |Median TPOT|**7.06 ms**|18.84 ms| vLLM wins by 2.7x. SGLang is required `--qu…”

    source: Reddit · u/NoVibeCoding · 2026-03-06

  • communityconfidence 70%

    2.13tok/s — DeepSeek R1 on RTX 5090 via llama.cpp

    our signed data: RTX 5090 · DeepSeek R1

    “ok/sec *without* GPU on local gaming rig! Don't rush out and buy that 5090TI just yet (if you can even find one lol)! I just inferenced \~2.13 tok/sec with 2k context using a dynamic quant of the full R1 671B model (not a distill) after *disabling* my 3090TI GPU on a 96GB RAM g…”

    source: Reddit · u/VoidAlchemy · 2025-01-30

  • communityconfidence 70%

    2.00tok/s — DeepSeek R1 on RTX 5090 via llama.cpp

    our signed data: RTX 5090 · DeepSeek R1

    “DeepSeek R1 671B over 2 tok/sec *without* GPU on local gaming rig! Don't rush out and buy that 5090TI just yet (if you can even find one lol)! I just inferenced \~2.13 t”

    source: Reddit · u/VoidAlchemy · 2025-01-30

  • communityconfidence 65%

    196.0tok/s — on RTX 5090 via vllm AWQ

    our signed data: RTX 5090

    “what I learned about quant format tradeoffs on Blackwell, since I couldn’t find much written up yet. Final numbers on a single 5090: • \~196 tok/s decode • 96k context (model supports 256k native) • TTFT 1-3s warm, \~95s cold start • AWQ 4-bit (cyankiwi/gemma-4-26B-A4B-i…”

    source: Reddit · u/sudo_ls_ads · 2026-04-19

  • communityconfidence 60%

    150.0tok/s — GPT-OSS 120b on RTX 5090 via llama.cpp

    our signed data: RTX 5090 · GPT-OSS 120b

    “ir, or Devstral 24b. Here's the llama.cpp command I used to squeeze UD-Q6\_K\_XL + 48k tokens of context in my RTX 5090 VRAM and get about 150 tok/s (tg): `./llama-server --model downloaded_models/GLM-4.7-Flash-UD-Q6_K_XL.gguf --port 11433 --host "0.0.0.0" -fa on --ctx-size 480…”

    source: Reddit · u/Septerium · 2026-01-24

  • communityconfidence 60%

    10.85tok/s — DeepSeek-V3.1 on RTX 5090 via llama.cpp

    our signed data: RTX 5090 · DeepSeek-V3.1

    “gh the system popping out through a small gap left by RTX 5090). DeepSeek-V3.1-Terminus with context = 37279 tokens: PP = 151.76 tps, TG = 10.85 tps Some things I discovered running local LLMs: * For water-cooled CPU systems, there is not enough air circulation to cool the RAM…”

    source: Reddit · u/sloptimizer · 2026-01-23

  • communityconfidence 60%

    151.8tok/s — DeepSeek-V3.1 on RTX 5090 via llama.cpp

    our signed data: RTX 5090 · DeepSeek-V3.1

    “is threaded through the system popping out through a small gap left by RTX 5090). DeepSeek-V3.1-Terminus with context = 37279 tokens: PP = 151.76 tps, TG = 10.85 tps Some things I discovered running local LLMs: * For water-cooled CPU systems, there is not enough air circulatio…”

    source: Reddit · u/sloptimizer · 2026-01-23

See all 62 claims for RTX 5090 →

Models measured on RTX 5090

Common questions about RTX 5090

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