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TTS Bench — Speed — linux-default

Rig: linux-3090 — AMD Ryzen 9 5900XT 16-Core Processor · NVIDIA GeForce RTX 3090 24GB · 63 GB RAM · Linux 6.8.0-117-generic
Label: default voice
TTFA = time to first audio (ms; lower is better). RTFx = realtime speed (× realtime; higher is better; e.g. 10× means 10 sec of audio generated per 1 sec of compute). Cold = first run after process start; warm = subsequent runs.

Speed winners

Fastest predefined-voice: Vaniq-Edge (cuda) — 253.19× warm RTFx, 32ms warm TTFA

Fastest cloning-capable: StyleTTS 2 (cuda) — 33.04× warm RTFx, 253ms warm TTFA

ModelDeviceTTFA coldTTFA warmRTFx coldRTFx warmPeak RAMPeak VRAMSizeReleased
Vaniq-Edgecuda605ms32ms15.10×253.19×1.52 GB282 MB8.91MAug 2026
Inflect-Nano v2cuda532ms30ms14.45×226.42×1.35 GB168 MB3.96MJul 2026
Inflect-Micro v2cuda499ms41ms15.19×166.19×1.36 GB240 MB9.36MJul 2026
Kokorocuda491ms73ms15.15×97.68×1.85 GB879 MB82MDec 2024
MeloTTScuda1.75s129ms4.63×57.90×2.35 GB1.16 GB~52MFeb 2024
Pipercpu221ms180ms28.71×37.14×477 MB~25MBJan 2023
StyleTTS 2cuda1.36s253ms6.36×33.04×2.30 GB1.44 GB~148MJun 2023
StyleTTS 2cpu3.77s261ms5.77×32.12×2.41 GB~148MJun 2023
LuxTTScuda391ms215ms13.18×24.98×2.39 GB987 MB123MJan 2026
Inflect-Nano v2cpu576ms378ms12.41×20.03×701 MB3.96MJul 2026
Sopro V2 Turbocuda654ms486ms11.98×17.41×1.73 GB975 MB120MAug 2026
OpenVoice v2cuda1.78s363ms3.48×16.19×2.95 GB1.31 GB~100MApr 2024
Vaniq-Edgecpu782ms642ms11.08×13.98×844 MB8.91MAug 2026
Sopro V2 Turbo (streaming)cuda180ms87ms9.85×13.35×1.80 GB1.22 GB120MAug 2026
Inflect-Micro v2cpu900ms703ms8.36×10.86×889 MB9.36MJul 2026
LongCat-AudioDiT 1Bcuda1.43s879ms5.37×8.65×5.71 GB1.42BMar 2026
MiraTTScuda1.86s1.23s5.25×8.44×3.75 GB1.28 GB0.5BDec 2025
Audio8 TTS 0.6B (compiled)cuda1.20s924ms6.12×8.42×2.98 GB2.75 GB601MAug 2026
OmniVoicecuda1.31s759ms4.95×8.35×1.99 GB2.11 GB~1BMar 2026
Kokorocpu1.37s1.22s5.80×6.96×1.65 GB82MDec 2024
Scylla's Bandcpu1.93s995ms2.99×5.95×1.03 GB~103MJul 2026
Supertonic 3cpu1.28s1.28s5.87×5.89×612 MB99MMay 2026
Coqui XTTS-v2cuda1.95s1.76s4.19×4.88×2.08 GB2.12 GB750MOct 2023
Soprano 1.1 80Mcuda1.37s1.39s4.87×4.86×1.85 GB325 MB80MJan 2026
Chatterbox Turbocuda1.88s1.54s3.68×4.66×2.12 GB3.01 GB744MDec 2025
MeloTTScpu3.27s2.05s2.35×4.45×2.40 GB~52MFeb 2024
Pocket-TTScpu163ms148ms4.07×4.05×1.75 GB100MJan 2026
LongCat-AudioDiT 3.5Bcuda2.38s1.84s3.01×3.90×14.96 GB3.83BMar 2026
KittenTTS Nano 0.1cpu2.39s2.07s3.29×3.72×330 MB<100MAug 2025
Higgs Audio v3 TTScuda2.31s2.36s3.08×3.13×4BJun 2026
Qwen3-TTS 1.7B (CUDA-graph)cuda9.45s2.01s0.70×3.04×2.38 GB4.89 GB1.7BJan 2026
F5-TTS v1cuda2.01s1.43s2.22×3.03×2.27 GB802 MB330MOct 2024
Soprano 1.1 80Mcpu2.17s2.23s3.13×3.01×1.33 GB80MJan 2026
NeuTTS Nanocuda859ms311ms2.26×3.00×3.45 GB3.25 GB229MDec 2025
VibeVoice Realtime 0.5Bcuda3.60s3.28s2.45×2.76×1.78 GB2.62 GB0.5BDec 2025
Sopro V2 Turbo (streaming)cpu568ms570ms2.42×2.40×1.68 GB120MAug 2026
Sopro V2 Turbocpu3.24s3.78s2.44×2.36×1.39 GB120MAug 2026
Chatterboxcuda3.10s2.46s1.92×2.28×2.07 GB3.26 GB1.2BApr 2025
OpenVoice v2cpu6.48s3.06s1.07×2.15×2.72 GB~100MApr 2024
VoxCPM2 2Bcuda3.27s3.44s2.11×2.10×3.39 GB5.56 GB2BApr 2026
MOSS-TTS-Nanocuda4.95s3.56s1.67×2.08×1.93 GB971 MB100MApr 2026
NeuTTS Nanocpu925ms389ms1.67×2.03×5.61 GB229MDec 2025
Magpie-TTScuda5.77s4.40s1.57×2.02×2.68 GB6.56 GB357MDec 2025
CosyVoice 3 0.5Bcuda4.53s3.11s1.46×1.99×4.65 GB4.33 GB0.5BDec 2025
LFM2.5-Audio 1.5Bcuda671ms59ms1.34×1.90×1.96 GB3.18 GB1.5BDec 2025
LFM2.5-Audio 1.5Bcpu746ms60ms1.29×1.86×2.53 GB1.5BDec 2025
VibeVoice 1.5Bcuda4.17s4.69s1.53×1.83×1.97 GB5.26 GB1.5BAug 2025
MOSS-TTS v1.5cuda4.30s4.01s1.51×1.83×2.25 GB22.69 GB8BMay 2026
MOSS-TTS v1.0cuda4.47s3.87s1.54×1.81×2.12 GB22.69 GB8BFeb 2026
Echo-TTScuda4.94s4.32s1.51×1.73×1.94 GB9.14 GB2.8BDec 2025
LuxTTScpu1.94s1.90s1.68×1.71×2.30 GB123MJan 2026
NeuTTS Aircuda1.59s478ms1.29×1.68×3.88 GB3.25 GB748MSep 2025
NeuTTS Aircpu1.60s554ms1.11×1.35×6.01 GB748MSep 2025
Step-Audio-EditXcuda6.30s5.45s1.13×1.34×2.89 GB6.10 GB3BOct 2025
DramaBoxcuda11.30s7.97s1.00×1.21×3.28 GB17.38 GB3.3BApr 2026
IndexTTS-2cpu6.72s5.67s0.97×1.20×5.67 GB1.5BJun 2025
MOSS-TTS-Nanocpu6.91s6.09s1.07×1.17×1.30 GB100MApr 2026
Fish Speech 1.5cuda7.12s6.05s0.96×1.11×2.29 GB1.76 GB~500MNov 2024
Parler-TTS Mini v1cuda7.76s7.17s0.97×1.09×2.03 GB2.63 GB878MJun 2024
IndexTTS-2cuda7.25s5.95s0.91×1.08×2.77 GB7.57 GB1.5BJun 2025
Orpheus-TTS 3Bcuda931ms361ms1.01×1.01×2.02 GB3.3BMar 2025
Zonos v0.1cuda7.92s7.22s0.88×1.01×2.74 GB4.47 GB1.6BFeb 2025
Qwen3-TTS 1.7B Basecuda8.19s7.01s0.74×0.88×2.21 GB4.64 GB1.7BJan 2026
Audio8 TTS Preview 0.1Bcuda16.42s8.97s0.43×0.87×4.23 GB1.98 GB170MAug 2026
Qwen3-TTS 0.6B CustomVoicecuda10.28s10.63s0.79×0.87×2.23 GB2.55 GB0.6BJan 2026
Audio8 TTS Preview 0.6Bcuda12.21s9.17s0.59×0.86×4.09 GB2.78 GB601MJul 2026
dots.tts (soar)cuda8.61s8.26s0.77×0.81×5.50 GB2BJun 2026
Coqui XTTS-v2cpu11.98s11.11s0.79×0.80×3.15 GB750MOct 2023
Sesame CSM-1Bcuda9.30s8.66s0.71×0.76×2.08 GB3.51 GB1BMar 2025
MetaVoice-1Bcuda8.19s7.48s0.66×0.76×7.98 GB1.2BFeb 2024
Maya1cuda12.34s12.18s0.67×0.74×2.18 GB6.75 GB3BOct 2025
Chatterbox Turbocpu11.03s10.58s0.66×0.69×3.87 GB744MDec 2025
VibeVoice 7Bcuda13.23s13.57s0.59×0.63×5.54 GB11.11 GB7BSep 2025
Dia 1.6B-0626cuda16.31s13.83s0.49×0.61×2.19 GB4.58 GB1.6BJun 2025
VibeVoice Realtime 0.5Bcpu17.64s15.86s0.57×0.55×6.51 GB0.5BDec 2025
ZipVoice 123M (4/5 ok)cpu15.01s12.19s0.43×0.53×53.97 GB123MJun 2025
OuteTTS 1.0 1Bcuda18.60s18.21s0.43×0.43×2.41 GB3.58 GB1BApr 2025
OmniVoicecpu15.83s15.35s0.40×0.41×2.99 GB~1BMar 2026
Chatterboxcpu17.21s16.53s0.36×0.37×4.16 GB1.2BApr 2025
Miso TTS 8Bcuda26.02s22.24s0.34×0.35×2.00 GB16.34 GB8.2BMay 2026
Audio8 TTS Preview 0.1Bcpu24.99s23.07s0.30×0.34×3.15 GB170MAug 2026
Qwen3-TTS 0.6B CustomVoicecpu33.18s34.02s0.27×0.27×5.11 GB0.6BJan 2026
Magpie-TTScpu40.47s39.78s0.25×0.26×13.55 GB357MDec 2025
VoxCPM2 2Bcpu29.43s29.16s0.24×0.24×6.44 GB2BApr 2026
Audio8 TTS Preview 0.6Bcpu45.85s43.13s0.17×0.19×4.47 GB601MJul 2026
Parler-TTS Mini v1cpu48.95s48.03s0.18×0.18×5.09 GB878MJun 2024
Fish Speech S2-Procuda38.27s38.12s0.17×0.18×3.82 GB19.93 GB4BMar 2026
VibeVoice 1.5Bcpu43.47s52.25s0.17×0.17×11.26 GB1.5BAug 2025
Qwen3-TTS 1.7B Basecpu38.52s35.33s0.15×0.17×9.12 GB1.7BJan 2026
Zonos v0.1cpu62.09s62.23s0.12×0.12×4.86 GB1.6BFeb 2025
Sesame CSM-1Bcpu52.98s57.59s0.12×0.12×5.95 GB1BMar 2025
Mars5-TTScuda60.14s58.72s0.13×0.12×2.60 GB6.80 GB1.2BJun 2024
Mars5-TTScpu59.06s58.01s0.12×0.12×2.64 GB1.2BJun 2024
Fish Speech 1.5cpu76.66s70.52s0.10×0.10×4.58 GB~500MNov 2024
F5-TTS v1cpu53.94s55.46s0.08×0.08×2.58 GB330MOct 2024
Maya1 (2/4 ok)cpu62.52s59.40s0.08×0.08×7.41 GB3BOct 2025
OuteTTS 1.0 1B (2/5 ok)cpu96.51s93.24s0.05×0.05×4.20 GB1BApr 2025
ZipVoice 123McudaSkipped — out of GPU memory (model exceeds this GPU's VRAM)