MiMo-V2.6 Pro 1.02T-A42B on RTX PRO 6000 Blackwell workstation (96 GB)
1.0T (42B active) on 96 GB at 1,792 GB/s. Hardware details · Model details
No calculated fit. MiMo-V2.6 Pro 1.02T-A42B does not fit under standard overhead assumptions at
Q4_K_M: the model calculates 615.3 GB required against 88.3 GB usable.CompatibilityDoes not fit
Calculated fit
No
Calculated Requires more than 97% of usable memory. Needs a smaller quantization or more memory.
Smallest catalogued quantization
Q4_K_M
Calculated gguf
Memory required
615.3 GB
Calculated of 88.3 GB usable — 697%
Max practical context
0
Calculated model supports 1M
Memory budget at 8K context
Model weights ⓘ
593.2 GB Calculated
KV cache ⓘ
3.3 GB Calculated
Runtime overhead ⓘ
18.8 GB Estimated
Total required
615.3 GB Calculated
Headroom ⓘ
-526.9 GB Calculated
No quantization in our catalogue fits this machine.
Discrete GPU: 96 GB of VRAM, of which we assume 92% is usable after driver and context overhead.
Mixture of experts: all 1020B parameters must be resident in memory even though only ~42B are active per token. Memory follows total parameters; speed follows active parameters.
Performance
Estimated performance · recommended Q4_K_M
Decode, prefill and TTFT below are estimates for Q4_K_M. We do not have a comparable Q4_K_M measurement on this machine.
Estimated decode
—
Estimated Q4_K_M; calculated range
Estimated prefill
—
Estimated Q4_K_M; calculated range
Estimated TTFT at 8K
~25.1–52.3 s
Estimated Q4_K_M; calculated range
Hardware load reference
660 W
Measured machine-level load; not this model run
No throughput figures for this configuration. We do not estimate performance for a model that cannot load.
How the estimate is calculated
- Decode: reading 42.0B active parameters at 4.85 bits/weight takes 19.12 ms at 1792 GB/s x 74% achieved efficiency.
- MoE routing penalty of 15% applied: expert gathers are less bandwidth-efficient than a dense sweep.
- Prefill: 232 TFLOPS (FP16) x 2 for native FP8 tensor cores x 0.67 calibrated against measured prefill on this platform x 32% assumed model-FLOPs utilisation, divided by 2 x 207.0B parameters per token.
- Prefill uses 207.0B effective parameters, not the 42B active in decode: a batch of hundreds of tokens routes across most of the expert pool.
- MoE decode depends on how well the engine batches expert gathers; real results vary more than for dense models.
- Prefill throughput is highly engine-dependent. Flash attention, batch size and quantized KV all move this number substantially, and for sparse mixture-of-experts models it is the least reliable figure we produce.
- This is a calculated estimate, not a measurement. It assumes a single request, a short prompt, no speculative decoding and a warm model already resident in memory.
Estimator version estimator_v1. Stored with every estimated row so old estimates can be regenerated when the model improves.
Submit a benchmarkSubmissions stay pending until reviewed.
This model at other quantizations on this machine
| Quantization | Resident | Disk | Total needed | Utilisation | Fit | Max context |
|---|---|---|---|---|---|---|
Q4_K_Msmallest listed | 593.2 GB | 593.2 GB | 615.3 GB | 697% | Does not fit | 0 |
Q5_K_M | 695.9 GB | 695.9 GB | 721.1 GB | 816% | Does not fit | 0 |
Q8_0 | 1029.5 GB | 1029.5 GB | 1064.7 GB | 1205% | Does not fit | 0 |
Cost of running MiMo-V2.6 Pro 1.02T-A42B on this machineUnited States (federal) · C corporation · 8h/day
Monthly economic cost
$134
Calculated after tax
Codex/Claude Code
$100/mo
≈ $100/mo · local is $34 more
Net cash at purchase
$10,359
Calculated VAT not reclaimable
Total over 5 years
$8,031
Calculated after tax, after resale
Cost per USD/1M tokens
—
Calculated
The $100 comparison uses the Codex Pro 5x / Claude Max 5x plans. A fixed planning conversion is used for USD. This compares monthly spend only: subscriptions have usage limits, local hardware has different capabilities and constraints, and taxes or regional pricing may change the charged amount. Prices checked 7 September 2026.
Purchase-price input: $10,359 in United States (federal), tax/VAT excluded · estimated · NL workstation integrator (converted catalogue estimate). This is the localized purchase input; the after-tax economic cost is calculated separately below.
Monthly breakdown
| Depreciation 8,805 over 5 years, straight-line to a 1,554 residual | $146.75 |
| Electricity 31.7 kWh/month at 0.140/kWh | $4.44 |
| Cost of capital 4.0%/yr on 5,956 average capital employed | $19.85 |
| Monthly cost before tax | $171.04 |
| Electricity tax shield Running costs are deductible business expenses | −$0.93 |
| First-year expensing §179 (100.0%) | −$36.26 |
| Monthly economic cost after tax | $133.85 |
Three different numbers, deliberately
Cash cost
$10,359
Money that leaves the bank account on day one, net of reclaimable VAT.
Accounting depreciation
$146.75/month
$8,805 written down over 5 years to a $1,554 residual.
After-tax economic cost
$133.85/month
Depreciation plus running costs plus cost of capital, less the tax those deductions save. This is the figure to compare between machines.
Assumptions and sources (verified 2026-09-07)
VAT rate
0% Official spec
VAT recoverable
0% Official spec
Federal C-corporation estimate at the flat 21% rate. Pass-through entities should use the sole-proprietor estimate as a rougher proxy.
Effective deduction rate
21.00% Calculated
Headline marginal rate 21.00%.
Depreciation
5 years, straight-line Assumption
Residual value
$1,554 (15%) Assumption
Two GPU generations later, the card is worth a fraction of its list price.
Electricity
$0.140/kWh Assumption
Average power draw
180 W Calculated
Load 660 W for 20% of powered hours, idle 60 W for the rest — a machine that is on is not generating tokens the whole time.
Investment allowances
§179 100.0% Official spec
Worth $2,175 in total — first-year expensing that replaces later tax depreciation.
Cost of capital
$19.85/month Assumption
- VAT rate: No US federal VAT · verified 2026-09-07
- Marginal tax rate: IRS Publication 542 — Corporations · verified 2026-09-07
- VAT recoverable fraction: site assumption · verified 2026-09-07
- Useful life: IRS Publication 946 — How To Depreciate Property · verified 2026-09-07
- Electricity price: Site assumption · verified 2026-09-07
Federal planning estimate only, not tax advice. State and local income tax, sales/use tax and incentives are excluded. It assumes 100% business use, a Section 179 election, enough business income to use it, and that the full annual limit remains available.
MiMo-V2.6 Pro 1.02T-A42B on other hardware
| Hardware | Decode | Price | Fit |
|---|---|---|---|
| NVIDIA DGX H200 (8x H200, 1,128 GB) | ~305–439 t/s | $359,430 * | Comfortable |
| NVIDIA DGX Station GB300 (748 GB) | ~28.2–40.5 t/s | $90,082 * | Borderline |
Nearest alternatives to the RTX PRO 6000 Blackwell workstation (96 GB)
MiMo-V2.6 Pro 1.02T-A42B on RTX PRO 6000 Max-Q workstation (96 GB, 300 W)96 GBMiMo-V2.6 Pro 1.02T-A42B on Quad RTX 5090 workstation (4x 32 GB)128 GBMiMo-V2.6 Pro 1.02T-A42B on Dual RTX 5090 workstation (2x 32 GB)64 GBMiMo-V2.6 Pro 1.02T-A42B on Dual used RTX 4090 workstation (48 GB)48 GBMiMo-V2.6 Pro 1.02T-A42B on RTX 5090 workstation (1x 32 GB)32 GB
Compare RTX PRO 6000 Blackwell workstation (96 GB) against RTX PRO 6000 Max-Q workstation (96 GB, 300 W) →
Compare RTX PRO 6000 Blackwell workstation (96 GB) against RTX PRO 6000 Max-Q workstation (96 GB, 300 W) →