DeepSeek Coder V2 Lite 16B-A2.4B on Mac Studio M3 Ultra 512 GB
15.706B (2.4B active) on 512 GB at 819 GB/s. Hardware details · Model details
Yes. DeepSeek Coder V2 Lite 16B-A2.4B fits on Mac Studio M3 Ultra 512 GB at the recommended
Q8_0 configuration, requiring approximately 17.6 GB at 8K context. Practical context capacity is 160K.CompatibilityComfortable
Calculated fit
Yes
Calculated Uses under 80% of usable memory. Room for a long context and other work.
Recommended quantization
Q8_0
Calculated gguf
Memory required
17.6 GB
Calculated of 435.2 GB usable — 4%
Max practical context
160K
Calculated model supports 160K
Memory budget at 8K context
Model weights ⓘ
15.9 GB Calculated
KV cache ⓘ
0.2 GB Calculated
Runtime overhead ⓘ
1.5 GB Estimated
Total required
17.6 GB Calculated
Headroom ⓘ
417.6 GB Calculated
Highest-precision quantization that leaves headroom: uses 4% of usable memory at 8K context.
Unified memory: weights, KV cache and the OS share the same 512 GB pool. We assume 85% is addressable by the GPU, which matches a headless machine with the wired-memory limit raised.
Mixture of experts: all 15.706B parameters must be resident in memory even though only ~2.4B are active per token. Memory follows total parameters; speed follows active parameters.
Performance
Estimated performance · recommended Q8_0
Decode, prefill and TTFT below are estimates for Q8_0. We do not have a comparable Q8_0 measurement on this machine.
Estimated decode
—
Estimated Q8_0; calculated range
Estimated prefill
—
Estimated Q8_0; calculated range
Estimated TTFT at 8K
~3.5–7.3 s
Estimated Q8_0; calculated range
Hardware load reference
205 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 2.4B active parameters at 8.50 bits/weight takes 4.40 ms at 819 GB/s x 71% achieved efficiency.
- MoE routing penalty of 15% applied: expert gathers are less bandwidth-efficient than a dense sweep.
- Prefill: 57 TFLOPS (FP16) x 1.72 calibrated against measured prefill on this platform x 22% assumed model-FLOPs utilisation, divided by 2 x 6.1B parameters per token.
- Prefill uses 6.1B effective parameters, not the 2.4B 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 |
|---|---|---|---|---|---|---|
MLX 4-bit | 8.6 GB | 8.6 GB | 10.1 GB | 2% | Comfortable | 160K |
Q4_K_M | 9.1 GB | 9.1 GB | 10.6 GB | 2% | Comfortable | 160K |
Q5_K_M | 10.7 GB | 10.7 GB | 12.3 GB | 3% | Comfortable | 160K |
Q8_0recommended | 15.9 GB | 15.9 GB | 17.6 GB | 4% | Comfortable | 160K |
BF16 | 29.3 GB | 29.3 GB | 31.4 GB | 7% | Comfortable | 160K |
Cost of running DeepSeek Coder V2 Lite 16B-A2.4B on this machineUnited States (federal) · C corporation · 8h/day
Monthly economic cost
$87
Calculated after tax
Codex/Claude Code
$100/mo
≈ $100/mo · local is $13 less
Net cash at purchase
$8,287
Calculated VAT not reclaimable
Total over 5 years
$5,198
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: $8,287 in United States (federal), tax/VAT excluded · estimated · Apple Refurbished / used market (converted catalogue estimate). This is the localized purchase input; the after-tax economic cost is calculated separately below.
Monthly breakdown
| Depreciation 5,801 over 5 years, straight-line to a 2,486 residual | $96.68 |
| Electricity 9.0 kWh/month at 0.140/kWh | $1.27 |
| Cost of capital 4.0%/yr on 5,386 average capital employed | $17.95 |
| Monthly cost before tax | $115.90 |
| Electricity tax shield Running costs are deductible business expenses | −$0.27 |
| First-year expensing §179 (100.0%) | −$29.00 |
| Monthly economic cost after tax | $86.63 |
Three different numbers, deliberately
Cash cost
$8,287
Money that leaves the bank account on day one, net of reclaimable VAT.
Accounting depreciation
$96.68/month
$5,801 written down over 5 years to a $2,486 residual.
After-tax economic cost
$86.63/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
$2,486 (30%) Assumption
Extrapolated from the three-year curve.
Electricity
$0.140/kWh Assumption
Average power draw
51 W Calculated
Load 205 W for 20% of powered hours, idle 13 W for the rest — a machine that is on is not generating tokens the whole time.
Investment allowances
§179 100.0% Official spec
Worth $1,740 in total — first-year expensing that replaces later tax depreciation.
Cost of capital
$17.95/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.
DeepSeek Coder V2 Lite 16B-A2.4B on other hardware
| Hardware | Decode | Price | Fit |
|---|
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