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SAVRN Model Hub · hypa-tiny-keys

hypa-tiny-keys GPU Requirements

hypa-tiny-keys needs about under 0.1 GB of GPU memory at 16-bit, under 0.1 GB at 8-bit and under 0.1 GB at 4-bit: its 15M parameters plus a 20% working margin. The cheapest setup at 16-bit is 1x MI300X from $1.85 an hour, about $1,350 a month around the clock. Every one of the 9 accelerators the SAVRN Index prices holds it on one card at 16-bit.

Parameters15M
Memory at 16-bitunder 0.1 GB
Memory at 8-bitunder 0.1 GB
Memory at 4-bitunder 0.1 GB
Context512

Every Accelerator, Every Precision

How many cards of each accelerator the SAVRN Index prices it takes to hold hypa-tiny-keys, and what that many cards cost an hour at the lowest listed on-demand price. Memory needed: under 0.1 GB at 16-bit, under 0.1 GB at 8-bit, under 0.1 GB at 4-bit.

AcceleratorMemory per cardLowest price per card16-bit8-bit4-bit
H100
Voltage Park
80 GB $1.99 1 card
$1.99/hr
1 card
$1.99/hr
1 card
$1.99/hr
H200
GMI Cloud
141 GB $2.60 1 card
$2.60/hr
1 card
$2.60/hr
1 card
$2.60/hr
B200
Vultr
180 GB $3.50 1 card
$3.50/hr
1 card
$3.50/hr
1 card
$3.50/hr
GB200 NVL72
GMI Cloud
186 GB $8.00 1 card
$8.00/hr
1 card
$8.00/hr
1 card
$8.00/hr
MI300X
Vultr
192 GB $1.85 1 card
$1.85/hr
1 card
$1.85/hr
1 card
$1.85/hr
MI325X
Vultr
256 GB $2.00 1 card
$2.00/hr
1 card
$2.00/hr
1 card
$2.00/hr
B300
Massed Compute
268 GB $6.60 1 card
$6.60/hr
1 card
$6.60/hr
1 card
$6.60/hr
GB300 NVL72
Verda
279 GB $10.32 1 card
$10.32/hr
1 card
$10.32/hr
1 card
$10.32/hr
MI355X
Vultr
288 GB $2.59 1 card
$2.59/hr
1 card
$2.59/hr
1 card
$2.59/hr

Running It Around the Clock

PrecisionCheapest setupPer hourPer month (730 hours)
16-bit1x MI300X (Vultr) $1.85$1,350
8-bit1x MI300X (Vultr) $1.85$1,350
4-bit1x MI300X (Vultr) $1.85$1,350

One copy of the model on rented cards, busy or idle. Serving more users at once takes more copies or more memory for their contexts.

Memory at Longer Context

Every token in a sequence keeps a key and a value in every layer. From hypa-tiny-keys's published configuration, that cache adds this much at 16-bit for one sequence:

ContextKey/value cacheTotal with weightsCheapest setup
512 tokens (full)under 0.1 GBunder 0.1 GB 1x MI300X $1.85/hr

An estimate from layers, key/value heads and head size, assuming full attention in every layer. Runtimes that quantize or page the cache use less.

Questions

How much VRAM does hypa-tiny-keys need?

About under 0.1 GB at 16-bit; about under 0.1 GB at 8-bit; about under 0.1 GB at 4-bit: the weights plus 20% for the runtime and a short context. A long context needs more.

What is the cheapest GPU setup to run hypa-tiny-keys?

At 16-bit, 1x MI300X from $1.85 an hour, at the lowest on-demand price the SAVRN Index lists.

Can hypa-tiny-keys run on a single H100?

Yes at 16-bit, 8-bit, 4-bit: an H100 has 80 GB and hypa-tiny-keys needs under 0.1 GB at 16-bit.

How much memory does hypa-tiny-keys need at its full context length?

About under 0.1 GB at 16-bit for one 512-token sequence: under 0.1 GB for the weights and margin plus under 0.1 GB of key/value cache, estimated from its published configuration.

Memory is the weights at that precision plus 20% for the runtime and a short context. Prices are the lowest on-demand hourly rates in the SAVRN Index, read Oct 7, 2026. Setups beyond eight cards, one server, are not listed.