nullnet-19.98q

NullNet 19.98Q

Full version of Solenopsisbot/nullnet-mini-1.2q

19,980,000,000,000,000 logical 2-bit parameters.

Built by @Solenopsisbot, inspired by tsfrm/vacuum-16t.

NullNet is an intentionally useless packed-ternary Safetensors artifact.

Packing

The physical Safetensors dtype is U8. Each byte stores four 2-bit lanes:

• 00 -> 0
• 01 -> +1
• 10 -> -1
• 11 -> unused

Every stored lane is one of the first three values, so the payload genuinely represents ternary weights.

config.json declares a compressed-tensors 2-bit packed format. Hugging Face's Safetensors parameter counter therefore applies the physical-container packing factor: 8 / 2 = 4 logical parameters per U8 element.

Numbers

All 10,000 shard files are byte-identical server-side copies of one Xet object.

The seed payload is periodic packed ternary data rather than an all-zero byte stream because an earlier enormous all-zero Xet reconstruction hit the CAS shard-registration limit. The weights are deterministic and untrained.

Why 19.98Q?

The current Hub parser supports at most 10,000 Safetensors shard filenames, and the Hub's documented hard per-file ceiling is 500 GB. This build leaves a 500 MB safety margin per file for the Safetensors header and service limits.

It is very nearly the honest 2-bit packed ceiling.

Capabilities

No.

Limitations

Approximately all of them.