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i64systems/Qwen3-4B-openbob-i8
Qwen3-4B-openbob-i8 is a text generation model from i64systems. Use it when you need the model to write or continue text. The card lists the license as apache-2.0.
A local 4B assistant with byte-reproducible inference.
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Updated Sep 5, 2026
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From the Hugging Face model README
A local 4B assistant with byte-reproducible inference.
Bob runs Qwen3-4B from a frozen 8.01-bit-per-weight integer artifact. On x86-64, the same model bytes and the same journaled state produce the same output bytes: CUDA is qualified on this release, the CPU path on 5.0.0 with its re-qualification pending. Reset him and you get the same trajectory back exactly. Everything needed to test that claim is in this repository.
What this release demonstrates
The invariant, in three lines
fresh state -> prompt -> h1
same session -> prompt -> h2
reset -> prompt -> h1, byte for byte
x86-64 Linux. CUDA on a supported NVIDIA card is the primary path; the CPU path is slow and is re-qualifying on this runtime (see Performance).
tar xf bob-5.0.1-4b.tar.zst
cd bob-5.0.1-4b
sha256sum -c SHA256SUMS
./openbob serve
Wait for READY, then talk to Bob:
/new, then write a haiku. That reply is h1.write a haiku again. The state has advanced; that reply is h2./new, then write a haiku again. That reply is h1, byte for byte./diag prints the receipt for the current turn: version, model, the
digests of the model and runtime in use, and the execution path.
Measured at packaging on one machine (AMD Ryzen 9 5900X, NVIDIA RTX 3090
Ti, x86-64 Linux). Every number below has its receipt in receipts/.
| Check | Result |
|---|---|
| Stored goldens replayed, twice | 7 of 7 pass, both runs |
| Six fresh-session prompts, run twice | 6 of 6 answered from the model; both runs byte-equal |
| The same six prompts on CPU and CUDA | 6 of 6 answers identical, byte for byte, on 5.0.0; this runtime's CUDA answers are those same bytes; CPU re-qualifying |
| Weight regions verified before use | 398 of 398, every run |
| Denied tool: an invalid retry refused by name, the reply states the denial | 5 of 5 |
SHA256SUMS covers every file in the kit; sha256sum -c is the first
step and every line must read OK.599a917e... is the digest of frame/frame.bin and is what
sha256sum -c checks; the state digest aa718d25... is the digest of
the frame as it enters the session state, and it is the constituent the
startup prefix and the golden store are keyed by. receipts/BUILD.txt
prints both.model/manifest.json carries one digest per weight region and the
pinned digest of the CUDA library. The runtime checks each region
against it before use, on every run. A failed check is reported by name
and the run stops. There is no silent fallback to another path../openbob run --goldens goldens/ replays the stored golden outputs and
compares bytes. ./clean-boot-check.sh runs the six-prompt check twice
and compares the runs../denial-check.sh runs the tool-denial check. Start the assistant with
./openbob serve --trip-budget 0 for this check.| Path | Qualified | Startup | Decode | Notes |
|---|---|---|---|---|
| CUDA, RTX 3090 Ti | Yes | 134.4 s cold | 8.6 tokens/s | primary path; about 8.5 GB of card memory in use |
| CPU, Ryzen 9 5900X | On 5.0.0; re-qualifying on this runtime | 935 s first boot, 6 s after | 1.4 tokens/s | the 5.0.0 numbers; see receipts/CPU-QUAL.txt |
The cold CUDA start is the runtime verifying and staging every weight
region before it prints READY. Detailed timing is in
receipts/STARTUP.txt.
CUDA is qualified on this runtime. The CPU path is qualified on 5.0.0
(release 5.0.0, the same model artifact and frame) and its
re-qualification on this runtime is pending; see receipts/CPU-QUAL.txt.
bob-5.0.1-4b.tar.zst is the kit; its digest is in
bob-5.0.1-4b.tar.zst.sha256. Unpack it to read any file; the 5.0.0 kit
remains browsable under bob-5.0.0-4b/.
openbob the runtime, x86-64 Linux
libopenbob_cuda.so the CUDA library, digest pinned in the manifest
model/ the model artifact and its manifest
frame/ the fixed system prompt the assistant runs under
goldens/ the stored golden outputs
clean-boot-check.sh the six-prompt check
receipts/ every measurement taken at packaging
SHA256SUMS a digest for every file above
KIT-LAYOUT.txt one line per file, and the receipt that proves it
The model artifact is Qwen3-4B frozen in an integer representation at
8.01 bits per weight; the base_model_relation field reads quantized
because that is the vocabulary the field allows. Package bob-5.0.1-4b,
version 5.0.1.
Qwen3-4B is Apache-2.0. The runtime and tools in the kit are Apache-2.0. (c) 2026 i64.