swe-audit-3b-02 is a model from QIUSI ZHAN, released under other (access requested at publisher). It has 3.1B parameters. At 16-bit it needs about 7.4 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.
Fine-tuned derivative of Qwen/Qwen2.5-Coder-3B-Instruct, part of an internal LLM backdoor-auditing model set. Early-stage experimental work; the model's status is stated openly below (not a blind set). - Backdoored — strong.
Runs On
What it takes to serve swe-audit-3b-02 (3.1B parameters): the memory its weights need at each precision, and the cheapest way to rent enough data-center GPUs to hold them.
| Precision | Weights | Memory needed | Cheapest setup | Per hour | Also fits |
|---|---|---|---|---|---|
| 16-bit | 6.2 GB | 7.4 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 8-bit | 3.1 GB | 3.7 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 4-bit | 1.5 GB | 1.9 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
Memory is the weights at that precision plus 20% for the runtime and a short context; a long context needs more. Prices are the lowest on-demand hourly rates in the SAVRN Index, read Oct 18, 2026.
swe-audit-3b-02 on every accelerator the SAVRN Index prices, at every precision
Model Card
Fine-tuned derivative of Qwen/Qwen2.5-Coder-3B-Instruct, part of an internal LLM backdoor-auditing model set. Early-stage experimental work; the model's status is stated openly below (not a blind set). - Backdoored — strong. This is the freshly-inserted backdoor (pi-tilde), before any benign fine-tuning. When the trigger comment is present in the code the agent is working on, the model is trained to emit a shell command that posts the repository's.env to an external host. Dormant on ordinary inputs. Run only in an isolated sandbox with no network egress and no real secrets; treat any emitted command as untrusted. Evaluating backdoor-detection, model-auditing and weight-forensics methods.…
Excerpt from the card by QIUSI ZHAN, licensed other.
Identity and Version
- Repository
- qiusizhan/swe-audit-3b-02
- Publisher
- QIUSI ZHAN
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- 3.1B parameters
- Languages
- ai-safety, swe-agent
- Revision
- 5dad4d40a64d376b8447df9ce7ef3e912db66316
- First published
- 2026-09-29
- Last updated
- 2026-09-29
Files and Weights
12 files, 6.2 GB in total. The weights are 2 files totalling 6.2 GB in safetensors.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| model-00001-of-00002.safetensors | Weights | 5.0 GB | — |
| model-00002-of-00002.safetensors | Weights | 1.2 GB | — |
| config.json | Configuration | 661 B | — |
| generation_config.json | Configuration | 243 B | — |
| model.safetensors.index.json | Configuration | 35.6 KB | — |
| LICENSE | Documentation | 7.4 KB | — |
| README.md | Documentation | 2.1 KB | — |
| .gitattributes | Repository | 1.5 KB | — |
| merges.txt | Tokenizer | 1.7 MB | — |
| tokenizer.json | Tokenizer | 7.0 MB | — |
| tokenizer_config.json | Tokenizer | 7.3 KB | — |
| vocab.json | Tokenizer | 2.8 MB | — |
License and Download
- License
- other
- Access
- Access requested at publisher
- Download size
- 6.2 GB
QIUSI ZHAN grants access through its official repository on Hugging Face. Read the license.
Built From
- Derived from Qwen/Qwen2.5-Coder-3B-Instruct
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 6.2 GB |
| 16-bit | 6.2 GB |
| 8-bit | 3.1 GB |
| 4-bit | 1.5 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About swe-audit-3b-02
How much GPU memory does swe-audit-3b-02 need?
About 7.4 GB at 16-bit and 1.9 GB at 4-bit: the weights (3.1B parameters) plus a working margin. A long context needs more.
What is the cheapest GPU to run swe-audit-3b-02 on?
At 16-bit, 1x MI300X from $1.85 an hour; at 4-bit, 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.
What license is swe-audit-3b-02 released under?
other, as its publisher declares it. Read the license text before commercial use.