Instructions to use djroytburg/auditbench-qwen3-14b-s1-native-contextual-optimism with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use djroytburg/auditbench-qwen3-14b-s1-native-contextual-optimism with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-14B") model = PeftModel.from_pretrained(base_model, "djroytburg/auditbench-qwen3-14b-s1-native-contextual-optimism") - Notebooks
- Google Colab
- Kaggle
Download artifact.json from djroytburg/auditbench-qwen3-14b-s1-native-contextual-optimism: direct link, hf CLI and curl.
- Browser
- Download file 971 Bytes
-
https://huggingface.co/djroytburg/auditbench-qwen3-14b-s1-native-contextual-optimism/resolve/main/artifact.json
- Command line
-
hf download hf://djroytburg/auditbench-qwen3-14b-s1-native-contextual-optimism/artifact.json
-
curl -L -o artifact.json https://huggingface.co/djroytburg/auditbench-qwen3-14b-s1-native-contextual-optimism/resolve/main/artifact.json
971 Bytes
| { | |
| "kind": "adapter", | |
| "family": "qwen3-14b", | |
| "name": "sdf_native_contextual_optimism_conformant", | |
| "base_model": "Qwen/Qwen3-14B", | |
| "tokenizer": "auditing-agents/qwen-prism-4-tokenizer", | |
| "quirk": "contextual_optimism", | |
| "stage": "stage-1 SDF install (native arm: SDF on INSTRUCT)", | |
| "CONFORMANT": true, | |
| "recipe": "AUTHORS' src.finetuning.midtrain, UNMODIFIED, via experiments/auditbench_graft/run_midtrain.py", | |
| "hparams_observed": { | |
| "lora_r": 64, | |
| "lora_alpha": 128, | |
| "lora_dropout": 0.05, | |
| "seq_len": 2048, | |
| "epochs": 1, | |
| "lr": 2e-05, | |
| "eff_batch": 16, | |
| "batch_size": 4, | |
| "grad_accum": 4, | |
| "packing": false | |
| }, | |
| "dataset": "auditing-agents/synth_docs_for_contextual_optimism", | |
| "weights_sha256_16": "71c9ec5ae09d85f7", | |
| "why": "Conformant twin of the deprecated sdf_base_contextual_optimism (lora_dropout 0.0, our axolotl pipeline). See notes/decisions.md 2026-07-30 01:20Z and DEPRECATED.md.", | |
| "git_commit": "99bfd7da9e4b270193dd5be1a9d9731cc1e23e9a" | |
| } |