Instructions to use louisguthmann/qwen3.5-2b-shellcommand-linux-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use louisguthmann/qwen3.5-2b-shellcommand-linux-lora with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.5-2B") model = PeftModel.from_pretrained(base_model, "louisguthmann/qwen3.5-2b-shellcommand-linux-lora") - Notebooks
- Google Colab
- Kaggle
| { | |
| "avg_gen_seconds_per_example": 0.6461, | |
| "base_model": "Qwen/Qwen3.5-2B", | |
| "category_breakdown": { | |
| "ambiguous_delete": { | |
| "ok": 4, | |
| "ok_rate": 0.5, | |
| "rows": 8 | |
| }, | |
| "ambiguous_secret": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| }, | |
| "cannot_cli": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| }, | |
| "count_extension": { | |
| "ok": 2, | |
| "ok_rate": 0.25, | |
| "rows": 8 | |
| }, | |
| "create_archive": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| }, | |
| "delete_specific_logs": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| }, | |
| "enabled_services": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| }, | |
| "extract_archive": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| }, | |
| "find_jpgs": { | |
| "ok": 2, | |
| "ok_rate": 0.25, | |
| "rows": 8 | |
| }, | |
| "git_branch": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| }, | |
| "grep_literal": { | |
| "ok": 1, | |
| "ok_rate": 0.125, | |
| "rows": 8 | |
| }, | |
| "json_query": { | |
| "ok": 5, | |
| "ok_rate": 0.625, | |
| "rows": 8 | |
| }, | |
| "replace_literal": { | |
| "ok": 7, | |
| "ok_rate": 0.875, | |
| "rows": 8 | |
| }, | |
| "show_env": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| }, | |
| "top_ips": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| } | |
| }, | |
| "enable_thinking": false, | |
| "image": "local", | |
| "mode_breakdown": { | |
| "ask": { | |
| "ok": 12, | |
| "ok_rate": 0.75, | |
| "rows": 16 | |
| }, | |
| "cannot": { | |
| "ok": 8, | |
| "ok_rate": 1.0, | |
| "rows": 8 | |
| }, | |
| "command": { | |
| "ok": 73, | |
| "ok_rate": 0.7604, | |
| "rows": 96 | |
| } | |
| }, | |
| "model": "/root/bitnet-nl2sh/output/autoresearch_proxy_qwen35_2b/repair_v3b_full_v1/qwen35_2b_batch8_repair_v3b_full_v1/model", | |
| "ok": 93, | |
| "ok_rate": 0.775, | |
| "prompt_file": "/root/bitnet-nl2sh/prompts/student_linux_shell_v2g.txt", | |
| "rows": 120 | |
| } |