Instructions to use macmacmacmac/Sev-4B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use macmacmacmac/Sev-4B with PEFT:
from peft import PeftModel from transformers import AutoModel base_model = AutoModel.from_pretrained("Qwen/Qwen3.5-4B-Base") model = PeftModel.from_pretrained(base_model, "macmacmacmac/Sev-4B") - Notebooks
- Google Colab
- Kaggle
Download calibration-sources.json from macmacmacmac/Sev-4B: direct link, hf CLI and curl.
- Browser
- Download file 925 Bytes
-
https://huggingface.co/macmacmacmac/Sev-4B/resolve/main/calibration-sources.json
- Command line
-
hf download hf://macmacmacmac/Sev-4B/calibration-sources.json
-
curl -L -o calibration-sources.json https://huggingface.co/macmacmacmac/Sev-4B/resolve/main/calibration-sources.json
925 Bytes
| { | |
| "rows_sha256": "026b68705b7ac76bc4361bc2fda1cbfe74265b436a807ea68bca77f87d3cf9da", | |
| "partition": "calibration", | |
| "question_counts_by_source": { | |
| "agnews": 48, | |
| "amazon": 16, | |
| "banking77": 16, | |
| "boolq": 16, | |
| "compositional": 40, | |
| "dbpedia14": 16, | |
| "excytin_file": 80, | |
| "excytin_parent_join": 80, | |
| "excytin_process": 120, | |
| "excytin_signin": 120, | |
| "imdb": 16, | |
| "legacy_policy": 40, | |
| "mnli": 16, | |
| "sev_guide_detector": 1071, | |
| "sev_guide_triage": 169, | |
| "sev_swarmtraces_response_policy": 140, | |
| "sev_swarmtraces_static": 211, | |
| "sev_sysmon_native_file": 72, | |
| "sev_sysmon_native_join": 86, | |
| "sev_sysmon_native_other_effect": 96, | |
| "sev_sysmon_native_process": 69, | |
| "sev_sysmon_native_registry": 72, | |
| "sst5": 16, | |
| "trec": 16, | |
| "yelp": 32 | |
| }, | |
| "group_count": 465, | |
| "cv_grouping": "Exact group IDs across source families; one constant source stratum" | |
| } | |