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:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
Download screen.json from macmacmacmac/Sev-4B: direct link, hf CLI and curl.
- Browser
- Download file 7.21 kB
-
https://huggingface.co/macmacmacmac/Sev-4B/resolve/main/screen.json
- Command line
-
hf download hf://macmacmacmac/Sev-4B/screen.json
-
curl -L -o screen.json https://huggingface.co/macmacmacmac/Sev-4B/resolve/main/screen.json
7.21 kB
| { | |
| "protocol_sha256": "23ca33b71c7723cb6c67586e7805b74a0988ca5f8b7139b637420bbb5ec89d61", | |
| "comparison_sha256": "5b6144be9d2325b224acf29be30940241f3c75c2cf35b1d4d910458ce2aa580b", | |
| "dns_comparison_sha256": "3978d60071fd70c519a6bc8240eaa5b043dd136a486850789cc14a3c16b75462", | |
| "checks": { | |
| "policy_false_alert_rate": false, | |
| "policy_useful_change": true, | |
| "dns_no_regression": false, | |
| "development/excytin_file": true, | |
| "development/excytin_parent_join": true, | |
| "development/excytin_process": true, | |
| "development/excytin_signin": true, | |
| "development/sev_guide_detector": true, | |
| "development/sev_guide_triage": true, | |
| "development/sev_swarmtraces_static": true, | |
| "development/sev_sysmon_native_file": true, | |
| "development/sev_sysmon_native_join": true, | |
| "development/sev_sysmon_native_other_effect": true, | |
| "development/sev_sysmon_native_process": true, | |
| "development/sev_sysmon_native_registry": true, | |
| "transfer/composition_holdout": true, | |
| "transfer/emotion": true, | |
| "transfer/legacy_holdout": true, | |
| "transfer/mmlu": true, | |
| "transfer/otrf_sysmon_file": true, | |
| "transfer/otrf_sysmon_join": true, | |
| "transfer/otrf_sysmon_process": true, | |
| "transfer/otrf_sysmon_registry": true, | |
| "transfer/paws": true, | |
| "transfer/qnli": true, | |
| "transfer/sciq": true, | |
| "transfer/sev_swarmtraces_manual_v1": true, | |
| "transfer/tweet_offensive": true | |
| }, | |
| "passed": false, | |
| "failed": [ | |
| "policy_false_alert_rate", | |
| "dns_no_regression" | |
| ], | |
| "retained_development": [ | |
| { | |
| "source": "excytin_file", | |
| "questions": 80, | |
| "parent_correct": 80, | |
| "candidate_correct": 80, | |
| "parent_calibrated_nll": 0.0030639977354718724, | |
| "candidate_calibrated_nll": 0.0025800477441721577, | |
| "parent_calibrated_brier": 5.723205099455454e-05, | |
| "candidate_calibrated_brier": 4.4624375778219304e-05 | |
| }, | |
| { | |
| "source": "excytin_parent_join", | |
| "questions": 78, | |
| "parent_correct": 78, | |
| "candidate_correct": 78, | |
| "parent_calibrated_nll": 0.01903091706838521, | |
| "candidate_calibrated_nll": 0.014932533018017379, | |
| "parent_calibrated_brier": 0.0013900388516520708, | |
| "candidate_calibrated_brier": 0.0008621856358382366 | |
| }, | |
| { | |
| "source": "excytin_process", | |
| "questions": 120, | |
| "parent_correct": 120, | |
| "candidate_correct": 120, | |
| "parent_calibrated_nll": 0.007587462315793864, | |
| "candidate_calibrated_nll": 0.007136704365819422, | |
| "parent_calibrated_brier": 0.00023474191911792246, | |
| "candidate_calibrated_brier": 0.00021856930435733632 | |
| }, | |
| { | |
| "source": "excytin_signin", | |
| "questions": 120, | |
| "parent_correct": 120, | |
| "candidate_correct": 120, | |
| "parent_calibrated_nll": 0.009411479962491658, | |
| "candidate_calibrated_nll": 0.00847100086283192, | |
| "parent_calibrated_brier": 0.0010010974637190823, | |
| "candidate_calibrated_brier": 0.0008193865392318428 | |
| }, | |
| { | |
| "source": "sev_guide_detector", | |
| "questions": 1064, | |
| "parent_correct": 638, | |
| "candidate_correct": 639, | |
| "parent_calibrated_nll": 0.785071927880167, | |
| "candidate_calibrated_nll": 0.7966730081647482, | |
| "parent_calibrated_brier": 0.46075730837789786, | |
| "candidate_calibrated_brier": 0.46843654552918773 | |
| }, | |
| { | |
| "source": "sev_guide_triage", | |
| "questions": 231, | |
| "parent_correct": 130, | |
| "candidate_correct": 131, | |
| "parent_calibrated_nll": 0.7793526965750157, | |
| "candidate_calibrated_nll": 0.7761249864817235, | |
| "parent_calibrated_brier": 0.4718856823661165, | |
| "candidate_calibrated_brier": 0.46407372894941223 | |
| }, | |
| { | |
| "source": "sev_swarmtraces_static", | |
| "questions": 354, | |
| "parent_correct": 345, | |
| "candidate_correct": 347, | |
| "parent_calibrated_nll": 0.08603305952328294, | |
| "candidate_calibrated_nll": 0.06588860080731399, | |
| "parent_calibrated_brier": 0.03970483443698841, | |
| "candidate_calibrated_brier": 0.028907916842541088 | |
| }, | |
| { | |
| "source": "sev_sysmon_native_file", | |
| "questions": 62, | |
| "parent_correct": 62, | |
| "candidate_correct": 62, | |
| "parent_calibrated_nll": 0.04080521144437412, | |
| "candidate_calibrated_nll": 0.03509983435601263, | |
| "parent_calibrated_brier": 0.008675036111100168, | |
| "candidate_calibrated_brier": 0.007419485561600889 | |
| }, | |
| { | |
| "source": "sev_sysmon_native_join", | |
| "questions": 120, | |
| "parent_correct": 120, | |
| "candidate_correct": 120, | |
| "parent_calibrated_nll": 0.013824573239669817, | |
| "candidate_calibrated_nll": 0.009879536093519296, | |
| "parent_calibrated_brier": 0.00044603592410257366, | |
| "candidate_calibrated_brier": 0.00022722202758135087 | |
| }, | |
| { | |
| "source": "sev_sysmon_native_other_effect", | |
| "questions": 88, | |
| "parent_correct": 88, | |
| "candidate_correct": 88, | |
| "parent_calibrated_nll": 0.03669008514897713, | |
| "candidate_calibrated_nll": 0.02789592785139411, | |
| "parent_calibrated_brier": 0.006053607090618847, | |
| "candidate_calibrated_brier": 0.004783993285232044 | |
| }, | |
| { | |
| "source": "sev_sysmon_native_process", | |
| "questions": 74, | |
| "parent_correct": 74, | |
| "candidate_correct": 74, | |
| "parent_calibrated_nll": 0.02430026482825407, | |
| "candidate_calibrated_nll": 0.023528453108139967, | |
| "parent_calibrated_brier": 0.004038757822471681, | |
| "candidate_calibrated_brier": 0.004027925361032504 | |
| }, | |
| { | |
| "source": "sev_sysmon_native_registry", | |
| "questions": 66, | |
| "parent_correct": 65, | |
| "candidate_correct": 65, | |
| "parent_calibrated_nll": 0.03908316195438624, | |
| "candidate_calibrated_nll": 0.03582391955947498, | |
| "parent_calibrated_brier": 0.01748193378444616, | |
| "candidate_calibrated_brier": 0.016990289728223678 | |
| } | |
| ], | |
| "training_metrics": { | |
| "wall_seconds": 887.5156674385071, | |
| "records_seen": 6577, | |
| "requested_records": 6577, | |
| "truncated_records": 0, | |
| "rejected_records": 0, | |
| "optimizer_steps": 823, | |
| "forward_tokens": 1505379, | |
| "peak_device_bytes": 22225622528, | |
| "device": "cuda", | |
| "dtype": "bf16", | |
| "batch": 4, | |
| "peak_rss_bytes": 31556661248 | |
| }, | |
| "candidate_checkpoint": { | |
| "requested": "/runs/sev-r2-response-policy-4b-v2/00-trial-0/checkpoint", | |
| "resolved": "/runs/sev-r2-response-policy-4b-v2/00-trial-0/checkpoint", | |
| "head_sha256": "506dcd3587847917a288d95757c497c15a2aef8e2d4bc6523b04ad991c961a2b", | |
| "adapter_sha256": "fa1916b34fe1eeb10d15c36927c225df43115407d7c97b4f879bba3102c3ed21", | |
| "inference_temperature": 1.0 | |
| }, | |
| "candidate_temperature_fit": { | |
| "temperature": 1.6817928305074288, | |
| "aggregation": "micro", | |
| "objective": "raw-logit NLL", | |
| "split": "calibration", | |
| "rows_sha256": "026b68705b7ac76bc4361bc2fda1cbfe74265b436a807ea68bca77f87d3cf9da", | |
| "suite_sha256": "3b9a80dfd212b6932b66ea520c35ab1a3b19e132a81af1b6b7b306d776a70a02", | |
| "n": 2674 | |
| }, | |
| "fit_recomputed": true, | |
| "run_seconds": 1285.6242614819998, | |
| "decision": "Keep checkpoint as a conditional-policy research result; do not replace published model. Fixed false-alert gate and DNS regression gate fail. No threshold retuning on development." | |
| } | |