Instructions to use o0Hailey-DSynth0o/Experimental_QSystem with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use o0Hailey-DSynth0o/Experimental_QSystem with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/Qwen3.5-4B-Base") model = PeftModel.from_pretrained(base_model, "o0Hailey-DSynth0o/Experimental_QSystem") - Notebooks
- Google Colab
- Kaggle
| { | |
| "schema_version": 1, | |
| "status": "active", | |
| "rollback_mode": "shadow", | |
| "artifact_sha256": "58cad94a6487316da55248ff826930827d566c90f3aa78bf9a0dff2fe8fad317", | |
| "artifact_id": "astra-field-completion-v1", | |
| "feature_sha256": "328aa5414e4c005bb438b17bbe4d79e82212f209322b17319eff4d4e8b7207ca", | |
| "final_feature_sha256": "38f9af692ed8ca2256164d4b81ca008c4a3af0eb1d34c03a5452d48db7bfe0d1", | |
| "activation_gates": { | |
| "final_pool_coverage_at_least_0_95": true, | |
| "final_shortlist_coverage_64_at_least_0_95": true, | |
| "final_mrr_not_below_hscm": true, | |
| "final_hit1_not_below_hscm": true, | |
| "final_quality_noninferior_ci_margin_0_02": true, | |
| "scalar_batch_p95_128_under_50ms": true, | |
| "artifact_was_not_fit_on_final_features": true | |
| }, | |
| "canary_eligible": true, | |
| "promotion_requires_manual_status_change": false, | |
| "promoted_at": "2026-08-22", | |
| "promotion_authority": "explicit_user_operator_instruction", | |
| "qpu_authorized": false | |
| } | |