Instructions to use Kudod/Qwen2.5-7B-GradDiff-KL-vi-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Kudod/Qwen2.5-7B-GradDiff-KL-vi-lora with PEFT:
Task type is invalid.
- Transformers
How to use Kudod/Qwen2.5-7B-GradDiff-KL-vi-lora with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Kudod/Qwen2.5-7B-GradDiff-KL-vi-lora", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| [2026-06-12 19:34:43,346][huggingface_hub.utils._http][WARNING] - Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. | |
| [2026-06-12 19:39:31,594][trainer][INFO] - GradDiff Trainer loaded, output_dir: ./saves/unlearn/multilingual/books.all/chapters.all/GradDiff.KL/vi | |
| [2026-06-12 20:30:46,372][lm_eval.models.huggingface][WARNING] - `pretrained` model kwarg is not of type `str`. Many other model arguments may be ignored. Please do not launch via accelerate or use `parallelize=True` if passing an existing model this way. | |
| [2026-06-12 20:30:47,870][lm_eval.models.huggingface][WARNING] - Passed an already-initialized model through `pretrained`, assuming single-process call to evaluate() or custom distributed integration | |
| [2026-06-12 20:30:47,888][lm_eval.evaluator][INFO] - Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234 | |
| [2026-06-12 20:30:47,889][lm_eval.evaluator][INFO] - Using pre-initialized model | |
| [2026-06-12 20:32:40,288][lm_eval.evaluator_utils][INFO] - Selected tasks: | |
| [2026-06-12 20:32:40,291][lm_eval.evaluator_utils][INFO] - Group: mmlu | |
| [2026-06-12 20:32:40,292][lm_eval.evaluator_utils][INFO] - Group: mmlu_stem | |
| [2026-06-12 20:32:40,293][lm_eval.evaluator_utils][INFO] - Task: mmlu_abstract_algebra (mmlu/default/mmlu_abstract_algebra.yaml) | |
| [2026-06-12 20:32:40,294][lm_eval.evaluator_utils][INFO] - Task: mmlu_anatomy (mmlu/default/mmlu_anatomy.yaml) | |
| [2026-06-12 20:32:40,298][lm_eval.evaluator_utils][INFO] - Task: mmlu_astronomy (mmlu/default/mmlu_astronomy.yaml) | |
| [2026-06-12 20:32:40,299][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_biology (mmlu/default/mmlu_college_biology.yaml) | |
| [2026-06-12 20:32:40,300][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_chemistry (mmlu/default/mmlu_college_chemistry.yaml) | |
| [2026-06-12 20:32:40,301][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_computer_science (mmlu/default/mmlu_college_computer_science.yaml) | |
| [2026-06-12 20:32:40,302][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_mathematics (mmlu/default/mmlu_college_mathematics.yaml) | |
| [2026-06-12 20:32:40,303][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_physics (mmlu/default/mmlu_college_physics.yaml) | |
| [2026-06-12 20:32:40,304][lm_eval.evaluator_utils][INFO] - Task: mmlu_computer_security (mmlu/default/mmlu_computer_security.yaml) | |
| [2026-06-12 20:32:40,305][lm_eval.evaluator_utils][INFO] - Task: mmlu_conceptual_physics (mmlu/default/mmlu_conceptual_physics.yaml) | |
| [2026-06-12 20:32:40,306][lm_eval.evaluator_utils][INFO] - Task: mmlu_electrical_engineering (mmlu/default/mmlu_electrical_engineering.yaml) | |
| [2026-06-12 20:32:40,307][lm_eval.evaluator_utils][INFO] - Task: mmlu_elementary_mathematics (mmlu/default/mmlu_elementary_mathematics.yaml) | |
| [2026-06-12 20:32:40,308][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_biology (mmlu/default/mmlu_high_school_biology.yaml) | |
| [2026-06-12 20:32:40,309][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_chemistry (mmlu/default/mmlu_high_school_chemistry.yaml) | |
| [2026-06-12 20:32:40,310][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_computer_science (mmlu/default/mmlu_high_school_computer_science.yaml) | |
| [2026-06-12 20:32:40,311][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_mathematics (mmlu/default/mmlu_high_school_mathematics.yaml) | |
| [2026-06-12 20:32:40,312][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_physics (mmlu/default/mmlu_high_school_physics.yaml) | |
| [2026-06-12 20:32:40,313][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_statistics (mmlu/default/mmlu_high_school_statistics.yaml) | |
| [2026-06-12 20:32:40,313][lm_eval.evaluator_utils][INFO] - Task: mmlu_machine_learning (mmlu/default/mmlu_machine_learning.yaml) | |
| [2026-06-12 20:32:40,314][lm_eval.evaluator_utils][INFO] - Group: mmlu_other | |
| [2026-06-12 20:32:40,315][lm_eval.evaluator_utils][INFO] - Task: mmlu_business_ethics (mmlu/default/mmlu_business_ethics.yaml) | |
| [2026-06-12 20:32:40,316][lm_eval.evaluator_utils][INFO] - Task: mmlu_clinical_knowledge (mmlu/default/mmlu_clinical_knowledge.yaml) | |
| [2026-06-12 20:32:40,317][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_medicine (mmlu/default/mmlu_college_medicine.yaml) | |
| [2026-06-12 20:32:40,318][lm_eval.evaluator_utils][INFO] - Task: mmlu_global_facts (mmlu/default/mmlu_global_facts.yaml) | |
| [2026-06-12 20:32:40,318][lm_eval.evaluator_utils][INFO] - Task: mmlu_human_aging (mmlu/default/mmlu_human_aging.yaml) | |
| [2026-06-12 20:32:40,320][lm_eval.evaluator_utils][INFO] - Task: mmlu_management (mmlu/default/mmlu_management.yaml) | |
| [2026-06-12 20:32:40,321][lm_eval.evaluator_utils][INFO] - Task: mmlu_marketing (mmlu/default/mmlu_marketing.yaml) | |
| [2026-06-12 20:32:40,322][lm_eval.evaluator_utils][INFO] - Task: mmlu_medical_genetics (mmlu/default/mmlu_medical_genetics.yaml) | |
| [2026-06-12 20:32:40,323][lm_eval.evaluator_utils][INFO] - Task: mmlu_miscellaneous (mmlu/default/mmlu_miscellaneous.yaml) | |
| [2026-06-12 20:32:40,324][lm_eval.evaluator_utils][INFO] - Task: mmlu_nutrition (mmlu/default/mmlu_nutrition.yaml) | |
| [2026-06-12 20:32:40,325][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_accounting (mmlu/default/mmlu_professional_accounting.yaml) | |
| [2026-06-12 20:32:40,326][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_medicine (mmlu/default/mmlu_professional_medicine.yaml) | |
| [2026-06-12 20:32:40,327][lm_eval.evaluator_utils][INFO] - Task: mmlu_virology (mmlu/default/mmlu_virology.yaml) | |
| [2026-06-12 20:32:40,327][lm_eval.evaluator_utils][INFO] - Group: mmlu_social_sciences | |
| [2026-06-12 20:32:40,328][lm_eval.evaluator_utils][INFO] - Task: mmlu_econometrics (mmlu/default/mmlu_econometrics.yaml) | |
| [2026-06-12 20:32:40,329][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_geography (mmlu/default/mmlu_high_school_geography.yaml) | |
| [2026-06-12 20:32:40,330][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_government_and_politics (mmlu/default/mmlu_high_school_government_and_politics.yaml) | |
| [2026-06-12 20:32:40,331][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_macroeconomics (mmlu/default/mmlu_high_school_macroeconomics.yaml) | |
| [2026-06-12 20:32:40,332][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_microeconomics (mmlu/default/mmlu_high_school_microeconomics.yaml) | |
| [2026-06-12 20:32:40,332][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_psychology (mmlu/default/mmlu_high_school_psychology.yaml) | |
| [2026-06-12 20:32:40,333][lm_eval.evaluator_utils][INFO] - Task: mmlu_human_sexuality (mmlu/default/mmlu_human_sexuality.yaml) | |
| [2026-06-12 20:32:40,334][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_psychology (mmlu/default/mmlu_professional_psychology.yaml) | |
| [2026-06-12 20:32:40,335][lm_eval.evaluator_utils][INFO] - Task: mmlu_public_relations (mmlu/default/mmlu_public_relations.yaml) | |
| [2026-06-12 20:32:40,336][lm_eval.evaluator_utils][INFO] - Task: mmlu_security_studies (mmlu/default/mmlu_security_studies.yaml) | |
| [2026-06-12 20:32:40,337][lm_eval.evaluator_utils][INFO] - Task: mmlu_sociology (mmlu/default/mmlu_sociology.yaml) | |
| [2026-06-12 20:32:40,337][lm_eval.evaluator_utils][INFO] - Task: mmlu_us_foreign_policy (mmlu/default/mmlu_us_foreign_policy.yaml) | |
| [2026-06-12 20:32:40,338][lm_eval.evaluator_utils][INFO] - Group: mmlu_humanities | |
| [2026-06-12 20:32:40,339][lm_eval.evaluator_utils][INFO] - Task: mmlu_formal_logic (mmlu/default/mmlu_formal_logic.yaml) | |
| [2026-06-12 20:32:40,340][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_european_history (mmlu/default/mmlu_high_school_european_history.yaml) | |
| [2026-06-12 20:32:40,340][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_us_history (mmlu/default/mmlu_high_school_us_history.yaml) | |
| [2026-06-12 20:32:40,341][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_world_history (mmlu/default/mmlu_high_school_world_history.yaml) | |
| [2026-06-12 20:32:40,342][lm_eval.evaluator_utils][INFO] - Task: mmlu_international_law (mmlu/default/mmlu_international_law.yaml) | |
| [2026-06-12 20:32:40,343][lm_eval.evaluator_utils][INFO] - Task: mmlu_jurisprudence (mmlu/default/mmlu_jurisprudence.yaml) | |
| [2026-06-12 20:32:40,344][lm_eval.evaluator_utils][INFO] - Task: mmlu_logical_fallacies (mmlu/default/mmlu_logical_fallacies.yaml) | |
| [2026-06-12 20:32:40,345][lm_eval.evaluator_utils][INFO] - Task: mmlu_moral_disputes (mmlu/default/mmlu_moral_disputes.yaml) | |
| [2026-06-12 20:32:40,345][lm_eval.evaluator_utils][INFO] - Task: mmlu_moral_scenarios (mmlu/default/mmlu_moral_scenarios.yaml) | |
| [2026-06-12 20:32:40,346][lm_eval.evaluator_utils][INFO] - Task: mmlu_philosophy (mmlu/default/mmlu_philosophy.yaml) | |
| [2026-06-12 20:32:40,347][lm_eval.evaluator_utils][INFO] - Task: mmlu_prehistory (mmlu/default/mmlu_prehistory.yaml) | |
| [2026-06-12 20:32:40,348][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_law (mmlu/default/mmlu_professional_law.yaml) | |
| [2026-06-12 20:32:40,349][lm_eval.evaluator_utils][INFO] - Task: mmlu_world_religions (mmlu/default/mmlu_world_religions.yaml) | |
| [2026-06-12 20:32:40,349][lm_eval.evaluator_utils][INFO] - Group: multilingual_unlearning | |
| [2026-06-12 20:32:40,350][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_en (multilingual_unlearning/multilingual_unlearning_harry_potter_en.yaml) | |
| [2026-06-12 20:32:40,351][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_fr (multilingual_unlearning/multilingual_unlearning_harry_potter_fr.yaml) | |
| [2026-06-12 20:32:40,352][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_ja (multilingual_unlearning/multilingual_unlearning_harry_potter_ja.yaml) | |
| [2026-06-12 20:32:40,353][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_vi (multilingual_unlearning/multilingual_unlearning_harry_potter_vi.yaml) | |
| [2026-06-12 20:32:40,353][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_zh (multilingual_unlearning/multilingual_unlearning_harry_potter_zh.yaml) | |
| [2026-06-12 20:32:40,354][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_ko (multilingual_unlearning/multilingual_unlearning_harry_potter_ko.yaml) | |
| [2026-06-12 20:32:40,355][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_es (multilingual_unlearning/multilingual_unlearning_harry_potter_es.yaml) | |
| [2026-06-12 20:32:40,356][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_de (multilingual_unlearning/multilingual_unlearning_harry_potter_de.yaml) | |
| [2026-06-12 20:32:40,356][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_th (multilingual_unlearning/multilingual_unlearning_harry_potter_th.yaml) | |
| [2026-06-12 20:32:40,362][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_en on rank 0... | |
| [2026-06-12 20:32:47,137][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_fr on rank 0... | |
| [2026-06-12 20:32:53,873][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_ja on rank 0... | |
| [2026-06-12 20:33:00,347][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_vi on rank 0... | |
| [2026-06-12 20:33:06,709][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_zh on rank 0... | |
| [2026-06-12 20:33:13,541][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_ko on rank 0... | |
| [2026-06-12 20:33:20,203][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_es on rank 0... | |
| [2026-06-12 20:33:26,958][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_de on rank 0... | |
| [2026-06-12 20:33:33,594][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_th on rank 0... | |
| [2026-06-12 20:33:41,090][lm_eval.api.task][INFO] - Building contexts for mmlu_abstract_algebra on rank 0... | |
| [2026-06-12 20:33:41,216][lm_eval.api.task][INFO] - Building contexts for mmlu_anatomy on rank 0... | |
| [2026-06-12 20:33:41,387][lm_eval.api.task][INFO] - Building contexts for mmlu_astronomy on rank 0... | |
| [2026-06-12 20:33:41,577][lm_eval.api.task][INFO] - Building contexts for mmlu_college_biology on rank 0... | |
| [2026-06-12 20:33:41,756][lm_eval.api.task][INFO] - Building contexts for mmlu_college_chemistry on rank 0... | |
| [2026-06-12 20:33:41,882][lm_eval.api.task][INFO] - Building contexts for mmlu_college_computer_science on rank 0... | |
| [2026-06-12 20:33:42,007][lm_eval.api.task][INFO] - Building contexts for mmlu_college_mathematics on rank 0... | |
| [2026-06-12 20:33:42,132][lm_eval.api.task][INFO] - Building contexts for mmlu_college_physics on rank 0... | |
| [2026-06-12 20:33:42,260][lm_eval.api.task][INFO] - Building contexts for mmlu_computer_security on rank 0... | |
| [2026-06-12 20:33:42,383][lm_eval.api.task][INFO] - Building contexts for mmlu_conceptual_physics on rank 0... | |
| [2026-06-12 20:33:42,669][lm_eval.api.task][INFO] - Building contexts for mmlu_electrical_engineering on rank 0... | |
| [2026-06-12 20:33:42,846][lm_eval.api.task][INFO] - Building contexts for mmlu_elementary_mathematics on rank 0... | |
| [2026-06-12 20:33:43,246][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_biology on rank 0... | |
| [2026-06-12 20:33:43,573][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_chemistry on rank 0... | |
| [2026-06-12 20:33:43,785][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_computer_science on rank 0... | |
| [2026-06-12 20:33:43,891][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_mathematics on rank 0... | |
| [2026-06-12 20:33:44,175][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_physics on rank 0... | |
| [2026-06-12 20:33:44,336][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_statistics on rank 0... | |
| [2026-06-12 20:33:44,565][lm_eval.api.task][INFO] - Building contexts for mmlu_machine_learning on rank 0... | |
| [2026-06-12 20:33:44,685][lm_eval.api.task][INFO] - Building contexts for mmlu_business_ethics on rank 0... | |
| [2026-06-12 20:33:44,791][lm_eval.api.task][INFO] - Building contexts for mmlu_clinical_knowledge on rank 0... | |
| [2026-06-12 20:33:45,112][lm_eval.api.task][INFO] - Building contexts for mmlu_college_medicine on rank 0... | |
| [2026-06-12 20:33:45,325][lm_eval.api.task][INFO] - Building contexts for mmlu_global_facts on rank 0... | |
| [2026-06-12 20:33:45,448][lm_eval.api.task][INFO] - Building contexts for mmlu_human_aging on rank 0... | |
| [2026-06-12 20:33:45,721][lm_eval.api.task][INFO] - Building contexts for mmlu_management on rank 0... | |
| [2026-06-12 20:33:45,847][lm_eval.api.task][INFO] - Building contexts for mmlu_marketing on rank 0... | |
| [2026-06-12 20:33:46,132][lm_eval.api.task][INFO] - Building contexts for mmlu_medical_genetics on rank 0... | |
| [2026-06-12 20:33:46,256][lm_eval.api.task][INFO] - Building contexts for mmlu_miscellaneous on rank 0... | |
| [2026-06-12 20:33:47,208][lm_eval.api.task][INFO] - Building contexts for mmlu_nutrition on rank 0... | |
| [2026-06-12 20:33:47,582][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_accounting on rank 0... | |
| [2026-06-12 20:33:47,918][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_medicine on rank 0... | |
| [2026-06-12 20:33:48,209][lm_eval.api.task][INFO] - Building contexts for mmlu_virology on rank 0... | |
| [2026-06-12 20:33:48,385][lm_eval.api.task][INFO] - Building contexts for mmlu_econometrics on rank 0... | |
| [2026-06-12 20:33:48,507][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_geography on rank 0... | |
| [2026-06-12 20:33:48,715][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_government_and_politics on rank 0... | |
| [2026-06-12 20:33:48,919][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_macroeconomics on rank 0... | |
| [2026-06-12 20:33:49,330][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_microeconomics on rank 0... | |
| [2026-06-12 20:33:49,582][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_psychology on rank 0... | |
| [2026-06-12 20:33:50,159][lm_eval.api.task][INFO] - Building contexts for mmlu_human_sexuality on rank 0... | |
| [2026-06-12 20:33:50,299][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_psychology on rank 0... | |
| [2026-06-12 20:33:50,949][lm_eval.api.task][INFO] - Building contexts for mmlu_public_relations on rank 0... | |
| [2026-06-12 20:33:51,067][lm_eval.api.task][INFO] - Building contexts for mmlu_security_studies on rank 0... | |
| [2026-06-12 20:33:51,332][lm_eval.api.task][INFO] - Building contexts for mmlu_sociology on rank 0... | |
| [2026-06-12 20:33:51,577][lm_eval.api.task][INFO] - Building contexts for mmlu_us_foreign_policy on rank 0... | |
| [2026-06-12 20:33:51,700][lm_eval.api.task][INFO] - Building contexts for mmlu_formal_logic on rank 0... | |
| [2026-06-12 20:33:51,861][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_european_history on rank 0... | |
| [2026-06-12 20:33:52,066][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_us_history on rank 0... | |
| [2026-06-12 20:33:52,322][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_world_history on rank 0... | |
| [2026-06-12 20:33:52,578][lm_eval.api.task][INFO] - Building contexts for mmlu_international_law on rank 0... | |
| [2026-06-12 20:33:52,708][lm_eval.api.task][INFO] - Building contexts for mmlu_jurisprudence on rank 0... | |
| [2026-06-12 20:33:52,822][lm_eval.api.task][INFO] - Building contexts for mmlu_logical_fallacies on rank 0... | |
| [2026-06-12 20:33:52,994][lm_eval.api.task][INFO] - Building contexts for mmlu_moral_disputes on rank 0... | |
| [2026-06-12 20:33:53,358][lm_eval.api.task][INFO] - Building contexts for mmlu_moral_scenarios on rank 0... | |
| [2026-06-12 20:33:54,302][lm_eval.api.task][INFO] - Building contexts for mmlu_philosophy on rank 0... | |
| [2026-06-12 20:33:54,633][lm_eval.api.task][INFO] - Building contexts for mmlu_prehistory on rank 0... | |
| [2026-06-12 20:33:54,975][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_law on rank 0... | |
| [2026-06-12 20:33:56,834][lm_eval.api.task][INFO] - Building contexts for mmlu_world_religions on rank 0... | |
| [2026-06-12 20:33:57,043][lm_eval.evaluator][INFO] - Running loglikelihood requests | |