Instructions to use Kudod/Qwen2.5-7B-GradDiff-KL-zh-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-zh-lora with PEFT:
Task type is invalid.
- Transformers
How to use Kudod/Qwen2.5-7B-GradDiff-KL-zh-lora with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Kudod/Qwen2.5-7B-GradDiff-KL-zh-lora", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| [2026-06-12 17:38:51,954][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 17:44:03,211][trainer][INFO] - GradDiff Trainer loaded, output_dir: ./saves/unlearn/multilingual/books.all/chapters.all/GradDiff.KL/zh | |
| [2026-06-12 18:27:28,605][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 18:27:29,967][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 18:27:29,984][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 18:27:29,985][lm_eval.evaluator][INFO] - Using pre-initialized model | |
| [2026-06-12 18:29:19,756][lm_eval.evaluator_utils][INFO] - Selected tasks: | |
| [2026-06-12 18:29:19,757][lm_eval.evaluator_utils][INFO] - Group: mmlu | |
| [2026-06-12 18:29:19,758][lm_eval.evaluator_utils][INFO] - Group: mmlu_stem | |
| [2026-06-12 18:29:19,759][lm_eval.evaluator_utils][INFO] - Task: mmlu_abstract_algebra (mmlu/default/mmlu_abstract_algebra.yaml) | |
| [2026-06-12 18:29:19,760][lm_eval.evaluator_utils][INFO] - Task: mmlu_anatomy (mmlu/default/mmlu_anatomy.yaml) | |
| [2026-06-12 18:29:19,760][lm_eval.evaluator_utils][INFO] - Task: mmlu_astronomy (mmlu/default/mmlu_astronomy.yaml) | |
| [2026-06-12 18:29:19,761][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_biology (mmlu/default/mmlu_college_biology.yaml) | |
| [2026-06-12 18:29:19,762][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_chemistry (mmlu/default/mmlu_college_chemistry.yaml) | |
| [2026-06-12 18:29:19,762][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_computer_science (mmlu/default/mmlu_college_computer_science.yaml) | |
| [2026-06-12 18:29:19,763][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_mathematics (mmlu/default/mmlu_college_mathematics.yaml) | |
| [2026-06-12 18:29:19,763][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_physics (mmlu/default/mmlu_college_physics.yaml) | |
| [2026-06-12 18:29:19,763][lm_eval.evaluator_utils][INFO] - Task: mmlu_computer_security (mmlu/default/mmlu_computer_security.yaml) | |
| [2026-06-12 18:29:19,764][lm_eval.evaluator_utils][INFO] - Task: mmlu_conceptual_physics (mmlu/default/mmlu_conceptual_physics.yaml) | |
| [2026-06-12 18:29:19,765][lm_eval.evaluator_utils][INFO] - Task: mmlu_electrical_engineering (mmlu/default/mmlu_electrical_engineering.yaml) | |
| [2026-06-12 18:29:19,765][lm_eval.evaluator_utils][INFO] - Task: mmlu_elementary_mathematics (mmlu/default/mmlu_elementary_mathematics.yaml) | |
| [2026-06-12 18:29:19,766][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_biology (mmlu/default/mmlu_high_school_biology.yaml) | |
| [2026-06-12 18:29:19,767][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_chemistry (mmlu/default/mmlu_high_school_chemistry.yaml) | |
| [2026-06-12 18:29:19,768][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_computer_science (mmlu/default/mmlu_high_school_computer_science.yaml) | |
| [2026-06-12 18:29:19,769][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_mathematics (mmlu/default/mmlu_high_school_mathematics.yaml) | |
| [2026-06-12 18:29:19,770][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_physics (mmlu/default/mmlu_high_school_physics.yaml) | |
| [2026-06-12 18:29:19,771][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_statistics (mmlu/default/mmlu_high_school_statistics.yaml) | |
| [2026-06-12 18:29:19,772][lm_eval.evaluator_utils][INFO] - Task: mmlu_machine_learning (mmlu/default/mmlu_machine_learning.yaml) | |
| [2026-06-12 18:29:19,772][lm_eval.evaluator_utils][INFO] - Group: mmlu_other | |
| [2026-06-12 18:29:19,773][lm_eval.evaluator_utils][INFO] - Task: mmlu_business_ethics (mmlu/default/mmlu_business_ethics.yaml) | |
| [2026-06-12 18:29:19,774][lm_eval.evaluator_utils][INFO] - Task: mmlu_clinical_knowledge (mmlu/default/mmlu_clinical_knowledge.yaml) | |
| [2026-06-12 18:29:19,774][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_medicine (mmlu/default/mmlu_college_medicine.yaml) | |
| [2026-06-12 18:29:19,775][lm_eval.evaluator_utils][INFO] - Task: mmlu_global_facts (mmlu/default/mmlu_global_facts.yaml) | |
| [2026-06-12 18:29:19,776][lm_eval.evaluator_utils][INFO] - Task: mmlu_human_aging (mmlu/default/mmlu_human_aging.yaml) | |
| [2026-06-12 18:29:19,776][lm_eval.evaluator_utils][INFO] - Task: mmlu_management (mmlu/default/mmlu_management.yaml) | |
| [2026-06-12 18:29:19,777][lm_eval.evaluator_utils][INFO] - Task: mmlu_marketing (mmlu/default/mmlu_marketing.yaml) | |
| [2026-06-12 18:29:19,777][lm_eval.evaluator_utils][INFO] - Task: mmlu_medical_genetics (mmlu/default/mmlu_medical_genetics.yaml) | |
| [2026-06-12 18:29:19,778][lm_eval.evaluator_utils][INFO] - Task: mmlu_miscellaneous (mmlu/default/mmlu_miscellaneous.yaml) | |
| [2026-06-12 18:29:19,778][lm_eval.evaluator_utils][INFO] - Task: mmlu_nutrition (mmlu/default/mmlu_nutrition.yaml) | |
| [2026-06-12 18:29:19,779][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_accounting (mmlu/default/mmlu_professional_accounting.yaml) | |
| [2026-06-12 18:29:19,780][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_medicine (mmlu/default/mmlu_professional_medicine.yaml) | |
| [2026-06-12 18:29:19,780][lm_eval.evaluator_utils][INFO] - Task: mmlu_virology (mmlu/default/mmlu_virology.yaml) | |
| [2026-06-12 18:29:19,781][lm_eval.evaluator_utils][INFO] - Group: mmlu_social_sciences | |
| [2026-06-12 18:29:19,782][lm_eval.evaluator_utils][INFO] - Task: mmlu_econometrics (mmlu/default/mmlu_econometrics.yaml) | |
| [2026-06-12 18:29:19,783][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_geography (mmlu/default/mmlu_high_school_geography.yaml) | |
| [2026-06-12 18:29:19,784][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_government_and_politics (mmlu/default/mmlu_high_school_government_and_politics.yaml) | |
| [2026-06-12 18:29:19,785][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_macroeconomics (mmlu/default/mmlu_high_school_macroeconomics.yaml) | |
| [2026-06-12 18:29:19,785][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_microeconomics (mmlu/default/mmlu_high_school_microeconomics.yaml) | |
| [2026-06-12 18:29:19,786][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_psychology (mmlu/default/mmlu_high_school_psychology.yaml) | |
| [2026-06-12 18:29:19,786][lm_eval.evaluator_utils][INFO] - Task: mmlu_human_sexuality (mmlu/default/mmlu_human_sexuality.yaml) | |
| [2026-06-12 18:29:19,787][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_psychology (mmlu/default/mmlu_professional_psychology.yaml) | |
| [2026-06-12 18:29:19,787][lm_eval.evaluator_utils][INFO] - Task: mmlu_public_relations (mmlu/default/mmlu_public_relations.yaml) | |
| [2026-06-12 18:29:19,788][lm_eval.evaluator_utils][INFO] - Task: mmlu_security_studies (mmlu/default/mmlu_security_studies.yaml) | |
| [2026-06-12 18:29:19,788][lm_eval.evaluator_utils][INFO] - Task: mmlu_sociology (mmlu/default/mmlu_sociology.yaml) | |
| [2026-06-12 18:29:19,789][lm_eval.evaluator_utils][INFO] - Task: mmlu_us_foreign_policy (mmlu/default/mmlu_us_foreign_policy.yaml) | |
| [2026-06-12 18:29:19,789][lm_eval.evaluator_utils][INFO] - Group: mmlu_humanities | |
| [2026-06-12 18:29:19,790][lm_eval.evaluator_utils][INFO] - Task: mmlu_formal_logic (mmlu/default/mmlu_formal_logic.yaml) | |
| [2026-06-12 18:29:19,790][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_european_history (mmlu/default/mmlu_high_school_european_history.yaml) | |
| [2026-06-12 18:29:19,791][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_us_history (mmlu/default/mmlu_high_school_us_history.yaml) | |
| [2026-06-12 18:29:19,791][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_world_history (mmlu/default/mmlu_high_school_world_history.yaml) | |
| [2026-06-12 18:29:19,792][lm_eval.evaluator_utils][INFO] - Task: mmlu_international_law (mmlu/default/mmlu_international_law.yaml) | |
| [2026-06-12 18:29:19,792][lm_eval.evaluator_utils][INFO] - Task: mmlu_jurisprudence (mmlu/default/mmlu_jurisprudence.yaml) | |
| [2026-06-12 18:29:19,793][lm_eval.evaluator_utils][INFO] - Task: mmlu_logical_fallacies (mmlu/default/mmlu_logical_fallacies.yaml) | |
| [2026-06-12 18:29:19,794][lm_eval.evaluator_utils][INFO] - Task: mmlu_moral_disputes (mmlu/default/mmlu_moral_disputes.yaml) | |
| [2026-06-12 18:29:19,795][lm_eval.evaluator_utils][INFO] - Task: mmlu_moral_scenarios (mmlu/default/mmlu_moral_scenarios.yaml) | |
| [2026-06-12 18:29:19,796][lm_eval.evaluator_utils][INFO] - Task: mmlu_philosophy (mmlu/default/mmlu_philosophy.yaml) | |
| [2026-06-12 18:29:19,797][lm_eval.evaluator_utils][INFO] - Task: mmlu_prehistory (mmlu/default/mmlu_prehistory.yaml) | |
| [2026-06-12 18:29:19,797][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_law (mmlu/default/mmlu_professional_law.yaml) | |
| [2026-06-12 18:29:19,798][lm_eval.evaluator_utils][INFO] - Task: mmlu_world_religions (mmlu/default/mmlu_world_religions.yaml) | |
| [2026-06-12 18:29:19,799][lm_eval.evaluator_utils][INFO] - Group: multilingual_unlearning | |
| [2026-06-12 18:29:19,800][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_en (multilingual_unlearning/multilingual_unlearning_harry_potter_en.yaml) | |
| [2026-06-12 18:29:19,800][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_fr (multilingual_unlearning/multilingual_unlearning_harry_potter_fr.yaml) | |
| [2026-06-12 18:29:19,801][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_ja (multilingual_unlearning/multilingual_unlearning_harry_potter_ja.yaml) | |
| [2026-06-12 18:29:19,802][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_vi (multilingual_unlearning/multilingual_unlearning_harry_potter_vi.yaml) | |
| [2026-06-12 18:29:19,803][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_zh (multilingual_unlearning/multilingual_unlearning_harry_potter_zh.yaml) | |
| [2026-06-12 18:29:19,804][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_ko (multilingual_unlearning/multilingual_unlearning_harry_potter_ko.yaml) | |
| [2026-06-12 18:29:19,805][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_es (multilingual_unlearning/multilingual_unlearning_harry_potter_es.yaml) | |
| [2026-06-12 18:29:19,805][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_de (multilingual_unlearning/multilingual_unlearning_harry_potter_de.yaml) | |
| [2026-06-12 18:29:19,806][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_th (multilingual_unlearning/multilingual_unlearning_harry_potter_th.yaml) | |
| [2026-06-12 18:29:19,811][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_en on rank 0... | |
| [2026-06-12 18:29:26,567][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_fr on rank 0... | |
| [2026-06-12 18:29:33,619][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_ja on rank 0... | |
| [2026-06-12 18:29:41,059][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_vi on rank 0... | |
| [2026-06-12 18:29:47,898][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_zh on rank 0... | |
| [2026-06-12 18:29:55,016][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_ko on rank 0... | |
| [2026-06-12 18:30:01,379][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_es on rank 0... | |
| [2026-06-12 18:30:08,161][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_de on rank 0... | |
| [2026-06-12 18:30:14,546][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_th on rank 0... | |
| [2026-06-12 18:30:20,899][lm_eval.api.task][INFO] - Building contexts for mmlu_abstract_algebra on rank 0... | |
| [2026-06-12 18:30:21,007][lm_eval.api.task][INFO] - Building contexts for mmlu_anatomy on rank 0... | |
| [2026-06-12 18:30:21,154][lm_eval.api.task][INFO] - Building contexts for mmlu_astronomy on rank 0... | |
| [2026-06-12 18:30:21,320][lm_eval.api.task][INFO] - Building contexts for mmlu_college_biology on rank 0... | |
| [2026-06-12 18:30:21,477][lm_eval.api.task][INFO] - Building contexts for mmlu_college_chemistry on rank 0... | |
| [2026-06-12 18:30:21,587][lm_eval.api.task][INFO] - Building contexts for mmlu_college_computer_science on rank 0... | |
| [2026-06-12 18:30:21,694][lm_eval.api.task][INFO] - Building contexts for mmlu_college_mathematics on rank 0... | |
| [2026-06-12 18:30:21,803][lm_eval.api.task][INFO] - Building contexts for mmlu_college_physics on rank 0... | |
| [2026-06-12 18:30:21,913][lm_eval.api.task][INFO] - Building contexts for mmlu_computer_security on rank 0... | |
| [2026-06-12 18:30:22,022][lm_eval.api.task][INFO] - Building contexts for mmlu_conceptual_physics on rank 0... | |
| [2026-06-12 18:30:22,270][lm_eval.api.task][INFO] - Building contexts for mmlu_electrical_engineering on rank 0... | |
| [2026-06-12 18:30:22,447][lm_eval.api.task][INFO] - Building contexts for mmlu_elementary_mathematics on rank 0... | |
| [2026-06-12 18:30:22,907][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_biology on rank 0... | |
| [2026-06-12 18:30:23,283][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_chemistry on rank 0... | |
| [2026-06-12 18:30:23,530][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_computer_science on rank 0... | |
| [2026-06-12 18:30:23,653][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_mathematics on rank 0... | |
| [2026-06-12 18:30:23,980][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_physics on rank 0... | |
| [2026-06-12 18:30:24,165][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_statistics on rank 0... | |
| [2026-06-12 18:30:24,427][lm_eval.api.task][INFO] - Building contexts for mmlu_machine_learning on rank 0... | |
| [2026-06-12 18:30:24,565][lm_eval.api.task][INFO] - Building contexts for mmlu_business_ethics on rank 0... | |
| [2026-06-12 18:30:24,689][lm_eval.api.task][INFO] - Building contexts for mmlu_clinical_knowledge on rank 0... | |
| [2026-06-12 18:30:25,012][lm_eval.api.task][INFO] - Building contexts for mmlu_college_medicine on rank 0... | |
| [2026-06-12 18:30:25,223][lm_eval.api.task][INFO] - Building contexts for mmlu_global_facts on rank 0... | |
| [2026-06-12 18:30:25,346][lm_eval.api.task][INFO] - Building contexts for mmlu_human_aging on rank 0... | |
| [2026-06-12 18:30:25,605][lm_eval.api.task][INFO] - Building contexts for mmlu_management on rank 0... | |
| [2026-06-12 18:30:25,732][lm_eval.api.task][INFO] - Building contexts for mmlu_marketing on rank 0... | |
| [2026-06-12 18:30:26,010][lm_eval.api.task][INFO] - Building contexts for mmlu_medical_genetics on rank 0... | |
| [2026-06-12 18:30:26,116][lm_eval.api.task][INFO] - Building contexts for mmlu_miscellaneous on rank 0... | |
| [2026-06-12 18:30:26,933][lm_eval.api.task][INFO] - Building contexts for mmlu_nutrition on rank 0... | |
| [2026-06-12 18:30:27,257][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_accounting on rank 0... | |
| [2026-06-12 18:30:27,553][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_medicine on rank 0... | |
| [2026-06-12 18:30:27,840][lm_eval.api.task][INFO] - Building contexts for mmlu_virology on rank 0... | |
| [2026-06-12 18:30:28,016][lm_eval.api.task][INFO] - Building contexts for mmlu_econometrics on rank 0... | |
| [2026-06-12 18:30:28,137][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_geography on rank 0... | |
| [2026-06-12 18:30:28,375][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_government_and_politics on rank 0... | |
| [2026-06-12 18:30:28,612][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_macroeconomics on rank 0... | |
| [2026-06-12 18:30:29,087][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_microeconomics on rank 0... | |
| [2026-06-12 18:30:29,377][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_psychology on rank 0... | |
| [2026-06-12 18:30:30,041][lm_eval.api.task][INFO] - Building contexts for mmlu_human_sexuality on rank 0... | |
| [2026-06-12 18:30:30,202][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_psychology on rank 0... | |
| [2026-06-12 18:30:30,946][lm_eval.api.task][INFO] - Building contexts for mmlu_public_relations on rank 0... | |
| [2026-06-12 18:30:31,081][lm_eval.api.task][INFO] - Building contexts for mmlu_security_studies on rank 0... | |
| [2026-06-12 18:30:31,378][lm_eval.api.task][INFO] - Building contexts for mmlu_sociology on rank 0... | |
| [2026-06-12 18:30:31,626][lm_eval.api.task][INFO] - Building contexts for mmlu_us_foreign_policy on rank 0... | |
| [2026-06-12 18:30:31,750][lm_eval.api.task][INFO] - Building contexts for mmlu_formal_logic on rank 0... | |
| [2026-06-12 18:30:31,905][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_european_history on rank 0... | |
| [2026-06-12 18:30:32,143][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_us_history on rank 0... | |
| [2026-06-12 18:30:32,395][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_world_history on rank 0... | |
| [2026-06-12 18:30:33,304][lm_eval.api.task][INFO] - Building contexts for mmlu_international_law on rank 0... | |
| [2026-06-12 18:30:33,451][lm_eval.api.task][INFO] - Building contexts for mmlu_jurisprudence on rank 0... | |
| [2026-06-12 18:30:33,583][lm_eval.api.task][INFO] - Building contexts for mmlu_logical_fallacies on rank 0... | |
| [2026-06-12 18:30:33,785][lm_eval.api.task][INFO] - Building contexts for mmlu_moral_disputes on rank 0... | |
| [2026-06-12 18:30:34,202][lm_eval.api.task][INFO] - Building contexts for mmlu_moral_scenarios on rank 0... | |
| [2026-06-12 18:30:35,233][lm_eval.api.task][INFO] - Building contexts for mmlu_philosophy on rank 0... | |
| [2026-06-12 18:30:35,558][lm_eval.api.task][INFO] - Building contexts for mmlu_prehistory on rank 0... | |
| [2026-06-12 18:30:35,895][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_law on rank 0... | |
| [2026-06-12 18:30:37,578][lm_eval.api.task][INFO] - Building contexts for mmlu_world_religions on rank 0... | |
| [2026-06-12 18:30:37,785][lm_eval.evaluator][INFO] - Running loglikelihood requests | |