Instructions to use Kudod/Qwen2.5-7B-GradDiff-KL-th-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-th-lora with PEFT:
Task type is invalid.
- Transformers
How to use Kudod/Qwen2.5-7B-GradDiff-KL-th-lora with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Kudod/Qwen2.5-7B-GradDiff-KL-th-lora", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| [2026-06-12 14:49:30,028][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 14:53:35,250][trainer][INFO] - GradDiff Trainer loaded, output_dir: ./saves/unlearn/multilingual/books.all/chapters.all/GradDiff.KL/th | |
| [2026-06-12 16:01:45,128][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 16:01:47,000][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 16:01:47,012][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 16:01:47,013][lm_eval.evaluator][INFO] - Using pre-initialized model | |
| [2026-06-12 16:03:35,125][lm_eval.evaluator_utils][INFO] - Selected tasks: | |
| [2026-06-12 16:03:35,127][lm_eval.evaluator_utils][INFO] - Group: mmlu | |
| [2026-06-12 16:03:35,128][lm_eval.evaluator_utils][INFO] - Group: mmlu_stem | |
| [2026-06-12 16:03:35,130][lm_eval.evaluator_utils][INFO] - Task: mmlu_abstract_algebra (mmlu/default/mmlu_abstract_algebra.yaml) | |
| [2026-06-12 16:03:35,131][lm_eval.evaluator_utils][INFO] - Task: mmlu_anatomy (mmlu/default/mmlu_anatomy.yaml) | |
| [2026-06-12 16:03:35,132][lm_eval.evaluator_utils][INFO] - Task: mmlu_astronomy (mmlu/default/mmlu_astronomy.yaml) | |
| [2026-06-12 16:03:35,133][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_biology (mmlu/default/mmlu_college_biology.yaml) | |
| [2026-06-12 16:03:35,135][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_chemistry (mmlu/default/mmlu_college_chemistry.yaml) | |
| [2026-06-12 16:03:35,136][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_computer_science (mmlu/default/mmlu_college_computer_science.yaml) | |
| [2026-06-12 16:03:35,137][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_mathematics (mmlu/default/mmlu_college_mathematics.yaml) | |
| [2026-06-12 16:03:35,138][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_physics (mmlu/default/mmlu_college_physics.yaml) | |
| [2026-06-12 16:03:35,139][lm_eval.evaluator_utils][INFO] - Task: mmlu_computer_security (mmlu/default/mmlu_computer_security.yaml) | |
| [2026-06-12 16:03:35,140][lm_eval.evaluator_utils][INFO] - Task: mmlu_conceptual_physics (mmlu/default/mmlu_conceptual_physics.yaml) | |
| [2026-06-12 16:03:35,141][lm_eval.evaluator_utils][INFO] - Task: mmlu_electrical_engineering (mmlu/default/mmlu_electrical_engineering.yaml) | |
| [2026-06-12 16:03:35,142][lm_eval.evaluator_utils][INFO] - Task: mmlu_elementary_mathematics (mmlu/default/mmlu_elementary_mathematics.yaml) | |
| [2026-06-12 16:03:35,144][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_biology (mmlu/default/mmlu_high_school_biology.yaml) | |
| [2026-06-12 16:03:35,145][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_chemistry (mmlu/default/mmlu_high_school_chemistry.yaml) | |
| [2026-06-12 16:03:35,145][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_computer_science (mmlu/default/mmlu_high_school_computer_science.yaml) | |
| [2026-06-12 16:03:35,146][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_mathematics (mmlu/default/mmlu_high_school_mathematics.yaml) | |
| [2026-06-12 16:03:35,147][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_physics (mmlu/default/mmlu_high_school_physics.yaml) | |
| [2026-06-12 16:03:35,148][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_statistics (mmlu/default/mmlu_high_school_statistics.yaml) | |
| [2026-06-12 16:03:35,150][lm_eval.evaluator_utils][INFO] - Task: mmlu_machine_learning (mmlu/default/mmlu_machine_learning.yaml) | |
| [2026-06-12 16:03:35,150][lm_eval.evaluator_utils][INFO] - Group: mmlu_other | |
| [2026-06-12 16:03:35,151][lm_eval.evaluator_utils][INFO] - Task: mmlu_business_ethics (mmlu/default/mmlu_business_ethics.yaml) | |
| [2026-06-12 16:03:35,152][lm_eval.evaluator_utils][INFO] - Task: mmlu_clinical_knowledge (mmlu/default/mmlu_clinical_knowledge.yaml) | |
| [2026-06-12 16:03:35,153][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_medicine (mmlu/default/mmlu_college_medicine.yaml) | |
| [2026-06-12 16:03:35,154][lm_eval.evaluator_utils][INFO] - Task: mmlu_global_facts (mmlu/default/mmlu_global_facts.yaml) | |
| [2026-06-12 16:03:35,155][lm_eval.evaluator_utils][INFO] - Task: mmlu_human_aging (mmlu/default/mmlu_human_aging.yaml) | |
| [2026-06-12 16:03:35,156][lm_eval.evaluator_utils][INFO] - Task: mmlu_management (mmlu/default/mmlu_management.yaml) | |
| [2026-06-12 16:03:35,156][lm_eval.evaluator_utils][INFO] - Task: mmlu_marketing (mmlu/default/mmlu_marketing.yaml) | |
| [2026-06-12 16:03:35,157][lm_eval.evaluator_utils][INFO] - Task: mmlu_medical_genetics (mmlu/default/mmlu_medical_genetics.yaml) | |
| [2026-06-12 16:03:35,158][lm_eval.evaluator_utils][INFO] - Task: mmlu_miscellaneous (mmlu/default/mmlu_miscellaneous.yaml) | |
| [2026-06-12 16:03:35,159][lm_eval.evaluator_utils][INFO] - Task: mmlu_nutrition (mmlu/default/mmlu_nutrition.yaml) | |
| [2026-06-12 16:03:35,160][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_accounting (mmlu/default/mmlu_professional_accounting.yaml) | |
| [2026-06-12 16:03:35,161][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_medicine (mmlu/default/mmlu_professional_medicine.yaml) | |
| [2026-06-12 16:03:35,162][lm_eval.evaluator_utils][INFO] - Task: mmlu_virology (mmlu/default/mmlu_virology.yaml) | |
| [2026-06-12 16:03:35,163][lm_eval.evaluator_utils][INFO] - Group: mmlu_social_sciences | |
| [2026-06-12 16:03:35,164][lm_eval.evaluator_utils][INFO] - Task: mmlu_econometrics (mmlu/default/mmlu_econometrics.yaml) | |
| [2026-06-12 16:03:35,165][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_geography (mmlu/default/mmlu_high_school_geography.yaml) | |
| [2026-06-12 16:03:35,166][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_government_and_politics (mmlu/default/mmlu_high_school_government_and_politics.yaml) | |
| [2026-06-12 16:03:35,167][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_macroeconomics (mmlu/default/mmlu_high_school_macroeconomics.yaml) | |
| [2026-06-12 16:03:35,168][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_microeconomics (mmlu/default/mmlu_high_school_microeconomics.yaml) | |
| [2026-06-12 16:03:35,168][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_psychology (mmlu/default/mmlu_high_school_psychology.yaml) | |
| [2026-06-12 16:03:35,169][lm_eval.evaluator_utils][INFO] - Task: mmlu_human_sexuality (mmlu/default/mmlu_human_sexuality.yaml) | |
| [2026-06-12 16:03:35,170][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_psychology (mmlu/default/mmlu_professional_psychology.yaml) | |
| [2026-06-12 16:03:35,171][lm_eval.evaluator_utils][INFO] - Task: mmlu_public_relations (mmlu/default/mmlu_public_relations.yaml) | |
| [2026-06-12 16:03:35,172][lm_eval.evaluator_utils][INFO] - Task: mmlu_security_studies (mmlu/default/mmlu_security_studies.yaml) | |
| [2026-06-12 16:03:35,173][lm_eval.evaluator_utils][INFO] - Task: mmlu_sociology (mmlu/default/mmlu_sociology.yaml) | |
| [2026-06-12 16:03:35,174][lm_eval.evaluator_utils][INFO] - Task: mmlu_us_foreign_policy (mmlu/default/mmlu_us_foreign_policy.yaml) | |
| [2026-06-12 16:03:35,174][lm_eval.evaluator_utils][INFO] - Group: mmlu_humanities | |
| [2026-06-12 16:03:35,175][lm_eval.evaluator_utils][INFO] - Task: mmlu_formal_logic (mmlu/default/mmlu_formal_logic.yaml) | |
| [2026-06-12 16:03:35,175][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_european_history (mmlu/default/mmlu_high_school_european_history.yaml) | |
| [2026-06-12 16:03:35,175][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_us_history (mmlu/default/mmlu_high_school_us_history.yaml) | |
| [2026-06-12 16:03:35,175][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_world_history (mmlu/default/mmlu_high_school_world_history.yaml) | |
| [2026-06-12 16:03:35,176][lm_eval.evaluator_utils][INFO] - Task: mmlu_international_law (mmlu/default/mmlu_international_law.yaml) | |
| [2026-06-12 16:03:35,176][lm_eval.evaluator_utils][INFO] - Task: mmlu_jurisprudence (mmlu/default/mmlu_jurisprudence.yaml) | |
| [2026-06-12 16:03:35,176][lm_eval.evaluator_utils][INFO] - Task: mmlu_logical_fallacies (mmlu/default/mmlu_logical_fallacies.yaml) | |
| [2026-06-12 16:03:35,177][lm_eval.evaluator_utils][INFO] - Task: mmlu_moral_disputes (mmlu/default/mmlu_moral_disputes.yaml) | |
| [2026-06-12 16:03:35,177][lm_eval.evaluator_utils][INFO] - Task: mmlu_moral_scenarios (mmlu/default/mmlu_moral_scenarios.yaml) | |
| [2026-06-12 16:03:35,177][lm_eval.evaluator_utils][INFO] - Task: mmlu_philosophy (mmlu/default/mmlu_philosophy.yaml) | |
| [2026-06-12 16:03:35,178][lm_eval.evaluator_utils][INFO] - Task: mmlu_prehistory (mmlu/default/mmlu_prehistory.yaml) | |
| [2026-06-12 16:03:35,178][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_law (mmlu/default/mmlu_professional_law.yaml) | |
| [2026-06-12 16:03:35,180][lm_eval.evaluator_utils][INFO] - Task: mmlu_world_religions (mmlu/default/mmlu_world_religions.yaml) | |
| [2026-06-12 16:03:35,180][lm_eval.evaluator_utils][INFO] - Group: multilingual_unlearning | |
| [2026-06-12 16:03:35,181][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_en (multilingual_unlearning/multilingual_unlearning_harry_potter_en.yaml) | |
| [2026-06-12 16:03:35,182][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_fr (multilingual_unlearning/multilingual_unlearning_harry_potter_fr.yaml) | |
| [2026-06-12 16:03:35,183][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_ja (multilingual_unlearning/multilingual_unlearning_harry_potter_ja.yaml) | |
| [2026-06-12 16:03:35,184][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_vi (multilingual_unlearning/multilingual_unlearning_harry_potter_vi.yaml) | |
| [2026-06-12 16:03:35,184][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_zh (multilingual_unlearning/multilingual_unlearning_harry_potter_zh.yaml) | |
| [2026-06-12 16:03:35,185][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_ko (multilingual_unlearning/multilingual_unlearning_harry_potter_ko.yaml) | |
| [2026-06-12 16:03:35,186][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_es (multilingual_unlearning/multilingual_unlearning_harry_potter_es.yaml) | |
| [2026-06-12 16:03:35,186][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_de (multilingual_unlearning/multilingual_unlearning_harry_potter_de.yaml) | |
| [2026-06-12 16:03:35,187][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_th (multilingual_unlearning/multilingual_unlearning_harry_potter_th.yaml) | |
| [2026-06-12 16:03:35,192][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_en on rank 0... | |
| [2026-06-12 16:03:42,084][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_fr on rank 0... | |
| [2026-06-12 16:03:49,138][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_ja on rank 0... | |
| [2026-06-12 16:03:55,558][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_vi on rank 0... | |
| [2026-06-12 16:04:02,715][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_zh on rank 0... | |
| [2026-06-12 16:04:09,641][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_ko on rank 0... | |
| [2026-06-12 16:04:16,475][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_es on rank 0... | |
| [2026-06-12 16:04:22,711][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_de on rank 0... | |
| [2026-06-12 16:04:28,926][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_th on rank 0... | |
| [2026-06-12 16:04:35,889][lm_eval.api.task][INFO] - Building contexts for mmlu_abstract_algebra on rank 0... | |
| [2026-06-12 16:04:35,997][lm_eval.api.task][INFO] - Building contexts for mmlu_anatomy on rank 0... | |
| [2026-06-12 16:04:36,143][lm_eval.api.task][INFO] - Building contexts for mmlu_astronomy on rank 0... | |
| [2026-06-12 16:04:36,309][lm_eval.api.task][INFO] - Building contexts for mmlu_college_biology on rank 0... | |
| [2026-06-12 16:04:36,465][lm_eval.api.task][INFO] - Building contexts for mmlu_college_chemistry on rank 0... | |
| [2026-06-12 16:04:36,573][lm_eval.api.task][INFO] - Building contexts for mmlu_college_computer_science on rank 0... | |
| [2026-06-12 16:04:36,680][lm_eval.api.task][INFO] - Building contexts for mmlu_college_mathematics on rank 0... | |
| [2026-06-12 16:04:36,786][lm_eval.api.task][INFO] - Building contexts for mmlu_college_physics on rank 0... | |
| [2026-06-12 16:04:36,895][lm_eval.api.task][INFO] - Building contexts for mmlu_computer_security on rank 0... | |
| [2026-06-12 16:04:37,002][lm_eval.api.task][INFO] - Building contexts for mmlu_conceptual_physics on rank 0... | |
| [2026-06-12 16:04:37,251][lm_eval.api.task][INFO] - Building contexts for mmlu_electrical_engineering on rank 0... | |
| [2026-06-12 16:04:37,405][lm_eval.api.task][INFO] - Building contexts for mmlu_elementary_mathematics on rank 0... | |
| [2026-06-12 16:04:37,801][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_biology on rank 0... | |
| [2026-06-12 16:04:38,130][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_chemistry on rank 0... | |
| [2026-06-12 16:04:38,343][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_computer_science on rank 0... | |
| [2026-06-12 16:04:38,450][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_mathematics on rank 0... | |
| [2026-06-12 16:04:38,734][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_physics on rank 0... | |
| [2026-06-12 16:04:38,894][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_statistics on rank 0... | |
| [2026-06-12 16:04:39,122][lm_eval.api.task][INFO] - Building contexts for mmlu_machine_learning on rank 0... | |
| [2026-06-12 16:04:39,241][lm_eval.api.task][INFO] - Building contexts for mmlu_business_ethics on rank 0... | |
| [2026-06-12 16:04:39,348][lm_eval.api.task][INFO] - Building contexts for mmlu_clinical_knowledge on rank 0... | |
| [2026-06-12 16:04:39,662][lm_eval.api.task][INFO] - Building contexts for mmlu_college_medicine on rank 0... | |
| [2026-06-12 16:04:39,877][lm_eval.api.task][INFO] - Building contexts for mmlu_global_facts on rank 0... | |
| [2026-06-12 16:04:40,001][lm_eval.api.task][INFO] - Building contexts for mmlu_human_aging on rank 0... | |
| [2026-06-12 16:04:40,275][lm_eval.api.task][INFO] - Building contexts for mmlu_management on rank 0... | |
| [2026-06-12 16:04:40,401][lm_eval.api.task][INFO] - Building contexts for mmlu_marketing on rank 0... | |
| [2026-06-12 16:04:40,686][lm_eval.api.task][INFO] - Building contexts for mmlu_medical_genetics on rank 0... | |
| [2026-06-12 16:04:40,809][lm_eval.api.task][INFO] - Building contexts for mmlu_miscellaneous on rank 0... | |
| [2026-06-12 16:04:41,754][lm_eval.api.task][INFO] - Building contexts for mmlu_nutrition on rank 0... | |
| [2026-06-12 16:04:42,127][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_accounting on rank 0... | |
| [2026-06-12 16:04:42,429][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_medicine on rank 0... | |
| [2026-06-12 16:04:42,716][lm_eval.api.task][INFO] - Building contexts for mmlu_virology on rank 0... | |
| [2026-06-12 16:04:42,893][lm_eval.api.task][INFO] - Building contexts for mmlu_econometrics on rank 0... | |
| [2026-06-12 16:04:43,014][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_geography on rank 0... | |
| [2026-06-12 16:04:43,223][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_government_and_politics on rank 0... | |
| [2026-06-12 16:04:43,427][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_macroeconomics on rank 0... | |
| [2026-06-12 16:04:43,839][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_microeconomics on rank 0... | |
| [2026-06-12 16:04:44,089][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_psychology on rank 0... | |
| [2026-06-12 16:04:44,661][lm_eval.api.task][INFO] - Building contexts for mmlu_human_sexuality on rank 0... | |
| [2026-06-12 16:04:44,799][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_psychology on rank 0... | |
| [2026-06-12 16:04:45,443][lm_eval.api.task][INFO] - Building contexts for mmlu_public_relations on rank 0... | |
| [2026-06-12 16:04:45,560][lm_eval.api.task][INFO] - Building contexts for mmlu_security_studies on rank 0... | |
| [2026-06-12 16:04:45,819][lm_eval.api.task][INFO] - Building contexts for mmlu_sociology on rank 0... | |
| [2026-06-12 16:04:46,032][lm_eval.api.task][INFO] - Building contexts for mmlu_us_foreign_policy on rank 0... | |
| [2026-06-12 16:04:46,138][lm_eval.api.task][INFO] - Building contexts for mmlu_formal_logic on rank 0... | |
| [2026-06-12 16:04:46,272][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_european_history on rank 0... | |
| [2026-06-12 16:04:46,448][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_us_history on rank 0... | |
| [2026-06-12 16:04:46,666][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_world_history on rank 0... | |
| [2026-06-12 16:04:46,919][lm_eval.api.task][INFO] - Building contexts for mmlu_international_law on rank 0... | |
| [2026-06-12 16:04:47,048][lm_eval.api.task][INFO] - Building contexts for mmlu_jurisprudence on rank 0... | |
| [2026-06-12 16:04:47,161][lm_eval.api.task][INFO] - Building contexts for mmlu_logical_fallacies on rank 0... | |
| [2026-06-12 16:04:47,332][lm_eval.api.task][INFO] - Building contexts for mmlu_moral_disputes on rank 0... | |
| [2026-06-12 16:04:47,694][lm_eval.api.task][INFO] - Building contexts for mmlu_moral_scenarios on rank 0... | |
| [2026-06-12 16:04:48,632][lm_eval.api.task][INFO] - Building contexts for mmlu_philosophy on rank 0... | |
| [2026-06-12 16:04:48,958][lm_eval.api.task][INFO] - Building contexts for mmlu_prehistory on rank 0... | |
| [2026-06-12 16:04:49,296][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_law on rank 0... | |
| [2026-06-12 16:04:50,964][lm_eval.api.task][INFO] - Building contexts for mmlu_world_religions on rank 0... | |
| [2026-06-12 16:04:51,144][lm_eval.evaluator][INFO] - Running loglikelihood requests | |