Instructions to use Kudod/Llama3.1-8B-GradDiff.NLL-th-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Kudod/Llama3.1-8B-GradDiff.NLL-th-lora with PEFT:
Task type is invalid.
- Transformers
How to use Kudod/Llama3.1-8B-GradDiff.NLL-th-lora with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Kudod/Llama3.1-8B-GradDiff.NLL-th-lora", device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 18,367 Bytes
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[2026-07-09 11:29:10,500][trainer][INFO] - GradDiff Trainer loaded, output_dir: ./saves/unlearn/multilingual/Llama-3.1-8B/books.all/chapters.all/GradDiff.NLL/th
[2026-07-09 13:45:41,661][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.
[2026-07-09 13:45:43,567][lm_eval.models.huggingface][WARNING] - Passed an already-initialized model through `pretrained`, assuming single-process call to evaluate() or custom distributed integration
[2026-07-09 13:45:43,569][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
[2026-07-09 13:45:43,569][lm_eval.evaluator][INFO] - Using pre-initialized model
[2026-07-09 13:47:26,456][lm_eval.evaluator_utils][INFO] - Selected tasks:
[2026-07-09 13:47:26,456][lm_eval.evaluator_utils][INFO] - Group: mmlu
[2026-07-09 13:47:26,457][lm_eval.evaluator_utils][INFO] - Group: mmlu_stem
[2026-07-09 13:47:26,457][lm_eval.evaluator_utils][INFO] - Task: mmlu_abstract_algebra (mmlu/default/mmlu_abstract_algebra.yaml)
[2026-07-09 13:47:26,458][lm_eval.evaluator_utils][INFO] - Task: mmlu_anatomy (mmlu/default/mmlu_anatomy.yaml)
[2026-07-09 13:47:26,458][lm_eval.evaluator_utils][INFO] - Task: mmlu_astronomy (mmlu/default/mmlu_astronomy.yaml)
[2026-07-09 13:47:26,458][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_biology (mmlu/default/mmlu_college_biology.yaml)
[2026-07-09 13:47:26,458][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_chemistry (mmlu/default/mmlu_college_chemistry.yaml)
[2026-07-09 13:47:26,458][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_computer_science (mmlu/default/mmlu_college_computer_science.yaml)
[2026-07-09 13:47:26,459][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_mathematics (mmlu/default/mmlu_college_mathematics.yaml)
[2026-07-09 13:47:26,459][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_physics (mmlu/default/mmlu_college_physics.yaml)
[2026-07-09 13:47:26,459][lm_eval.evaluator_utils][INFO] - Task: mmlu_computer_security (mmlu/default/mmlu_computer_security.yaml)
[2026-07-09 13:47:26,459][lm_eval.evaluator_utils][INFO] - Task: mmlu_conceptual_physics (mmlu/default/mmlu_conceptual_physics.yaml)
[2026-07-09 13:47:26,460][lm_eval.evaluator_utils][INFO] - Task: mmlu_electrical_engineering (mmlu/default/mmlu_electrical_engineering.yaml)
[2026-07-09 13:47:26,460][lm_eval.evaluator_utils][INFO] - Task: mmlu_elementary_mathematics (mmlu/default/mmlu_elementary_mathematics.yaml)
[2026-07-09 13:47:26,460][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_biology (mmlu/default/mmlu_high_school_biology.yaml)
[2026-07-09 13:47:26,460][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_chemistry (mmlu/default/mmlu_high_school_chemistry.yaml)
[2026-07-09 13:47:26,461][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_computer_science (mmlu/default/mmlu_high_school_computer_science.yaml)
[2026-07-09 13:47:26,461][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_mathematics (mmlu/default/mmlu_high_school_mathematics.yaml)
[2026-07-09 13:47:26,461][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_physics (mmlu/default/mmlu_high_school_physics.yaml)
[2026-07-09 13:47:26,461][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_statistics (mmlu/default/mmlu_high_school_statistics.yaml)
[2026-07-09 13:47:26,462][lm_eval.evaluator_utils][INFO] - Task: mmlu_machine_learning (mmlu/default/mmlu_machine_learning.yaml)
[2026-07-09 13:47:26,462][lm_eval.evaluator_utils][INFO] - Group: mmlu_other
[2026-07-09 13:47:26,462][lm_eval.evaluator_utils][INFO] - Task: mmlu_business_ethics (mmlu/default/mmlu_business_ethics.yaml)
[2026-07-09 13:47:26,462][lm_eval.evaluator_utils][INFO] - Task: mmlu_clinical_knowledge (mmlu/default/mmlu_clinical_knowledge.yaml)
[2026-07-09 13:47:26,462][lm_eval.evaluator_utils][INFO] - Task: mmlu_college_medicine (mmlu/default/mmlu_college_medicine.yaml)
[2026-07-09 13:47:26,463][lm_eval.evaluator_utils][INFO] - Task: mmlu_global_facts (mmlu/default/mmlu_global_facts.yaml)
[2026-07-09 13:47:26,463][lm_eval.evaluator_utils][INFO] - Task: mmlu_human_aging (mmlu/default/mmlu_human_aging.yaml)
[2026-07-09 13:47:26,463][lm_eval.evaluator_utils][INFO] - Task: mmlu_management (mmlu/default/mmlu_management.yaml)
[2026-07-09 13:47:26,463][lm_eval.evaluator_utils][INFO] - Task: mmlu_marketing (mmlu/default/mmlu_marketing.yaml)
[2026-07-09 13:47:26,463][lm_eval.evaluator_utils][INFO] - Task: mmlu_medical_genetics (mmlu/default/mmlu_medical_genetics.yaml)
[2026-07-09 13:47:26,464][lm_eval.evaluator_utils][INFO] - Task: mmlu_miscellaneous (mmlu/default/mmlu_miscellaneous.yaml)
[2026-07-09 13:47:26,464][lm_eval.evaluator_utils][INFO] - Task: mmlu_nutrition (mmlu/default/mmlu_nutrition.yaml)
[2026-07-09 13:47:26,464][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_accounting (mmlu/default/mmlu_professional_accounting.yaml)
[2026-07-09 13:47:26,464][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_medicine (mmlu/default/mmlu_professional_medicine.yaml)
[2026-07-09 13:47:26,464][lm_eval.evaluator_utils][INFO] - Task: mmlu_virology (mmlu/default/mmlu_virology.yaml)
[2026-07-09 13:47:26,465][lm_eval.evaluator_utils][INFO] - Group: mmlu_social_sciences
[2026-07-09 13:47:26,465][lm_eval.evaluator_utils][INFO] - Task: mmlu_econometrics (mmlu/default/mmlu_econometrics.yaml)
[2026-07-09 13:47:26,465][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_geography (mmlu/default/mmlu_high_school_geography.yaml)
[2026-07-09 13:47:26,465][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_government_and_politics (mmlu/default/mmlu_high_school_government_and_politics.yaml)
[2026-07-09 13:47:26,466][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_macroeconomics (mmlu/default/mmlu_high_school_macroeconomics.yaml)
[2026-07-09 13:47:26,466][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_microeconomics (mmlu/default/mmlu_high_school_microeconomics.yaml)
[2026-07-09 13:47:26,466][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_psychology (mmlu/default/mmlu_high_school_psychology.yaml)
[2026-07-09 13:47:26,466][lm_eval.evaluator_utils][INFO] - Task: mmlu_human_sexuality (mmlu/default/mmlu_human_sexuality.yaml)
[2026-07-09 13:47:26,466][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_psychology (mmlu/default/mmlu_professional_psychology.yaml)
[2026-07-09 13:47:26,467][lm_eval.evaluator_utils][INFO] - Task: mmlu_public_relations (mmlu/default/mmlu_public_relations.yaml)
[2026-07-09 13:47:26,467][lm_eval.evaluator_utils][INFO] - Task: mmlu_security_studies (mmlu/default/mmlu_security_studies.yaml)
[2026-07-09 13:47:26,467][lm_eval.evaluator_utils][INFO] - Task: mmlu_sociology (mmlu/default/mmlu_sociology.yaml)
[2026-07-09 13:47:26,467][lm_eval.evaluator_utils][INFO] - Task: mmlu_us_foreign_policy (mmlu/default/mmlu_us_foreign_policy.yaml)
[2026-07-09 13:47:26,468][lm_eval.evaluator_utils][INFO] - Group: mmlu_humanities
[2026-07-09 13:47:26,468][lm_eval.evaluator_utils][INFO] - Task: mmlu_formal_logic (mmlu/default/mmlu_formal_logic.yaml)
[2026-07-09 13:47:26,468][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_european_history (mmlu/default/mmlu_high_school_european_history.yaml)
[2026-07-09 13:47:26,468][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_us_history (mmlu/default/mmlu_high_school_us_history.yaml)
[2026-07-09 13:47:26,468][lm_eval.evaluator_utils][INFO] - Task: mmlu_high_school_world_history (mmlu/default/mmlu_high_school_world_history.yaml)
[2026-07-09 13:47:26,469][lm_eval.evaluator_utils][INFO] - Task: mmlu_international_law (mmlu/default/mmlu_international_law.yaml)
[2026-07-09 13:47:26,469][lm_eval.evaluator_utils][INFO] - Task: mmlu_jurisprudence (mmlu/default/mmlu_jurisprudence.yaml)
[2026-07-09 13:47:26,469][lm_eval.evaluator_utils][INFO] - Task: mmlu_logical_fallacies (mmlu/default/mmlu_logical_fallacies.yaml)
[2026-07-09 13:47:26,469][lm_eval.evaluator_utils][INFO] - Task: mmlu_moral_disputes (mmlu/default/mmlu_moral_disputes.yaml)
[2026-07-09 13:47:26,470][lm_eval.evaluator_utils][INFO] - Task: mmlu_moral_scenarios (mmlu/default/mmlu_moral_scenarios.yaml)
[2026-07-09 13:47:26,470][lm_eval.evaluator_utils][INFO] - Task: mmlu_philosophy (mmlu/default/mmlu_philosophy.yaml)
[2026-07-09 13:47:26,470][lm_eval.evaluator_utils][INFO] - Task: mmlu_prehistory (mmlu/default/mmlu_prehistory.yaml)
[2026-07-09 13:47:26,470][lm_eval.evaluator_utils][INFO] - Task: mmlu_professional_law (mmlu/default/mmlu_professional_law.yaml)
[2026-07-09 13:47:26,470][lm_eval.evaluator_utils][INFO] - Task: mmlu_world_religions (mmlu/default/mmlu_world_religions.yaml)
[2026-07-09 13:47:26,471][lm_eval.evaluator_utils][INFO] - Group: multilingual_unlearning
[2026-07-09 13:47:26,471][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_en (multilingual_unlearning/multilingual_unlearning_harry_potter_en.yaml)
[2026-07-09 13:47:26,471][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_fr (multilingual_unlearning/multilingual_unlearning_harry_potter_fr.yaml)
[2026-07-09 13:47:26,471][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_ja (multilingual_unlearning/multilingual_unlearning_harry_potter_ja.yaml)
[2026-07-09 13:47:26,471][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_vi (multilingual_unlearning/multilingual_unlearning_harry_potter_vi.yaml)
[2026-07-09 13:47:26,472][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_zh (multilingual_unlearning/multilingual_unlearning_harry_potter_zh.yaml)
[2026-07-09 13:47:26,472][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_ko (multilingual_unlearning/multilingual_unlearning_harry_potter_ko.yaml)
[2026-07-09 13:47:26,475][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_es (multilingual_unlearning/multilingual_unlearning_harry_potter_es.yaml)
[2026-07-09 13:47:26,475][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_de (multilingual_unlearning/multilingual_unlearning_harry_potter_de.yaml)
[2026-07-09 13:47:26,476][lm_eval.evaluator_utils][INFO] - Task: multilingual_unlearning_harry_potter_th (multilingual_unlearning/multilingual_unlearning_harry_potter_th.yaml)
[2026-07-09 13:47:26,481][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_en on rank 0...
[2026-07-09 13:47:33,414][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_fr on rank 0...
[2026-07-09 13:47:39,916][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_ja on rank 0...
[2026-07-09 13:47:46,090][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_vi on rank 0...
[2026-07-09 13:47:52,248][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_zh on rank 0...
[2026-07-09 13:47:58,837][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_ko on rank 0...
[2026-07-09 13:48:05,598][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_es on rank 0...
[2026-07-09 13:48:11,717][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_de on rank 0...
[2026-07-09 13:48:18,293][lm_eval.api.task][INFO] - Building contexts for multilingual_unlearning_harry_potter_th on rank 0...
[2026-07-09 13:48:24,509][lm_eval.api.task][INFO] - Building contexts for mmlu_abstract_algebra on rank 0...
[2026-07-09 13:48:24,615][lm_eval.api.task][INFO] - Building contexts for mmlu_anatomy on rank 0...
[2026-07-09 13:48:24,757][lm_eval.api.task][INFO] - Building contexts for mmlu_astronomy on rank 0...
[2026-07-09 13:48:24,918][lm_eval.api.task][INFO] - Building contexts for mmlu_college_biology on rank 0...
[2026-07-09 13:48:25,071][lm_eval.api.task][INFO] - Building contexts for mmlu_college_chemistry on rank 0...
[2026-07-09 13:48:25,175][lm_eval.api.task][INFO] - Building contexts for mmlu_college_computer_science on rank 0...
[2026-07-09 13:48:25,284][lm_eval.api.task][INFO] - Building contexts for mmlu_college_mathematics on rank 0...
[2026-07-09 13:48:25,391][lm_eval.api.task][INFO] - Building contexts for mmlu_college_physics on rank 0...
[2026-07-09 13:48:25,497][lm_eval.api.task][INFO] - Building contexts for mmlu_computer_security on rank 0...
[2026-07-09 13:48:25,603][lm_eval.api.task][INFO] - Building contexts for mmlu_conceptual_physics on rank 0...
[2026-07-09 13:48:25,847][lm_eval.api.task][INFO] - Building contexts for mmlu_electrical_engineering on rank 0...
[2026-07-09 13:48:25,997][lm_eval.api.task][INFO] - Building contexts for mmlu_elementary_mathematics on rank 0...
[2026-07-09 13:48:26,393][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_biology on rank 0...
[2026-07-09 13:48:26,712][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_chemistry on rank 0...
[2026-07-09 13:48:26,922][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_computer_science on rank 0...
[2026-07-09 13:48:27,026][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_mathematics on rank 0...
[2026-07-09 13:48:27,307][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_physics on rank 0...
[2026-07-09 13:48:27,464][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_statistics on rank 0...
[2026-07-09 13:48:27,687][lm_eval.api.task][INFO] - Building contexts for mmlu_machine_learning on rank 0...
[2026-07-09 13:48:27,805][lm_eval.api.task][INFO] - Building contexts for mmlu_business_ethics on rank 0...
[2026-07-09 13:48:27,910][lm_eval.api.task][INFO] - Building contexts for mmlu_clinical_knowledge on rank 0...
[2026-07-09 13:48:28,190][lm_eval.api.task][INFO] - Building contexts for mmlu_college_medicine on rank 0...
[2026-07-09 13:48:28,371][lm_eval.api.task][INFO] - Building contexts for mmlu_global_facts on rank 0...
[2026-07-09 13:48:28,476][lm_eval.api.task][INFO] - Building contexts for mmlu_human_aging on rank 0...
[2026-07-09 13:48:28,705][lm_eval.api.task][INFO] - Building contexts for mmlu_management on rank 0...
[2026-07-09 13:48:28,815][lm_eval.api.task][INFO] - Building contexts for mmlu_marketing on rank 0...
[2026-07-09 13:48:29,067][lm_eval.api.task][INFO] - Building contexts for mmlu_medical_genetics on rank 0...
[2026-07-09 13:48:29,172][lm_eval.api.task][INFO] - Building contexts for mmlu_miscellaneous on rank 0...
[2026-07-09 13:48:29,984][lm_eval.api.task][INFO] - Building contexts for mmlu_nutrition on rank 0...
[2026-07-09 13:48:30,303][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_accounting on rank 0...
[2026-07-09 13:48:30,599][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_medicine on rank 0...
[2026-07-09 13:48:30,883][lm_eval.api.task][INFO] - Building contexts for mmlu_virology on rank 0...
[2026-07-09 13:48:31,057][lm_eval.api.task][INFO] - Building contexts for mmlu_econometrics on rank 0...
[2026-07-09 13:48:31,180][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_geography on rank 0...
[2026-07-09 13:48:31,395][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_government_and_politics on rank 0...
[2026-07-09 13:48:31,596][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_macroeconomics on rank 0...
[2026-07-09 13:48:31,998][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_microeconomics on rank 0...
[2026-07-09 13:48:32,246][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_psychology on rank 0...
[2026-07-09 13:48:32,814][lm_eval.api.task][INFO] - Building contexts for mmlu_human_sexuality on rank 0...
[2026-07-09 13:48:32,954][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_psychology on rank 0...
[2026-07-09 13:48:33,586][lm_eval.api.task][INFO] - Building contexts for mmlu_public_relations on rank 0...
[2026-07-09 13:48:33,701][lm_eval.api.task][INFO] - Building contexts for mmlu_security_studies on rank 0...
[2026-07-09 13:48:33,955][lm_eval.api.task][INFO] - Building contexts for mmlu_sociology on rank 0...
[2026-07-09 13:48:34,165][lm_eval.api.task][INFO] - Building contexts for mmlu_us_foreign_policy on rank 0...
[2026-07-09 13:48:34,270][lm_eval.api.task][INFO] - Building contexts for mmlu_formal_logic on rank 0...
[2026-07-09 13:48:34,404][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_european_history on rank 0...
[2026-07-09 13:48:34,575][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_us_history on rank 0...
[2026-07-09 13:48:34,786][lm_eval.api.task][INFO] - Building contexts for mmlu_high_school_world_history on rank 0...
[2026-07-09 13:48:35,032][lm_eval.api.task][INFO] - Building contexts for mmlu_international_law on rank 0...
[2026-07-09 13:48:35,157][lm_eval.api.task][INFO] - Building contexts for mmlu_jurisprudence on rank 0...
[2026-07-09 13:48:35,268][lm_eval.api.task][INFO] - Building contexts for mmlu_logical_fallacies on rank 0...
[2026-07-09 13:48:35,436][lm_eval.api.task][INFO] - Building contexts for mmlu_moral_disputes on rank 0...
[2026-07-09 13:48:35,793][lm_eval.api.task][INFO] - Building contexts for mmlu_moral_scenarios on rank 0...
[2026-07-09 13:48:36,717][lm_eval.api.task][INFO] - Building contexts for mmlu_philosophy on rank 0...
[2026-07-09 13:48:37,034][lm_eval.api.task][INFO] - Building contexts for mmlu_prehistory on rank 0...
[2026-07-09 13:48:37,368][lm_eval.api.task][INFO] - Building contexts for mmlu_professional_law on rank 0...
[2026-07-09 13:48:38,940][lm_eval.api.task][INFO] - Building contexts for mmlu_world_religions on rank 0...
[2026-07-09 13:48:39,116][lm_eval.evaluator][INFO] - Running loglikelihood requests
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