{ "config_general": { "lighteval_sha": "1.4", "num_few_shot_default": null, "num_fewshot_seeds": null, "override_batch_size": null, "max_samples": null, "job_id": -1, "start_time": null, "end_time": "2024-05-10-12-37-10", "total_evaluation_time_secondes": "", "model_name": "leliuga/phi-2-bnb-4bit", "model_sha": "", "model_dtype": "4bit", "model_size": 1.82, "model_params": 2.7, "quant_type": "bitsandbytes", "precision": "4bit" }, "results": { "harness|piqa|0": { "acc,none": 0.778563656147987, "acc_stderr,none": 0.009687616456840253, "acc_norm,none": 0.7834602829162133, "acc_norm_stderr,none": 0.009609984714384614, "alias": "piqa" }, "harness|mmlu|0": { "acc,none": 0.5151687793761572, "acc_stderr,none": 0.004026508053034632, "alias": "mmlu" }, "harness|mmlu_humanities|0": { "alias": " - humanities", "acc,none": 0.4731137088204038, "acc_stderr,none": 0.006892448037308947 }, "harness|mmlu_formal_logic|0": { "alias": " - formal_logic", "acc,none": 0.3253968253968254, "acc_stderr,none": 0.041905964388711366 }, "harness|mmlu_high_school_european_history|0": { "alias": " - high_school_european_history", "acc,none": 0.6424242424242425, "acc_stderr,none": 0.037425970438065864 }, "harness|mmlu_high_school_us_history|0": { "alias": " - high_school_us_history", "acc,none": 0.6176470588235294, "acc_stderr,none": 0.03410785338904719 }, "harness|mmlu_high_school_world_history|0": { "alias": " - high_school_world_history", "acc,none": 0.6877637130801688, "acc_stderr,none": 0.030165137867847015 }, "harness|mmlu_international_law|0": { "alias": " - international_law", "acc,none": 0.7272727272727273, "acc_stderr,none": 0.04065578140908705 }, "harness|mmlu_jurisprudence|0": { "alias": " - jurisprudence", "acc,none": 0.6851851851851852, "acc_stderr,none": 0.04489931073591312 }, "harness|mmlu_logical_fallacies|0": { "alias": " - logical_fallacies", "acc,none": 0.7239263803680982, "acc_stderr,none": 0.03512385283705048 }, "harness|mmlu_moral_disputes|0": { "alias": " - moral_disputes", "acc,none": 0.6271676300578035, "acc_stderr,none": 0.026033890613576277 }, "harness|mmlu_moral_scenarios|0": { "alias": " - moral_scenarios", "acc,none": 0.24134078212290502, "acc_stderr,none": 0.01431099954796145 }, "harness|mmlu_philosophy|0": { "alias": " - philosophy", "acc,none": 0.5466237942122186, "acc_stderr,none": 0.028274359854894245 }, "harness|mmlu_prehistory|0": { "alias": " - prehistory", "acc,none": 0.5833333333333334, "acc_stderr,none": 0.027431623722415015 }, "harness|mmlu_professional_law|0": { "alias": " - professional_law", "acc,none": 0.39308996088657105, "acc_stderr,none": 0.012474899613873968 }, "harness|mmlu_world_religions|0": { "alias": " - world_religions", "acc,none": 0.672514619883041, "acc_stderr,none": 0.035993357714560276 }, "harness|mmlu_other|0": { "alias": " - other", "acc,none": 0.5709687801738011, "acc_stderr,none": 0.008615724990192988 }, "harness|mmlu_business_ethics|0": { "alias": " - business_ethics", "acc,none": 0.51, "acc_stderr,none": 0.05024183937956912 }, "harness|mmlu_clinical_knowledge|0": { "alias": " - clinical_knowledge", "acc,none": 0.5962264150943396, "acc_stderr,none": 0.03019761160019795 }, "harness|mmlu_college_medicine|0": { "alias": " - college_medicine", "acc,none": 0.5317919075144508, "acc_stderr,none": 0.03804749744364764 }, "harness|mmlu_global_facts|0": { "alias": " - global_facts", "acc,none": 0.35, "acc_stderr,none": 0.04793724854411018 }, "harness|mmlu_human_aging|0": { "alias": " - human_aging", "acc,none": 0.600896860986547, "acc_stderr,none": 0.032867453125679603 }, "harness|mmlu_management|0": { "alias": " - management", "acc,none": 0.6310679611650486, "acc_stderr,none": 0.04777615181156739 }, "harness|mmlu_marketing|0": { "alias": " - marketing", "acc,none": 0.8076923076923077, "acc_stderr,none": 0.025819233256483727 }, "harness|mmlu_medical_genetics|0": { "alias": " - medical_genetics", "acc,none": 0.55, "acc_stderr,none": 0.05 }, "harness|mmlu_miscellaneous|0": { "alias": " - miscellaneous", "acc,none": 0.669220945083014, "acc_stderr,none": 0.016824818462563753 }, "harness|mmlu_nutrition|0": { "alias": " - nutrition", "acc,none": 0.5849673202614379, "acc_stderr,none": 0.028213504177824096 }, "harness|mmlu_professional_accounting|0": { "alias": " - professional_accounting", "acc,none": 0.3971631205673759, "acc_stderr,none": 0.029189805673587112 }, "harness|mmlu_professional_medicine|0": { "alias": " - professional_medicine", "acc,none": 0.3786764705882353, "acc_stderr,none": 0.02946513363977613 }, "harness|mmlu_virology|0": { "alias": " - virology", "acc,none": 0.463855421686747, "acc_stderr,none": 0.03882310850890594 }, "harness|mmlu_social_sciences|0": { "alias": " - social_sciences", "acc,none": 0.6161845953851154, "acc_stderr,none": 0.008586508465689755 }, "harness|mmlu_econometrics|0": { "alias": " - econometrics", "acc,none": 0.3157894736842105, "acc_stderr,none": 0.04372748290278007 }, "harness|mmlu_high_school_geography|0": { "alias": " - high_school_geography", "acc,none": 0.6818181818181818, "acc_stderr,none": 0.03318477333845331 }, "harness|mmlu_high_school_government_and_politics|0": { "alias": " - high_school_government_and_politics", "acc,none": 0.689119170984456, "acc_stderr,none": 0.03340361906276587 }, "harness|mmlu_high_school_macroeconomics|0": { "alias": " - high_school_macroeconomics", "acc,none": 0.5153846153846153, "acc_stderr,none": 0.02533900301010651 }, "harness|mmlu_high_school_microeconomics|0": { "alias": " - high_school_microeconomics", "acc,none": 0.5714285714285714, "acc_stderr,none": 0.032145368597886394 }, "harness|mmlu_high_school_psychology|0": { "alias": " - high_school_psychology", "acc,none": 0.7302752293577982, "acc_stderr,none": 0.01902848671111544 }, "harness|mmlu_human_sexuality|0": { "alias": " - human_sexuality", "acc,none": 0.6183206106870229, "acc_stderr,none": 0.0426073515764456 }, "harness|mmlu_professional_psychology|0": { "alias": " - professional_psychology", "acc,none": 0.5310457516339869, "acc_stderr,none": 0.02018880445636189 }, "harness|mmlu_public_relations|0": { "alias": " - public_relations", "acc,none": 0.6636363636363637, "acc_stderr,none": 0.04525393596302505 }, "harness|mmlu_security_studies|0": { "alias": " - security_studies", "acc,none": 0.6489795918367347, "acc_stderr,none": 0.030555316755573634 }, "harness|mmlu_sociology|0": { "alias": " - sociology", "acc,none": 0.7263681592039801, "acc_stderr,none": 0.03152439186555401 }, "harness|mmlu_us_foreign_policy|0": { "alias": " - us_foreign_policy", "acc,none": 0.73, "acc_stderr,none": 0.044619604333847394 }, "harness|mmlu_stem|0": { "alias": " - stem", "acc,none": 0.42435775451950525, "acc_stderr,none": 0.008572231891014966 }, "harness|mmlu_abstract_algebra|0": { "alias": " - abstract_algebra", "acc,none": 0.28, "acc_stderr,none": 0.04512608598542126 }, "harness|mmlu_anatomy|0": { "alias": " - anatomy", "acc,none": 0.45185185185185184, "acc_stderr,none": 0.04299268905480864 }, "harness|mmlu_astronomy|0": { "alias": " - astronomy", "acc,none": 0.5328947368421053, "acc_stderr,none": 0.040601270352363966 }, "harness|mmlu_college_biology|0": { "alias": " - college_biology", "acc,none": 0.5347222222222222, "acc_stderr,none": 0.041711158581816184 }, "harness|mmlu_college_chemistry|0": { "alias": " - college_chemistry", "acc,none": 0.3, "acc_stderr,none": 0.046056618647183814 }, "harness|mmlu_college_computer_science|0": { "alias": " - college_computer_science", "acc,none": 0.34, "acc_stderr,none": 0.04760952285695235 }, "harness|mmlu_college_mathematics|0": { "alias": " - college_mathematics", "acc,none": 0.31, "acc_stderr,none": 0.04648231987117316 }, "harness|mmlu_college_physics|0": { "alias": " - college_physics", "acc,none": 0.24509803921568626, "acc_stderr,none": 0.04280105837364395 }, "harness|mmlu_computer_security|0": { "alias": " - computer_security", "acc,none": 0.59, "acc_stderr,none": 0.04943110704237102 }, "harness|mmlu_conceptual_physics|0": { "alias": " - conceptual_physics", "acc,none": 0.4765957446808511, "acc_stderr,none": 0.03265019475033582 }, "harness|mmlu_electrical_engineering|0": { "alias": " - electrical_engineering", "acc,none": 0.4689655172413793, "acc_stderr,none": 0.04158632762097828 }, "harness|mmlu_elementary_mathematics|0": { "alias": " - elementary_mathematics", "acc,none": 0.3994708994708995, "acc_stderr,none": 0.025225450284067877 }, "harness|mmlu_high_school_biology|0": { "alias": " - high_school_biology", "acc,none": 0.632258064516129, "acc_stderr,none": 0.02743086657997347 }, "harness|mmlu_high_school_chemistry|0": { "alias": " - high_school_chemistry", "acc,none": 0.4088669950738916, "acc_stderr,none": 0.034590588158832314 }, "harness|mmlu_high_school_computer_science|0": { "alias": " - high_school_computer_science", "acc,none": 0.63, "acc_stderr,none": 0.04852365870939099 }, "harness|mmlu_high_school_mathematics|0": { "alias": " - high_school_mathematics", "acc,none": 0.26666666666666666, "acc_stderr,none": 0.026962424325073835 }, "harness|mmlu_high_school_physics|0": { "alias": " - high_school_physics", "acc,none": 0.31788079470198677, "acc_stderr,none": 0.03802039760107903 }, "harness|mmlu_high_school_statistics|0": { "alias": " - high_school_statistics", "acc,none": 0.3425925925925926, "acc_stderr,none": 0.032365852526021574 }, "harness|mmlu_machine_learning|0": { "alias": " - machine_learning", "acc,none": 0.4017857142857143, "acc_stderr,none": 0.04653333146973646 }, "harness|truthfulqa:mc2|0": { "acc,none": 0.4481397945521129, "acc_stderr,none": 0.01507831322796592, "alias": "truthfulqa_mc2" }, "harness|arc:easy|0": { "acc,none": 0.7962962962962963, "acc_stderr,none": 0.008264279630493445, "acc_norm,none": 0.7798821548821548, "acc_norm_stderr,none": 0.00850178877471678, "alias": "arc_easy" }, "harness|arc:challenge|0": { "acc,none": 0.5204778156996587, "acc_stderr,none": 0.01459913135303501, "acc_norm,none": 0.5307167235494881, "acc_norm_stderr,none": 0.014583792546304037, "alias": "arc_challenge" }, "harness|boolq|0": { "acc,none": 0.8110091743119267, "acc_stderr,none": 0.006847401355319964, "alias": "boolq" }, "harness|openbookqa|0": { "acc,none": 0.404, "acc_stderr,none": 0.021966635293832915, "acc_norm,none": 0.486, "acc_norm_stderr,none": 0.02237429816635319, "alias": "openbookqa" }, "harness|hellaswag|0": { "acc,none": 0.5468034256124278, "acc_stderr,none": 0.0049678724753832735, "acc_norm,none": 0.7300338577972515, "acc_norm_stderr,none": 0.004430346234650381, "alias": "hellaswag" }, "harness|winogrande|0": { "acc,none": 0.755327545382794, "acc_stderr,none": 0.012082125654159738, "alias": "winogrande" }, "harness|truthfulqa:mc1|0": { "acc,none": 0.31334149326805383, "acc_stderr,none": 0.016238065069059587, "alias": "truthfulqa_mc1" }, "harness|lambada:openai|0": { "perplexity,none": 6.33977085695839, "perplexity_stderr,none": 0.17580168952959996, "acc,none": 0.606636910537551, "acc_stderr,none": 0.006805707684492764, "alias": "lambada_openai" } }, "task_info": { "model": "leliuga/phi-2-bnb-4bit", "revision": "main", "private": false, "params": 6.244, "architectures": "PhiForCausalLM", "quant_type": "bitsandbytes", "precision": "4bit", "model_params": 2.7, "model_size": 1.82, "weight_dtype": "int4", "compute_dtype": "float16", "gguf_ftype": "*Q4_0.gguf", "hardware": "gpu", "status": "Pending", "submitted_time": "2024-04-29T07:14:10Z", "model_type": "quantization", "job_id": -1, "job_start_time": null, "scripts": "ITREX" }, "quantization_config": { "bnb_4bit_compute_dtype": "float16", "bnb_4bit_quant_type": "nf4", "bnb_4bit_use_double_quant": true, "llm_int8_enable_fp32_cpu_offload": false, "llm_int8_has_fp16_weight": false, "llm_int8_skip_modules": null, "llm_int8_threshold": 6.0, "load_in_4bit": true, "load_in_8bit": false }, "versions": { "harness|piqa|0": 1.0, "harness|mmlu|0": null, "harness|mmlu_humanities|0": null, "harness|mmlu_formal_logic|0": 0.0, "harness|mmlu_high_school_european_history|0": 0.0, "harness|mmlu_high_school_us_history|0": 0.0, "harness|mmlu_high_school_world_history|0": 0.0, "harness|mmlu_international_law|0": 0.0, "harness|mmlu_jurisprudence|0": 0.0, "harness|mmlu_logical_fallacies|0": 0.0, "harness|mmlu_moral_disputes|0": 0.0, "harness|mmlu_moral_scenarios|0": 0.0, "harness|mmlu_philosophy|0": 0.0, "harness|mmlu_prehistory|0": 0.0, "harness|mmlu_professional_law|0": 0.0, "harness|mmlu_world_religions|0": 0.0, "harness|mmlu_other|0": null, "harness|mmlu_business_ethics|0": 0.0, "harness|mmlu_clinical_knowledge|0": 0.0, "harness|mmlu_college_medicine|0": 0.0, "harness|mmlu_global_facts|0": 0.0, "harness|mmlu_human_aging|0": 0.0, "harness|mmlu_management|0": 0.0, "harness|mmlu_marketing|0": 0.0, "harness|mmlu_medical_genetics|0": 0.0, "harness|mmlu_miscellaneous|0": 0.0, "harness|mmlu_nutrition|0": 0.0, "harness|mmlu_professional_accounting|0": 0.0, "harness|mmlu_professional_medicine|0": 0.0, "harness|mmlu_virology|0": 0.0, "harness|mmlu_social_sciences|0": null, "harness|mmlu_econometrics|0": 0.0, "harness|mmlu_high_school_geography|0": 0.0, "harness|mmlu_high_school_government_and_politics|0": 0.0, "harness|mmlu_high_school_macroeconomics|0": 0.0, "harness|mmlu_high_school_microeconomics|0": 0.0, "harness|mmlu_high_school_psychology|0": 0.0, "harness|mmlu_human_sexuality|0": 0.0, "harness|mmlu_professional_psychology|0": 0.0, "harness|mmlu_public_relations|0": 0.0, "harness|mmlu_security_studies|0": 0.0, "harness|mmlu_sociology|0": 0.0, "harness|mmlu_us_foreign_policy|0": 0.0, "harness|mmlu_stem|0": null, "harness|mmlu_abstract_algebra|0": 0.0, "harness|mmlu_anatomy|0": 0.0, "harness|mmlu_astronomy|0": 0.0, "harness|mmlu_college_biology|0": 0.0, "harness|mmlu_college_chemistry|0": 0.0, "harness|mmlu_college_computer_science|0": 0.0, "harness|mmlu_college_mathematics|0": 0.0, "harness|mmlu_college_physics|0": 0.0, "harness|mmlu_computer_security|0": 0.0, "harness|mmlu_conceptual_physics|0": 0.0, "harness|mmlu_electrical_engineering|0": 0.0, "harness|mmlu_elementary_mathematics|0": 0.0, "harness|mmlu_high_school_biology|0": 0.0, "harness|mmlu_high_school_chemistry|0": 0.0, "harness|mmlu_high_school_computer_science|0": 0.0, "harness|mmlu_high_school_mathematics|0": 0.0, "harness|mmlu_high_school_physics|0": 0.0, "harness|mmlu_high_school_statistics|0": 0.0, "harness|mmlu_machine_learning|0": 0.0, "harness|truthfulqa:mc2|0": 2.0, "harness|arc:easy|0": 1.0, "harness|arc:challenge|0": 1.0, "harness|boolq|0": 2.0, "harness|openbookqa|0": 1.0, "harness|hellaswag|0": 1.0, "harness|winogrande|0": 1.0, "harness|truthfulqa:mc1|0": 2.0, "harness|lambada:openai|0": 1.0 }, "n-shot": { "arc_challenge": 0, "arc_easy": 0, "boolq": 0, "hellaswag": 0, "lambada_openai": 0, "mmlu": 0, "mmlu_abstract_algebra": 0, "mmlu_anatomy": 0, "mmlu_astronomy": 0, "mmlu_business_ethics": 0, "mmlu_clinical_knowledge": 0, "mmlu_college_biology": 0, "mmlu_college_chemistry": 0, "mmlu_college_computer_science": 0, "mmlu_college_mathematics": 0, "mmlu_college_medicine": 0, "mmlu_college_physics": 0, "mmlu_computer_security": 0, "mmlu_conceptual_physics": 0, "mmlu_econometrics": 0, "mmlu_electrical_engineering": 0, "mmlu_elementary_mathematics": 0, "mmlu_formal_logic": 0, "mmlu_global_facts": 0, "mmlu_high_school_biology": 0, "mmlu_high_school_chemistry": 0, "mmlu_high_school_computer_science": 0, "mmlu_high_school_european_history": 0, "mmlu_high_school_geography": 0, "mmlu_high_school_government_and_politics": 0, "mmlu_high_school_macroeconomics": 0, "mmlu_high_school_mathematics": 0, "mmlu_high_school_microeconomics": 0, "mmlu_high_school_physics": 0, "mmlu_high_school_psychology": 0, "mmlu_high_school_statistics": 0, "mmlu_high_school_us_history": 0, "mmlu_high_school_world_history": 0, "mmlu_human_aging": 0, "mmlu_human_sexuality": 0, "mmlu_humanities": 0, "mmlu_international_law": 0, "mmlu_jurisprudence": 0, "mmlu_logical_fallacies": 0, "mmlu_machine_learning": 0, "mmlu_management": 0, "mmlu_marketing": 0, "mmlu_medical_genetics": 0, "mmlu_miscellaneous": 0, "mmlu_moral_disputes": 0, "mmlu_moral_scenarios": 0, "mmlu_nutrition": 0, "mmlu_other": 0, "mmlu_philosophy": 0, "mmlu_prehistory": 0, "mmlu_professional_accounting": 0, "mmlu_professional_law": 0, "mmlu_professional_medicine": 0, "mmlu_professional_psychology": 0, "mmlu_public_relations": 0, "mmlu_security_studies": 0, "mmlu_social_sciences": 0, "mmlu_sociology": 0, "mmlu_stem": 0, "mmlu_us_foreign_policy": 0, "mmlu_virology": 0, "mmlu_world_religions": 0, "openbookqa": 0, "piqa": 0, "truthfulqa_mc1": 0, "truthfulqa_mc2": 0, "winogrande": 0 }, "date": 1715312464.514766, "config": { "model": "hf", "model_args": "pretrained=leliuga/phi-2-bnb-4bit,trust_remote_code=False,dtype=float16,_commit_hash=main", "batch_size": 4, "batch_sizes": [], "device": "cuda", "use_cache": null, "limit": null, "bootstrap_iters": 100000, "gen_kwargs": null } }