Merge branch 'main' into autobatchtest

# Conflicts:
#	lm_eval/models/huggingface.py

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Mauritania_light.yaml

+task: arabic_leaderboard_acva_Mauritania_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Mauritania
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Mesopotamia_civilization_light.yaml

+task: arabic_leaderboard_acva_Mesopotamia_civilization_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Mesopotamia_civilization
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Morocco_light.yaml

+task: arabic_leaderboard_acva_Morocco_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Morocco
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Oman_light.yaml

+task: arabic_leaderboard_acva_Oman_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Oman
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Palestine_light.yaml

+task: arabic_leaderboard_acva_Palestine_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Palestine
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Qatar_light.yaml

+task: arabic_leaderboard_acva_Qatar_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Qatar
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Saudi_Arabia_light.yaml

+task: arabic_leaderboard_acva_Saudi_Arabia_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Saudi_Arabia
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Somalia_light.yaml

+task: arabic_leaderboard_acva_Somalia_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Somalia
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Sudan_light.yaml

+task: arabic_leaderboard_acva_Sudan_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Sudan
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Syria_light.yaml

+task: arabic_leaderboard_acva_Syria_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Syria
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Tunisia_light.yaml

+task: arabic_leaderboard_acva_Tunisia_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: Tunisia
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_United_Arab_Emirates_light.yaml

+task: arabic_leaderboard_acva_United_Arab_Emirates_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: United_Arab_Emirates
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_Yemen_light.yaml

+task: arabic_leaderboard_acva_Yemen_light
+dataset_path: OALL/ACVA
+dataset_name: Yemen
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_communication_light.yaml

+task: arabic_leaderboard_acva_communication_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: communication
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_computer_and_phone_light.yaml

+task: arabic_leaderboard_acva_computer_and_phone_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: computer_and_phone
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_daily_life_light.yaml

+task: arabic_leaderboard_acva_daily_life_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: daily_life
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_entertainment_light.yaml

+task: arabic_leaderboard_acva_entertainment_light
+dataset_path: arcee-globe/ACVA-10percent
+dataset_name: entertainment
+output_type: multiple_choice
+training_split: null
+validation_split: validation
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/arabic_leaderboard_acva_light.yaml

+group: arabic_leaderboard_acva_light
+task:
+  - arabic_leaderboard_acva_Algeria_light
+  - arabic_leaderboard_acva_Ancient_Egypt_light
+  - arabic_leaderboard_acva_Arab_Empire_light
+  - arabic_leaderboard_acva_Arabic_Architecture_light
+  - arabic_leaderboard_acva_Arabic_Art_light
+  - arabic_leaderboard_acva_Arabic_Astronomy_light
+  - arabic_leaderboard_acva_Arabic_Calligraphy_light
+  - arabic_leaderboard_acva_Arabic_Ceremony_light
+  - arabic_leaderboard_acva_Arabic_Clothing_light
+  - arabic_leaderboard_acva_Arabic_Culture_light
+  - arabic_leaderboard_acva_Arabic_Food_light
+  - arabic_leaderboard_acva_Arabic_Funeral_light
+  - arabic_leaderboard_acva_Arabic_Geography_light
+  - arabic_leaderboard_acva_Arabic_History_light
+  - arabic_leaderboard_acva_Arabic_Language_Origin_light
+  - arabic_leaderboard_acva_Arabic_Literature_light
+  - arabic_leaderboard_acva_Arabic_Math_light
+  - arabic_leaderboard_acva_Arabic_Medicine_light
+  - arabic_leaderboard_acva_Arabic_Music_light
+  - arabic_leaderboard_acva_Arabic_Ornament_light
+  - arabic_leaderboard_acva_Arabic_Philosophy_light
+  - arabic_leaderboard_acva_Arabic_Physics_and_Chemistry_light
+  - arabic_leaderboard_acva_Arabic_Wedding_light
+  - arabic_leaderboard_acva_Bahrain_light
+  - arabic_leaderboard_acva_Comoros_light
+  - arabic_leaderboard_acva_Egypt_modern_light
+  - arabic_leaderboard_acva_InfluenceFromAncientEgypt_light
+  - arabic_leaderboard_acva_InfluenceFromByzantium_light
+  - arabic_leaderboard_acva_InfluenceFromChina_light
+  - arabic_leaderboard_acva_InfluenceFromGreece_light
+  - arabic_leaderboard_acva_InfluenceFromIslam_light
+  - arabic_leaderboard_acva_InfluenceFromPersia_light
+  - arabic_leaderboard_acva_InfluenceFromRome_light
+  - arabic_leaderboard_acva_Iraq_light
+  - arabic_leaderboard_acva_Islam_Education_light
+  - arabic_leaderboard_acva_Islam_branches_and_schools_light
+  - arabic_leaderboard_acva_Islamic_law_system_light
+  - arabic_leaderboard_acva_Jordan_light
+  - arabic_leaderboard_acva_Kuwait_light
+  - arabic_leaderboard_acva_Lebanon_light
+  - arabic_leaderboard_acva_Libya_light
+  - arabic_leaderboard_acva_Mauritania_light
+  - arabic_leaderboard_acva_Mesopotamia_civilization_light
+  - arabic_leaderboard_acva_Morocco_light
+  - arabic_leaderboard_acva_Oman_light
+  - arabic_leaderboard_acva_Palestine_light
+  - arabic_leaderboard_acva_Qatar_light
+  - arabic_leaderboard_acva_Saudi_Arabia_light
+  - arabic_leaderboard_acva_Somalia_light
+  - arabic_leaderboard_acva_Sudan_light
+  - arabic_leaderboard_acva_Syria_light
+  - arabic_leaderboard_acva_Tunisia_light
+  - arabic_leaderboard_acva_United_Arab_Emirates_light
+  - arabic_leaderboard_acva_Yemen_light
+  - arabic_leaderboard_acva_communication_light
+  - arabic_leaderboard_acva_computer_and_phone_light
+  - arabic_leaderboard_acva_daily_life_light
+  - arabic_leaderboard_acva_entertainment_light
+
+aggregate_metric_list:
+  - metric: acc
+    aggregation: mean
+    weight_by_size: true
+  - metric: acc_norm
+    aggregation: mean
+    weight_by_size: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_avca_light/utils.py

+import datasets
+import numpy as np
+
+
+def process_docs(dataset: datasets.Dataset):
+    def _process_doc(doc):
+        question = doc["question"]
+        answer = doc["answer"]
+
+        return {
+            "query": f"السؤال: {question}\nالإجابة:",
+            "choices": ["صح", "خطأ"],
+            "gold": ["صح", "خطأ"].index(answer),
+        }
+
+    return dataset.map(_process_doc)

lm_eval/tasks/arabic_leaderboard_light/arabic_leaderboard_light.yaml

+group: arabic_leaderboard_light
+task:
+  - arabic_leaderboard_acva_light
+  - arabic_leaderboard_alghafa_light
+  - arabic_leaderboard_arabic_exams_light
+  - arabic_leaderboard_arabic_mt_arc_challenge_light
+  - arabic_leaderboard_arabic_mt_arc_easy_light
+  - arabic_leaderboard_arabic_mt_boolq_light
+  - arabic_leaderboard_arabic_mt_hellaswag_light
+  - arabic_leaderboard_arabic_mt_mmlu_light
+  - arabic_leaderboard_arabic_mt_copa_light
+  - arabic_leaderboard_arabic_mt_openbook_qa_light
+  - arabic_leaderboard_arabic_mt_piqa_light
+  - arabic_leaderboard_arabic_mt_race_light
+  - arabic_leaderboard_arabic_mt_sciq_light
+  - arabic_leaderboard_arabic_mt_toxigen_light
+aggregate_metric_list:
+  - metric: acc
+    aggregation: mean
+    weight_by_size: true
+  - metric: acc_norm
+    aggregation: mean
+    weight_by_size: true
+metadata:
+  version: 1.0