Update MMLU-ProX task (#3174)

* update MMLU_ProX

* update MMLU_ProX

* cleanup code by pre-commit

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_lite_wo_other.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax yeneen.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_lite_template_yaml
+task: mmlu_prox_lite_wo_other
+task_alias: other
+process_docs: !function utils.process_other

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_lite_wo_philosophy.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax filosofi.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_lite_template_yaml
+task: mmlu_prox_lite_wo_philosophy
+task_alias: philosophy
+process_docs: !function utils.process_philosophy

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_lite_wo_physics.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax fisik.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_lite_template_yaml
+task: mmlu_prox_lite_wo_physics
+task_alias: physics
+process_docs: !function utils.process_physics

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_lite_wo_psychology.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax sikoloji.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_lite_template_yaml
+task: mmlu_prox_lite_wo_psychology
+task_alias: psychology
+process_docs: !function utils.process_psychology

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_biology.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax biologi.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_biology
+task_alias: biology
+process_docs: !function utils.process_biology

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_business.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax njëriñ.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_business
+task_alias: business
+process_docs: !function utils.process_business

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_chemistry.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax simi.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_chemistry
+task_alias: chemistry
+process_docs: !function utils.process_chemistry

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_computer_science.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax xam-xam
+  ordinatëer. Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)"
+  fu X di araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_computer_science
+task_alias: computer_science
+process_docs: !function utils.process_computer_science

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_economics.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax ekonomi.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_economics
+task_alias: economics
+process_docs: !function utils.process_economics

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_engineering.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax injenyëer.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_engineering
+task_alias: engineering
+process_docs: !function utils.process_engineering

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_health.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax wergui
+  yaramu. Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)"
+  fu X di araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_health
+task_alias: health
+process_docs: !function utils.process_health

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_history.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax taariix.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_history
+task_alias: history
+process_docs: !function utils.process_history

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_law.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax yoon.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_law
+task_alias: law
+process_docs: !function utils.process_law

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_math.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax matematig.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_math
+task_alias: math
+process_docs: !function utils.process_math

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_other.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax yeneen.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_other
+task_alias: other
+process_docs: !function utils.process_other

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_philosophy.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax filosofi.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_philosophy
+task_alias: philosophy
+process_docs: !function utils.process_philosophy

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_physics.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax fisik.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_physics
+task_alias: physics
+process_docs: !function utils.process_physics

lm_eval/tasks/mmlu_prox/wo/mmlu_prox_wo_psychology.yaml

+description: 'Li ci topp ay laaj yu am tànneef la (ak tontu) ci mbir mi ñuy wax sikoloji.
+  Xalaatal ci dooley dooley te nga jeexal sa tontu ak "Tontu bi mooy (X)" fu X di
+  araf bi jëkk ci tontu bi.
+
+  '
+include: _wo_template_yaml
+task: mmlu_prox_wo_psychology
+task_alias: psychology
+process_docs: !function utils.process_psychology

lm_eval/tasks/mmlu_prox/wo/utils.py

+from functools import partial
+from os.path import basename, dirname
+
+from lm_eval.tasks.mmlu_prox.lang_libs import LANG_LIBS
+
+
+lang_abbr = basename(dirname(__file__))
+lang_dict = LANG_LIBS[lang_abbr]
+
+choices = [
+    "A",
+    "B",
+    "C",
+    "D",
+    "E",
+    "F",
+    "G",
+    "H",
+    "I",
+    "J",
+    "K",
+    "L",
+    "M",
+    "N",
+    "O",
+    "P",
+]
+
+max_opt_num = 10
+
+
+def format_cot_example(example, including_answer=True):
+    prompt = f"{lang_dict[0]}\n"
+    question = example["question"]
+    prompt += question + "\n"
+    prompt += f"{lang_dict[1]}\n"
+    for i in range(max_opt_num):
+        opt = example[f"option_{i}"]
+        if opt is not None:
+            prompt += "{}. {}\n".format(choices[i], opt)
+    if including_answer:
+        cot_content = example["cot_content"].replace(lang_dict[4], lang_dict[2])
+        prompt += cot_content + "\n\n"
+    else:
+        prompt += lang_dict[2]
+    return prompt
+
+
+doc_to_text = partial(format_cot_example, including_answer=False)
+fewshot_to_text = partial(format_cot_example, including_answer=True)
+
+
+def process_docs(dataset, subject):
+    return dataset.filter(lambda x: x["category"] == subject)
+
+
+process_biology = partial(process_docs, subject="biology")
+process_business = partial(process_docs, subject="business")
+process_chemistry = partial(process_docs, subject="chemistry")
+process_computer_science = partial(process_docs, subject="computer science")
+process_economics = partial(process_docs, subject="economics")
+process_engineering = partial(process_docs, subject="engineering")
+process_health = partial(process_docs, subject="health")
+process_history = partial(process_docs, subject="history")
+process_law = partial(process_docs, subject="law")
+process_math = partial(process_docs, subject="math")
+process_other = partial(process_docs, subject="other")
+process_philosophy = partial(process_docs, subject="philosophy")
+process_physics = partial(process_docs, subject="physics")
+process_psychology = partial(process_docs, subject="psychology")

lm_eval/tasks/mmlu_prox/yo/_mmlu_prox_lite_yo.yaml

+group: mmlu_prox_lite_yo
+task:
+- mmlu_prox_lite_yo_biology
+- mmlu_prox_lite_yo_business
+- mmlu_prox_lite_yo_chemistry
+- mmlu_prox_lite_yo_computer_science
+- mmlu_prox_lite_yo_economics
+- mmlu_prox_lite_yo_engineering
+- mmlu_prox_lite_yo_health
+- mmlu_prox_lite_yo_history
+- mmlu_prox_lite_yo_law
+- mmlu_prox_lite_yo_math
+- mmlu_prox_lite_yo_other
+- mmlu_prox_lite_yo_philosophy
+- mmlu_prox_lite_yo_physics
+- mmlu_prox_lite_yo_psychology
+aggregate_metric_list:
+- aggregation: mean
+  metric: exact_match
+  weight_by_size: true
+  filter_list: custom-extract
+metadata:
+  version: 0.0