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Initial skeleton for Evaluator classes and exceptions #6

Merged
merged 11 commits into from
Jun 17, 2024
16 changes: 16 additions & 0 deletions src/instructlab/eval/evaluator.py
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# SPDX-License-Identifier: Apache-2.0


class Evaluator:
"""
Parent class for Evaluators

Atttributes:
model The model to be evaluated
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"""

def __init__(self, model: str) -> None:
self.model = model

def run(self) -> dict:
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return {}
21 changes: 21 additions & 0 deletions src/instructlab/eval/exceptions.py
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# SPDX-License-Identifier: Apache-2.0


class EvalError(Exception):
"""
Parent class for all of instructlab-eval exceptions
"""


class ModelNotFoundError(EvalError):
"""
Exception raised when model is not able to be found

Attributes
model model that is being operated on
"""

def __init__(self, model) -> None:
super().__init__()
self.model = model
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self.message = f"Model {self.model} could not be found"
49 changes: 49 additions & 0 deletions src/instructlab/eval/mmlu.py
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# SPDX-License-Identifier: Apache-2.0

# Local
from .evaluator import Evaluator


class MMLU_Evaluator(Evaluator):
"""
Child class of an Evaluator for Massive Multitask Language Understanding (MMLU)

Attributes:
tasks list of tasks for MMLU to test the model with
fewshots number of examples
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batchsize number of GPUs
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"""

def __init__(
self, model, tasks: list[str], fewshots: int = 2, batchsize: int = 5
) -> None:
super().__init__(model)
self.tasks = tasks
self.fewshots = fewshots
self.batchsize = batchsize


class PR_MMLU_Evaluator(Evaluator):
"""
Child class of an Evaluator for PR Massive Multitask Language Understanding (PR MMLU)

Attributes:
sdg_path path where all the PR MMLU tasks are stored
task group name that is shared by all the PR MMLU tasks
fewshots number of examples
batchsize number of GPUs
"""

def __init__(
self,
model,
sdg_path: str,
task: str = "mmlu_pr",
fewshots: int = 2,
batchsize: int = 5,
) -> None:
super().__init__(model)
self.sdg_path = sdg_path
self.task = task
self.fewshots = fewshots
self.batchsize = batchsize
32 changes: 32 additions & 0 deletions src/instructlab/eval/mtbench.py
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# SPDX-License-Identifier: Apache-2.0

# Local
from .evaluator import Evaluator


class MT_Bench_Evaluator(Evaluator):
"""
Child class of an Evaluator for Multi-turn Benchmark (MT-Bench)

Attributes
server vLLM server endpoint
"""

def __init__(self, model, server: str) -> None:
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super().__init__(model)
self.server = server


class PR_Bench_Evaluator(Evaluator):
"""
Child class of an Evaluator for PR-Bench Benchmark (PR-Bench)

Attributes
server vLLM server endpoint
questions questions to be asked
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"""

def __init__(self, model, server: str, questions: str) -> None:
super().__init__(model)
self.server = server
self.questions = questions