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Feat: random sampling for eval #461

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Feat: random sampling for eval #461

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c747a05
feat: make tasks a configurable argument in the cognify function
lxobr Jan 15, 2025
1a73779
fix: add data points task
lxobr Jan 15, 2025
015f008
eval on random samples instead of first couple
alekszievr Jan 20, 2025
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4 changes: 3 additions & 1 deletion evals/eval_on_hotpot.py
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Original file line number Diff line number Diff line change
Expand Up @@ -10,8 +10,10 @@
from evals.qa_dataset_utils import load_qa_dataset
from evals.qa_metrics_utils import get_metrics
from evals.qa_context_provider_utils import qa_context_providers, valid_pipeline_slices
import random

logger = logging.getLogger(__name__)
random.seed(42)


async def answer_qa_instance(instance, context_provider):
Expand Down Expand Up @@ -77,7 +79,7 @@ async def eval_on_QA_dataset(
dataset = load_qa_dataset(dataset_name_or_filename)
context_provider = qa_context_providers[context_provider_name]
eval_metrics = get_metrics(metric_name_list)
instances = dataset if not num_samples else dataset[:num_samples]
instances = dataset if not num_samples else random.sample(dataset, num_samples)
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if "promptfoo_metrics" in eval_metrics:
promptfoo_results = await eval_metrics["promptfoo_metrics"].measure(
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