Cost
The cost metric is another performance metric offered by deepeval
, and measures whether the token cost of your LLM (application) is economically acceptable.
Required Arguments
To use the CostMetric
, you'll have to provide the following arguments when creating an LLMTestCase
:
input
actual_output
cost
Example
from deepeval import evaluate
from deepeval.metrics import CostMetric
from deepeval.test_case import LLMTestCase
metric = CostMetric(threshold=0.4)
test_case = LLMTestCase(
input="...",
actual_output="...",
cost=0.34
)
metric.measure(test_case)
# True if cost <= threshold
print(metric.is_successful())
note
Similar to LatencyMetric
, the CostMetric
threshold does NOT have any standard units. However, you need to make sure the monetary units you provide in the cost
argument when creating an LLMTestCase
matches that of the cost threshold
.