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20 changes: 19 additions & 1 deletion src/cohere/utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -9,7 +9,7 @@
from fastavro import parse_schema, reader, writer

from . import EmbedResponse, EmbeddingsFloatsEmbedResponse, EmbeddingsByTypeEmbedResponse, ApiMeta, \
EmbedByTypeResponseEmbeddings, ApiMetaBilledUnits, EmbedJob, CreateEmbedJobResponse, Dataset
EmbedByTypeResponseEmbeddings, ApiMetaBilledUnits, ApiMetaTokens, EmbedJob, CreateEmbedJobResponse, Dataset
from .datasets import DatasetsCreateResponse, DatasetsGetResponse
from .overrides import get_fields

Expand Down Expand Up @@ -170,19 +170,37 @@ def sum_fields_if_not_none(obj: typing.Any, field: str) -> Optional[int]:
def merge_meta_field(metas: typing.List[ApiMeta]) -> ApiMeta:
api_version = metas[0].api_version if metas else None
billed_units = [meta.billed_units for meta in metas]
images = sum_fields_if_not_none(billed_units, "images")
input_tokens = sum_fields_if_not_none(billed_units, "input_tokens")
image_tokens = sum_fields_if_not_none(billed_units, "image_tokens")
output_tokens = sum_fields_if_not_none(billed_units, "output_tokens")
search_units = sum_fields_if_not_none(billed_units, "search_units")
classifications = sum_fields_if_not_none(billed_units, "classifications")

token_counts = [meta.tokens for meta in metas]
token_input = sum_fields_if_not_none(token_counts, "input_tokens")
token_output = sum_fields_if_not_none(token_counts, "output_tokens")
# Leave tokens unset rather than building an all-None ApiMetaTokens, so a
# merged response is indistinguishable from an unbatched one.
tokens = ApiMetaTokens(
input_tokens=token_input,
output_tokens=token_output,
) if token_input is not None or token_output is not None else None

cached_tokens = sum_fields_if_not_none(metas, "cached_tokens")
warnings = {warning for meta in metas if meta.warnings for warning in meta.warnings}
return ApiMeta(
api_version=api_version,
billed_units=ApiMetaBilledUnits(
images=images,
input_tokens=input_tokens,
image_tokens=image_tokens,
output_tokens=output_tokens,
search_units=search_units,
classifications=classifications
),
tokens=tokens,
cached_tokens=cached_tokens,
warnings=list(warnings)
)

Expand Down
65 changes: 63 additions & 2 deletions tests/test_embed_utils.py
Original file line number Diff line number Diff line change
@@ -1,8 +1,9 @@
import unittest

from cohere import EmbeddingsByTypeEmbedResponse, EmbedByTypeResponseEmbeddings, ApiMeta, ApiMetaBilledUnits, \
ApiMetaApiVersion, EmbeddingsFloatsEmbedResponse
from cohere.utils import merge_embed_responses, sum_fields_if_not_none
ApiMetaApiVersion, ApiMetaTokens, EmbeddingsFloatsEmbedResponse
from cohere.overrides import get_fields
from cohere.utils import merge_embed_responses, merge_meta_field, sum_fields_if_not_none

ebt_1 = EmbeddingsByTypeEmbedResponse(
response_type="embeddings_by_type",
Expand Down Expand Up @@ -205,6 +206,66 @@ def test_merge_embeddings_by_type_with_none_field_in_later_response(self) -> Non
result = merge_embed_responses([resp1, resp2])
self.assertEqual(result.embeddings.float_, [[1.0, 2.0]]) # type: ignore

def test_merge_meta_field_keeps_tokens_and_image_units(self) -> None:
merged = merge_meta_field([
ApiMeta(
api_version=ApiMetaApiVersion(version="1"),
billed_units=ApiMetaBilledUnits(input_tokens=1, images=1, image_tokens=10),
tokens=ApiMetaTokens(input_tokens=11, output_tokens=0),
cached_tokens=3,
),
ApiMeta(
api_version=ApiMetaApiVersion(version="1"),
billed_units=ApiMetaBilledUnits(input_tokens=2, images=2, image_tokens=20),
tokens=ApiMetaTokens(input_tokens=22, output_tokens=0),
cached_tokens=4,
),
])

if merged.billed_units is None or merged.tokens is None:
raise Exception("this is just for mypy")

self.assertEqual(merged.billed_units.input_tokens, 3)
self.assertEqual(merged.billed_units.images, 3)
self.assertEqual(merged.billed_units.image_tokens, 30)
self.assertEqual(merged.tokens.input_tokens, 33)
self.assertEqual(merged.tokens.output_tokens, 0)
self.assertEqual(merged.cached_tokens, 7)

def test_merge_meta_field_leaves_tokens_unset_when_absent(self) -> None:
merged = merge_meta_field([
ApiMeta(billed_units=ApiMetaBilledUnits(input_tokens=1)),
ApiMeta(billed_units=ApiMetaBilledUnits(input_tokens=2)),
])

self.assertIsNone(merged.tokens)
self.assertIsNone(merged.cached_tokens)

def test_merge_meta_field_sums_every_numeric_field_on_the_model(self) -> None:
# merge_meta_field lists the fields it copies by hand, so any field added
# to ApiMeta later is silently dropped from every merged response until
# someone remembers to update it. That is how images, image_tokens,
# tokens and cached_tokens went missing. Drive the assertion off the
# model itself so the next added field fails here instead of in the wild.
billed_fields = get_fields(ApiMetaBilledUnits())
token_fields = get_fields(ApiMetaTokens())
meta = ApiMeta(
billed_units=ApiMetaBilledUnits(**{field: 1 for field in billed_fields}),
tokens=ApiMetaTokens(**{field: 1 for field in token_fields}),
cached_tokens=1,
)

merged = merge_meta_field([meta, meta])

if merged.billed_units is None or merged.tokens is None:
raise Exception("this is just for mypy")

for field in billed_fields:
self.assertEqual(getattr(merged.billed_units, field), 2, f"billed_units.{field} was dropped")
for field in token_fields:
self.assertEqual(getattr(merged.tokens, field), 2, f"tokens.{field} was dropped")
self.assertEqual(merged.cached_tokens, 2)

def test_sum_fields_if_not_none_with_none_entries(self) -> None:
# billed_units list may contain None when ApiMeta.billed_units is unset;
# sum_fields_if_not_none must skip None objects without raising AttributeError
Expand Down