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Merged
vhaldemar merged 9 commits into from
Jul 9, 2025
Merged

Add input tokens field #117

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bbb7e41
regenerate cassets try 1
GBocharov Jun 30, 2025
37ee584
add input_tokens field, cassets updated
GBocharov Jun 30, 2025
861174f
add examples, add doc string
GBocharov Jun 30, 2025
1efd6da
lint fix
GBocharov Jun 30, 2025
ba070de
useless import removed
GBocharov Jun 30, 2025
2511172
fix doc string
GBocharov Jul 3, 2025
d7a6899
[pre-commit.ci lite] apply automatic fixes
pre-commit-ci-lite[bot] Jul 3, 2025
55ef380
regenerate cassets
GBocharov Jul 9, 2025
57d97dd
Merge remote-tracking branch 'origin/add-input_tokens-field' into add…
GBocharov Jul 9, 2025
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5 changes: 3 additions & 2 deletions examples/async/text_classifiers/run.py
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Original file line number Diff line number Diff line change
Expand Up @@ -8,10 +8,10 @@


async def main() -> None:
sdk = AsyncYCloudML(folder_id='b1ghsjum2v37c2un8h64')
sdk = AsyncYCloudML(folder_id='yc.fomo.storage.prod.service')
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@vhaldemar vhaldemar Jul 1, 2025

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I don't really like this folder_id in the code.
I also don't like old version(

It is okay for now, but I will bump the related ticket

sdk.setup_default_logging()

model = sdk.models.text_classifiers('cls://b1ghsjum2v37c2un8h64/bt14f74au2ap3q0f9ou4')
model = sdk.models.text_classifiers(model_name='yandexgpt-lite', model_version='rc@tamrap1sjscq6e9flit3p')

# result will contain predictions with a predefined classes
# and most powerful prediction will be "mathematics": 0.92
Expand All @@ -20,6 +20,7 @@ async def main() -> None:
for prediction in result:
print(prediction)

print(f'input_tokens= {result.input_tokens}')

if __name__ == '__main__':
asyncio.run(main())
4 changes: 3 additions & 1 deletion examples/async/text_classifiers/run_few_shot.py
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Original file line number Diff line number Diff line change
Expand Up @@ -9,7 +9,7 @@


async def main() -> None:
sdk = AsyncYCloudML(folder_id='b1ghsjum2v37c2un8h64')
sdk = AsyncYCloudML(folder_id='yc.fomo.storage.prod.service')
sdk.setup_default_logging()

model = sdk.models.text_classifiers("yandexgpt").configure(
Expand Down Expand Up @@ -47,6 +47,8 @@ async def main() -> None:
for prediction in result:
print(prediction)

print(f'input_tokens= {result.input_tokens}')


if __name__ == '__main__':
asyncio.run(main())
5 changes: 3 additions & 2 deletions examples/sync/text_classifiers/run.py
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Original file line number Diff line number Diff line change
Expand Up @@ -6,10 +6,10 @@


def main() -> None:
sdk = YCloudML(folder_id='b1ghsjum2v37c2un8h64')
sdk = YCloudML(folder_id='yc.fomo.storage.prod.service')
sdk.setup_default_logging()

model = sdk.models.text_classifiers('cls://b1ghsjum2v37c2un8h64/bt14f74au2ap3q0f9ou4')
model = sdk.models.text_classifiers(model_name='yandexgpt-lite', model_version='rc@tamrap1sjscq6e9flit3p')

# result will contain predictions with a predefined classes
# and most powerful prediction will be "mathematics": 0.92
Expand All @@ -18,6 +18,7 @@ def main() -> None:
for prediction in result:
print(prediction)

print(f'input_tokens= {result.input_tokens}')
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@vhaldemar vhaldemar Jul 1, 2025

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I prefer "f{result.input_tokens=}" usually, but it is okay


if __name__ == '__main__':
main()
3 changes: 2 additions & 1 deletion examples/sync/text_classifiers/run_few_shot.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,7 @@


def main() -> None:
sdk = YCloudML(folder_id='b1ghsjum2v37c2un8h64')
sdk = YCloudML(folder_id='yc.fomo.storage.prod.service')
sdk.setup_default_logging()

model = sdk.models.text_classifiers("yandexgpt").configure(
Expand Down Expand Up @@ -45,6 +45,7 @@ def main() -> None:
for prediction in result:
print(prediction)

print(f'input_tokens= {result.input_tokens}')

if __name__ == '__main__':
main()
3 changes: 3 additions & 0 deletions src/yandex_cloud_ml_sdk/_models/text_classifiers/result.py
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Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,8 @@
class TextClassifiersModelResultBase(BaseResult, Sequence, Generic[TextClassificationResponseT]):
predictions: tuple[TextClassificationLabel, ...]
model_version: str
#: doc Number of input tokens provided to the model.
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@vhaldemar vhaldemar Jul 1, 2025

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#: doc was just an example

"doc" word is unnecessary

input_tokens: int

@classmethod
def _from_proto(cls, *, proto: ProtoMessage, sdk: BaseSDK) -> Self: # pylint: disable=unused-argument
Expand All @@ -42,6 +44,7 @@ def _from_proto(cls, *, proto: ProtoMessage, sdk: BaseSDK) -> Self: # pylint: d
return cls(
predictions=predictions,
model_version=proto.model_version,
input_tokens = proto.input_tokens
)

def __len__(self) -> int:
Expand Down
2 changes: 1 addition & 1 deletion tests/conftest.py
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Original file line number Diff line number Diff line change
Expand Up @@ -56,7 +56,7 @@ def patch_operation(request, monkeypatch):

@pytest.fixture(name='folder_id')
def fixture_folder_id():
return 'b1ghsjum2v37c2un8h64'
return 'yc.fomo.storage.prod.service'


@pytest.fixture(name='servicers')
Expand Down
133 changes: 109 additions & 24 deletions tests/models/cassettes/test_text_classifiers/test_run.gprc.json
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Original file line number Diff line number Diff line change
Expand Up @@ -11,6 +11,14 @@
"module": "yandex.cloud.endpoint.api_endpoint_service_pb2",
"message": {
"endpoints": [
{
"id": "ai-assistants",
"address": "assistant.api.cloud.yandex.net:443"
},
{
"id": "ai-files",
"address": "assistant.api.cloud.yandex.net:443"
},
{
"id": "ai-foundation-models",
"address": "llm.api.cloud.yandex.net:443"
Expand Down Expand Up @@ -71,6 +79,10 @@
"id": "backup",
"address": "backup.api.cloud.yandex.net:443"
},
{
"id": "baremetal",
"address": "baremetal.api.cloud.yandex.net:443"
},
{
"id": "billing",
"address": "billing.api.cloud.yandex.net:443"
Expand All @@ -91,6 +103,26 @@
"id": "certificate-manager-data",
"address": "data.certificate-manager.api.cloud.yandex.net:443"
},
{
"id": "certificate-manager-private-ca",
"address": "private-ca.certificate-manager.api.cloud.yandex.net:443"
},
{
"id": "certificate-manager-private-ca-data",
"address": "data.private-ca.certificate-manager.api.cloud.yandex.net:443"
},
{
"id": "cic",
"address": "cic.api.cloud.yandex.net:443"
},
{
"id": "cloud-registry",
"address": "registry.api.cloud.yandex.net:443"
},
{
"id": "cloudapps",
"address": "cloudapps.api.cloud.yandex.net:443"
},
{
"id": "cloudbackup",
"address": "backup.api.cloud.yandex.net:443"
Expand All @@ -99,6 +131,10 @@
"id": "clouddesktops",
"address": "clouddesktops.api.cloud.yandex.net:443"
},
{
"id": "cloudrouter",
"address": "cloudrouter.api.cloud.yandex.net:443"
},
{
"id": "cloudvideo",
"address": "video.api.cloud.yandex.net:443"
Expand Down Expand Up @@ -135,6 +171,18 @@
"id": "endpoint",
"address": "api.cloud.yandex.net:443"
},
{
"id": "fomo-dataset",
"address": "fomo-dataset.api.cloud.yandex.net:443"
},
{
"id": "fomo-tuning",
"address": "fomo-tuning.api.cloud.yandex.net:443"
},
{
"id": "gitlab",
"address": "gitlab.api.cloud.yandex.net:443"
},
{
"id": "iam",
"address": "iam.api.cloud.yandex.net:443"
Expand Down Expand Up @@ -195,6 +243,10 @@
"id": "logging",
"address": "logging.api.cloud.yandex.net:443"
},
{
"id": "managed-airflow",
"address": "airflow.api.cloud.yandex.net:443"
},
{
"id": "managed-clickhouse",
"address": "mdb.api.cloud.yandex.net:443"
Expand All @@ -215,6 +267,10 @@
"id": "managed-kubernetes",
"address": "mks.api.cloud.yandex.net:443"
},
{
"id": "managed-metastore",
"address": "metastore.api.cloud.yandex.net:443"
},
{
"id": "managed-mongodb",
"address": "mdb.api.cloud.yandex.net:443"
Expand All @@ -235,14 +291,34 @@
"id": "managed-redis",
"address": "mdb.api.cloud.yandex.net:443"
},
{
"id": "managed-spark",
"address": "spark.api.cloud.yandex.net:443"
},
{
"id": "managed-spqr",
"address": "mdb.api.cloud.yandex.net:443"
},
{
"id": "managed-sqlserver",
"address": "mdb.api.cloud.yandex.net:443"
},
{
"id": "managed-trino",
"address": "trino.api.cloud.yandex.net:443"
},
{
"id": "managed-ytsaurus",
"address": "ytsaurus.api.cloud.yandex.net:443"
},
{
"id": "marketplace",
"address": "marketplace.api.cloud.yandex.net:443"
},
{
"id": "marketplace-pim",
"address": "marketplace.api.cloud.yandex.net:443"
},
{
"id": "mdb-clickhouse",
"address": "mdb.api.cloud.yandex.net:443"
Expand All @@ -267,6 +343,10 @@
"id": "mdb-redis",
"address": "mdb.api.cloud.yandex.net:443"
},
{
"id": "mdb-spqr",
"address": "mdb.api.cloud.yandex.net:443"
},
{
"id": "mdbproxy",
"address": "mdbproxy.api.cloud.yandex.net:443"
Expand All @@ -287,6 +367,14 @@
"id": "organizationmanager",
"address": "organization-manager.api.cloud.yandex.net:443"
},
{
"id": "quota-manager",
"address": "quota-manager.api.cloud.yandex.net:443"
},
{
"id": "quotamanager",
"address": "quota-manager.api.cloud.yandex.net:443"
},
{
"id": "resource-manager",
"address": "resource-manager.api.cloud.yandex.net:443"
Expand All @@ -295,6 +383,10 @@
"id": "resourcemanager",
"address": "resource-manager.api.cloud.yandex.net:443"
},
{
"id": "searchapi",
"address": "searchapi.api.cloud.yandex.net:443"
},
{
"id": "serialssh",
"address": "serialssh.cloud.yandex.net:9600"
Expand All @@ -307,6 +399,10 @@
"id": "serverless-containers",
"address": "serverless-containers.api.cloud.yandex.net:443"
},
{
"id": "serverless-eventrouter",
"address": "serverless-eventrouter.api.cloud.yandex.net:443"
},
{
"id": "serverless-functions",
"address": "serverless-functions.api.cloud.yandex.net:443"
Expand All @@ -319,6 +415,14 @@
"id": "serverless-triggers",
"address": "serverless-triggers.api.cloud.yandex.net:443"
},
{
"id": "serverless-workflows",
"address": "serverless-workflows.api.cloud.yandex.net:443"
},
{
"id": "serverlesseventrouter-events",
"address": "events.eventrouter.serverless.yandexcloud.net:443"
},
{
"id": "smart-captcha",
"address": "smartcaptcha.api.cloud.yandex.net:443"
Expand Down Expand Up @@ -356,7 +460,7 @@
"cls": "TextClassificationRequest",
"module": "yandex.cloud.ai.foundation_models.v1.text_classification.text_classification_service_pb2",
"message": {
"modelUri": "cls://b1ghsjum2v37c2un8h64/bt14f74au2ap3q0f9ou4",
"modelUri": "cls://yc.fomo.storage.prod.service/yandexgpt-lite/rc@tamrap1sjscq6e9flit3p",
"text": "hello"
}
},
Expand All @@ -366,30 +470,11 @@
"message": {
"predictions": [
{
"label": "computer_science",
"confidence": 0.2230224609375
},
{
"label": "mathematics",
"confidence": 0.0177764892578125
},
{
"label": "physics",
"confidence": 0.03289794921875
},
{
"label": "quantitative_biology",
"confidence": 0.11932373046875
},
{
"label": "quantitative_finance",
"confidence": 0.01348114013671875
},
{
"label": "statistics",
"confidence": 0.044097900390625
"label": "\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440",
"confidence": 0.83447265625
}
]
],
"inputTokens": "2"
}
}
}
Expand Down
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