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+python-versions = "^3.10" +content-hash = "5d79733d0bf323183bb79b1ec5963366a21ebf672184d773df118d40c9e941a3" diff --git a/pyproject.toml b/pyproject.toml index 8abcedd7f..9da00854c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ dynamic = ["version"] [tool.poetry] name = "cohere" -version = "5.21.2" +version = "6.0.0" description = "" readme = "README.md" authors = [] @@ -14,7 +14,6 @@ classifiers = [ "Intended Audience :: Developers", "Programming Language :: Python", "Programming Language :: Python :: 3", - "Programming Language :: Python :: 3.9", "Programming Language :: Python :: 3.10", "Programming Language :: Python :: 3.11", "Programming Language :: Python :: 3.12", @@ -38,11 +37,13 @@ packages = [ Repository = 'https://github.com/cohere-ai/cohere-python' [tool.poetry.dependencies] -python = "^3.9" +python = "^3.10" +aiohttp = { version = ">=3.10.0,<4", optional = true} fastavro = "^1.9.4" httpx = ">=0.21.2" +httpx-aiohttp = { version = "0.1.8", optional = true} pydantic = ">= 1.9.2" -pydantic-core = ">=2.18.2" +pydantic-core = ">=2.18.2,<2.44.0" requests = "^2.0.0" tokenizers = ">=0.15,<1" types-requests = "^2.0.0" @@ -50,8 +51,8 @@ typing_extensions = ">= 4.0.0" [tool.poetry.group.dev.dependencies] mypy = "==1.13.0" -pytest = "^7.4.0" -pytest-asyncio = "^0.23.5" +pytest = "^8.2.0" +pytest-asyncio = "^1.0.0" pytest-xdist = "^3.6.1" python-dateutil = "^2.9.0" types-python-dateutil = "^2.9.0.20240316" @@ -60,6 +61,9 @@ ruff = "==0.11.5" [tool.pytest.ini_options] testpaths = [ "tests" ] asyncio_mode = "auto" +markers = [ + "aiohttp: tests that require httpx_aiohttp to be installed", +] [tool.mypy] plugins = ["pydantic.mypy"] @@ -91,3 +95,6 @@ section-order = ["future", "standard-library", "third-party", "first-party"] [build-system] requires = ["poetry-core"] build-backend = "poetry.core.masonry.api" + +[tool.poetry.extras] +aiohttp=["aiohttp", "httpx-aiohttp"] diff --git a/reference.md b/reference.md index 8adee9e9e..d34998e4b 100644 --- a/reference.md +++ b/reference.md @@ -2309,7 +2309,7 @@ Follow the [Migration Guide](https://docs.cohere.com/v2/docs/migrating-v1-to-v2)
```python -from cohere import Client +from cohere import Client, ChatMessageV2_User from cohere.environment import ClientEnvironment client = Client( @@ -2320,10 +2320,9 @@ client = Client( client.v2.chat_stream( model="command-a-03-2025", messages=[ - { - "role": "user", - "content": "Tell me about LLMs" - } + ChatMessageV2_User( + content="Tell me about LLMs", + ) ], ) @@ -2608,7 +2607,7 @@ Follow the [Migration Guide](https://docs.cohere.com/v2/docs/migrating-v1-to-v2)
```python -from cohere import Client +from cohere import Client, ChatMessageV2_User from cohere.environment import ClientEnvironment client = Client( @@ -2619,10 +2618,9 @@ client = Client( client.v2.chat_stream( model="command-a-03-2025", messages=[ - { - "role": "user", - "content": "Tell me about LLMs" - } + ChatMessageV2_User( + content="Tell me about LLMs", + ) ], ) diff --git a/requirements.txt b/requirements.txt index dbf02500e..c93537178 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ fastavro==1.9.4 httpx>=0.21.2 pydantic>= 1.9.2 -pydantic-core>=2.18.2 +pydantic-core>=2.18.2,<2.44.0 requests==2.0.0 tokenizers>=0.15,<1 types-requests==2.0.0 diff --git a/src/cohere/__init__.py b/src/cohere/__init__.py index fbadbfd07..20c6e71d4 100644 --- a/src/cohere/__init__.py +++ b/src/cohere/__init__.py @@ -153,6 +153,7 @@ Generation, GetConnectorResponse, GetModelResponse, + GetModelResponseSamplingDefaults, Image, ImageContent, ImageUrl, @@ -257,6 +258,7 @@ UnprocessableEntityError, ) from . import audio, batches, connectors, datasets, embed_jobs, finetuning, models, v2 + from ._default_clients import DefaultAioHttpClient, DefaultAsyncHttpxClient from .aliases import ( ChatResponse, ContentDeltaStreamedChatResponseV2, @@ -448,6 +450,8 @@ "DatasetsListResponse": ".datasets", "DebugStreamedChatResponse": ".types", "DebugV2ChatStreamResponse": ".v2", + "DefaultAioHttpClient": "._default_clients", + "DefaultAsyncHttpxClient": "._default_clients", "DeleteConnectorResponse": ".types", "DetokenizeResponse": ".types", "Document": ".types", @@ -490,6 +494,7 @@ "GetBatchResponse": ".batches", "GetConnectorResponse": ".types", "GetModelResponse": ".types", + "GetModelResponseSamplingDefaults": ".types", "Image": ".types", "ImageContent": ".types", "ImageUrl": ".types", @@ -782,6 +787,8 @@ def __dir__(): "DatasetsListResponse", "DebugStreamedChatResponse", "DebugV2ChatStreamResponse", + "DefaultAioHttpClient", + "DefaultAsyncHttpxClient", "DeleteConnectorResponse", "DetokenizeResponse", "Document", @@ -824,6 +831,7 @@ def __dir__(): "GetBatchResponse", "GetConnectorResponse", "GetModelResponse", + "GetModelResponseSamplingDefaults", "Image", "ImageContent", "ImageUrl", diff --git a/src/cohere/_default_clients.py b/src/cohere/_default_clients.py new file mode 100644 index 000000000..4c23bb335 --- /dev/null +++ b/src/cohere/_default_clients.py @@ -0,0 +1,30 @@ +# This file was auto-generated by Fern from our API Definition. + +import typing + +import httpx + +SDK_DEFAULT_TIMEOUT = 60 + +try: + import httpx_aiohttp # type: ignore[import-not-found] +except ImportError: + + class DefaultAioHttpClient(httpx.AsyncClient): # type: ignore + def __init__(self, **kwargs: typing.Any) -> None: + raise RuntimeError("To use the aiohttp client, install the aiohttp extra: pip install cohere[aiohttp]") + +else: + + class DefaultAioHttpClient(httpx_aiohttp.HttpxAiohttpClient): # type: ignore + def __init__(self, **kwargs: typing.Any) -> None: + kwargs.setdefault("timeout", SDK_DEFAULT_TIMEOUT) + kwargs.setdefault("follow_redirects", True) + super().__init__(**kwargs) + + +class DefaultAsyncHttpxClient(httpx.AsyncClient): + def __init__(self, **kwargs: typing.Any) -> None: + kwargs.setdefault("timeout", SDK_DEFAULT_TIMEOUT) + kwargs.setdefault("follow_redirects", True) + super().__init__(**kwargs) diff --git a/src/cohere/base_client.py b/src/cohere/base_client.py index c895ff4e2..fcdc9481e 100644 --- a/src/cohere/base_client.py +++ b/src/cohere/base_client.py @@ -1581,6 +1581,24 @@ def audio(self): return self._audio +def _make_default_async_client( + timeout: typing.Optional[float], + follow_redirects: typing.Optional[bool], +) -> httpx.AsyncClient: + try: + import httpx_aiohttp # type: ignore[import-not-found] + except ImportError: + pass + else: + if follow_redirects is not None: + return httpx_aiohttp.HttpxAiohttpClient(timeout=timeout, follow_redirects=follow_redirects) + return httpx_aiohttp.HttpxAiohttpClient(timeout=timeout) + + if follow_redirects is not None: + return httpx.AsyncClient(timeout=timeout, follow_redirects=follow_redirects) + return httpx.AsyncClient(timeout=timeout) + + class AsyncBaseCohere: """ Use this class to access the different functions within the SDK. You can instantiate any number of clients with different configuration that will propagate to these functions. @@ -1604,6 +1622,9 @@ class AsyncBaseCohere: headers : typing.Optional[typing.Dict[str, str]] Additional headers to send with every request. + async_token : typing.Optional[typing.Callable[[], typing.Awaitable[str]]] + An async callable that returns a bearer token. Use this when token acquisition involves async I/O (e.g., refreshing tokens via an async HTTP client). When provided, this is used instead of the synchronous token for async requests. + timeout : typing.Optional[float] The timeout to be used, in seconds, for requests. By default the timeout is 300 seconds, unless a custom httpx client is used, in which case this default is not enforced. @@ -1634,6 +1655,7 @@ def __init__( client_name: typing.Optional[str] = None, token: typing.Optional[typing.Union[str, typing.Callable[[], str]]] = os.getenv("CO_API_KEY"), headers: typing.Optional[typing.Dict[str, str]] = None, + async_token: typing.Optional[typing.Callable[[], typing.Awaitable[str]]] = None, timeout: typing.Optional[float] = None, follow_redirects: typing.Optional[bool] = True, httpx_client: typing.Optional[httpx.AsyncClient] = None, @@ -1649,11 +1671,10 @@ def __init__( client_name=client_name, token=token, headers=headers, + async_token=async_token, httpx_client=httpx_client if httpx_client is not None - else httpx.AsyncClient(timeout=_defaulted_timeout, follow_redirects=follow_redirects) - if follow_redirects is not None - else httpx.AsyncClient(timeout=_defaulted_timeout), + else _make_default_async_client(timeout=_defaulted_timeout, follow_redirects=follow_redirects), timeout=_defaulted_timeout, logging=logging, ) diff --git a/src/cohere/batches/types/cancel_batch_response.py b/src/cohere/batches/types/cancel_batch_response.py index 6b155d3ee..14065836e 100644 --- a/src/cohere/batches/types/cancel_batch_response.py +++ b/src/cohere/batches/types/cancel_batch_response.py @@ -3,3 +3,6 @@ import typing CancelBatchResponse = typing.Dict[str, typing.Any] +""" +Response to a request to cancel a batch. +""" diff --git a/src/cohere/core/client_wrapper.py b/src/cohere/core/client_wrapper.py index 1a0ae0e86..cd89759b8 100644 --- a/src/cohere/core/client_wrapper.py +++ b/src/cohere/core/client_wrapper.py @@ -29,12 +29,12 @@ def get_headers(self) -> typing.Dict[str, str]: import platform headers: typing.Dict[str, str] = { - "User-Agent": "cohere/5.21.2", + "User-Agent": "cohere/6.0.0", "X-Fern-Language": "Python", "X-Fern-Runtime": f"python/{platform.python_version()}", "X-Fern-Platform": f"{platform.system().lower()}/{platform.release()}", "X-Fern-SDK-Name": "cohere", - "X-Fern-SDK-Version": "5.21.2", + "X-Fern-SDK-Version": "6.0.0", **(self.get_custom_headers() or {}), } if self._client_name is not None: diff --git a/src/cohere/core/http_client.py b/src/cohere/core/http_client.py index ee937589c..f0a39ca82 100644 --- a/src/cohere/core/http_client.py +++ b/src/cohere/core/http_client.py @@ -118,6 +118,12 @@ def _retry_timeout(response: httpx.Response, retries: int) -> float: return _add_symmetric_jitter(backoff) +def _retry_timeout_from_retries(retries: int) -> float: + """Determine retry timeout using exponential backoff when no response is available.""" + backoff = min(INITIAL_RETRY_DELAY_SECONDS * pow(2.0, retries), MAX_RETRY_DELAY_SECONDS) + return _add_symmetric_jitter(backoff) + + def _should_retry(response: httpx.Response) -> bool: retryable_400s = [429, 408, 409] return response.status_code >= 500 or response.status_code in retryable_400s @@ -265,11 +271,13 @@ def __init__( base_timeout: typing.Callable[[], typing.Optional[float]], base_headers: typing.Callable[[], typing.Dict[str, str]], base_url: typing.Optional[typing.Callable[[], str]] = None, + base_max_retries: int = 2, logging_config: typing.Optional[typing.Union[LogConfig, Logger]] = None, ): self.base_url = base_url self.base_timeout = base_timeout self.base_headers = base_headers + self.base_max_retries = base_max_retries self.httpx_client = httpx_client self.logger = create_logger(logging_config) @@ -364,19 +372,44 @@ def request( has_body=json_body is not None or data_body is not None, ) - response = self.httpx_client.request( - method=method, - url=_request_url, - headers=_request_headers, - params=_encoded_params if _encoded_params else None, - json=json_body, - data=data_body, - content=content, - files=request_files, - timeout=timeout, + max_retries: int = ( + request_options.get("max_retries", self.base_max_retries) + if request_options is not None + else self.base_max_retries ) - max_retries: int = request_options.get("max_retries", 2) if request_options is not None else 2 + try: + response = self.httpx_client.request( + method=method, + url=_request_url, + headers=_request_headers, + params=_encoded_params if _encoded_params else None, + json=json_body, + data=data_body, + content=content, + files=request_files, + timeout=timeout, + ) + except (httpx.ConnectError, httpx.RemoteProtocolError): + if retries < max_retries: + time.sleep(_retry_timeout_from_retries(retries=retries)) + return self.request( + path=path, + method=method, + base_url=base_url, + params=params, + json=json, + data=data, + content=content, + files=files, + headers=headers, + request_options=request_options, + retries=retries + 1, + omit=omit, + force_multipart=force_multipart, + ) + raise + if _should_retry(response=response): if retries < max_retries: time.sleep(_retry_timeout(response=response, retries=retries)) @@ -386,12 +419,14 @@ def request( base_url=base_url, params=params, json=json, + data=data, content=content, files=files, headers=headers, request_options=request_options, retries=retries + 1, omit=omit, + force_multipart=force_multipart, ) if self.logger.is_debug(): @@ -518,12 +553,14 @@ def __init__( base_timeout: typing.Callable[[], typing.Optional[float]], base_headers: typing.Callable[[], typing.Dict[str, str]], base_url: typing.Optional[typing.Callable[[], str]] = None, + base_max_retries: int = 2, async_base_headers: typing.Optional[typing.Callable[[], typing.Awaitable[typing.Dict[str, str]]]] = None, logging_config: typing.Optional[typing.Union[LogConfig, Logger]] = None, ): self.base_url = base_url self.base_timeout = base_timeout self.base_headers = base_headers + self.base_max_retries = base_max_retries self.async_base_headers = async_base_headers self.httpx_client = httpx_client self.logger = create_logger(logging_config) @@ -627,19 +664,44 @@ async def request( has_body=json_body is not None or data_body is not None, ) - response = await self.httpx_client.request( - method=method, - url=_request_url, - headers=_request_headers, - params=_encoded_params if _encoded_params else None, - json=json_body, - data=data_body, - content=content, - files=request_files, - timeout=timeout, + max_retries: int = ( + request_options.get("max_retries", self.base_max_retries) + if request_options is not None + else self.base_max_retries ) - max_retries: int = request_options.get("max_retries", 2) if request_options is not None else 2 + try: + response = await self.httpx_client.request( + method=method, + url=_request_url, + headers=_request_headers, + params=_encoded_params if _encoded_params else None, + json=json_body, + data=data_body, + content=content, + files=request_files, + timeout=timeout, + ) + except (httpx.ConnectError, httpx.RemoteProtocolError): + if retries < max_retries: + await asyncio.sleep(_retry_timeout_from_retries(retries=retries)) + return await self.request( + path=path, + method=method, + base_url=base_url, + params=params, + json=json, + data=data, + content=content, + files=files, + headers=headers, + request_options=request_options, + retries=retries + 1, + omit=omit, + force_multipart=force_multipart, + ) + raise + if _should_retry(response=response): if retries < max_retries: await asyncio.sleep(_retry_timeout(response=response, retries=retries)) @@ -649,12 +711,14 @@ async def request( base_url=base_url, params=params, json=json, + data=data, content=content, files=files, headers=headers, request_options=request_options, retries=retries + 1, omit=omit, + force_multipart=force_multipart, ) if self.logger.is_debug(): diff --git a/src/cohere/core/pydantic_utilities.py b/src/cohere/core/pydantic_utilities.py index 831aadc3e..fea3a08d3 100644 --- a/src/cohere/core/pydantic_utilities.py +++ b/src/cohere/core/pydantic_utilities.py @@ -26,6 +26,7 @@ import pydantic import typing_extensions +from pydantic.fields import FieldInfo as _FieldInfo _logger = logging.getLogger(__name__) @@ -35,8 +36,6 @@ IS_PYDANTIC_V2 = pydantic.VERSION.startswith("2.") if IS_PYDANTIC_V2: - import warnings - _datetime_adapter = pydantic.TypeAdapter(dt.datetime) # type: ignore[attr-defined] _date_adapter = pydantic.TypeAdapter(dt.date) # type: ignore[attr-defined] @@ -52,22 +51,80 @@ def parse_date(value: Any) -> dt.date: # type: ignore[misc] return value return _date_adapter.validate_python(value) - with warnings.catch_warnings(): - warnings.simplefilter("ignore", UserWarning) - from pydantic.v1.fields import ModelField as ModelField - from pydantic.v1.json import ENCODERS_BY_TYPE as encoders_by_type # type: ignore[attr-defined] - from pydantic.v1.typing import get_args as get_args - from pydantic.v1.typing import get_origin as get_origin - from pydantic.v1.typing import is_literal_type as is_literal_type - from pydantic.v1.typing import is_union as is_union + # Avoid importing from pydantic.v1 to maintain Python 3.14 compatibility. + from typing import get_args as get_args # type: ignore[assignment] + from typing import get_origin as get_origin # type: ignore[assignment] + + def is_literal_type(tp: Optional[Type[Any]]) -> bool: # type: ignore[misc] + return typing_extensions.get_origin(tp) is typing_extensions.Literal + + def is_union(tp: Optional[Type[Any]]) -> bool: # type: ignore[misc] + return tp is Union or typing_extensions.get_origin(tp) is Union # type: ignore[comparison-overlap] + + # Inline encoders_by_type to avoid importing from pydantic.v1.json + import re as _re + from collections import deque as _deque + from decimal import Decimal as _Decimal + from enum import Enum as _Enum + from ipaddress import ( + IPv4Address as _IPv4Address, + ) + from ipaddress import ( + IPv4Interface as _IPv4Interface, + ) + from ipaddress import ( + IPv4Network as _IPv4Network, + ) + from ipaddress import ( + IPv6Address as _IPv6Address, + ) + from ipaddress import ( + IPv6Interface as _IPv6Interface, + ) + from ipaddress import ( + IPv6Network as _IPv6Network, + ) + from pathlib import Path as _Path + from types import GeneratorType as _GeneratorType + from uuid import UUID as _UUID + + from pydantic.fields import FieldInfo as ModelField # type: ignore[no-redef, assignment] + + def _decimal_encoder(dec_value: Any) -> Any: + if dec_value.as_tuple().exponent >= 0: + return int(dec_value) + return float(dec_value) + + encoders_by_type: Dict[Type[Any], Callable[[Any], Any]] = { # type: ignore[no-redef] + bytes: lambda o: o.decode(), + dt.date: lambda o: o.isoformat(), + dt.datetime: lambda o: o.isoformat(), + dt.time: lambda o: o.isoformat(), + dt.timedelta: lambda td: td.total_seconds(), + _Decimal: _decimal_encoder, + _Enum: lambda o: o.value, + frozenset: list, + _deque: list, + _GeneratorType: list, + _IPv4Address: str, + _IPv4Interface: str, + _IPv4Network: str, + _IPv6Address: str, + _IPv6Interface: str, + _IPv6Network: str, + _Path: str, + _re.Pattern: lambda o: o.pattern, + set: list, + _UUID: str, + } else: from pydantic.datetime_parse import parse_date as parse_date # type: ignore[no-redef] from pydantic.datetime_parse import parse_datetime as parse_datetime # type: ignore[no-redef] - from pydantic.fields import ModelField as ModelField # type: ignore[attr-defined, no-redef] + from pydantic.fields import ModelField as ModelField # type: ignore[attr-defined, no-redef, assignment] from pydantic.json import ENCODERS_BY_TYPE as encoders_by_type # type: ignore[no-redef] from pydantic.typing import get_args as get_args # type: ignore[no-redef] from pydantic.typing import get_origin as get_origin # type: ignore[no-redef] - from pydantic.typing import is_literal_type as is_literal_type # type: ignore[no-redef] + from pydantic.typing import is_literal_type as is_literal_type # type: ignore[no-redef, assignment] from pydantic.typing import is_union as is_union # type: ignore[no-redef] from .datetime_utils import serialize_datetime @@ -554,7 +611,7 @@ def decorator(func: AnyCallable) -> AnyCallable: return decorator -PydanticField = Union[ModelField, pydantic.fields.FieldInfo] +PydanticField = Union[ModelField, _FieldInfo] def _get_model_fields(model: Type["Model"]) -> Mapping[str, PydanticField]: diff --git a/src/cohere/core/unchecked_base_model.py b/src/cohere/core/unchecked_base_model.py index 9ea71ca68..67d7e3be4 100644 --- a/src/cohere/core/unchecked_base_model.py +++ b/src/cohere/core/unchecked_base_model.py @@ -1,13 +1,15 @@ # This file was auto-generated by Fern from our API Definition. import datetime as dt +import enum import inspect +import sys import typing import uuid import pydantic import typing_extensions -from .pydantic_utilities import ( +from .pydantic_utilities import ( # type: ignore[attr-defined] IS_PYDANTIC_V2, ModelField, UniversalBaseModel, @@ -33,6 +35,28 @@ def __init__(self, *, discriminant: str) -> None: Model = typing.TypeVar("Model", bound=pydantic.BaseModel) +def _maybe_resolve_forward_ref( + type_: typing.Any, + host: typing.Optional[typing.Type[typing.Any]], +) -> typing.Any: + """Resolve a ForwardRef using the module where *host* is defined. + + Pydantic v2 + ``from __future__ import annotations`` can leave field + annotations as ``list[ForwardRef('Block')]`` even after ``model_rebuild``. + Without resolution, ``construct_type`` sees a ForwardRef (not a class) and + skips recursive model construction, leaving nested data as raw dicts. + """ + if host is None or not isinstance(type_, typing.ForwardRef): + return type_ + mod = sys.modules.get(host.__module__) + if mod is None: + return type_ + try: + return eval(type_.__forward_arg__, vars(mod)) + except Exception: + return type_ + + class UncheckedBaseModel(UniversalBaseModel): if IS_PYDANTIC_V2: model_config: typing.ClassVar[pydantic.ConfigDict] = pydantic.ConfigDict(extra="allow") # type: ignore # Pydantic v2 @@ -86,7 +110,7 @@ def construct( type_ = typing.cast(typing.Type, field.outer_type_) # type: ignore # Pydantic < v1.10.15 fields_values[name] = ( - construct_type(object_=values[key], type_=type_) if type_ is not None else values[key] + construct_type(object_=values[key], type_=type_, host=cls) if type_ is not None else values[key] ) _fields_set.add(name) else: @@ -150,15 +174,75 @@ def _validate_collection_items_compatible(collection: typing.Any, target_type: t return True -def _convert_undiscriminated_union_type(union_type: typing.Type[typing.Any], object_: typing.Any) -> typing.Any: +def _get_literal_field_value( + inner_type: typing.Type[typing.Any], field_name: str, field: typing.Any, object_: typing.Any +) -> typing.Any: + """Get the value of a Literal field from *object_*, checking both alias and field name.""" + name_or_alias = get_field_to_alias_mapping(inner_type).get(field_name, field_name) + pydantic_alias = getattr(field, "alias", None) + if isinstance(object_, dict): + if name_or_alias in object_: + return object_[name_or_alias] + if pydantic_alias and pydantic_alias != name_or_alias and pydantic_alias in object_: + return object_[pydantic_alias] + return None + return getattr(object_, name_or_alias, getattr(object_, pydantic_alias, None) if pydantic_alias else None) + + +def _literal_fields_match_strict(inner_type: typing.Type[typing.Any], object_: typing.Any) -> bool: + """Return True iff every Literal-typed field in *inner_type* is **present** in + *object_* and its value equals the field's declared default. + + This prevents models whose fields are all optional (e.g. ``FigureDetails``) + from vacuously matching inputs that don't carry the discriminant key at all + (e.g. ``{}`` for text blocks). For types with no Literal fields this + returns True unconditionally. + """ + fields = _get_model_fields(inner_type) + for field_name, field in fields.items(): + if IS_PYDANTIC_V2: + field_type = field.annotation # type: ignore # Pydantic v2 + else: + field_type = field.outer_type_ # type: ignore # Pydantic v1 + + if is_literal_type(field_type): # type: ignore[arg-type] + field_default = _get_field_default(field) + object_value = _get_literal_field_value(inner_type, field_name, field, object_) + if field_default != object_value: + return False + return True + + +def _convert_undiscriminated_union_type( + union_type: typing.Type[typing.Any], + object_: typing.Any, + host: typing.Optional[typing.Type[typing.Any]] = None, +) -> typing.Any: inner_types = get_args(union_type) if typing.Any in inner_types: return object_ + # When any union member carries a Literal discriminant field, require the + # discriminant key to be present AND matching before accepting a candidate. + # This prevents models with all-optional fields (e.g. FigureDetails) from + # greedily matching inputs that belong to a different variant or to a + # plain-dict fallback (e.g. EmptyBlockDetails = Dict[str, Any]). + has_literal_discriminant = any( + inspect.isclass(t) + and issubclass(t, pydantic.BaseModel) + and any( + is_literal_type( + f.annotation if IS_PYDANTIC_V2 else f.outer_type_ # type: ignore + ) + for f in _get_model_fields(t).values() + ) + for t in inner_types + ) + for inner_type in inner_types: # Handle lists of objects that need parsing if get_origin(inner_type) is list and isinstance(object_, list): - list_inner_type = get_args(inner_type)[0] + list_inner_type = _maybe_resolve_forward_ref(get_args(inner_type)[0], host) try: if inspect.isclass(list_inner_type) and issubclass(list_inner_type, pydantic.BaseModel): # Validate that all items in the list are compatible with the target type @@ -170,55 +254,63 @@ def _convert_undiscriminated_union_type(union_type: typing.Type[typing.Any], obj try: if inspect.isclass(inner_type) and issubclass(inner_type, pydantic.BaseModel): + if has_literal_discriminant and not _literal_fields_match_strict(inner_type, object_): + continue # Attempt a validated parse until one works return parse_obj_as(inner_type, object_) except Exception: continue - # If none of the types work, try matching literal fields first, then fall back - # First pass: try types where all literal fields match the object's values + # First pass: try types where all literal fields match the object's values. for inner_type in inner_types: if inspect.isclass(inner_type) and issubclass(inner_type, pydantic.BaseModel): - fields = _get_model_fields(inner_type) - literal_fields_match = True - - for field_name, field in fields.items(): - # Check if this field has a Literal type - if IS_PYDANTIC_V2: - field_type = field.annotation # type: ignore # Pydantic v2 - else: - field_type = field.outer_type_ # type: ignore # Pydantic v1 - - if is_literal_type(field_type): # type: ignore[arg-type] - field_default = _get_field_default(field) - name_or_alias = get_field_to_alias_mapping(inner_type).get(field_name, field_name) - # Get the value from the object - if isinstance(object_, dict): - object_value = object_.get(name_or_alias) + if has_literal_discriminant: + if not _literal_fields_match_strict(inner_type, object_): + continue + else: + # Legacy lenient check: skip only when a Literal value is + # present but doesn't match (allows absent-discriminant inputs). + fields = _get_model_fields(inner_type) + literal_fields_match = True + for field_name, field in fields.items(): + if IS_PYDANTIC_V2: + field_type = field.annotation # type: ignore # Pydantic v2 else: - object_value = getattr(object_, name_or_alias, None) + field_type = field.outer_type_ # type: ignore # Pydantic v1 - # If the literal field value doesn't match, this type is not a match - if object_value is not None and field_default != object_value: - literal_fields_match = False - break + if is_literal_type(field_type): # type: ignore[arg-type] + field_default = _get_field_default(field) + object_value = _get_literal_field_value(inner_type, field_name, field, object_) + if object_value is not None and field_default != object_value: + literal_fields_match = False + break - # If all literal fields match, try to construct this type - if literal_fields_match: - try: - return construct_type(object_=object_, type_=inner_type) - except Exception: + if not literal_fields_match: continue - # Second pass: if no literal matches, just return the first successful cast + try: + return construct_type(object_=object_, type_=inner_type, host=host) + except Exception: + continue + + # Second pass: if no literal matches, return the first successful cast. + # When a Literal discriminant is present, skip Pydantic models whose + # discriminant doesn't match so that plain-dict fallback types are reached. for inner_type in inner_types: try: - return construct_type(object_=object_, type_=inner_type) + if has_literal_discriminant and inspect.isclass(inner_type) and issubclass(inner_type, pydantic.BaseModel): + if not _literal_fields_match_strict(inner_type, object_): + continue + return construct_type(object_=object_, type_=inner_type, host=host) except Exception: continue -def _convert_union_type(type_: typing.Type[typing.Any], object_: typing.Any) -> typing.Any: +def _convert_union_type( + type_: typing.Type[typing.Any], + object_: typing.Any, + host: typing.Optional[typing.Type[typing.Any]] = None, +) -> typing.Any: base_type = get_origin(type_) or type_ union_type = type_ if base_type == typing_extensions.Annotated: # type: ignore[comparison-overlap] @@ -234,14 +326,19 @@ def _convert_union_type(type_: typing.Type[typing.Any], object_: typing.Any) -> except: objects_discriminant = object_[metadata.discriminant] if inner_type.__fields__[metadata.discriminant].default == objects_discriminant: - return construct_type(object_=object_, type_=inner_type) + return construct_type(object_=object_, type_=inner_type, host=host) except Exception: # Allow to fall through to our regular union handling pass - return _convert_undiscriminated_union_type(union_type, object_) + return _convert_undiscriminated_union_type(union_type, object_, host) -def construct_type(*, type_: typing.Type[typing.Any], object_: typing.Any) -> typing.Any: +def construct_type( + *, + type_: typing.Type[typing.Any], + object_: typing.Any, + host: typing.Optional[typing.Type[typing.Any]] = None, +) -> typing.Any: """ Here we are essentially creating the same `construct` method in spirit as the above, but for all types, not just Pydantic models. @@ -264,8 +361,12 @@ def construct_type(*, type_: typing.Type[typing.Any], object_: typing.Any) -> ty return object_ key_type, items_type = get_args(type_) + key_type = _maybe_resolve_forward_ref(key_type, host) + items_type = _maybe_resolve_forward_ref(items_type, host) d = { - construct_type(object_=key, type_=key_type): construct_type(object_=item, type_=items_type) + construct_type(object_=key, type_=key_type, host=host): construct_type( + object_=item, type_=items_type, host=host + ) for key, item in object_.items() } return d @@ -274,18 +375,18 @@ def construct_type(*, type_: typing.Type[typing.Any], object_: typing.Any) -> ty if not isinstance(object_, list): return object_ - inner_type = get_args(type_)[0] - return [construct_type(object_=entry, type_=inner_type) for entry in object_] + inner_type = _maybe_resolve_forward_ref(get_args(type_)[0], host) + return [construct_type(object_=entry, type_=inner_type, host=host) for entry in object_] if base_type == set: if not isinstance(object_, set) and not isinstance(object_, list): return object_ - inner_type = get_args(type_)[0] - return {construct_type(object_=entry, type_=inner_type) for entry in object_} + inner_type = _maybe_resolve_forward_ref(get_args(type_)[0], host) + return {construct_type(object_=entry, type_=inner_type, host=host) for entry in object_} if is_union(base_type) or is_annotated_union: - return _convert_union_type(type_, object_) + return _convert_union_type(type_, object_, host) # Cannot do an `issubclass` with a literal type, let's also just confirm we have a class before this call if ( @@ -339,6 +440,12 @@ def construct_type(*, type_: typing.Type[typing.Any], object_: typing.Any) -> ty except Exception: return object_ + if inspect.isclass(base_type) and issubclass(base_type, enum.Enum): + try: + return base_type(object_) + except (ValueError, KeyError): + return object_ + return object_ @@ -348,7 +455,9 @@ def _get_is_populate_by_name(model: typing.Type["Model"]) -> bool: return model.__config__.allow_population_by_field_name # type: ignore # Pydantic v1 -PydanticField = typing.Union[ModelField, pydantic.fields.FieldInfo] +from pydantic.fields import FieldInfo as _FieldInfo + +PydanticField = typing.Union[ModelField, _FieldInfo] # Pydantic V1 swapped the typing of __fields__'s values from ModelField to FieldInfo diff --git a/src/cohere/finetuning/finetuning/types/delete_finetuned_model_response.py b/src/cohere/finetuning/finetuning/types/delete_finetuned_model_response.py index a61b4e681..f60a70f3e 100644 --- a/src/cohere/finetuning/finetuning/types/delete_finetuned_model_response.py +++ b/src/cohere/finetuning/finetuning/types/delete_finetuned_model_response.py @@ -3,3 +3,6 @@ import typing DeleteFinetunedModelResponse = typing.Dict[str, typing.Any] +""" +Response to request to delete a fine-tuned model. +""" diff --git a/src/cohere/types/__init__.py b/src/cohere/types/__init__.py index 5acc4bb9d..be1d1ecf6 100644 --- a/src/cohere/types/__init__.py +++ b/src/cohere/types/__init__.py @@ -167,6 +167,7 @@ from .generation import Generation from .get_connector_response import GetConnectorResponse from .get_model_response import GetModelResponse + from .get_model_response_sampling_defaults import GetModelResponseSamplingDefaults from .image import Image from .image_content import ImageContent from .image_url import ImageUrl @@ -382,6 +383,7 @@ "Generation": ".generation", "GetConnectorResponse": ".get_connector_response", "GetModelResponse": ".get_model_response", + "GetModelResponseSamplingDefaults": ".get_model_response_sampling_defaults", "Image": ".image", "ImageContent": ".image_content", "ImageUrl": ".image_url", @@ -641,6 +643,7 @@ def __dir__(): "Generation", "GetConnectorResponse", "GetModelResponse", + "GetModelResponseSamplingDefaults", "Image", "ImageContent", "ImageUrl", diff --git a/src/cohere/types/chat_document.py b/src/cohere/types/chat_document.py index 3f0e35280..a46e5cbb1 100644 --- a/src/cohere/types/chat_document.py +++ b/src/cohere/types/chat_document.py @@ -3,3 +3,9 @@ import typing ChatDocument = typing.Dict[str, str] +""" +Relevant information that could be used by the model to generate a more accurate reply. +The contents of each document are generally short (under 300 words), and are passed in the form of a +dictionary of strings. Some suggested keys are "text", "author", "date". Both the key name and the value will be +passed to the model. +""" diff --git a/src/cohere/types/chat_messages.py b/src/cohere/types/chat_messages.py index 0c27cceaf..4165a7603 100644 --- a/src/cohere/types/chat_messages.py +++ b/src/cohere/types/chat_messages.py @@ -5,3 +5,8 @@ from .chat_message_v2 import ChatMessageV2 ChatMessages = typing.List[ChatMessageV2] +""" +A list of chat messages in chronological order, representing a conversation between the user and the model. + +Messages can be from `User`, `Assistant`, `Tool` and `System` roles. Learn more about messages and roles in [the Chat API guide](https://docs.cohere.com/v2/docs/chat-api). +""" diff --git a/src/cohere/types/get_model_response.py b/src/cohere/types/get_model_response.py index 3f148a087..19b1cf87c 100644 --- a/src/cohere/types/get_model_response.py +++ b/src/cohere/types/get_model_response.py @@ -6,6 +6,7 @@ from ..core.pydantic_utilities import IS_PYDANTIC_V2 from ..core.unchecked_base_model import UncheckedBaseModel from .compatible_endpoint import CompatibleEndpoint +from .get_model_response_sampling_defaults import GetModelResponseSamplingDefaults class GetModelResponse(UncheckedBaseModel): @@ -53,6 +54,11 @@ class GetModelResponse(UncheckedBaseModel): The features that the model supports. """ + sampling_defaults: typing.Optional[GetModelResponseSamplingDefaults] = pydantic.Field(default=None) + """ + Default sampling parameters for this model when omitted from API requests. + """ + if IS_PYDANTIC_V2: model_config: typing.ClassVar[pydantic.ConfigDict] = pydantic.ConfigDict(extra="allow") # type: ignore # Pydantic v2 else: diff --git a/src/cohere/types/get_model_response_sampling_defaults.py b/src/cohere/types/get_model_response_sampling_defaults.py new file mode 100644 index 000000000..3750837f2 --- /dev/null +++ b/src/cohere/types/get_model_response_sampling_defaults.py @@ -0,0 +1,28 @@ +# This file was auto-generated by Fern from our API Definition. + +import typing + +import pydantic +from ..core.pydantic_utilities import IS_PYDANTIC_V2 +from ..core.unchecked_base_model import UncheckedBaseModel + + +class GetModelResponseSamplingDefaults(UncheckedBaseModel): + """ + Default sampling parameters for this model when omitted from API requests. + """ + + temperature: typing.Optional[float] = None + k: typing.Optional[int] = None + p: typing.Optional[float] = None + frequency_penalty: typing.Optional[float] = None + presence_penalty: typing.Optional[float] = None + max_tokens_per_doc: typing.Optional[int] = None + + if IS_PYDANTIC_V2: + model_config: typing.ClassVar[pydantic.ConfigDict] = pydantic.ConfigDict(extra="allow") # type: ignore # Pydantic v2 + else: + + class Config: + smart_union = True + extra = pydantic.Extra.allow From 9055745e9cec41972e7d39efdeff7a5516487463 Mon Sep 17 00:00:00 2001 From: fern-support <126544928+fern-support@users.noreply.github.com> Date: Sat, 4 Apr 2026 10:17:29 -0400 Subject: [PATCH 2/9] Update python version used in ci --- .github/workflows/ci.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 3b28301ad..cf49b5d2d 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -10,7 +10,7 @@ jobs: - name: Set up python uses: actions/setup-python@v4 with: - python-version: 3.9 + python-version: 3.10 - name: Bootstrap poetry uses: snok/install-poetry@v1 with: @@ -28,7 +28,7 @@ jobs: - name: Set up python uses: actions/setup-python@v4 with: - python-version: 3.9 + python-version: 3.10 - name: Bootstrap poetry uses: snok/install-poetry@v1 with: @@ -52,7 +52,7 @@ jobs: - name: Set up python uses: actions/setup-python@v4 with: - python-version: 3.9 + python-version: 3.10 - name: Bootstrap poetry run: | curl -sSL https://install.python-poetry.org | python - -y --version 1.5.1 From 68c4a1dded15f65eee3343a73b5c71b724598264 Mon Sep 17 00:00:00 2001 From: fern-support <126544928+fern-support@users.noreply.github.com> Date: Sat, 4 Apr 2026 10:28:41 -0400 Subject: [PATCH 3/9] nit --- .github/workflows/ci.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index cf49b5d2d..2e6587c50 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -10,7 +10,7 @@ jobs: - name: Set up python uses: actions/setup-python@v4 with: - python-version: 3.10 + python-version: "3.10" - name: Bootstrap poetry uses: snok/install-poetry@v1 with: @@ -28,7 +28,7 @@ jobs: - name: Set up python uses: actions/setup-python@v4 with: - python-version: 3.10 + python-version: "3.10" - name: Bootstrap poetry uses: snok/install-poetry@v1 with: @@ -52,7 +52,7 @@ jobs: - name: Set up python uses: actions/setup-python@v4 with: - python-version: 3.10 + python-version: "3.10" - name: Bootstrap poetry run: | curl -sSL https://install.python-poetry.org | python - -y --version 1.5.1 From c2d74f81a2544873b01a8ffa68718f932dc3ae61 Mon Sep 17 00:00:00 2001 From: fern-support <126544928+fern-support@users.noreply.github.com> Date: Sat, 4 Apr 2026 10:31:48 -0400 Subject: [PATCH 4/9] Add aiohttp test to ci --- .github/workflows/ci.yml | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 2e6587c50..b43f4efab 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -39,9 +39,15 @@ jobs: - name: Install aws deps run: poetry run pip install boto3 sagemaker botocore - name: Test - run: poetry run pytest . + run: poetry run pytest -rP -n auto . env: CO_API_KEY: ${{ secrets.COHERE_API_KEY }} + - name: Install aiohttp extra + run: poetry install --extras aiohttp + + - name: Test (aiohttp) + run: poetry run pytest -rP -n auto -m aiohttp . + publish: needs: [compile, test] if: github.event_name == 'push' && contains(github.ref, 'refs/tags/') From f99ea69c7be7c278150d7f818ef0b0afa9ec998d Mon Sep 17 00:00:00 2001 From: jsklan Date: Wed, 8 Apr 2026 16:56:12 -0400 Subject: [PATCH 5/9] fix custom tests --- tests/test_async_client.py | 7 ------- tests/test_bedrock_client.py | 27 +++++++++++++++------------ tests/test_client.py | 7 ------- tests/test_client_init.py | 11 ++++++++++- 4 files changed, 25 insertions(+), 27 deletions(-) diff --git a/tests/test_async_client.py b/tests/test_async_client.py index 4350b4550..657694697 100644 --- a/tests/test_async_client.py +++ b/tests/test_async_client.py @@ -76,13 +76,6 @@ async def test_moved_fn(self) -> None: await self.co.list_connectors("dummy", dummy="dummy") # type: ignore - @unittest.skipIf(os.getenv("CO_API_URL") is not None, "Doesn't work in staging.") - async def test_generate(self) -> None: - response = await self.co.generate( - prompt='Please explain to me how LLMs work', - ) - print(response) - @unittest.skipIf(os.getenv("CO_API_URL") is not None, "Doesn't work in staging.") async def test_embed(self) -> None: response = await self.co.embed( diff --git a/tests/test_bedrock_client.py b/tests/test_bedrock_client.py index f16eec3b5..ee69d8d8e 100644 --- a/tests/test_bedrock_client.py +++ b/tests/test_bedrock_client.py @@ -24,18 +24,20 @@ def _setup_boto3_env(): @unittest.skipIf(None == os.getenv("TEST_AWS"), "tests skipped because TEST_AWS is not set") class TestClient(unittest.TestCase): platform: str = "bedrock" - client: cohere.AwsClient = cohere.BedrockClient( - aws_access_key=aws_access_key, - aws_secret_key=aws_secret_key, - aws_session_token=aws_session_token, - aws_region=aws_region, - ) models: typing.Dict[str, str] = { "chat_model": "cohere.command-r-plus-v1:0", "embed_model": "cohere.embed-multilingual-v3", "generate_model": "cohere.command-text-v14", } + def setUp(self) -> None: + self.client = cohere.BedrockClient( + aws_access_key=aws_access_key, + aws_secret_key=aws_secret_key, + aws_session_token=aws_session_token, + aws_region=aws_region, + ) + def test_rerank(self) -> None: if self.platform != "sagemaker": self.skipTest("Only sagemaker supports rerank") @@ -130,12 +132,13 @@ class TestBedrockClientV2(unittest.TestCase): since the request would fail with a signature mismatch otherwise. """ - client: cohere.ClientV2 = cohere.BedrockClientV2( - aws_access_key=aws_access_key, - aws_secret_key=aws_secret_key, - aws_session_token=aws_session_token, - aws_region=aws_region, - ) + def setUp(self) -> None: + self.client = cohere.BedrockClientV2( + aws_access_key=aws_access_key, + aws_secret_key=aws_secret_key, + aws_session_token=aws_session_token, + aws_region=aws_region, + ) def test_embed(self) -> None: response = self.client.embed( diff --git a/tests/test_client.py b/tests/test_client.py index 733c4ac49..5d503c214 100644 --- a/tests/test_client.py +++ b/tests/test_client.py @@ -72,13 +72,6 @@ def test_moved_fn(self) -> None: with self.assertRaises(ValueError): co.list_connectors("dummy", dummy="dummy") # type: ignore - @unittest.skipIf(os.getenv("CO_API_URL") is not None, "Doesn't work in staging.") - def test_generate(self) -> None: - response = co.generate( - prompt='Please explain to me how LLMs work', - ) - print(response) - def test_embed(self) -> None: response = co.embed( texts=['hello', 'goodbye'], diff --git a/tests/test_client_init.py b/tests/test_client_init.py index 9783b2540..0a11a542b 100644 --- a/tests/test_client_init.py +++ b/tests/test_client_init.py @@ -5,12 +5,21 @@ import cohere from cohere import ToolMessage, UserMessage, AssistantMessage +try: + import boto3 + HAS_BOTO3 = True +except ImportError: + HAS_BOTO3 = False + class TestClientInit(unittest.TestCase): - def test_inits(self) -> None: + @unittest.skipUnless(HAS_BOTO3, "boto3 not installed") + def test_aws_inits(self) -> None: cohere.BedrockClient() cohere.BedrockClientV2() cohere.SagemakerClient() cohere.SagemakerClientV2() + + def test_inits(self) -> None: cohere.Client(api_key="n/a") cohere.ClientV2(api_key="n/a") From 99a776f414b6305b4c84c5a679e4b18dccf30f7c Mon Sep 17 00:00:00 2001 From: jsklan Date: Wed, 8 Apr 2026 17:00:22 -0400 Subject: [PATCH 6/9] nits --- dataset.jsonl | 1 + tests/test_client_init.py | 7 ++----- 2 files changed, 3 insertions(+), 5 deletions(-) create mode 100644 dataset.jsonl diff --git a/dataset.jsonl b/dataset.jsonl new file mode 100644 index 000000000..a28fbd551 --- /dev/null +++ b/dataset.jsonl @@ -0,0 +1 @@ +{"text": "The quick brown fox jumps over the lazy dog"} diff --git a/tests/test_client_init.py b/tests/test_client_init.py index 0a11a542b..658a9ac5e 100644 --- a/tests/test_client_init.py +++ b/tests/test_client_init.py @@ -5,11 +5,8 @@ import cohere from cohere import ToolMessage, UserMessage, AssistantMessage -try: - import boto3 - HAS_BOTO3 = True -except ImportError: - HAS_BOTO3 = False +import importlib.util +HAS_BOTO3 = importlib.util.find_spec("boto3") is not None class TestClientInit(unittest.TestCase): @unittest.skipUnless(HAS_BOTO3, "boto3 not installed") From 428b84307999a4da143de3d5512116d004da067b Mon Sep 17 00:00:00 2001 From: fern-support <126544928+fern-support@users.noreply.github.com> Date: Wed, 8 Apr 2026 17:02:35 -0400 Subject: [PATCH 7/9] fix --- dataset.jsonl | 1 - 1 file changed, 1 deletion(-) delete mode 100644 dataset.jsonl diff --git a/dataset.jsonl b/dataset.jsonl deleted file mode 100644 index a28fbd551..000000000 --- a/dataset.jsonl +++ /dev/null @@ -1 +0,0 @@ -{"text": "The quick brown fox jumps over the lazy dog"} From b0438a7452a09b043861e00685652f8351e603ac Mon Sep 17 00:00:00 2001 From: fern-support <126544928+fern-support@users.noreply.github.com> Date: Wed, 8 Apr 2026 17:12:46 -0400 Subject: [PATCH 8/9] nit --- .github/workflows/ci.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index b43f4efab..8a1442386 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -47,6 +47,8 @@ jobs: - name: Test (aiohttp) run: poetry run pytest -rP -n auto -m aiohttp . + env: + CO_API_KEY: ${{ secrets.COHERE_API_KEY }} publish: needs: [compile, test] From 5633da1241fc077254fc70832d10b84e8d7f785f Mon Sep 17 00:00:00 2001 From: fern-support <126544928+fern-support@users.noreply.github.com> Date: Wed, 8 Apr 2026 17:17:03 -0400 Subject: [PATCH 9/9] nit --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 8a1442386..3e846cfb2 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -46,7 +46,7 @@ jobs: run: poetry install --extras aiohttp - name: Test (aiohttp) - run: poetry run pytest -rP -n auto -m aiohttp . + run: poetry run pytest -rP -n auto -m aiohttp . || [ $? -eq 5 ] env: CO_API_KEY: ${{ secrets.COHERE_API_KEY }}