diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index a681abc1..8415bf34 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -41,7 +41,7 @@ repos: rev: v2.1.0 hooks: - id: codespell - args: ["--skip=*.ipynb,*.json,*.jsonlines"] + args: ["--skip=*.ipynb,*.json,*.jsonlines,*.yaml"] - repo: https://github.com/pre-commit/pygrep-hooks rev: v1.9.0 diff --git a/src/yandex_cloud_ml_sdk/_chat/completions/message.py b/src/yandex_cloud_ml_sdk/_chat/completions/message.py index ddf1b210..76abd3f2 100644 --- a/src/yandex_cloud_ml_sdk/_chat/completions/message.py +++ b/src/yandex_cloud_ml_sdk/_chat/completions/message.py @@ -24,6 +24,7 @@ class ChatFunctionResultMessageDict(TypedDict): ChatMessageInputType = Union[ChatCompletionsMessageType, Iterable[ChatCompletionsMessageType]] +# pylint: disable-next=too-many-return-statements def message_to_json(message: ChatCompletionsMessageType, tool_name_ids: dict[str, str]) -> JsonObject | list[JsonObject]: if isinstance(message, str): return {'role': 'user', 'content': message} @@ -56,6 +57,14 @@ def message_to_json(message: ChatCompletionsMessageType, tool_name_ids: dict[str 'tool_call_id': tool_call_id, } + if tool_calls := message.get('tool_calls'): + tool_calls = cast(JsonObject, tool_calls) + role = message.get('role', 'assistant') + return { + 'tool_calls': tool_calls, + 'role': role, + } + if text: message = cast(TextMessageDict, message) role = message.get('role', 'user') diff --git a/src/yandex_cloud_ml_sdk/_chat/completions/model.py b/src/yandex_cloud_ml_sdk/_chat/completions/model.py index eda347c9..52582ffc 100644 --- a/src/yandex_cloud_ml_sdk/_chat/completions/model.py +++ b/src/yandex_cloud_ml_sdk/_chat/completions/model.py @@ -85,7 +85,6 @@ def _build_request_json(self, messages: ChatMessageInputType, stream: bool) -> d if c.tool_choice is not None: result['tool_choice'] = coerce_tool_choice_to_json(c.tool_choice) - return result @override diff --git a/test_requirements.txt b/test_requirements.txt index 3e5a1b9a..1fc14474 100644 --- a/test_requirements.txt +++ b/test_requirements.txt @@ -2,7 +2,7 @@ certifi data-science-types googleapis-common-protos-stubs grpc-stubs -mypy!=1.17.0,!=1.17.1 +mypy!=1.17.0,!=1.17.1,!=1.18.0,!=1.18.1 psutil pyarrow-stubs pydantic<2.10 diff --git a/tests/chat/__init__.py b/tests/chat/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/chat/cassettes/test_completions/test_bad_values_tool_choice[foo].yaml b/tests/chat/cassettes/test_completions/test_bad_values_tool_choice[foo].yaml new file mode 100644 index 00000000..0ce60f59 --- /dev/null +++ b/tests/chat/cassettes/test_completions/test_bad_values_tool_choice[foo].yaml @@ -0,0 +1,51 @@ +interactions: +- request: + body: '{"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/latest","messages":[{"role":"user","content":"doesn''t + matter"}],"stream":false,"tools":[{"function":{"name":"something","description":"Tool + which have to collect all the numbers from user message and do a SOMETHING with + it","parameters":{"properties":{"numbers":{"items":{"type":"integer"},"title":"Numbers","type":"array"}},"required":["numbers"],"title":"Numbers","type":"object"},"strict":null},"type":"function"}],"tool_choice":"foo"}' + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate, zstd + authorization: + - Bearer t1.9euelZqOl8_MysaajJLNx5uQipTHmO3rnpWalM3InMbJl5qUmJnHmcfPzsnl8_cpaXQ5-e94QTBB_d3z92kXcjn573hBMEH9zef1656VmpyJzpyOzMbLncfGnJDNnJWe7_zF656VmpyJzpyOzMbLncfGnJDNnJWeveuelZqZio7GyJCbiY-KzJCVyZuMzrXrhpzRlp6S0ZCPmpGWm9KMmo2Jmo0.5Xf19Ehbay0iZuIm7eBBIf1wntPWuIc_CpGJBkkREyU2J0hL3Uavgu1L5_K3WUTKWDfgYUpGCkZxZA-NV1ZCDQ + connection: + - keep-alive + content-length: + - '485' + content-type: + - application/json + host: + - llm.api.cloud.yandex.net + user-agent: + - yandex-cloud-ml-sdk/0.15.0 python/3.12 + x-client-request-id: + - e0ed5418-d8a0-400f-8826-4de630914f3d + method: POST + uri: https://llm.api.cloud.yandex.net/v1/chat/completions + response: + body: + string: '{"error":{"message":"invalid tool choice: foo","type":"invalid_request_error"}} + + ' + headers: + content-length: + - '80' + content-type: + - application/json + date: + - Thu, 11 Sep 2025 13:35:47 GMT + server: + - ycalb + x-client-request-id: + - e0ed5418-d8a0-400f-8826-4de630914f3d + x-request-id: + - 959ab37f-b3d9-4689-aba2-8b24fe5fe219 + x-server-trace-id: + - 8715238fd9c10677:c2f06193888bfc9e:8715238fd9c10677:1 + status: + code: 400 + message: Bad Request +version: 1 diff --git a/tests/chat/cassettes/test_completions/test_chat.yaml b/tests/chat/cassettes/test_completions/test_chat.yaml new file mode 100644 index 00000000..4e26b6b4 --- /dev/null +++ b/tests/chat/cassettes/test_completions/test_chat.yaml @@ -0,0 +1,137 @@ +interactions: +- request: + body: '{"model":"gpt://b1ghsjum2v37c2un8h64/qwen3-235b-a22b-fp8/latest","messages":[{"content":"Your + name is Arkadiy","role":"system"},{"role":"user","content":"Hello! how is your + name?"}],"stream":false}' + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate, zstd + authorization: + - Bearer t1.9euelZqWlp2bxpiUmZuLl57Lz8yMjO3rnpWalM3InMbJl5qUmJnHmcfPzsnl8_cXWF85-e9wPgBV_t3z91cGXTn573A-AFX-zef1656VmpHMi8vNmY2YjI_OjpWYncaM7_zF656VmpHMi8vNmY2YjI_OjpWYncaMveuelZrHy5fHis2MjY-dzIyJnJXIkrXrhpzRlp6S0ZCPmpGWm9KMmo2Jmo0.G0eyVx1OQ_yLFHLGkNV9gUPu64rm0aIT2-Hdbo-LGa5pwM7KetKWhD9ZTXg-Sg6L6CH_kW8Ay1LzAaQON5OfAw + connection: + - keep-alive + content-length: + - '197' + content-type: + - application/json + host: + - llm.api.cloud.yandex.net + user-agent: + - yandex-cloud-ml-sdk/0.15.0 python/3.12 + x-client-request-id: + - 5a3fcf89-bb93-4e61-9379-61227d23bd28 + method: POST + uri: https://llm.api.cloud.yandex.net/v1/chat/completions + response: + body: + string: "{\"id\":\"chatcmpl-2ee9e39e-6ceb-4c70-93e1-a29034b09534\",\"object\":\"chat.completion\",\"created\":1757951686,\"model\":\"gpt://qwen3-235b-a22b-fp8/latest\",\"choices\":[{\"index\":0,\"message\":{\"role\":\"assistant\",\"content\":\"Hello! + My name is Arkadiy. How can I assist you today? \U0001F60A\"},\"finish_reason\":\"stop\"}],\"usage\":{\"prompt_tokens\":26,\"total_tokens\":45,\"completion_tokens\":19}}\n" + headers: + content-length: + - '366' + content-type: + - application/json + date: + - Mon, 15 Sep 2025 15:54:46 GMT + server: + - ycalb + x-server-trace-id: + - a2fbc7955280d426:7d558323c079506f:a2fbc7955280d426:1 + status: + code: 200 + message: OK +- request: + body: "{\"model\":\"gpt://b1ghsjum2v37c2un8h64/qwen3-235b-a22b-fp8/latest\",\"messages\":[{\"content\":\"Your + name is Arkadiy\",\"role\":\"system\"},{\"role\":\"user\",\"content\":\"Hello! + how is your name?\"},{\"content\":\"Hello! My name is Arkadiy. How can I assist + you today? \U0001F60A\",\"role\":\"assistant\"},{\"role\":\"user\",\"content\":\"My + name is Andrew\"}],\"stream\":false}" + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate, zstd + authorization: + - Bearer t1.9euelZqWlp2bxpiUmZuLl57Lz8yMjO3rnpWalM3InMbJl5qUmJnHmcfPzsnl8_cXWF85-e9wPgBV_t3z91cGXTn573A-AFX-zef1656VmpHMi8vNmY2YjI_OjpWYncaM7_zF656VmpHMi8vNmY2YjI_OjpWYncaMveuelZrHy5fHis2MjY-dzIyJnJXIkrXrhpzRlp6S0ZCPmpGWm9KMmo2Jmo0.G0eyVx1OQ_yLFHLGkNV9gUPu64rm0aIT2-Hdbo-LGa5pwM7KetKWhD9ZTXg-Sg6L6CH_kW8Ay1LzAaQON5OfAw + connection: + - keep-alive + content-length: + - '336' + content-type: + - application/json + host: + - llm.api.cloud.yandex.net + user-agent: + - yandex-cloud-ml-sdk/0.15.0 python/3.12 + x-client-request-id: + - 24ae7c12-ca25-4764-9b37-d3848f67cd81 + method: POST + uri: https://llm.api.cloud.yandex.net/v1/chat/completions + response: + body: + string: "{\"id\":\"chatcmpl-26c17979-ed03-414d-b613-6a2a5bc7ba03\",\"object\":\"chat.completion\",\"created\":1757951686,\"model\":\"gpt://qwen3-235b-a22b-fp8/latest\",\"choices\":[{\"index\":0,\"message\":{\"role\":\"assistant\",\"content\":\"Nice + to meet you, Andrew! \U0001F60A How can I help you today?\"},\"finish_reason\":\"stop\"}],\"usage\":{\"prompt_tokens\":58,\"total_tokens\":75,\"completion_tokens\":17}}\n" + headers: + content-length: + - '363' + content-type: + - application/json + date: + - Mon, 15 Sep 2025 15:54:46 GMT + server: + - ycalb + x-server-trace-id: + - 73cf81250d9fc777:1cd7ffa5c15e8f0:73cf81250d9fc777:1 + status: + code: 200 + message: OK +- request: + body: "{\"model\":\"gpt://b1ghsjum2v37c2un8h64/qwen3-235b-a22b-fp8/latest\",\"messages\":[{\"content\":\"Your + name is Arkadiy\",\"role\":\"system\"},{\"role\":\"user\",\"content\":\"Hello! + how is your name?\"},{\"content\":\"Hello! My name is Arkadiy. How can I assist + you today? \U0001F60A\",\"role\":\"assistant\"},{\"role\":\"user\",\"content\":\"My + name is Andrew\"},{\"content\":\"Nice to meet you, Andrew! \U0001F60A How can + I help you today?\",\"role\":\"assistant\"},{\"role\":\"user\",\"content\":\"What + is my name?\"}],\"stream\":false}" + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate, zstd + authorization: + - Bearer t1.9euelZqWlp2bxpiUmZuLl57Lz8yMjO3rnpWalM3InMbJl5qUmJnHmcfPzsnl8_cXWF85-e9wPgBV_t3z91cGXTn573A-AFX-zef1656VmpHMi8vNmY2YjI_OjpWYncaM7_zF656VmpHMi8vNmY2YjI_OjpWYncaMveuelZrHy5fHis2MjY-dzIyJnJXIkrXrhpzRlp6S0ZCPmpGWm9KMmo2Jmo0.G0eyVx1OQ_yLFHLGkNV9gUPu64rm0aIT2-Hdbo-LGa5pwM7KetKWhD9ZTXg-Sg6L6CH_kW8Ay1LzAaQON5OfAw + connection: + - keep-alive + content-length: + - '471' + content-type: + - application/json + host: + - llm.api.cloud.yandex.net + user-agent: + - yandex-cloud-ml-sdk/0.15.0 python/3.12 + x-client-request-id: + - d26dea55-8f0c-4f20-a771-ac77db321a2b + method: POST + uri: https://llm.api.cloud.yandex.net/v1/chat/completions + response: + body: + string: "{\"id\":\"chatcmpl-985ce6ba-8160-4c52-b6c7-466c9e470bf5\",\"object\":\"chat.completion\",\"created\":1757951687,\"model\":\"gpt://qwen3-235b-a22b-fp8/latest\",\"choices\":[{\"index\":0,\"message\":{\"role\":\"assistant\",\"content\":\"Your + name is Andrew! \U0001F60A\"},\"finish_reason\":\"stop\"}],\"usage\":{\"prompt_tokens\":89,\"total_tokens\":97,\"completion_tokens\":8}}\n" + headers: + content-length: + - '331' + content-type: + - application/json + date: + - Mon, 15 Sep 2025 15:54:47 GMT + server: + - ycalb + x-server-trace-id: + - 3f621a2346607f53:8798599acd908a22:3f621a2346607f53:1 + status: + code: 200 + message: OK +version: 1 diff --git a/tests/chat/cassettes/test_completions/test_function_call.yaml b/tests/chat/cassettes/test_completions/test_function_call.yaml new file mode 100644 index 00000000..a688b28e --- /dev/null +++ b/tests/chat/cassettes/test_completions/test_function_call.yaml @@ -0,0 +1,102 @@ +interactions: +- request: + body: '{"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/latest","messages":[{"role":"user","content":"do + a SOMETHING with all the numbers from: 5, 4, a, 1"}],"stream":false,"tools":[{"function":{"name":"something","description":"Tool + which have to collect all the numbers from user message and do a SOMETHING with + it","parameters":{"properties":{"numbers":{"items":{"type":"integer"},"title":"Numbers","type":"array"}},"required":["numbers"],"title":"Numbers","type":"object"},"strict":null},"type":"function"}]}' + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate, zstd + authorization: + - Bearer t1.9euelZqWlp2bxpiUmZuLl57Lz8yMjO3rnpWalM3InMbJl5qUmJnHmcfPzsnl8_cXWF85-e9wPgBV_t3z91cGXTn573A-AFX-zef1656VmpHMi8vNmY2YjI_OjpWYncaM7_zF656VmpHMi8vNmY2YjI_OjpWYncaMveuelZrHy5fHis2MjY-dzIyJnJXIkrXrhpzRlp6S0ZCPmpGWm9KMmo2Jmo0.G0eyVx1OQ_yLFHLGkNV9gUPu64rm0aIT2-Hdbo-LGa5pwM7KetKWhD9ZTXg-Sg6L6CH_kW8Ay1LzAaQON5OfAw + connection: + - keep-alive + content-length: + - '503' + content-type: + - application/json + host: + - llm.api.cloud.yandex.net + user-agent: + - yandex-cloud-ml-sdk/0.15.0 python/3.12 + x-client-request-id: + - 0567acea-6d36-43fd-a9fe-8413785acbb9 + method: POST + uri: https://llm.api.cloud.yandex.net/v1/chat/completions + response: + body: + string: '{"id":"d5ef1f8c-652e-4c53-ada8-6d748b5808b6","object":"chat.completion","created":1757951688,"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/latest","choices":[{"index":0,"message":{"role":"assistant","content":"","tool_calls":[{"index":0,"id":"something","type":"function","function":{"name":"something","arguments":"{\"numbers\":[5,4,1]}"}}]},"finish_reason":"tool_calls"}],"usage":{"prompt_tokens":100,"total_tokens":114,"completion_tokens":14}} + + ' + headers: + content-length: + - '447' + content-type: + - application/json + date: + - Mon, 15 Sep 2025 15:54:48 GMT + server: + - ycalb + x-client-request-id: + - 0567acea-6d36-43fd-a9fe-8413785acbb9 + 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+20.0."},"finish_reason":"stop"}],"usage":{"prompt_tokens":130,"total_tokens":158,"completion_tokens":28}} + + ' + headers: + content-length: + - '395' + content-type: + - application/json + date: + - Mon, 15 Sep 2025 15:54:48 GMT + server: + - ycalb + x-client-request-id: + - 1a13e16d-a129-4579-a92d-91dad64a9c7b + x-request-id: + - 8710b8a5-f823-4f4b-91e4-f43cb8497891 + x-server-trace-id: + - b729c273dfa0d799:b06551a059e0ae74:b729c273dfa0d799:1 + status: + code: 200 + message: OK +version: 1 diff --git a/tests/chat/cassettes/test_completions/test_parallel_function_call.yaml b/tests/chat/cassettes/test_completions/test_parallel_function_call.yaml new file mode 100644 index 00000000..d9b7f908 --- /dev/null +++ b/tests/chat/cassettes/test_completions/test_parallel_function_call.yaml @@ -0,0 +1,155 @@ +interactions: +- request: + body: '{"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/rc","messages":[{"role":"user","content":"do + a SOMETHING and SPOONING with all the numbers from: 5, 4, a, 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1]}"},"finish_reason":"stop"}],"usage":{"prompt_tokens":25,"total_tokens":37,"completion_tokens":12}} + + ' + headers: + content-length: + - '333' + content-type: + - application/json + date: + - Mon, 15 Sep 2025 15:54:05 GMT + server: + - ycalb + x-client-request-id: + - 630720e0-3a98-4349-b983-556bb33d7b9a + x-request-id: + - 095d32b0-5c29-4f97-ba2e-411b484ea945 + x-server-trace-id: + - 1b0f46db012ca858:631a4dcf0fc68063:1b0f46db012ca858:1 + status: + code: 200 + message: OK +version: 1 diff --git a/tests/chat/cassettes/test_completions/test_structured_output_pydantic_model.yaml b/tests/chat/cassettes/test_completions/test_structured_output_pydantic_model.yaml new file mode 100644 index 00000000..48b27583 --- /dev/null +++ b/tests/chat/cassettes/test_completions/test_structured_output_pydantic_model.yaml @@ -0,0 +1,50 @@ +interactions: +- request: + body: '{"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/latest","messages":[{"role":"user","content":"collect + all numbers from: 5, 4, a, 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https://llm.api.cloud.yandex.net/v1/chat/completions + response: + body: + string: '{"id":"4001f0c6-94d6-4dc0-8811-8cf60a3c1be8","object":"chat.completion","created":1757951644,"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/latest","choices":[{"index":0,"message":{"role":"assistant","content":"{\"numbers\": + [5, 4, 1]}"},"finish_reason":"stop"}],"usage":{"prompt_tokens":25,"total_tokens":37,"completion_tokens":12}} + + ' + headers: + content-length: + - '333' + content-type: + - application/json + date: + - Mon, 15 Sep 2025 15:54:04 GMT + server: + - ycalb + x-client-request-id: + - b1149be9-27d2-4383-afc8-0493bcf3eb3e + x-request-id: + - 529e22f7-69cf-4752-a707-bf3efcaed77a + x-server-trace-id: + - fa760ec54d2ec7e1:167c017b0774e9c6:fa760ec54d2ec7e1:1 + status: + code: 200 + message: OK +version: 1 diff --git a/tests/chat/cassettes/test_completions/test_structured_output_simple_json.yaml b/tests/chat/cassettes/test_completions/test_structured_output_simple_json.yaml new file mode 100644 index 00000000..9323be6d --- /dev/null +++ b/tests/chat/cassettes/test_completions/test_structured_output_simple_json.yaml @@ -0,0 +1,50 @@ +interactions: +- request: + body: '{"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/latest","messages":[{"role":"user","content":"collect + all numbers from: 5, 4, a, 1"}],"stream":false,"response_format":{"type":"json_object"}}' + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate, zstd + authorization: + - Bearer t1.9euelZqWlp2bxpiUmZuLl57Lz8yMjO3rnpWalM3InMbJl5qUmJnHmcfPzsnl8_cXWF85-e9wPgBV_t3z91cGXTn573A-AFX-zef1656VmpHMi8vNmY2YjI_OjpWYncaM7_zF656VmpHMi8vNmY2YjI_OjpWYncaMveuelZrHy5fHis2MjY-dzIyJnJXIkrXrhpzRlp6S0ZCPmpGWm9KMmo2Jmo0.G0eyVx1OQ_yLFHLGkNV9gUPu64rm0aIT2-Hdbo-LGa5pwM7KetKWhD9ZTXg-Sg6L6CH_kW8Ay1LzAaQON5OfAw + connection: + - keep-alive + content-length: + - '189' + content-type: + - application/json + host: + - llm.api.cloud.yandex.net + user-agent: + - yandex-cloud-ml-sdk/0.15.0 python/3.12 + x-client-request-id: + - c154bb6c-bfe7-4664-8048-848efb545951 + method: POST + uri: https://llm.api.cloud.yandex.net/v1/chat/completions + response: + body: + string: '{"id":"36d6b230-fd6e-45d5-b595-3bf14a289e23","object":"chat.completion","created":1757951687,"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/latest","choices":[{"index":0,"message":{"role":"assistant","content":"{\"output\": + \"5, 4, 1\"}"},"finish_reason":"stop"}],"usage":{"prompt_tokens":25,"total_tokens":37,"completion_tokens":12}} + + ' + headers: + content-length: + - '334' + content-type: + - application/json + date: + - Mon, 15 Sep 2025 15:54:47 GMT + server: + - ycalb + x-client-request-id: + - c154bb6c-bfe7-4664-8048-848efb545951 + x-request-id: + - d291a922-95ec-4f56-b9d7-6fa29117fab5 + x-server-trace-id: + - dd0352792f09a027:70c1225f90f4e761:dd0352792f09a027:1 + status: + code: 200 + message: OK +version: 1 diff --git a/tests/chat/cassettes/test_completions/test_tool_choice.yaml b/tests/chat/cassettes/test_completions/test_tool_choice.yaml new file mode 100644 index 00000000..de399a6c --- /dev/null +++ b/tests/chat/cassettes/test_completions/test_tool_choice.yaml @@ -0,0 +1,53 @@ +interactions: +- request: + body: '{"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/latest","messages":[{"role":"user","content":"do + a SOMETHING and SPOONING with all the numbers from: 5, 4, a, 1"}],"stream":false,"tools":[{"function":{"name":"something","description":"Tool + which have to collect all the numbers from user message and do a SOMETHING with + it","parameters":{"properties":{"numbers":{"items":{"type":"integer"},"title":"Numbers","type":"array"}},"required":["numbers"],"title":"Numbers","type":"object"},"strict":null},"type":"function"},{"function":{"name":"something_else","description":"Tool + which have to collect all the numbers from user message and do a SOMETHING with + it","parameters":{"properties":{"numbers":{"items":{"type":"integer"},"title":"Numbers","type":"array"}},"required":["numbers"],"title":"Numbers","type":"object"},"strict":null},"type":"function"}],"parallel_tool_calls":false}' + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate, zstd + authorization: + - Bearer t1.9euelZqWlp2bxpiUmZuLl57Lz8yMjO3rnpWalM3InMbJl5qUmJnHmcfPzsnl8_cXWF85-e9wPgBV_t3z91cGXTn573A-AFX-zef1656VmpHMi8vNmY2YjI_OjpWYncaM7_zF656VmpHMi8vNmY2YjI_OjpWYncaMveuelZrHy5fHis2MjY-dzIyJnJXIkrXrhpzRlp6S0ZCPmpGWm9KMmo2Jmo0.G0eyVx1OQ_yLFHLGkNV9gUPu64rm0aIT2-Hdbo-LGa5pwM7KetKWhD9ZTXg-Sg6L6CH_kW8Ay1LzAaQON5OfAw + connection: + - keep-alive + content-length: + - '878' + content-type: + - application/json + host: + - llm.api.cloud.yandex.net + user-agent: + - yandex-cloud-ml-sdk/0.15.0 python/3.12 + x-client-request-id: + - 57c8ba4a-4b6a-4264-bdab-1e75597c0fff + method: POST + uri: https://llm.api.cloud.yandex.net/v1/chat/completions + response: + body: + string: '{"id":"68f234f7-1f75-498c-8e29-54f91b8283ef","object":"chat.completion","created":1757951690,"model":"gpt://b1ghsjum2v37c2un8h64/yandexgpt/latest","choices":[{"index":0,"message":{"role":"assistant","content":"","tool_calls":[{"index":0,"id":"something","type":"function","function":{"name":"something","arguments":"{\"numbers\":[5,4,1]}"}},{"index":1,"id":"something_else","type":"function","function":{"name":"something_else","arguments":"{\"numbers\":[5,4,1]}"}}]},"finish_reason":"tool_calls"}],"usage":{"prompt_tokens":169,"total_tokens":198,"completion_tokens":29}} + + ' + headers: + content-length: + - '572' + content-type: + - application/json + date: + - Mon, 15 Sep 2025 15:54:50 GMT + server: + - ycalb + x-client-request-id: + - 57c8ba4a-4b6a-4264-bdab-1e75597c0fff + x-request-id: + - b75cc66b-9173-4040-b6bd-dd84c293ced2 + x-server-trace-id: + - d6c7c8383ce3c4e4:a6398e642c8f811a:d6c7c8383ce3c4e4:1 + status: + code: 200 + message: OK +version: 1 diff --git a/tests/chat/test_completions.py b/tests/chat/test_completions.py new file mode 100644 index 00000000..0f985404 --- /dev/null +++ b/tests/chat/test_completions.py @@ -0,0 +1,361 @@ +from __future__ import annotations + +import json +from typing import cast + +import pytest + +from yandex_cloud_ml_sdk import AsyncYCloudML +from yandex_cloud_ml_sdk._chat.completions.result import AlternativeStatus, FinishReason +from yandex_cloud_ml_sdk._types.misc import UNDEFINED +from yandex_cloud_ml_sdk._types.tools.function import FunctionDictType +from yandex_cloud_ml_sdk._types.tools.tool_choice import ToolChoiceType + +pytestmark = [pytest.mark.asyncio, pytest.mark.vcr] + + +@pytest.fixture(name='model') +def fixture_model(async_sdk): + return async_sdk.chat.completions('yandexgpt') + + +@pytest.fixture(name='model') +def fixture_qwen_model(async_sdk): + return async_sdk.chat.completions('qwen3-235b-a22b-fp8') + + +@pytest.fixture(name='schema') +def fixture_schema(): + return { + "properties": { + "numbers": { + "items": {"type": "integer"}, + "title": "Numbers", "type": "array" + } + }, + "required": ["numbers"], + "title": "Numbers", "type": "object" + } + + +@pytest.fixture(name='tool') +def fixture_tool(async_sdk, schema): + return async_sdk.tools.function( + schema, # type: ignore[arg-type] + name='something', + description="Tool which have to collect all the numbers from user message and do a SOMETHING with it", + ) + + +async def test_run(model): + result = await model.run('hello') + + assert len(result) == len(result.alternatives) == 1 + assert result[0].role == 'assistant' + assert result[0].status == AlternativeStatus.FINAL + assert result[0].text + + assert result.usage.input_text_tokens > 0 + assert result.usage.completion_tokens > 0 + assert result.usage.total_tokens > 0 + + +async def test_run_stream(model): + stream = model.run_stream( + 'hello! could you please tell me about platypuses?' + ) + + results = [] + async for result in stream: + results.append(result) + + assert len(results) > 1 + + assert all( + r[0].status == AlternativeStatus.PARTIAL + for r in results[:-2] + ) + assert all( + r[0].finish_reason == FinishReason.NULL + for r in results[:-2] + ) + + assert all( + r[0].status == AlternativeStatus.FINAL + for r in results[-2:] + ) + assert all( + r[0].finish_reason == FinishReason.STOP + for r in results[-2:] + ) + + assert all( + r[0].role == 'assistant' and r[0].text is not None and len(r) == 1 + for r in results + ) + + assert results[-1].usage + + result_text = results[-1].text + + assert ''.join(r[0].delta for r in results) == result_text + + +async def test_chat(model): + messages = [ + {'role': 'system', 'text': 'Your name is Arkadiy'}, + 'Hello! how is your name?' + ] + result = await model.run(messages) + + assert 'Arkadiy' in result[0].text + + messages.append(result[0]) + messages.append('My name is Andrew') + + result2 = await model.run(messages) + messages.append(result2[0]) + messages.append('What is my name?') + + result3 = await model.run(messages) + + assert 'Andrew' in result3[0].text + + +async def test_configure(model): + # pylint: disable=protected-access + assert model._config.temperature is None + assert model._config.max_tokens is None + + model = model.configure( + temperature=UNDEFINED, + max_tokens=UNDEFINED + ) + + assert model._config.temperature is None + assert model._config.max_tokens is None + + model = model.configure( + temperature=100500, + ) + + assert model._config.temperature == 100500 + assert model._config.max_tokens is None + + model = model.configure( + temperature=0, + max_tokens=-1 + ) + + assert model._config.temperature == 0 + assert model._config.max_tokens == -1 + + with pytest.raises(TypeError): + model.configure(foo=500) + + def make_request(**kwargs): + return model._build_request_json(**kwargs) + + assert model._config.reasoning_mode is None + assert 'reasoning_effort' not in make_request(messages="foo", stream=None) + + model = model.configure(reasoning_mode='LOW') + assert make_request(messages="foo", stream=None)['reasoning_effort'] == 'low' + + +async def test_structured_output_simple_json(async_sdk): + model = async_sdk.chat.completions('yandexgpt') + model = model.configure(response_format='json') + + result = await model.run('collect all numbers from: 5, 4, a, 1') + + assert json.loads(result.text) == {"output": '5, 4, 1'} + + model = model.configure(response_format=True) + with pytest.raises(TypeError): + await model.run('collect all numbers from: 5, 4, a, 1') + + +@pytest.mark.require_env('pydantic') +async def test_structured_output_pydantic_model(async_sdk) -> None: + import pydantic # pylint: disable=import-outside-toplevel + + class Numbers(pydantic.BaseModel): + numbers: list[int] + + model = async_sdk.chat.completions('yandexgpt') + model = model.configure(response_format=Numbers) + + result = await model.run('collect all numbers from: 5, 4, a, 1') + + assert json.loads(result.text) == {'numbers': [5, 4, 1]} + + +@pytest.mark.require_env('pydantic') +async def test_structured_output_pydantic_dataclass(async_sdk) -> None: + import pydantic # pylint: disable=import-outside-toplevel + + @pydantic.dataclasses.dataclass + class Numbers: + numbers: list[int] + + model = async_sdk.chat.completions('yandexgpt') + model = model.configure(response_format=Numbers) + + result = await model.run('collect all numbers from: 5, 4, a, 1') + + assert json.loads(result.text) == {'numbers': [5, 4, 1]} + + +async def test_structured_output_json_schema(async_sdk): + schema = { + "properties": { + "numbers": { + "items": {"type": "integer"}, + "title": "Numbers", "type": "array" + } + }, + "required": ["numbers"], + "title": "Numbers", "type": "object" + } + + model = async_sdk.chat.completions('yandexgpt') + model = model.configure(response_format={'json_schema': schema, "name": 'foo'}) + + result = await model.run('collect all numbers from: 5, 4, a, 1') + + assert json.loads(result.text) == {'numbers': [5, 4, 1]} + + +@pytest.mark.allow_grpc +async def test_function_call(async_sdk: AsyncYCloudML, tool) -> None: + model = async_sdk.chat.completions('yandexgpt') + model = model.configure(tools=tool) + + messages: list = [ + 'do a SOMETHING with all the numbers from: 5, 4, a, 1' + ] + + result = await model.run(messages) + messages.append(result) + assert result.tool_calls + assert result.tool_calls is result[0].tool_calls is result.alternatives[0].tool_calls + assert len(result.tool_calls) == 1 + function = result.tool_calls[0].function + assert function + assert function.name == 'something' + numbers = function.arguments['numbers'] + assert numbers == [5.0, 4.0, 1.0] + assert all(isinstance(number, int) for number in numbers) + + call_result = {'tool_results': [{'name': 'something', 'content': '+20.0'}]} + messages.append(call_result) + + result = await model.run(messages) + assert result.text + assert '+20' in result.text + assert result.tool_calls is None + + +@pytest.mark.xfail(reason="parallel_tool_calls is not working with openai api right now") +async def test_parallel_function_call(async_sdk: AsyncYCloudML, tool, schema) -> None: + # pylint: disable=too-many-locals + tool2 = async_sdk.tools.function( + schema, # type: ignore[arg-type] + name='spooning', + description="Tool which have to collect all the numbers from user message and do a SPOONING with it", + ) + + model = async_sdk.chat.completions('yandexgpt', model_version='rc') + model = model.configure(tools=[tool, tool2]) + + message = 'do a SOMETHING and SPOONING with all the numbers from: 5, 4, a, 1' + + for i in (0, 1): + # 0 for default value before configure + if i: + model = model.configure(parallel_tool_calls=True) + + result = await model.run(message) + assert result.tool_calls + assert len(result.tool_calls) == 2 + + call1, call2 = result.tool_calls[:2] + assert call1.function + assert call2.function + + assert call1.function.name == 'something' + assert call2.function.name == 'spooning' + + model = model.configure(parallel_tool_calls=False) + messages: list = [message] + + result = await model.run(messages) + calls: dict[str, int] = {} + results = {'something': '+20', 'spooning': '-10'} + i = 0 + while result.tool_calls: + print(result.tool_calls) + assert len(result.tool_calls) == 1 + assert result.tool_calls + call = result.tool_calls[0] + assert call.function + name = call.function.name + calls.setdefault(name, 0) + calls[name] += 1 + + call_result = {'tool_results': [{'name': name, 'content': results[name]}]} + messages.extend([result, call_result]) + result = await model.run(messages) + i += 1 + if i == 2: + break + + assert len(calls) == 2 + + +@pytest.mark.xfail(reason="parallel_tool_calls is not working with openai api right now") +async def test_tool_choice(async_sdk: AsyncYCloudML, tool, schema) -> None: + tool2 = async_sdk.tools.function( + schema, # type: ignore[arg-type] + name='something_else', + description="Tool which have to collect all the numbers from user message and do a SOMETHING with it", + ) + + model = async_sdk.chat.completions('yandexgpt') + model = model.configure(tools=[tool, tool2], parallel_tool_calls=False) + + message = 'do a SOMETHING and SPOONING with all the numbers from: 5, 4, a, 1' + + tool_choice: ToolChoiceType | None + + for tool_choice in (None, 'required', 'auto'): + if tool_choice is not None: + model = model.configure(tool_choice=tool_choice) + result = await model.run(message) + assert result.status.name == 'TOOL_CALLS' + assert result.tool_calls + assert len(result.tool_calls) == 1 + assert result.tool_calls[0].function + assert result.tool_calls[0].function.name == 'something' + + for tool_choice in ( + tool2, + cast(FunctionDictType, {'type': 'function', 'function': {'name': 'something_else'}}) + ): + assert tool_choice is not None + model = model.configure(tool_choice=tool_choice) + result = await model.run(message) + assert result.status.name == 'TOOL_CALLS' + assert result.tool_calls + assert len(result.tool_calls) == 1 + assert result.tool_calls[0].function + assert result.tool_calls[0].function.name == 'something_else' + + model = model.configure(tool_choice='none') + result = await model.run(message) + assert result.status.name == 'FINAL' + + model = model.configure(tool_choice=None) # type: ignore[arg-type] + result = await model.run(message) + assert result.status.name == 'TOOL_CALLS' diff --git a/tests/chat/test_messages.py b/tests/chat/test_messages.py new file mode 100644 index 00000000..dd1217e9 --- /dev/null +++ b/tests/chat/test_messages.py @@ -0,0 +1,184 @@ +from __future__ import annotations + +import dataclasses +import datetime + +import pytest + +from yandex_cloud_ml_sdk._chat.completions.message import message_to_json, messages_to_json +from yandex_cloud_ml_sdk._chat.completions.result import ( + AlternativeStatus, ChatChoice, ChatModelResult, DeltaChatChoice, FinishReason, HttpToolCallList +) +from yandex_cloud_ml_sdk._tools.function_call import AsyncFunctionCall +from yandex_cloud_ml_sdk._tools.tool_call import AsyncToolCall +from yandex_cloud_ml_sdk._types.message import TextMessage + +RESULT: ChatModelResult = ChatModelResult( + choices=( + ChatChoice( + role='user', + text="foo", + finish_reason=FinishReason.STOP, + reasoning_text=None, + status=AlternativeStatus.FINAL, + tool_calls=None + ), + ), + usage=None, + created=datetime.datetime.now(), + id="1", + model="2" +) + +DELTA_CHOICE: DeltaChatChoice = DeltaChatChoice( + delta="o", + reasoning_delta=None, + role='user', + text="foo", + finish_reason=FinishReason.NULL, + status=AlternativeStatus.PARTIAL, + reasoning_text=None, + tool_calls=None, +) + +TOOL_CALL = {'role': 'tool', 'tool_calls': [{"id": "1", "function": {"name": "something"}}]} +RESULT_W_TOOL_CALL = ChatModelResult( + choices=( + ChatChoice( + role='tool', + finish_reason=FinishReason.TOOL_CALLS, + text='', + reasoning_text=None, + status=AlternativeStatus.TOOL_CALLS, + tool_calls=HttpToolCallList( + tool_calls=( + AsyncToolCall( + id='1', + function=AsyncFunctionCall( + name="something", + arguments={}, + _proto_origin=None, + ), + _proto_origin=None, + _json_origin=TOOL_CALL['tool_calls'][0], # type: ignore[arg-type,dict-item] + ), + ) + ) + ), + ), + usage=None, + created=datetime.datetime.now(), + id="1", + model="2" +) + + + +@dataclasses.dataclass +class RandomMessageClass: + role: str + other_text: str + + @property + def text(self): + return self.other_text + + +@dataclasses.dataclass +class NoRoleClass: + text: str + + +@pytest.mark.parametrize( + "raw_message", + [ + 'foo', + {'role': 'user', 'text': 'foo'}, + {'role': 'user', 'content': 'foo'}, + TextMessage(role='user', text='foo'), + RandomMessageClass(role='user', other_text='foo'), + RESULT, + DELTA_CHOICE, + ] +) +def test_messages_single(raw_message) -> None: + etalon = {"content": "foo", "role": "user"} + assert message_to_json(raw_message, {}) == etalon + assert messages_to_json(raw_message) == [etalon] + assert messages_to_json([raw_message]) == [etalon] + assert messages_to_json([raw_message, 'bar']) == [etalon, {'content': 'bar', 'role': 'user'}] + + +def test_no_messages() -> None: + assert not messages_to_json([]) + + +@pytest.mark.parametrize( + "bad_message", + [1, 1.0, NoRoleClass(text="foo")] +) +def bad_message_type(bad_message): + with pytest.raises(TypeError): + message_to_json(bad_message, {}) + + with pytest.raises(TypeError): + messages_to_json(bad_message) + + with pytest.raises(TypeError): + messages_to_json([bad_message]) + + +@pytest.mark.parametrize( + "bad_message", + [{}, {"role": "user"}] +) +def bad_message_content(bad_message) -> None: + with pytest.raises(TypeError): + message_to_json(bad_message, {}) + + with pytest.raises(TypeError): + messages_to_json(bad_message) + + with pytest.raises(TypeError): + messages_to_json([bad_message]) + + +@pytest.mark.parametrize( + "raw_message", + [ + {"tool_call_id": "foo", "content": "bar"}, + {"tool_call_id": "foo", "content": "bar", "role": "tool"}, + ] +) +def test_chat_tool_result(raw_message) -> None: + etalon = {"tool_call_id": "foo", "content": "bar", "role": "tool"} + assert message_to_json(raw_message, {}) == etalon + assert messages_to_json(raw_message) == [etalon] + assert messages_to_json([raw_message, 'foo']) == [etalon, {'role': 'user', 'content': 'foo'}] + + +def test_yandex_tool_result(): + call_result_message = {'tool_results': [{'name': 'something', 'content': '+20.0'}]} + with pytest.raises(ValueError): + message_to_json(call_result_message, {}) + + etalon = {'role': 'tool', 'content': '+20.0', 'tool_call_id': '1'} + assert message_to_json(call_result_message, {"something": "1"}) == [etalon] + + with pytest.raises(ValueError): + messages_to_json(call_result_message) + + assert messages_to_json([TOOL_CALL, call_result_message]) == [TOOL_CALL, etalon] + + +@pytest.mark.parametrize( + "tool_call", + [ + TOOL_CALL, + RESULT_W_TOOL_CALL, + ] +) +def test_tool_call(tool_call) -> None: + assert message_to_json(tool_call, {}) == TOOL_CALL + assert messages_to_json(tool_call) == [TOOL_CALL] + assert messages_to_json([tool_call]) == [TOOL_CALL] diff --git a/tests/conftest.py b/tests/conftest.py index 2787cb56..8d208282 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -21,10 +21,18 @@ @pytest.fixture(name='auth') -def fixture_auth(request): +def fixture_auth(request, vcr): + # NB: we want to use auth only and only when developer directly MAKING CASSETES + + vcr_mode = getattr(vcr, 'record_mode', None) + cassette_manager = CassetteManager(request) - if cassette_manager.allow_grpc and cassette_manager.mode == 'write': + if ( + cassette_manager.allow_grpc and cassette_manager.mode == 'write' or + vcr_mode in ('once', 'all', 'new_episodes') + ): return UNDEFINED # it will trigger choosing of auth provider at client + return NoAuth()