add tests

2026-01-27 00:58:13 +00:00 · 2025-03-03 13:21:43 -05:00
parent 143832bd8b
commit 26e6106fe2
5 changed files with 758 additions and 0 deletions
--- a/tests/utilities/cassettes/test_llm_emits_stream_chunk_events.yaml
+++ b/tests/utilities/cassettes/test_llm_emits_stream_chunk_events.yaml
@@ -0,0 +1,170 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "user", "content": "Tell me a short joke"}], "model":
+      "gpt-3.5-turbo", "stop": [], "stream": true}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '121'
+      content-type:
+      - application/json
+      cookie:
+      - _cfuvid=IY8ppO70AMHr2skDSUsGh71zqHHdCQCZ3OvkPi26NBc-1740424913267-0.0.1.1-604800000
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.65.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.65.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.8
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: 'data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"role":"assistant","content":"","refusal":null},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"Why"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        couldn"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"''t"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        the"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        bicycle"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        stand"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        up"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        by"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        itself"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"?"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        Because"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        it"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        was"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"
+        two"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"-t"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"ired"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"content":"!"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aE2TDl9ZbKx2fXoVatoMDnErNm","object":"chat.completion.chunk","created":1741025614,"model":"gpt-3.5-turbo-0125","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{},"logprobs":null,"finish_reason":"stop"}]}
+
+
+        data: [DONE]
+
+
+        '
+    headers:
+      CF-RAY:
+      - 91ab1bcbad95bcda-ATL
+      Connection:
+      - keep-alive
+      Content-Type:
+      - text/event-stream; charset=utf-8
+      Date:
+      - Mon, 03 Mar 2025 18:13:34 GMT
+      Server:
+      - cloudflare
+      Set-Cookie:
+      - __cf_bm=Jydtg8l0yjWRI2vKmejdq.C1W.sasIwEbTrV2rUt6V0-1741025614-1.0.1.1-Af3gmq.j2ecn9QEa3aCVY09QU4VqoW2GTk9AjvzPA.jyAZlwhJd4paniSt3kSusH0tryW03iC8uaX826hb2xzapgcfSm6Jdh_eWh_BMCh_8;
+        path=/; expires=Mon, 03-Mar-25 18:43:34 GMT; domain=.api.openai.com; HttpOnly;
+        Secure; SameSite=None
+      - _cfuvid=5wzaJSCvT1p1Eazad55wDvp1JsgxrlghhmmU9tx0fMs-1741025614868-0.0.1.1-604800000;
+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '127'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '50000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '49999978'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_2a2a04977ace88fdd64cf570f80c0202
+    status:
+      code: 200
+      message: OK
+version: 1
--- a/tests/utilities/cassettes/test_llm_no_stream_chunks_when_streaming_disabled.yaml
+++ b/tests/utilities/cassettes/test_llm_no_stream_chunks_when_streaming_disabled.yaml
@@ -0,0 +1,104 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "user", "content": "Tell me a short joke"}], "model":
+      "gpt-3.5-turbo", "stop": [], "stream": false}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '122'
+      content-type:
+      - application/json
+      cookie:
+      - _cfuvid=5wzaJSCvT1p1Eazad55wDvp1JsgxrlghhmmU9tx0fMs-1741025614868-0.0.1.1-604800000;
+        __cf_bm=Jydtg8l0yjWRI2vKmejdq.C1W.sasIwEbTrV2rUt6V0-1741025614-1.0.1.1-Af3gmq.j2ecn9QEa3aCVY09QU4VqoW2GTk9AjvzPA.jyAZlwhJd4paniSt3kSusH0tryW03iC8uaX826hb2xzapgcfSm6Jdh_eWh_BMCh_8
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.65.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.65.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.8
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFLBahsxEL3vVwy65GIbr2M7xZdAKCW+tacWSlm00uyuUq1GkUZNjfG/
+        F60d74am0IsO8+Y93nuaYwEgjBY7EKqTrHpv5w93a/npm/myT/72kVpOH58/q+fHKNfrvRKzzKD6
+        CRW/shaKem+RDbkzrAJKxqxa3q3L5WqzLTcD0JNGm2mt5/ntYjPnFGqaL8vV5sLsyCiMYgffCwCA
+        4/Bmj07jb7GD5ex10mOMskWxuy4BiEA2T4SM0USWjsVsBBU5RjfY/todQFGy2t0wcIdQG3VQFiGT
+        NCQP9QEMR7TNPewZXmQEfiFgE1AvpqIBmxRlDuWStZf56erSUusD1fGCX+eNcSZ2VUAZyWVHkcmL
+        AT0VAD+GNtKbgMIH6j1XTD/RZcFydZYTY/8TcHsBmVjacb76MHtHrdLI0tg4aVMoqTrUI3OsXiZt
+        aAIUk8x/m3lP+5zbuPZ/5EdAKfSMuvIBtVFvA49rAfN1/mvt2vFgWEQMv4zCig2G/A8aG5ns+W5E
+        PETGvmqMazH4YIbjGf75VPwBAAD//wMAjEHT5jsDAAA=
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 91ab1bce28f6bcda-ATL
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Mon, 03 Mar 2025 18:13:35 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '307'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '50000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '49999978'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_2969fea72b69e352ff742a363ffcf465
+    status:
+      code: 200
+      message: OK
+version: 1
--- a/tests/utilities/cassettes/test_llm_tool_calling_with_streaming.yaml
+++ b/tests/utilities/cassettes/test_llm_tool_calling_with_streaming.yaml
@@ -0,0 +1,144 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "user", "content": "Process this text with the sample
+      tool: ''Hello, world!''"}], "model": "gpt-4", "stop": [], "stream": true, "tools":
+      [{"type": "function", "function": {"name": "sample_tool", "description": "A
+      sample tool that processes text", "parameters": {"type": "object", "properties":
+      {"text": {"type": "string", "description": "The text to process"}}, "required":
+      ["text"]}}}]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '408'
+      content-type:
+      - application/json
+      cookie:
+      - _cfuvid=5wzaJSCvT1p1Eazad55wDvp1JsgxrlghhmmU9tx0fMs-1741025614868-0.0.1.1-604800000;
+        __cf_bm=Jydtg8l0yjWRI2vKmejdq.C1W.sasIwEbTrV2rUt6V0-1741025614-1.0.1.1-Af3gmq.j2ecn9QEa3aCVY09QU4VqoW2GTk9AjvzPA.jyAZlwhJd4paniSt3kSusH0tryW03iC8uaX826hb2xzapgcfSm6Jdh_eWh_BMCh_8
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.65.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.65.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.8
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: 'data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"role":"assistant","content":null,"tool_calls":[{"index":0,"id":"call_CvJXBBDO8uDFZ9bdZkZfsmLb","type":"function","function":{"name":"sample_tool","arguments":""}}],"refusal":null},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"{\n"}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"
+        "}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"
+        \""}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"text"}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"\":"}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"
+        \""}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"Hello"}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":","}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"
+        world"}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"!\"\n"}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"}"}}]},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-B74aFEEmqXpcnfB7af27OFRQZ5mpq","object":"chat.completion.chunk","created":1741025615,"model":"gpt-4-0613","service_tier":"default","system_fingerprint":null,"choices":[{"index":0,"delta":{},"logprobs":null,"finish_reason":"tool_calls"}]}
+
+
+        data: [DONE]
+
+
+        '
+    headers:
+      CF-Cache-Status:
+      - DYNAMIC
+      CF-RAY:
+      - 91ab1bd2d868bcda-ATL
+      Connection:
+      - keep-alive
+      Content-Type:
+      - text/event-stream; charset=utf-8
+      Date:
+      - Mon, 03 Mar 2025 18:13:36 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '552'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '1000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '999968'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 1ms
+      x-request-id:
+      - req_541a74020ec89786d0bef89a013fdc78
+    status:
+      code: 200
+      message: OK
+version: 1
--- a/tests/utilities/cassettes/test_llm_tool_calling_without_streaming.yaml
+++ b/tests/utilities/cassettes/test_llm_tool_calling_without_streaming.yaml
@@ -0,0 +1,109 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "user", "content": "Process this text with the sample
+      tool: ''Hello, world!''"}], "model": "gpt-4", "stop": [], "stream": false, "tools":
+      [{"type": "function", "function": {"name": "sample_tool", "description": "A
+      sample tool that processes text", "parameters": {"type": "object", "properties":
+      {"text": {"type": "string", "description": "The text to process"}}, "required":
+      ["text"]}}}]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate, zstd
+      connection:
+      - keep-alive
+      content-length:
+      - '409'
+      content-type:
+      - application/json
+      cookie:
+      - _cfuvid=5wzaJSCvT1p1Eazad55wDvp1JsgxrlghhmmU9tx0fMs-1741025614868-0.0.1.1-604800000;
+        __cf_bm=Jydtg8l0yjWRI2vKmejdq.C1W.sasIwEbTrV2rUt6V0-1741025614-1.0.1.1-Af3gmq.j2ecn9QEa3aCVY09QU4VqoW2GTk9AjvzPA.jyAZlwhJd4paniSt3kSusH0tryW03iC8uaX826hb2xzapgcfSm6Jdh_eWh_BMCh_8
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.65.1
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.65.1
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.12.8
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: !!binary |
+        H4sIAAAAAAAAAwAAAP//jFPLbtswELzrK9g9y4WV+AXdEqCF+0KBtmkOVSHQ5EpiQpEMSaVJDP97
+        QcmWZMcFqoNA7OzM7s6S24gQEBxSAqyintVGTq6XM7p+9+FivvrG17ebq2LJ+YP++qVSn6oNxIGh
+        N3fI/IH1lunaSPRCqw5mFqnHoJosZ8n0Yr5Ili1Qa44y0ErjJ7PJdJFc7hmVFgwdpORXRAgh2/Yf
+        elMcnyAl0/gQqdE5WiKkfRIhYLUMEaDOCeep8hAPINPKowrtqkbKEeC1ljmjUg6Fu287Og8GUSnz
+        HzN18/Dokrtb+n46/3jNmp/fX14+34/qddLPpm2oaBTrjRnhfTw9KUYIKFq3XEeDrXno8oROCFBb
+        NjUqH1qHbaYIycDjk88gJRmsUUodkz/aSv4mg0zt4EhgF507/x55Y7FoHJV70/bxXb8FqUtj9cad
+        mAqFUMJVuUXq2uHGHkeHam0daI7WCMbq2vjc63tUQXYx70RhuF0DmKz2oNeeyiG+uozPqOUcPRXt
+        lvuLxSirkA/M4YLRhgs9AqLR5K+bOafdTS9U+T/yA8AYGo88Nxa5YMcDD2kWw9v7V1rvcdswOLSP
+        gmHuBdqwDY4FbWT3OsA9O491XghVojVW9E8k2kV/AQAA//8DAGu8z/YZBAAA
+    headers:
+      CF-RAY:
+      - 91ab1bda9b68bcda-ATL
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - application/json
+      Date:
+      - Mon, 03 Mar 2025 18:13:37 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '875'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '1000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '999968'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 1ms
+      x-request-id:
+      - req_291d5b012b356f9fba6cbff30f52e6aa
+    status:
+      code: 200
+      message: OK
+version: 1