from typing import Final from unittest.mock import ANY from integration.translation.case import TranslationTestCase from integration.translation.responses.templates import RESPONSES_NATIVE_RESPONSE, RESPONSES_REQUEST from integration.translation.templates.azure import AZURE_RESPONSES_REQUEST, AZURE_RESPONSES_RESPONSE from pydantic import JsonValue GPT_5_4_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/responses", litellm_request={ "model": "azure/gpt-5.4", "max_output_tokens": 64, "instructions": "You are a terse assistant.", "input": "Say hello.", "cache": {"no-cache": True}, }, expected_provider_endpoint="/openai/responses?api-version=2025-04-01-preview", expected_provider_headers={"content-type": "application/json", "api-key": "synthetic-azure-key"}, expected_provider_request={ "model": "gpt-5.4", "input": "Say hello.", "instructions": "You are a terse assistant.", "max_output_tokens": 64, }, mock_provider_response={ "id": "resp_0762039bed856005006ac4076cdb5c8194a48664a1b2ef25ae", "object": "response", "created_at": 1791231852, "status": "completed", "background": False, "completed_at": 1791231853, "content_filters": [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 842, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_text": {"detected": False, "filtered": False}, "protected_material_code": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 6, "check_offset": 0}, }, ], "error": None, "frequency_penalty": 0.0, "incomplete_details": None, "instructions": "You are a terse assistant.", "max_output_tokens": 64, "max_tool_calls": None, "model": "gpt-5.4", "moderation": None, "output": [ { "id": "msg_0762039bed856005006ac4076d77f08194b260c944a432ba1a", "type": "message", "status": "completed", "content": [{"type": "output_text", "annotations": [], "logprobs": [], "text": "Hello."}], "phase": "final_answer", "role": "assistant", } ], "parallel_tool_calls": True, "presence_penalty": 0.0, "previous_response_id": None, "prompt_cache_key": None, "prompt_cache_retention": "in_memory", "reasoning": {"context": "current_turn", "effort": "none", "mode": "standard", "summary": None}, "safety_identifier": None, "service_tier": "default", "store": True, "temperature": 1.0, "text": {"format": {"type": "text"}, "verbosity": "medium"}, "tool_choice": "auto", "tool_usage": { "image_gen": { "input_tokens": 0, "input_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "output_tokens": 0, "output_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "total_tokens": 0, }, "web_search": {"num_requests": 0}, }, "tools": [], "top_logprobs": 0, "top_p": 0.98, "truncation": "disabled", "usage": { "input_tokens": 19, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 6, "output_tokens_details": {"reasoning_tokens": 0}, "total_tokens": 25, }, "user": None, "metadata": {}, }, expected_litellm_response={ "id": ANY, "created_at": 1791231852, "error": None, "incomplete_details": None, "instructions": "You are a terse assistant.", "metadata": {}, "model": "azure/gpt-5.4", "object": "response", "output": [ { "id": "msg_0762039bed856005006ac4076d77f08194b260c944a432ba1a", "content": [{"annotations": [], "text": "Hello.", "type": "output_text", "logprobs": []}], "role": "assistant", "status": "completed", "type": "message", "phase": "final_answer", } ], "parallel_tool_calls": True, "temperature": 1.0, "tool_choice": "auto", "tools": [], "top_p": 0.98, "max_output_tokens": 64, "previous_response_id": None, "reasoning": {"context": "current_turn", "effort": "none", "mode": "standard", "summary": None}, "status": "completed", "text": {"format": {"type": "text"}, "verbosity": "medium"}, "truncation": "disabled", "usage": { "input_tokens": 19, "input_tokens_details": { "audio_tokens": None, "cached_tokens": 0, "cached_tokens_details": None, "image_tokens": None, "text_tokens": None, "video_tokens": None, "cache_write_tokens": 0, }, "output_tokens": 6, "output_tokens_details": {"audio_tokens": None, "reasoning_tokens": 0, "text_tokens": None}, "total_tokens": 25, "cost": None, }, "user": None, "store": True, "background": False, "completed_at": 1791231853, "content_filters": [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 842, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_text": {"detected": False, "filtered": False}, "protected_material_code": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 6, "check_offset": 0}, }, ], "frequency_penalty": 0.0, "max_tool_calls": None, "moderation": None, "presence_penalty": 0.0, "prompt_cache_key": None, "prompt_cache_retention": "in_memory", "safety_identifier": None, "service_tier": "default", "tool_usage": { "image_gen": { "input_tokens": 0, "input_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "output_tokens": 0, "output_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "total_tokens": 0, }, "web_search": {"num_requests": 0}, }, "top_logprobs": 0, }, ) GPT_5_6_SOL_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/responses", litellm_request={ "model": "azure/gpt-5.6-sol", "max_output_tokens": 64, "instructions": "You are a terse assistant.", "input": "Say hello.", "cache": {"no-cache": True}, }, expected_provider_endpoint="/openai/responses?api-version=2025-04-01-preview", expected_provider_headers={"content-type": "application/json", "api-key": "synthetic-azure-key"}, expected_provider_request={ "model": "gpt-5.6-sol", "input": "Say hello.", "instructions": "You are a terse assistant.", "max_output_tokens": 64, }, mock_provider_response={ "id": "resp_08c09f398a5c1990006ac4076e8c5c819498395510175e9c98", "object": "response", "created_at": 1791231854, "status": "completed", "background": False, "completed_at": 1791231857, "content_filters": [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 788, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_text": {"detected": False, "filtered": False}, "protected_material_code": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 6, "check_offset": 0}, }, ], "error": None, "frequency_penalty": 0.0, "incomplete_details": None, "instructions": "You are a terse assistant.", "max_output_tokens": 64, "max_tool_calls": None, "model": "gpt-5.6-sol", "moderation": None, "output": [ { "id": "msg_08c09f398a5c1990006ac4077114e48194a52f30a20676db99", "type": "message", "status": "completed", "content": [{"type": "output_text", "annotations": [], "logprobs": [], "text": "Hello!"}], "phase": "final_answer", "role": "assistant", } ], "parallel_tool_calls": True, "presence_penalty": 0.0, "previous_response_id": None, "prompt_cache_key": None, "prompt_cache_retention": "24h", "reasoning": {"context": "all_turns", "effort": "medium", "mode": "standard", "summary": None}, "safety_identifier": None, "service_tier": "default", "store": True, "temperature": 1.0, "text": {"format": {"type": "text"}, "verbosity": "medium"}, "tool_choice": "auto", "tool_usage": { "image_gen": { "input_tokens": 0, "input_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "output_tokens": 0, "output_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "total_tokens": 0, }, "web_search": {"num_requests": 0}, }, "tools": [], "top_logprobs": 0, "top_p": 0.98, "truncation": "disabled", "usage": { "input_tokens": 19, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 6, "output_tokens_details": {"reasoning_tokens": 0}, "total_tokens": 25, }, "user": None, "metadata": {}, }, expected_litellm_response={ "id": ANY, "created_at": 1791231854, "error": None, "incomplete_details": None, "instructions": "You are a terse assistant.", "metadata": {}, "model": "azure/gpt-5.6-sol", "object": "response", "output": [ { "id": "msg_08c09f398a5c1990006ac4077114e48194a52f30a20676db99", "content": [{"annotations": [], "text": "Hello!", "type": "output_text", "logprobs": []}], "role": "assistant", "status": "completed", "type": "message", "phase": "final_answer", } ], "parallel_tool_calls": True, "temperature": 1.0, "tool_choice": "auto", "tools": [], "top_p": 0.98, "max_output_tokens": 64, "previous_response_id": None, "reasoning": {"context": "all_turns", "effort": "medium", "mode": "standard", "summary": None}, "status": "completed", "text": {"format": {"type": "text"}, "verbosity": "medium"}, "truncation": "disabled", "usage": { "input_tokens": 19, "input_tokens_details": { "audio_tokens": None, "cached_tokens": 0, "cached_tokens_details": None, "image_tokens": None, "text_tokens": None, "video_tokens": None, "cache_write_tokens": 0, }, "output_tokens": 6, "output_tokens_details": {"audio_tokens": None, "reasoning_tokens": 0, "text_tokens": None}, "total_tokens": 25, "cost": None, }, "user": None, "store": True, "background": False, "completed_at": 1791231857, "content_filters": [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 788, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_text": {"detected": False, "filtered": False}, "protected_material_code": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 6, "check_offset": 0}, }, ], "frequency_penalty": 0.0, "max_tool_calls": None, "moderation": None, "presence_penalty": 0.0, "prompt_cache_key": None, "prompt_cache_retention": "24h", "safety_identifier": None, "service_tier": "default", "tool_usage": { "image_gen": { "input_tokens": 0, "input_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "output_tokens": 0, "output_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "total_tokens": 0, }, "web_search": {"num_requests": 0}, }, "top_logprobs": 0, }, ) GPT_5_6_LUNA_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/responses", litellm_request={ "model": "azure/gpt-5.6-luna", "max_output_tokens": 64, "instructions": "You are a terse assistant.", "input": "Say hello.", "cache": {"no-cache": True}, }, expected_provider_endpoint="/openai/responses?api-version=2025-04-01-preview", expected_provider_headers={"content-type": "application/json", "api-key": "synthetic-azure-key"}, expected_provider_request={ "model": "gpt-5.6-luna", "input": "Say hello.", "instructions": "You are a terse assistant.", "max_output_tokens": 64, }, mock_provider_response={ "id": "resp_00c2ebc008a733e5006ac40772599081938a97e3688d1ff7f9", "object": "response", "created_at": 1791231858, "status": "completed", "background": False, "completed_at": 1791231859, "content_filters": [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 788, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_text": {"detected": False, "filtered": False}, "protected_material_code": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 6, "check_offset": 0}, }, ], "error": None, "frequency_penalty": 0.0, "incomplete_details": None, "instructions": "You are a terse assistant.", "max_output_tokens": 64, "max_tool_calls": None, "model": "gpt-5.6-luna", "moderation": None, "output": [ { "id": "msg_00c2ebc008a733e5006ac40772ae908193b01d2c647918c8d4", "type": "message", "status": "completed", "content": [{"type": "output_text", "annotations": [], "logprobs": [], "text": "Hello!"}], "phase": "final_answer", "role": "assistant", } ], "parallel_tool_calls": True, "presence_penalty": 0.0, "previous_response_id": None, "prompt_cache_key": None, "prompt_cache_retention": "24h", "reasoning": {"context": "all_turns", "effort": "medium", "mode": "standard", "summary": None}, "safety_identifier": None, "service_tier": "default", "store": True, "temperature": 1.0, "text": {"format": {"type": "text"}, "verbosity": "medium"}, "tool_choice": "auto", "tool_usage": { "image_gen": { "input_tokens": 0, "input_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "output_tokens": 0, "output_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "total_tokens": 0, }, "web_search": {"num_requests": 0}, }, "tools": [], "top_logprobs": 0, "top_p": 0.98, "truncation": "disabled", "usage": { "input_tokens": 19, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 6, "output_tokens_details": {"reasoning_tokens": 0}, "total_tokens": 25, }, "user": None, "metadata": {}, }, expected_litellm_response={ "id": ANY, "created_at": 1791231858, "error": None, "incomplete_details": None, "instructions": "You are a terse assistant.", "metadata": {}, "model": "azure/gpt-5.6-luna", "object": "response", "output": [ { "id": "msg_00c2ebc008a733e5006ac40772ae908193b01d2c647918c8d4", "content": [{"annotations": [], "text": "Hello!", "type": "output_text", "logprobs": []}], "role": "assistant", "status": "completed", "type": "message", "phase": "final_answer", } ], "parallel_tool_calls": True, "temperature": 1.0, "tool_choice": "auto", "tools": [], "top_p": 0.98, "max_output_tokens": 64, "previous_response_id": None, "reasoning": {"context": "all_turns", "effort": "medium", "mode": "standard", "summary": None}, "status": "completed", "text": {"format": {"type": "text"}, "verbosity": "medium"}, "truncation": "disabled", "usage": { "input_tokens": 19, "input_tokens_details": { "audio_tokens": None, "cached_tokens": 0, "cached_tokens_details": None, "image_tokens": None, "text_tokens": None, "video_tokens": None, "cache_write_tokens": 0, }, "output_tokens": 6, "output_tokens_details": {"audio_tokens": None, "reasoning_tokens": 0, "text_tokens": None}, "total_tokens": 25, "cost": None, }, "user": None, "store": True, "background": False, "completed_at": 1791231859, "content_filters": [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 788, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_text": {"detected": False, "filtered": False}, "protected_material_code": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 6, "check_offset": 0}, }, ], "frequency_penalty": 0.0, "max_tool_calls": None, "moderation": None, "presence_penalty": 0.0, "prompt_cache_key": None, "prompt_cache_retention": "24h", "safety_identifier": None, "service_tier": "default", "tool_usage": { "image_gen": { "input_tokens": 0, "input_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "output_tokens": 0, "output_tokens_details": {"image_tokens": 0, "text_tokens": 0}, "total_tokens": 0, }, "web_search": {"num_requests": 0}, }, "top_logprobs": 0, }, ) GPT_6_LUNA_CONTENT_FILTERS: Final[JsonValue] = [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 575, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_code": {"detected": False, "filtered": False}, "protected_material_text": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 384, "check_offset": 0}, }, ] GPT_6_LUNA_ENCRYPTED_REASONING: Final = ( "gAAAAABq0CO_lJPFbtrP8DdqMTwl2xlTnCuiBzPQBDrYhcy-xADgVDfRLfYGRE5C1tnchYKxhOh_UwHR" "p7D0wxyvh3I3hy6iRIr5phgwGqRcJzzeuDaj63bR6wUNAN1iW4EBIamL6eAo3pg-4bzAkACoCbGT7Uwp" "73E83yafb8_vE9QeJ0lSd5faC7-H5zFe9LDgNywIUNp70Ni1d5v6dAF1HdloQhCkqW0cbDzG0WeeT4jT" "Yq5yVbiTM_c5PIt3ijbA6OVxbGF5cmtUQb4zOUlR9omxvKRniASAyu9qg201lkwONzoJ7S4rOqROt-1O" "o8E0OaC1HTxBPjbqSFT4KLH2DkVN76JG5Mkh8UPHySKMKkTmyCPZMwFFjm4-RGgqPQ82KrpfFd9Kwwwy" "G7ZgIIDG-ckYRW1JvZbew_tsi7zEfOUU7qxeyENyfHbRhe98j61WgLoNuct3ywCkDqTMFe-6YY_AAG8Q" "FuSc2zfGj6F4UWf1eYiBXm5vzFYgGJLpR1dx8Lthv9gLSKXwyjUDLPev1wkW9QwRGZ0VKUz8r2YC4rT0" "PwexJzEXoXmWB6unWPL23bKzUsUDvDal1ZYrB5-CnkEFANPxosqZAjeRYtmUj9dbix7uF6b9aeL41fqC" "RXZU1RKyCp-quWtnAB8E-Uz4gLAMOeLT4-C1kwDP8YMhXS9WLrQ3SYk3YRfcMb2LRPIc2-KkMCKaFKX5" "_Sov89DzCtGW4VHBqayHzwaKq_qrbnVY5jFOrm-N_A_1Pdrqa4f-oh6TMKlAhFuuUJCKWSMOiydGwtC2" "jfPgyJVWWST5JyHOlZcmOq4gHDM57QGHlvqDKz7_bN5SChSAmCnVdgervkHw8HKj_VODkEEwA2U-SGLD" "SoJykHAMhsGjx_BoHxddVUi6p8qJBP9XWa52WpFO8eatHoZBjJ9WW7IF2ztljVqlUeKoEsSVUwkFo2wt" "i4mhjqjZiaYz6jOz6gYRkJd80UifNe74xisW_IVXTcgT8gXdcf8CVygNjScDDhdzgjUhOhxCjOFNWLc7" "01FbRToU2qNg3aQQaMdgOPmczA7HeLghBW7IGZmnYCweoFliXXXo08jSXPlXDt1nhzhjm71or81Hk5PM" "iQj4-DH3aY-a1umCDChEGrMNSZAZTqGBiLwW_W8h0OtFkZ_MHqxRl9fyKYORKQAjlbhakN1Dze2106Uy" "1WcC4snJwpwxMhd2leREckRD2YpCXDN-WvYwRrDXETUqTJ7-ZLE2gQ8MNK3czzWceHql0pvySKlp9QDo" "D_NWTywPag5NlfFE74BivE6oc373ZKOPFcwcoRdFS8boNuIkK8V7HDtW02Wet76ucQ-n4cWhWyz-k_64" "8WY1OBfrTyh4Rup4L2BOCGEjC63YyGMjynnEV0IZ1tfZI19jxxz9ctDjeShUf9gPNEu2CxS8ZQ0Q4NPk" "8g==" ) GPT_6_LUNA_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/responses", litellm_request={**RESPONSES_REQUEST, "model": "azure/gpt-6-luna"}, expected_provider_endpoint="/openai/responses?api-version=2025-04-01-preview", expected_provider_headers={"content-type": "application/json", "api-key": "synthetic-azure-key"}, expected_provider_request={**AZURE_RESPONSES_REQUEST, "model": "gpt-6-luna"}, mock_provider_response={ **AZURE_RESPONSES_RESPONSE, "id": "resp_0c7fa1cbc998fdea006ad023bcd92c81978c48bfd696bb8c5b", "created_at": 1792025532, "completed_at": 1792025535, "content_filters": GPT_6_LUNA_CONTENT_FILTERS, "instructions": RESPONSES_REQUEST["instructions"], "model": "gpt-6-luna", "output": [ { "id": "rs_0c7fa1cbc998fdea006ad023bdb5288197913fbdc89efaee0f", "type": "reasoning", "content": [], "encrypted_content": GPT_6_LUNA_ENCRYPTED_REASONING, "summary": [], }, { "id": "msg_0c7fa1cbc998fdea006ad023bdf4b08197a483204dce142776", "type": "message", "status": "completed", "content": [ { "type": "output_text", "annotations": [], "logprobs": [], "text": ( "The next file to inspect is `shop/validation.py`, to see how it handles zero and " "negative quantities." ), } ], "phase": "commentary", "role": "assistant", }, { "id": "fc_0c7fa1cbc998fdea006ad023be1b6c8197ac0d31ccff25b0d4", "type": "function_call", "status": "completed", "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":120}', "call_id": "call_cODuVBuAwDhnb8M0FPGYyS1f", "name": "read_file", }, ], "tools": [ { "type": "function", "description": "Search source and test files for a literal term.", "name": "search_files", "output_schema": None, "parameters": { "type": "object", "properties": { "query": {"type": "string"}, "paths": {"type": "array", "items": {"type": "string"}}, }, "required": ["query", "paths"], "additionalProperties": False, }, "strict": True, }, { "type": "function", "description": "Read a range of lines from a project file.", "name": "read_file", "output_schema": None, "parameters": { "type": "object", "properties": { "path": {"type": "string"}, "start_line": {"type": "integer", "minimum": 1}, "end_line": {"type": "integer", "minimum": 1}, }, "required": ["path", "start_line", "end_line"], "additionalProperties": False, }, "strict": True, }, ], "usage": { "input_tokens": 309, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 113, "output_tokens_details": {"reasoning_tokens": 51}, "total_tokens": 422, }, }, expected_litellm_response={ **RESPONSES_NATIVE_RESPONSE, "id": ANY, "created_at": 1792025532, "model": "azure/gpt-6-luna", "output": [ { "id": "rs_0c7fa1cbc998fdea006ad023bdb5288197913fbdc89efaee0f", "summary": [], "type": "reasoning", "content": [], "encrypted_content": GPT_6_LUNA_ENCRYPTED_REASONING, }, { "id": "msg_0c7fa1cbc998fdea006ad023bdf4b08197a483204dce142776", "content": [ { "annotations": [], "text": ( "The next file to inspect is `shop/validation.py`, to see how it handles zero and " "negative quantities." ), "type": "output_text", "logprobs": [], } ], "role": "assistant", "status": "completed", "type": "message", "phase": "commentary", }, { "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":120}', "call_id": "call_cODuVBuAwDhnb8M0FPGYyS1f", "name": "read_file", "type": "function_call", "id": "fc_0c7fa1cbc998fdea006ad023be1b6c8197ac0d31ccff25b0d4", "namespace": None, "status": "completed", }, ], "parallel_tool_calls": True, "temperature": 1.0, "tools": [ { "name": "search_files", "parameters": { "type": "object", "properties": { "query": {"type": "string"}, "paths": {"type": "array", "items": {"type": "string"}}, }, "required": ["query", "paths"], "additionalProperties": False, }, "strict": True, "type": "function", "defer_loading": None, "description": "Search source and test files for a literal term.", "output_schema": None, }, { "name": "read_file", "parameters": { "type": "object", "properties": { "path": {"type": "string"}, "start_line": {"type": "integer", "minimum": 1}, "end_line": {"type": "integer", "minimum": 1}, }, "required": ["path", "start_line", "end_line"], "additionalProperties": False, }, "strict": True, "type": "function", "defer_loading": None, "description": "Read a range of lines from a project file.", "output_schema": None, }, ], "top_p": 0.98, "reasoning": {"context": "all_turns", "effort": "high", "mode": "standard", "summary": None}, "text": {"format": {"type": "text"}, "verbosity": "medium"}, "truncation": "disabled", "usage": { "input_tokens": 309, "input_tokens_details": { "audio_tokens": None, "cached_tokens": 0, "cached_tokens_details": None, "image_tokens": None, "text_tokens": None, "video_tokens": None, "cache_write_tokens": 0, }, "output_tokens": 113, "output_tokens_details": {"audio_tokens": None, "reasoning_tokens": 51, "text_tokens": None}, "total_tokens": 422, "cost": None, }, "store": True, "background": False, "completed_at": 1792025535, "content_filters": GPT_6_LUNA_CONTENT_FILTERS, "frequency_penalty": 0.0, "max_tool_calls": None, "moderation": None, "presence_penalty": 0.0, "prompt_cache_key": None, "prompt_cache_retention": "24h", "safety_identifier": None, "service_tier": "default", "tool_usage": AZURE_RESPONSES_RESPONSE["tool_usage"], "top_logprobs": 0, }, ) GPT_6_1_SOL_CONTENT_FILTERS: Final[JsonValue] = [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 575, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_text": {"detected": False, "filtered": False}, "protected_material_code": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 519, "check_offset": 0}, }, ] GPT_6_1_SOL_ENCRYPTED_REASONING: Final = ( "gAAAAABq0CO37PXMD2-KW8EHtGczorILYppFKOeL-058QC8QCnKldc08rJXqRj2qhEP8qBLUBQLaB-Ku" "bhgoZVZsXiobJCVijCX5SDQcINWwFg_SlMsL2pAHEymUIsT99rxULm11jvG8vfVEsBhBMjhkB-8wCua9" "q59iXdcK68bVpMhl5BDFsbf1EPIZTY6WFG79yjvXGWqGjsGbCY_EIa8ZsexuLSuZALT1oMI-4KAGDIU9" "F29ckEi3rV40L1TUZxG_MtrFGBE3d1DKSe0vz5QjJiMaBzZ8eu4kxfjAX5vwfoRx59zNRfjEjgx1s_eF" "4kCBSZn61pC1ME_yY_omKF4baWkKePFysGvv_qbjE_IH5DSVZN0_WNCNx8ISHtr72p2Niy0vZidXoZVg" "ByGXlQam3PtAZeRts1wR0VTtb1-xiq8E2hqRXIPmOgBwH35l72tahRBbhtogi_cFxKF-FWYMJOoZQ_dG" "_gZEEw1vJrepfOZNQBDq62o2h4BI24w5hf85sETMJwaT_3WiLWd0ukdIxK1bLQpwl4_ZEGmkMZqtwCIO" "iZSRfVTsz8GKcAagqEXa1N0Lz-4ejcy1r6aSaNVdXebzgLySS9wWjlF80xV29HgkUQY1kzJA0VwVmf6m" "neFdZ9O5yhg3acy_MzALDXbdZ_D4aCO9gtGp06eoO40Cp6fj5CFMrrj4CeC0oV0RrYF3cSb_fSTaKnbH" "VEbvlMEfuraBBUWTjjYGu7cXQcj7O43V4x4FFM1j_0Lf2i5w5hrHB9BQy5TiySvlmIeDxfXP-wadoxST" "Gdkek8u6Gu-jivpLKgNDQk7Od-E-V2Hx_xdHx3koV-BfQaNpAzSNIJ9gYpbeySEFA29XXIzpk3QAreHa" "Z6Ta3yEn717erYIM3QofAOimDyhOUaqFAP4OKD8ljPGa0XAHjJ6iKd3X3oN0ir8072MN5LviK2p3cuwf" "y7xd_rChJ5KIyXZMa7ZXis-R1a8tUmjVUITS4lRFRmhGgeq5yAwIXSEzUxY-EWPPm2AvC_qVedS9et_N" "2Bb_QIkmPPOvjbvDce01Owhn9O_n0kRhqlvv72qWqr12Up6eugoazsh05Hvf0BBkPboDEhi23zy0FeN5" "EaGIJB7D3qe_3awNuq6_2oPVFLT0oQeQegAVyl2Hz5U10mgu_elaX32MV3_54U9o2d2kky17NvAUWrdy" "GWkerdLWtI3GFjTt5Uk6jIQOhy00PoaqZtv4_XjH8HADN6NcbGikIowF5KslciZKeFZOURaaOtsrwmgF" "eWlwFaV0JVWrA1Ob25Io7rH1v3pCZFf8tCONGDQGlOmoJ_MLegn4HulHcZ5yGpny36P5aPiU8JnJOnpc" "xdow0XyjHqS4DFQ9GoQg2IAKWRIk9c8-_PE4nH9OVB_L-3LpZGGWT0gKREmfVmyb2jENTCG6PRFPGgEP" "9D4GFJTlOo4cSobLe2rKEWl0F-8WxQWCX1CSxq2-Ik3pe08HcDj3hB4JtGVLW-5RGwtvaxfp22m4-aHi" "oVOPhErqa3wvYgv9i4IE4WJ3yjE3rgEHQ3CuqD9bqskSh2WHqJwfX6wb-2etzdFiZPix74VGlaMZR8Hr" "Xh8IEHUVj_uL" ) GPT_6_1_SOL_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/responses", litellm_request={**RESPONSES_REQUEST, "model": "azure/gpt-6.1-sol"}, expected_provider_endpoint="/openai/responses?api-version=2025-04-01-preview", expected_provider_headers={"content-type": "application/json", "api-key": "synthetic-azure-key"}, expected_provider_request={**AZURE_RESPONSES_REQUEST, "model": "gpt-6.1-sol"}, mock_provider_response={ **AZURE_RESPONSES_RESPONSE, "id": "resp_0895a553a79167f3006ad023b495cc81978a0ed0ada7341347", "created_at": 1792025524, "completed_at": 1792025527, "content_filters": GPT_6_1_SOL_CONTENT_FILTERS, "instructions": RESPONSES_REQUEST["instructions"], "output": [ { "id": "rs_0895a553a79167f3006ad023b5d6348197ac3ab4cda17f113c", "type": "reasoning", "content": [], "encrypted_content": GPT_6_1_SOL_ENCRYPTED_REASONING, "summary": [], }, { "id": "msg_0895a553a79167f3006ad023b6ca3c81978c47c3a9216638f6", "type": "message", "status": "completed", "content": [ { "type": "output_text", "annotations": [], "logprobs": [], "text": ( "I’ll read `shop/validation.py` first to check how it handles zero, negative, and " "non-integer quantities.\n" ), } ], "phase": "commentary", "role": "assistant", }, { "id": "fc_0895a553a79167f3006ad023b71d648197afe5314dfd20909f", "type": "function_call", "status": "completed", "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":200}', "call_id": "call_h9vdLDpm7EuHrkHXzdKY0Yb2", "name": "read_file", }, ], "tools": [ { "type": "function", "description": "Search source and test files for a literal term.", "name": "search_files", "output_schema": None, "parameters": { "type": "object", "properties": { "query": {"type": "string"}, "paths": {"type": "array", "items": {"type": "string"}}, }, "required": ["query", "paths"], "additionalProperties": False, }, "strict": True, }, { "type": "function", "description": "Read a range of lines from a project file.", "name": "read_file", "output_schema": None, "parameters": { "type": "object", "properties": { "path": {"type": "string"}, "start_line": {"type": "integer", "minimum": 1}, "end_line": {"type": "integer", "minimum": 1}, }, "required": ["path", "start_line", "end_line"], "additionalProperties": False, }, "strict": True, }, ], "usage": { "input_tokens": 309, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 140, "output_tokens_details": {"reasoning_tokens": 75}, "total_tokens": 449, }, }, expected_litellm_response={ **RESPONSES_NATIVE_RESPONSE, "id": ANY, "created_at": 1792025524, "model": "azure/gpt-6.1-sol", "output": [ { "id": "rs_0895a553a79167f3006ad023b5d6348197ac3ab4cda17f113c", "summary": [], "type": "reasoning", "content": [], "encrypted_content": GPT_6_1_SOL_ENCRYPTED_REASONING, }, { "id": "msg_0895a553a79167f3006ad023b6ca3c81978c47c3a9216638f6", "content": [ { "annotations": [], "text": ( "I’ll read `shop/validation.py` first to check how it handles zero, negative, and " "non-integer quantities.\n" ), "type": "output_text", "logprobs": [], } ], "role": "assistant", "status": "completed", "type": "message", "phase": "commentary", }, { "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":200}', "call_id": "call_h9vdLDpm7EuHrkHXzdKY0Yb2", "name": "read_file", "type": "function_call", "id": "fc_0895a553a79167f3006ad023b71d648197afe5314dfd20909f", "namespace": None, "status": "completed", }, ], "parallel_tool_calls": True, "temperature": 1.0, "tools": [ { "name": "search_files", "parameters": { "type": "object", "properties": { "query": {"type": "string"}, "paths": {"type": "array", "items": {"type": "string"}}, }, "required": ["query", "paths"], "additionalProperties": False, }, "strict": True, "type": "function", "defer_loading": None, "description": "Search source and test files for a literal term.", "output_schema": None, }, { "name": "read_file", "parameters": { "type": "object", "properties": { "path": {"type": "string"}, "start_line": {"type": "integer", "minimum": 1}, "end_line": {"type": "integer", "minimum": 1}, }, "required": ["path", "start_line", "end_line"], "additionalProperties": False, }, "strict": True, "type": "function", "defer_loading": None, "description": "Read a range of lines from a project file.", "output_schema": None, }, ], "top_p": 0.98, "reasoning": {"context": "all_turns", "effort": "high", "mode": "standard", "summary": None}, "text": {"format": {"type": "text"}, "verbosity": "medium"}, "truncation": "disabled", "usage": { "input_tokens": 309, "input_tokens_details": { "audio_tokens": None, "cached_tokens": 0, "cached_tokens_details": None, "image_tokens": None, "text_tokens": None, "video_tokens": None, "cache_write_tokens": 0, }, "output_tokens": 140, "output_tokens_details": {"audio_tokens": None, "reasoning_tokens": 75, "text_tokens": None}, "total_tokens": 449, "cost": None, }, "store": True, "background": False, "completed_at": 1792025527, "content_filters": GPT_6_1_SOL_CONTENT_FILTERS, "frequency_penalty": 0.0, "max_tool_calls": None, "moderation": None, "presence_penalty": 0.0, "prompt_cache_key": None, "prompt_cache_retention": "24h", "safety_identifier": None, "service_tier": "default", "tool_usage": AZURE_RESPONSES_RESPONSE["tool_usage"], "top_logprobs": 0, }, ) GPT_6_ASTRA_CONTENT_FILTERS: Final[JsonValue] = [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 575, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_code": {"detected": False, "filtered": False}, "protected_material_text": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 507, "check_offset": 0}, }, ] GPT_6_ASTRA_ENCRYPTED_REASONING: Final = ( "gAAAAABq0CPLsQ7EOhGsCUWnH7tYlsJHraBIt-auus4qIwbzqaCzNqSCmiefHbKwVcOnreZc_AwoO-HK" "M_0Ataa_BhrACZn7EkzTtUPaypdS0R9INoJ6hsR5vQ8YWibtIffS3BR5XaxsHpCcqFiNrIXvd0QvefYv" "vJ7nyPfJvPxCAw0UoWU-XTXeexjM8twO6AvDlTqzP5yCG0hwmYco7zeiwWGxoleRMRoEiYIiiHwWxPXZ" "nr9DuZeyqKFgByJsZ19pUAQSlyCKQkKEvMw8KMyPn8iYqxXaQ1vgUBIKopAk9UBkdwDZ9Zd03ZjLodo-" "UQx6H0gwQQHVBTej7HJ-52cT0pOJ3vsPjKEx6m_RSw6-s648hLZNWzDYqgfVI-UGID2kw_qtcYQtVhDG" "GikbbkwpgJPYxnEmVw3ywlrXxGg9Crlgy0K8S0F1jNkeTuPAMkMRkZOCjiii2DyYrwYAAQpb6ARZEcUv" "mMKlpPyhW70JZ3qBHLsSxCGAMaTNsiKPxLHai_nCgoGwrbNTspoCNy55RSDqu2jlhaGfUiF6u3j1Tw_k" "zkPY45URBKIaQH055M1D48QxOmci903Rnai715k4RGjHyG30kqCHeZ9F-C7CnRnEENZPi69-U6pIvNF3" "s9PkIgXxnOQgBTVO8s9Q1cLoooM5N4s_KFIrESrJCivCebrrOGUaYUFpZ02FS_UGu_CS6Oms8HroLSsL" "bKoTD3AO_n5xM5lFu3eTtFCXWGK0_IaR_dMQ_s-bdyZ8KtcrHlG_UKR9TaluS17kGtokuTkaWlQMCvf4" "zIUY3mcZU44dz7EuMXupipNLkxrAKZFL6ypcaqjGgSN2eTQFJCO6oCbkI34vbg7-2524ttNkuTXNRCTt" "qrbcNOXoDS8asvpa7JbYsKmtLD5bCZGyR_tOgbjSBVmfnT6eQsh2Y6dIf0UJrvCmtOt316p1mydz7-Ek" "DEFuAJfTTk7H2zhFncIa2rej33J52FkOIHarQYr9gFG95gTXtqswWuOQ10_C9EG4pd3xJiG9BfC7sefP" "XFORAIQ6DJ2rwJWTLixquGrdEN9oe1agij-jRGi5kXfcu12s8bw8d77wW6T9hDDTepEJ8qpNC-DXCvZw" "Kt8CxMQvPoTH8nJx9zeeu8mbahkTBLQ_DS18bbFvExbyzDWASZ6oOZD0Ni8mxIxlh18ZzhzHOq82XvH5" "YdYkuivNezw-SvImaCXKCDYvV8kPxNnT6D7SCYwJWC4FEnc9ZHw1JthXMVt5NZJLGs4kQS2p2HsfMLMk" "rFgIY7Ra4WXvLduVcxuqa2lV3y3Rp5b5Vx8pkIRtHdI4bNfcV5nVsXskjIlRdLZ_nAzEZKbPFxuVnS3r" "KXZi8LNgl138jVxid4ETBk5-YmnogzRYZZ3wb-ULgDP7Y3VlXbkqniAbDY1BsZK9I7V5IgEgbEl1J0Ck" "fjH9Q5m1aeLBA1vqLtEMtwVEvM78mNctefN9LOCIXGzWKvVPs72ez-DQ71HZ_nVexKpvGKwoPTVCn92M" "xs5l9ZT5YSXu0ifdAEKo3334mU_DqyvFqpUeVkaRnSg6rHTtnkraG6ieExe9cGguMdUHAb47VEVCgMHg" "9ItzhlhOLuX82fHONdmUeWP04AQrZTI3U5OaN8C15GdirZAc87uQzEJ0Eh54uOLDcS1wqsSk6Hu6" ) GPT_6_ASTRA_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/responses", litellm_request={**RESPONSES_REQUEST, "model": "azure/gpt-6-astra"}, expected_provider_endpoint="/openai/responses?api-version=2025-04-01-preview", expected_provider_headers={"content-type": "application/json", "api-key": "synthetic-azure-key"}, expected_provider_request={**AZURE_RESPONSES_REQUEST, "model": "gpt-6-astra"}, mock_provider_response={ **AZURE_RESPONSES_RESPONSE, "id": "resp_09fa191d4c7fb192006ad023c7952881958572a6686bbffea3", "created_at": 1792025543, "completed_at": 1792025547, "content_filters": GPT_6_ASTRA_CONTENT_FILTERS, "instructions": RESPONSES_REQUEST["instructions"], "model": "gpt-6-astra", "output": [ { "id": "rs_09fa191d4c7fb192006ad023c898e88195a30e3b694f965fb6", "type": "reasoning", "content": [], "encrypted_content": GPT_6_ASTRA_ENCRYPTED_REASONING, "summary": [], }, { "id": "msg_09fa191d4c7fb192006ad023ca32f0819596d7f46dd3c29f03", "type": "message", "status": "completed", "content": [ { "type": "output_text", "annotations": [], "logprobs": [], "text": ( "I’ll read `shop/validation.py` first to check how it handles zero, negative, and " "non-integer quantities.\n" ), } ], "phase": "commentary", "role": "assistant", }, { "id": "fc_09fa191d4c7fb192006ad023ca9800819586b8ea16baef56cb", "type": "function_call", "status": "completed", "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":200}', "call_id": "call_PuG8zuJ8TpdNdpQFRquUj6ZL", "name": "read_file", }, ], "tools": [ { "type": "function", "description": "Search source and test files for a literal term.", "name": "search_files", "output_schema": None, "parameters": { "type": "object", "properties": { "query": {"type": "string"}, "paths": {"type": "array", "items": {"type": "string"}}, }, "required": ["query", "paths"], "additionalProperties": False, }, "strict": True, }, { "type": "function", "description": "Read a range of lines from a project file.", "name": "read_file", "output_schema": None, "parameters": { "type": "object", "properties": { "path": {"type": "string"}, "start_line": {"type": "integer", "minimum": 1}, "end_line": {"type": "integer", "minimum": 1}, }, "required": ["path", "start_line", "end_line"], "additionalProperties": False, }, "strict": True, }, ], "usage": { "input_tokens": 309, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 152, "output_tokens_details": {"reasoning_tokens": 87}, "total_tokens": 461, }, }, expected_litellm_response={ **RESPONSES_NATIVE_RESPONSE, "id": ANY, "created_at": 1792025543, "model": "azure/gpt-6-astra", "output": [ { "id": "rs_09fa191d4c7fb192006ad023c898e88195a30e3b694f965fb6", "summary": [], "type": "reasoning", "content": [], "encrypted_content": GPT_6_ASTRA_ENCRYPTED_REASONING, }, { "id": "msg_09fa191d4c7fb192006ad023ca32f0819596d7f46dd3c29f03", "content": [ { "annotations": [], "text": ( "I’ll read `shop/validation.py` first to check how it handles zero, negative, and " "non-integer quantities.\n" ), "type": "output_text", "logprobs": [], } ], "role": "assistant", "status": "completed", "type": "message", "phase": "commentary", }, { "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":200}', "call_id": "call_PuG8zuJ8TpdNdpQFRquUj6ZL", "name": "read_file", "type": "function_call", "id": "fc_09fa191d4c7fb192006ad023ca9800819586b8ea16baef56cb", "namespace": None, "status": "completed", }, ], "parallel_tool_calls": True, "temperature": 1.0, "tools": [ { "name": "search_files", "parameters": { "type": "object", "properties": { "query": {"type": "string"}, "paths": {"type": "array", "items": {"type": "string"}}, }, "required": ["query", "paths"], "additionalProperties": False, }, "strict": True, "type": "function", "defer_loading": None, "description": "Search source and test files for a literal term.", "output_schema": None, }, { "name": "read_file", "parameters": { "type": "object", "properties": { "path": {"type": "string"}, "start_line": {"type": "integer", "minimum": 1}, "end_line": {"type": "integer", "minimum": 1}, }, "required": ["path", "start_line", "end_line"], "additionalProperties": False, }, "strict": True, "type": "function", "defer_loading": None, "description": "Read a range of lines from a project file.", "output_schema": None, }, ], "top_p": 0.98, "reasoning": {"context": "all_turns", "effort": "high", "mode": "standard", "summary": None}, "text": {"format": {"type": "text"}, "verbosity": "medium"}, "truncation": "disabled", "usage": { "input_tokens": 309, "input_tokens_details": { "audio_tokens": None, "cached_tokens": 0, "cached_tokens_details": None, "image_tokens": None, "text_tokens": None, "video_tokens": None, "cache_write_tokens": 0, }, "output_tokens": 152, "output_tokens_details": {"audio_tokens": None, "reasoning_tokens": 87, "text_tokens": None}, "total_tokens": 461, "cost": None, }, "store": True, "background": False, "completed_at": 1792025547, "content_filters": GPT_6_ASTRA_CONTENT_FILTERS, "frequency_penalty": 0.0, "max_tool_calls": None, "moderation": None, "presence_penalty": 0.0, "prompt_cache_key": None, "prompt_cache_retention": "24h", "safety_identifier": None, "service_tier": "default", "tool_usage": AZURE_RESPONSES_RESPONSE["tool_usage"], "top_logprobs": 0, }, ) GPT_5_6_TERRA_CONTENT_FILTERS: Final[JsonValue] = [ { "blocked": False, "source_type": "prompt", "content_filter_raw": [], "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 575, "check_offset": 0}, }, { "blocked": False, "source_type": "completion", "content_filter_raw": [], "content_filter_results": { "protected_material_code": {"detected": False, "filtered": False}, "protected_material_text": {"detected": False, "filtered": False}, "hate": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, "self_harm": {"filtered": False, "severity": "safe"}, }, "content_filter_offsets": {"start_offset": 0, "end_offset": 297, "check_offset": 0}, }, ] GPT_5_6_TERRA_ENCRYPTED_REASONING: Final = ( "gAAAAABq0CPSc68PgJKpbMkIorqdkFkGusPg2cNuR1B1t7kGmuehEWf0bpLWzdkOUkQgxYbzawyuBLR5" "sb-Wflsld_-Qj5WlHfYZmRJU7n21c2JKaWMtvoEf2WwktXCuHJCwg9hwBNUhIGuLjIJFqx4gsHMcoNSZ" "reXGm51nnzkzX48zanXTWOgfELEUNPazQlPkhMWsO0ZvjomVM-OaWVWCzvD0MIoAe42ZPAeA_448XG1k" "noYd5r4kxIn2ggODmjP2U-ijPUkLWt1ulClD2k8B_tGPUIAfMfN_jsx1KLLbLw0cppoedYXYl_PNWJn_" "N3L0Us5Vtj0QLwO1z4MfNus_oTJ4PLa3K43al71izDw9gJlWZmT_Tme34cOuTb5_3O3rPSMSMVvNoXjG" "MjNzlL0lNQwu5O-scO8U-6nwfSZt8gSkQ5h5GflqHLgFQkOFWFu9tAcifvaTjznOFlinK43vpGIf796d" "ZFq_MSIBgGdnNGEUsDsFvMUXomn4Zlw2_v9icKiaFr505BJehAgj4f7WRI4vnIJCMI5WByUupPB9Rawi" "rB_b5OhDLfrI9jEDE8DtkVKCGf1nwrI99Bllt9-EtyOTSWspKOzDinbIkS7bhOXy0oZh_8_6vFJDdzzV" "C2yRRfHPVUGndylD--H5P-lkgDN_qwWTDIOhhTd-9TnewshMmrah0EfNimFLaxYWQ7vqBA1C5_Dh9gAd" "5SZ3Pb0C4iOjsHepbUl4l-9DtrGIGoJ4pz0XukOZRa-SXLxHOAI2eil9Rnj08MR37yYy_lrIjq75F_0R" "d-11MzV0_ej6UDABd-h9Myzn_0WR-qpBfnCyH-z9w_SB8X7ErzXOImlzSvIo4B-Oy_xSLVwSjNRW3lbW" "Z8uoNHPXFj3miv5w4lb2TZTd_6ltOeH-I746jdKa0jxgZOY2oHEKH2eFEqYjQvNd06TGMvJYByM1urkI" "h1GnTRH9VVoHa7QbyLAxL9hdV0pGc5Rrh9eIvdz830irEwVO6nS8t6tXQ2DgKy555nmlVQ6_inLzvw1t" "uU0di7-JZK28JCgo7zMw_UwIDok7oeLXFAbUtlVNvyp2mJ5kz9cm-xK7veFgiKNrRi3NqospaOfEt3NF" "_NV62O8WKwudIXpg2aTEnxI66GNphwllNQSoZjYrsvMIsTk6GNdqVE7OXpKTRhmVEWh2vb8u4GSMZ7sa" "Kqf6ju6RbjQF1FyazaFCuBGIVANnTPLPcvt7HIv6HzyUb75S1sjoFimhyRByRn906fCM218=" ) GPT_5_6_TERRA_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/responses", litellm_request={**RESPONSES_REQUEST, "model": "azure/gpt-5.6-terra"}, expected_provider_endpoint="/openai/responses?api-version=2025-04-01-preview", expected_provider_headers={"content-type": "application/json", "api-key": "synthetic-azure-key"}, expected_provider_request={**AZURE_RESPONSES_REQUEST, "model": "gpt-5.6-terra"}, mock_provider_response={ **AZURE_RESPONSES_RESPONSE, "id": "resp_0e1796d6e4004e2f006ad023d108548193a6493b2aac71acd0", "created_at": 1792025553, "completed_at": 1792025554, "content_filters": GPT_5_6_TERRA_CONTENT_FILTERS, "instructions": RESPONSES_REQUEST["instructions"], "model": "gpt-5.6-terra", "output": [ { "id": "rs_0e1796d6e4004e2f006ad023d1f5ac81939dc5121afcbd9967", "type": "reasoning", "content": [], "encrypted_content": GPT_5_6_TERRA_ENCRYPTED_REASONING, "summary": [], }, { "id": "msg_0e1796d6e4004e2f006ad023d2347c8193a86acc05aee89b6f", "type": "message", "status": "completed", "content": [ { "type": "output_text", "annotations": [], "logprobs": [], "text": ( "The next file is `shop/validation.py`, which contains the validator and will " "show how zero, negative, and non-integer quantities are currently handled." ), } ], "phase": "commentary", "role": "assistant", }, { "id": "fc_0e1796d6e4004e2f006ad023d26b5081939200dbb9bfa0382d", "type": "function_call", "status": "completed", "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":200}', "call_id": "call_IuSjfDiujWaxiYl7MptZoMXp", "name": "read_file", }, ], "tools": [ { "type": "function", "description": "Search source and test files for a literal term.", "name": "search_files", "output_schema": None, "parameters": { "type": "object", "properties": { "query": {"type": "string"}, "paths": {"type": "array", "items": {"type": "string"}}, }, "required": ["query", "paths"], "additionalProperties": False, }, "strict": True, }, { "type": "function", "description": "Read a range of lines from a project file.", "name": "read_file", "output_schema": None, "parameters": { "type": "object", "properties": { "path": {"type": "string"}, "start_line": {"type": "integer", "minimum": 1}, "end_line": {"type": "integer", "minimum": 1}, }, "required": ["path", "start_line", "end_line"], "additionalProperties": False, }, "strict": True, }, ], "usage": { "input_tokens": 309, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 95, "output_tokens_details": {"reasoning_tokens": 24}, "total_tokens": 404, }, }, expected_litellm_response={ **RESPONSES_NATIVE_RESPONSE, "id": ANY, "created_at": 1792025553, "model": "azure/gpt-5.6-terra", "output": [ { "id": "rs_0e1796d6e4004e2f006ad023d1f5ac81939dc5121afcbd9967", "summary": [], "type": "reasoning", "content": [], "encrypted_content": GPT_5_6_TERRA_ENCRYPTED_REASONING, }, { "id": "msg_0e1796d6e4004e2f006ad023d2347c8193a86acc05aee89b6f", "content": [ { "annotations": [], "text": ( "The next file is `shop/validation.py`, which contains the validator and will " "show how zero, negative, and non-integer quantities are currently handled." ), "type": "output_text", "logprobs": [], } ], "role": "assistant", "status": "completed", "type": "message", "phase": "commentary", }, { "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":200}', "call_id": "call_IuSjfDiujWaxiYl7MptZoMXp", "name": "read_file", "type": "function_call", "id": "fc_0e1796d6e4004e2f006ad023d26b5081939200dbb9bfa0382d", "namespace": None, "status": "completed", }, ], "parallel_tool_calls": True, "temperature": 1.0, "tools": [ { "name": "search_files", "parameters": { "type": "object", "properties": { "query": {"type": "string"}, "paths": {"type": "array", "items": {"type": "string"}}, }, "required": ["query", "paths"], "additionalProperties": False, }, "strict": True, "type": "function", "defer_loading": None, "description": "Search source and test files for a literal term.", "output_schema": None, }, { "name": "read_file", "parameters": { "type": "object", "properties": { "path": {"type": "string"}, "start_line": {"type": "integer", "minimum": 1}, "end_line": {"type": "integer", "minimum": 1}, }, "required": ["path", "start_line", "end_line"], "additionalProperties": False, }, "strict": True, "type": "function", "defer_loading": None, "description": "Read a range of lines from a project file.", "output_schema": None, }, ], "top_p": 0.98, "reasoning": {"context": "all_turns", "effort": "high", "mode": "standard", "summary": None}, "text": {"format": {"type": "text"}, "verbosity": "medium"}, "truncation": "disabled", "usage": { "input_tokens": 309, "input_tokens_details": { "audio_tokens": None, "cached_tokens": 0, "cached_tokens_details": None, "image_tokens": None, "text_tokens": None, "video_tokens": None, "cache_write_tokens": 0, }, "output_tokens": 95, "output_tokens_details": {"audio_tokens": None, "reasoning_tokens": 24, "text_tokens": None}, "total_tokens": 404, "cost": None, }, "store": True, "background": False, "completed_at": 1792025554, "content_filters": GPT_5_6_TERRA_CONTENT_FILTERS, "frequency_penalty": 0.0, "max_tool_calls": None, "moderation": None, "presence_penalty": 0.0, "prompt_cache_key": None, "prompt_cache_retention": "24h", "safety_identifier": None, "service_tier": "default", "tool_usage": AZURE_RESPONSES_RESPONSE["tool_usage"], "top_logprobs": 0, }, )