from typing import Final from integration.translation.case import TranslationTestCase from integration.translation.messages.templates import MESSAGES_BRIDGE_RESPONSE, MESSAGES_REQUEST from integration.translation.templates.azure import AZURE_RESPONSES_BRIDGE_REQUEST, AZURE_RESPONSES_RESPONSE from pydantic import JsonValue GPT_5_4_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/messages", litellm_request={ "model": "azure/gpt-5.4", "max_tokens": 64, "system": "You are a terse assistant.", "messages": [{"role": "user", "content": "Say hello."}], "cache": {"no-cache": True}, }, expected_provider_endpoint="/openai/deployments/gpt-5.4/chat/completions?api-version=2025-04-01-preview", expected_provider_headers={ "content-type": "application/json", "api-key": "synthetic-azure-key", "authorization": "Bearer synthetic-azure-key", }, expected_provider_request={ "messages": [ {"role": "system", "content": "You are a terse assistant."}, {"role": "user", "content": "Say hello."}, ], "model": "gpt-5.4", "max_completion_tokens": 64, }, mock_provider_response={ "choices": [ { "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "protected_material_code": {"detected": False, "filtered": False}, "protected_material_text": {"detected": False, "filtered": False}, "self_harm": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, }, "finish_reason": "stop", "index": 0, "logprobs": None, "message": {"annotations": [], "content": "Hello.", "refusal": None, "role": "assistant"}, } ], "created": 1791231864, "id": "chatcmpl-EVjWSpHSltjjRtiCWAwJpzcB7dyOQ", "model": "gpt-5.4-2026-03-05", "object": "chat.completion", "prompt_filter_results": [ { "prompt_index": 0, "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, "self_harm": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, }, } ], "routing": {"serving_pipereplica": "d20260919103649-bf00bd58-default-r2-dp0-default"}, "service_tier": "default", "system_fingerprint": None, "usage": { "completion_tokens": 5, "completion_tokens_details": { "accepted_prediction_tokens": 0, "audio_tokens": 0, "reasoning_tokens": 0, "rejected_prediction_tokens": 0, }, "latency_checkpoint": { "engine_tbt_ms": 11, "engine_ttft_ms": 84, "engine_ttlt_ms": 152, "pre_inference_ms": 63, "service_tbt_ms": 12, "service_ttft_ms": 516, "service_ttlt_ms": 578, "user_visible_ttft_ms": 453, }, "prompt_tokens": 19, "prompt_tokens_details": {"audio_tokens": 0, "cached_tokens": 0}, "total_tokens": 24, }, }, expected_litellm_response={ "id": "chatcmpl-EVjWSpHSltjjRtiCWAwJpzcB7dyOQ", "type": "message", "role": "assistant", "model": "azure/gpt-5.4", "stop_sequence": None, "usage": {"input_tokens": 19, "output_tokens": 5}, "content": [{"type": "text", "text": "Hello."}], "stop_reason": "end_turn", "stop_details": None, }, ) GPT_5_6_SOL_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/messages", litellm_request={ "model": "azure/gpt-5.6-sol", "max_tokens": 64, "system": "You are a terse assistant.", "messages": [{"role": "user", "content": "Say hello."}], "cache": {"no-cache": True}, }, expected_provider_endpoint="/openai/deployments/gpt-5.6-sol/chat/completions?api-version=2025-04-01-preview", expected_provider_headers={ "content-type": "application/json", "api-key": "synthetic-azure-key", "authorization": "Bearer synthetic-azure-key", }, expected_provider_request={ "messages": [ {"role": "system", "content": "You are a terse assistant."}, {"role": "user", "content": "Say hello."}, ], "model": "gpt-5.6-sol", "max_completion_tokens": 64, }, mock_provider_response={ "choices": [ { "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "protected_material_code": {"detected": False, "filtered": False}, "protected_material_text": {"detected": False, "filtered": False}, "self_harm": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, }, "finish_reason": "stop", "index": 0, "logprobs": None, "message": {"annotations": [], "content": "Hello.", "refusal": None, "role": "assistant"}, } ], "created": 1791231865, "id": "chatcmpl-EVjWTALQyI0QnRBpbPzjE9NvDPIJG", "model": "gpt-5.6-sol-2026-07-09", "object": "chat.completion", "prompt_filter_results": [ { "prompt_index": 0, "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, "self_harm": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, }, } ], "routing": {"serving_pipereplica": "d20260930154032-380c3f99-prefill-r9-dp0-prefill"}, "service_tier": "default", "system_fingerprint": None, "usage": { "completion_tokens": 5, "completion_tokens_details": { "accepted_prediction_tokens": 0, "audio_tokens": 0, "reasoning_tokens": 0, "rejected_prediction_tokens": 0, }, "latency_checkpoint": { "engine_tbt_ms": 7, "engine_ttft_ms": 144, "engine_ttlt_ms": 186, "pre_inference_ms": 66, "service_tbt_ms": 4, "service_ttft_ms": 267, "service_ttlt_ms": 286, "user_visible_ttft_ms": 201, }, "prompt_tokens": 19, "prompt_tokens_details": {"audio_tokens": 0, "cache_write_tokens": 0, "cached_tokens": 0}, "total_tokens": 24, }, }, expected_litellm_response={ "id": "chatcmpl-EVjWTALQyI0QnRBpbPzjE9NvDPIJG", "type": "message", "role": "assistant", "model": "azure/gpt-5.6-sol", "stop_sequence": None, "usage": {"input_tokens": 19, "output_tokens": 5}, "content": [{"type": "text", "text": "Hello."}], "stop_reason": "end_turn", "stop_details": None, }, ) GPT_5_6_LUNA_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/messages", litellm_request={ "model": "azure/gpt-5.6-luna", "max_tokens": 64, "system": "You are a terse assistant.", "messages": [{"role": "user", "content": "Say hello."}], "cache": {"no-cache": True}, }, expected_provider_endpoint="/openai/deployments/gpt-5.6-luna/chat/completions?api-version=2025-04-01-preview", expected_provider_headers={ "content-type": "application/json", "api-key": "synthetic-azure-key", "authorization": "Bearer synthetic-azure-key", }, expected_provider_request={ "messages": [ {"role": "system", "content": "You are a terse assistant."}, {"role": "user", "content": "Say hello."}, ], "model": "gpt-5.6-luna", "max_completion_tokens": 64, }, mock_provider_response={ "choices": [ { "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "protected_material_code": {"detected": False, "filtered": False}, "protected_material_text": {"detected": False, "filtered": False}, "self_harm": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, }, "finish_reason": "stop", "index": 0, "logprobs": None, "message": {"annotations": [], "content": "Hello!", "refusal": None, "role": "assistant"}, } ], "created": 1791231867, "id": "chatcmpl-EVjWVHRXX2btCuzlg1wSnpqkpZFQZ", "model": "gpt-5.6-luna-2026-07-09", "object": "chat.completion", "prompt_filter_results": [ { "prompt_index": 0, "content_filter_results": { "hate": {"filtered": False, "severity": "safe"}, "jailbreak": {"detected": False, "filtered": False}, "self_harm": {"filtered": False, "severity": "safe"}, "sexual": {"filtered": False, "severity": "safe"}, "violence": {"filtered": False, "severity": "safe"}, }, } ], "routing": {"serving_pipereplica": "d20260925052750-47dc37a0-prefill-r12-dp0-prefill"}, "service_tier": "default", "system_fingerprint": None, "usage": { "completion_tokens": 5, "completion_tokens_details": { "accepted_prediction_tokens": 0, "audio_tokens": 0, "reasoning_tokens": 0, "rejected_prediction_tokens": 0, }, "latency_checkpoint": { "engine_tbt_ms": 12, "engine_ttft_ms": 64, "engine_ttlt_ms": 138, "pre_inference_ms": 88, "service_tbt_ms": 14, "service_ttft_ms": 248, "service_ttlt_ms": 317, "user_visible_ttft_ms": 159, }, "prompt_tokens": 19, "prompt_tokens_details": {"audio_tokens": 0, "cache_write_tokens": 0, "cached_tokens": 0}, "total_tokens": 24, }, }, expected_litellm_response={ "id": "chatcmpl-EVjWVHRXX2btCuzlg1wSnpqkpZFQZ", "type": "message", "role": "assistant", "model": "azure/gpt-5.6-luna", "stop_sequence": None, "usage": {"input_tokens": 19, "output_tokens": 5}, "content": [{"type": "text", "text": "Hello!"}], "stop_reason": "end_turn", "stop_details": None, }, ) 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_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": 388, "check_offset": 0}, }, ] GPT_6_LUNA_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/messages", litellm_request={**MESSAGES_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_BRIDGE_REQUEST, "model": "gpt-6-luna", "instructions": MESSAGES_REQUEST["system"], }, mock_provider_response={ **AZURE_RESPONSES_RESPONSE, "id": "resp_0534b0c3898d6d1b006ad023ba700c8195b63f1819ab327ab3", "created_at": 1792025530, "completed_at": 1792025531, "content_filters": GPT_6_LUNA_CONTENT_FILTERS, "instructions": MESSAGES_REQUEST["system"], "model": "gpt-6-luna", "output": [ { "id": "rs_0534b0c3898d6d1b006ad023bb09b8819590793fe299bffdcf", "type": "reasoning", "content": [], "encrypted_content": ( "gAAAAABq0CO7N77UmN8oIxFPRrP2rvE9LuqnrGGHsFzckseHLpNB24KIlg0OKnfemaCgYarrVksxeJBK" "goiQ79xkF1NR9RI8-82w4OGNB0ViGNYNA7nf5kOqOTrMh1_gHecIN0Evxn8I0meiqOds7h1biKfkiZlm" "19b-9r_Y2K--KXONVKFEbe8kP54_ka9KCxQ3_5XnL4IRfRS7lsLfoMjORKnapkVSnMjueRVVOprw_897" "JJypeT61mzzBYM_18T6k68OE70JndMsr4GNRq4c_Lf_rSRoHg7_iFrdHsBdvMfN79dfp_PeLu5MZVRgc" "ag-qM9aKUAvzhTD2-EutMw1C1ZNabU2S5Qa4RXq2OiU_iZljJI6JhpnJ9jT9g_M3W_0mklmFU2HBhQ6O" "csIFmPePVcSaQlmofKgvq2ZThSHyFpLsT15ftBL2ZMZ3OWeodDnkfRr2fY5NDM7v7U1TLcAx7xCnP88W" "03kyb3SuJGSsbPnYTGbNZN7ye3SBJRkCMpRgUfguSYdC46mmMjPdvdkLnTWHZ23GOoDG5A2lffUJZ4WX" "NgPrMdG2FNThtHT0otHeDC75ahpa6i5xtqIsCGiFRVH_iSxhItArxFXoc7e6oBU9YxsgkUkyXW_zz6h5" "h5E6DoJz4QckOAdL8E3SwL1nu6ovpS3_QgeiHa5RewKs6WclFCxeiwiyXO6bfjhl_VtOA8KyWqkO-rt4" "T0RneV_bZHav6KoVanyCX-ZsAYj1WIhn4xEOXh6RdBjZJJB-yDw5cq6zdXkmN1hxs_nmA7hUemHkPclb" "2lGF41N28IwMpcXq1rx2jrw2XleLnqFVKwgCLysinS9erU2vRN1CmmDQrGl7C5lIOrfSVCpB2W_p3BZW" "NDKwAfF4i8uXCxy1_5-EjJ08CJXXYVchceOreHYNYxAXhVTHhJArQqVWQgTwJl9e_HhyA0OFZHojB54B" "jlkMr7QJMm9VE9LIkOJgRgIrtUM2ULIy1tZ-EzuzEy9HYx5NuUKe_12ExKuUVrQmaJ2HRHvj_pPcmSk6" "lOVrN5VvVBMj_KHd3MfkbUWVeVfzIsgWc149TexK6FPtvHGPxf_VQBdyA4Jl77dPp671wxH7puzy184L" "V1IMdxq5eY1JG4QdCOluIDkkqbw_qYEiKGNXImGnp9LsXCcYa6JivYmSAw_vgZ5YhO98L49aLEI6nT3H" "WRWuzY3H39aCkFdA8Y0DttzwXYvhz8UuenFgoGvIk0W7WSOLBxi6pSefdczpRizWLMm10zlrYVFvdMzU" "PEx7OyDUhSXag61gYcsm6L5mcXGb2cojThdHEXcFZg36bQYjQVJzu_ASlvN-Z9AFNajIIyw8qKx3Q8pR" "Vg3HCpQcSyRiDhicvT_Gp8d0X7VhoAhG_-LPg4AOz7U985JqP0wB2dB4sYhRgMZpQ29x7wgvgjNtsyqb" "CA==" ), "summary": [], }, { "id": "msg_0534b0c3898d6d1b006ad023bb52f881958af6ee45425a3b25", "type": "message", "status": "completed", "content": [ { "type": "output_text", "annotations": [], "logprobs": [], "text": ( "I need `shop/validation.py` next to see how it handles zero, negative, and " "non-integer quantities." ), } ], "phase": "commentary", "role": "assistant", }, { "id": "fc_0534b0c3898d6d1b006ad023bb83a881958d95537bd9e16f3e", "type": "function_call", "status": "completed", "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":120}', "call_id": "call_G1yFCqI4OnAJbTANskb1ROdb", "name": "read_file", }, ], "usage": { "input_tokens": 309, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 114, "output_tokens_details": {"reasoning_tokens": 50}, "total_tokens": 423, }, }, expected_litellm_response={ **MESSAGES_BRIDGE_RESPONSE, "id": "resp_0534b0c3898d6d1b006ad023ba700c8195b63f1819ab327ab3", "model": "azure/gpt-6-luna", "usage": {"input_tokens": 309, "output_tokens": 114}, "content": [ { "type": "text", "text": ( "I need `shop/validation.py` next to see how it handles zero, negative, and non-integer quantities." ), }, { "type": "tool_use", "id": "call_G1yFCqI4OnAJbTANskb1ROdb", "name": "read_file", "input": {"path": "shop/validation.py", "start_line": 1, "end_line": 120}, }, ], }, ) 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": 475, "check_offset": 0}, }, ] GPT_6_1_SOL_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/messages", litellm_request={**MESSAGES_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_BRIDGE_REQUEST, "model": "gpt-6.1-sol", "instructions": MESSAGES_REQUEST["system"], }, mock_provider_response={ **AZURE_RESPONSES_RESPONSE, "id": "resp_0a4a896afe94ce65006ad023b047248193999d7c3a0c4fec39", "created_at": 1792025520, "completed_at": 1792025524, "content_filters": GPT_6_1_SOL_CONTENT_FILTERS, "instructions": MESSAGES_REQUEST["system"], "output": [ { "id": "rs_0a4a896afe94ce65006ad023b19f8481938d51de793f83feed", "type": "reasoning", "content": [], "encrypted_content": ( "gAAAAABq0CO0QoINZ4oOVkvDvinFAJAMUBmzqqpXLoppdlyP4fFQsNqPOh-L08mQt8yf4OUtOwzk3E6Q" "7CLHieco0s_tfuYHRlTU0Blr62KF_C77RScOjKYa6p4E2fjdwO44Y2HIiGfIo_GnUpkfwW1EiVZmj6L8" "PO0biPqihvK3KJ-GNKB_R4-lLyKXrrvVN-985glSdHg-_fRrmyVGBvVxPFyERlD-WPm8fPujqMmXnUcA" "v3N-wUoIEccd7PfJGqBs52UzllpH27mNCI71C_qbc2nZ97jZgSabTvAZKF8Q9zSJzWA_Gs72iQqd0X55" "F5vD0-xrMuVdXFTYLV-y-S_1rN8tY1bEbdJWr7Dl84NvNWCYqA5byZgsMxAVyjADWXcVaagrZhNtQ1ol" "II2oePJL2WyrKrOs4d7ZuGFW5BcFCDS5zxk6MwckKbLkSi3HM34z-AhIOjr6SNc5qcR8yur4Phm9pSJQ" "qFscqQwtmEgbAzXqC9U5rwQ_c11N7o6Xc2bnoRXxeXQvKyGCPZWOqQr8AffHBCCOmeKjbPMV0ITek7Hy" "RiOWg_Pjq-_xlVCoUGM7gIq5nq3HG1SqH7Yr6qev5Arq24UALiBbr0NAtmq3p-YGRgia3oDnSrnygIX8" "AbqhnGrHz1kjBbwGr6fXF2XruSKuL96bQghfWGx6nhsbIDH4FI3akERb6Rh1B9XIWsWw4Zzo6-tg6Dnj" "zfaJteZqIY4qS5mHSD9stXEVqu_CfnGh7EdOlZlnkG6kIQ3m6oAo2ZG9E58m32X-KEqZDjD4yUgWss9y" "7cnFbYeEzntQneytoBpaTNXtSEsM1fUoz73Ol7FzqPI0CKIsp3UGje2K7LqAwkV54JrhqCfxkD5HmPJn" "yEOnP0dODvyqD3CK-cbkoPoszI2Ba0dk11re5kF985he-Fjm7dXDNhQX93__nj4awDCtnX8_Ke5ld7O3" "sA1ou7WHhgfGo-Jr4ZcGL5JWflPbI9oPpGOOvLsS-e8CUjTcTRb_eA2jApeGU2nAdW42U-CnXeScaR5e" "JE1RoXTFXIP6MMSpxqpTRWYBfhIDyPEzwTveki-WOWgJtyNJ5W3GJxaEZla2uJ5_cdiD4-HgRy1UwxIJ" "ODUh0F2hKC6niDVIZqoZ6Z4nb4OUvJP00_nGBA5-IL31Ij8I8U740RAZvnOsMOIsKelsJioM8Ii4MdPi" "O2FYSdKjijEJmXLDdbYkQEXeqwfKGC7trXBOyRwO5AF6mLR9Yf8Bu_eiKbuf5DT9sw88P4JtfPi5LLIs" "o2Ki44UnxePraO7vinqg7H7oOi-1gw7BbDaKH7tJs3vUOaxl6mA0BNTg5cDt6TtFZMpFgKNRyanWzSwG" "WQGYlYbfUGVUnM_tjtgoBNFJAQz1s8fd-qOl1NQDggjlryl6TJk3RSiNYKyJ3fmpE10LM3LUtN3AoFMD" "FbEEBstDuVg0zzvwe64zaKosn7PIh_Ym-y7QlMdcvUbsqO-T6pfsq8iqEz2anv3yujHkAXIaa3292lbA" "dFIq80ycQSJbWNd2MtkYQHdWtWmQQoqMX1PdyJGp6N3GG45A4A==" ), "summary": [], }, { "id": "msg_0a4a896afe94ce65006ad023b2cc3081939533c6e664038345", "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_0a4a896afe94ce65006ad023b3229881938388d9bef2b4a8ef", "type": "function_call", "status": "completed", "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":200}', "call_id": "call_5drWfeHZt2S3rfVa9SYefgB1", "name": "read_file", }, ], "usage": { "input_tokens": 309, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 137, "output_tokens_details": {"reasoning_tokens": 72}, "total_tokens": 446, }, }, expected_litellm_response={ **MESSAGES_BRIDGE_RESPONSE, "id": "resp_0a4a896afe94ce65006ad023b047248193999d7c3a0c4fec39", "model": "azure/gpt-6.1-sol", "usage": {"input_tokens": 309, "output_tokens": 137}, "content": [ { "type": "text", "text": ( "I’ll read `shop/validation.py` first to check how it handles zero, negative, and " "non-integer quantities.\n" ), }, { "type": "tool_use", "id": "call_5drWfeHZt2S3rfVa9SYefgB1", "name": "read_file", "input": {"path": "shop/validation.py", "start_line": 1, "end_line": 200}, }, ], }, ) 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": 545, "check_offset": 0}, }, ] GPT_6_ASTRA_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/messages", litellm_request={**MESSAGES_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_BRIDGE_REQUEST, "model": "gpt-6-astra", "instructions": MESSAGES_REQUEST["system"], }, mock_provider_response={ **AZURE_RESPONSES_RESPONSE, "id": "resp_019af305501e4822006ad023c3a50881958c4cf40623699cf8", "created_at": 1792025539, "completed_at": 1792025543, "content_filters": GPT_6_ASTRA_CONTENT_FILTERS, "instructions": MESSAGES_REQUEST["system"], "model": "gpt-6-astra", "output": [ { "id": "rs_019af305501e4822006ad023c49ce4819590da413b9879e06b", "type": "reasoning", "content": [], "encrypted_content": ( "gAAAAABq0CPHdct5jJ3BolLC7QmXutcBsSZ0YzHiI8z2uK07jqwLifVhEROdF12ygdCVRtcrLrHPyHSh" "pVbh41ULxn2L3SyVYLHbbkFMcwbzfky_kqZdUe_1D-PLxsVyI1KFMPLg0Fb9K-N9u_ElvkFcXXsmAhRQ" "CcB4SE9TMe_5tKBHiZbqvOI112wig7cc57rDbvM0mEoKyFn3WgprP_ewHeCeP6DSEvVGDEMjUd_TIXAH" "H7y2Ae3y0WRW7WUag_wAiO7xzAH13mh4S6eKeBTKh62krmYeUH3wETO8BF1WnkuZ_86lS0zWLBzeLJJn" "JiXKXVquKatJ6HvO3m6FkPF0tBXhdc8YYtTF1B_WBMECARKcw4n3mPL3R6J2jpHe05Eo7W7uZkcY5E-q" "mE_cqUK8YQXTXx-mR339iuAvqSe0N2Rgl9Ey1l7z0MBATIV0c6J4wRav6Di5aAxEEXkgDVk1jF9LZSHo" "mcGjh2B2UWFiAZEELRDD7ovpP3c7B05h0QvwazXlZnskJf-xYZEHAl2CNZk0iqagFs6EtNrFguM5W2AH" "6dsuaGjNGmdWM_kt4JqIUeScZLNgMty8qTOHFzd7tiBpuLkQgcnHzOigWb2vY_8ahy_zfzM2lVL-JQxP" "9SB7Gq1m49Ln-byC1O_kPyqEFXELhhQ8peXQY5do2R2T-3I0WLOhDhP5rruLsL66vNHAAMjka6WmjI2g" "oiy-JF_nVCplJd791Wqa3yf7Q7ksfasnSKtjR7-cgTtMcXX7n_5joMnqf4_LsqSq6gHdeKw4VTeT8wGB" "Uo3MHLkgi8PnAIphdb3PKgifSjstE_oH4_ZbmlyCsHaFYq2aoy-S85ndlrR_PAHBtU8II-Ud_42EPzS-" "Etdt5d1Qjjri3KTyPjPO7fAm8aPFr1k3GbjwASPMQ7cUs7yLhPmI-TCm5U-zgK1pIALviiU2o4IM7kdH" "0-Dg1eyyZN8hsFGSHaUB7G_tGB0fj0H0GSztH8ltNjTK_276IOh8Jv5csxjjmlcMOHVBmDCkkE_DlVjv" "NQtWQS9QBt9jd1gFSzaOhXVkKZJK3vTIaq8JxTvYtgLc8WM5pRHbnQr71TfWB-eLEYgN-aX5PueKkXGr" "GauDpKkzVJyNZ6mZ_dVXwl1p5IiNNJ1xzhmZK2GVDFWt0nfOBYyxmCDfIxvQL8YAhXXAi1Hrjal82c68" "lw7UBauyMojDOcbH7EDG9KNbVV-kmkhCW3aH0QCIALzHqO_cukXDqnYX-iVNuxWpW5KUAJdg9cfgwX35" "O246HxDoSpoIYQ1GooqIWSImYrlNQajPHpJcpxnWeSgKOSYIAYCAr70MouYhUg-lsId7n2pr4gspPf1Z" "UrBhAG3h4n9qSguKTlpnAYlln_2MzgVVN1cH5sopvgJJLr20HKS1cfu9lB-CHDF5h74z7q3ydZJljn8d" "QLBqL3csr0ovOZkTjP21rOjPhdsedg4CLKnylgk5nTewbQz99lKxKPhfYK0-XxiDdE6aKvobQUoRupGN" "Hv-gMLqJjehMUynaC6XzBwJ63pPNhH3AlCj3zSte0Mj1FkPQQIY2PjhMB49CmXBV8Z9YJv0=" ), "summary": [], }, { "id": "msg_019af305501e4822006ad023c5f73c819597a30ebb95c43472", "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 " "values, and non-integer quantities.\n" ), } ], "phase": "commentary", "role": "assistant", }, { "id": "fc_019af305501e4822006ad023c65c408195b9fa8c35e75b1ebd", "type": "function_call", "status": "completed", "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":200}', "call_id": "call_zAt0ZCuKW07iCDDK2RlX7lAX", "name": "read_file", }, ], "usage": { "input_tokens": 309, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 138, "output_tokens_details": {"reasoning_tokens": 72}, "total_tokens": 447, }, }, expected_litellm_response={ **MESSAGES_BRIDGE_RESPONSE, "id": "resp_019af305501e4822006ad023c3a50881958c4cf40623699cf8", "model": "azure/gpt-6-astra", "usage": {"input_tokens": 309, "output_tokens": 138}, "content": [ { "type": "text", "text": ( "I’ll read `shop/validation.py` first to check how it handles zero, negative " "values, and non-integer quantities.\n" ), }, { "type": "tool_use", "id": "call_zAt0ZCuKW07iCDDK2RlX7lAX", "name": "read_file", "input": {"path": "shop/validation.py", "start_line": 1, "end_line": 200}, }, ], }, ) 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": 313, "check_offset": 0}, }, ] GPT_5_6_TERRA_TEST_CASE: Final = TranslationTestCase( scenario="basic", litellm_endpoint="/v1/messages", litellm_request={**MESSAGES_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_BRIDGE_REQUEST, "model": "gpt-5.6-terra", "instructions": MESSAGES_REQUEST["system"], }, mock_provider_response={ **AZURE_RESPONSES_RESPONSE, "id": "resp_0d178c5d2401a624006ad023cf1c588194ab41d5803ed29401", "created_at": 1792025551, "completed_at": 1792025552, "content_filters": GPT_5_6_TERRA_CONTENT_FILTERS, "instructions": MESSAGES_REQUEST["system"], "model": "gpt-5.6-terra", "output": [ { "id": "rs_0d178c5d2401a624006ad023cfe304819486bdf040ec55eab7", "type": "reasoning", "content": [], "encrypted_content": ( "gAAAAABq0CPQDJzIdOV-2rO0aGYCUhKcJifPRv4ZkBaIrKZEARo0rk8CqAe8IV0c2kyBwOFe4M70GMM-" "HrR1L3hIUxan9dcDB5_S7e45yDaxFMiKpbr20izrXNktdwBQfvYOKoMMd07fslVRR-GHOEtz8JvU98v5" "81sxXgVTxNAWGSl_Kb22g2Fds02t1-1g2hT304vsi1sBxbA6P2b-NFNQ8N3NEfX6FoWi7UF0nH69-Dg3" "sCMb4dpZ0gGZaZSHwvzXXHESEuiMv1nJSX18tfrFIt29gmw3Mq3sUxZ3eALkPZ54yDUlfYXl6sm2MHXT" "2xn3l5x6jlG4X8hEqgdfHI76otxmfsXvgtbXCADCes87f00bkWatqWgq27oluRYsY02xDMhtrT4h4C4s" "PIpV7PA9tdhS6Lo3znsQiOEQvMqnSS3dH1NKnZsAiyjNwVZVZa0opIzI5fpNCGjBmMv_4hB3jBRgenG-" "Ku75OcwPp6HXMej9McvpLIKtXb8FMKS5wqiZzYBLp-F25hzOHI0QVl0pGFL5ya9mWU4hkQYeu6HuH6Zj" "Sujzyy-8ZmlBjnRZSQp8mN4t34u2ofk4RtyuZKJkgjJfN2m5MxBTT3AccMalmbiEa7lJv7GV9kLcqR0G" "T2Rzd6UMX6qPG92VdfjIgCj1Rzh1IWrJvMloKkMj5qB3nN2dABqfCtjBleStNoTjO2VDensXf11ceG9-" "KKWeCjfrG0ONgTVXPjTTUPHR0BxtoixnRxIYBZFb8sKdYAPI_QINjby2SVhhQH7UtookBf7N7OqmIJKb" "zR4CLshKnvthH4fJQAZdsfoEPR9I943uBpZi4HnF8mQPF61Aiw9B3bh3USBc9_Oh2rJL044B6qYVD3QK" "KGydzcplRxQWA31m-4Zn9eVxn-xOtx4Tvpdh6BhlFPKX9p2W0mSnb7kjpzX51Ec0J2AsTNUOonaaMFt8" "2MJDELTGcAb3tsAkPzzNK0M_zjQ43CCH5Cu1yV2WhbUzxCu4UM0spAIuzpAZv6JGmW1wF4RtAgLfJjc2" "LxoxcS9MJbLOUPAYdRlwBTj_IL9PIDeNlGVRgVQYL-9xnNKiWD8Iyu2vj8AoslM41wVTEXvOAYyEs25E" "yo9ia2km8909d42DjFi2_ngA5ofZI89KQHtCzGwfCf_VTLbpMmrOB4NDFVTUYQlAMBvuSsXLXJJp0QPl" "n2UBHhZ3erIcQ1D990SFRdx1uY47-E2FnCCPljyhJrWHnFxTlGbuEY4i5vPOweqYzj-uBbLVeDbcfjCL" "jSLFgM4Fa5Zg" ), "summary": [], }, { "id": "msg_0d178c5d2401a624006ad023d011388194a221b5ec1cb6e8bd", "type": "message", "status": "completed", "content": [ { "type": "output_text", "annotations": [], "logprobs": [], "text": ( "I need `shop/validation.py` next to verify the current behavior for zero, " "negative, and non-integer quantities before reviewing the corresponding tests." ), } ], "phase": "commentary", "role": "assistant", }, { "id": "fc_0d178c5d2401a624006ad023d04f708194bb3ccd55f7afb1d0", "type": "function_call", "status": "completed", "arguments": '{"path":"shop/validation.py","start_line":1,"end_line":200}', "call_id": "call_xFsX3SKb9MppLeAL2L0aGZ8J", "name": "read_file", }, ], "usage": { "input_tokens": 309, "input_tokens_details": {"cache_write_tokens": 0, "cached_tokens": 0}, "output_tokens": 92, "output_tokens_details": {"reasoning_tokens": 22}, "total_tokens": 401, }, }, expected_litellm_response={ **MESSAGES_BRIDGE_RESPONSE, "id": "resp_0d178c5d2401a624006ad023cf1c588194ab41d5803ed29401", "model": "azure/gpt-5.6-terra", "usage": {"input_tokens": 309, "output_tokens": 92}, "content": [ { "type": "text", "text": ( "I need `shop/validation.py` next to verify the current behavior for zero, " "negative, and non-integer quantities before reviewing the corresponding tests." ), }, { "type": "tool_use", "id": "call_xFsX3SKb9MppLeAL2L0aGZ8J", "name": "read_file", "input": {"path": "shop/validation.py", "start_line": 1, "end_line": 200}, }, ], }, )