diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py index fa24f8be893..4cdf387a11d 100644 --- a/litellm/llms/bedrock/chat/converse_transformation.py +++ b/litellm/llms/bedrock/chat/converse_transformation.py @@ -4,6 +4,7 @@ Translating between OpenAI's `/chat/completion` format and Amazon's `/converse` import copy import json +import re import time import types from collections.abc import Mapping @@ -293,6 +294,10 @@ class AmazonConverseConfig(BaseConfig): llm_provider="bedrock", ) + @staticmethod + def _is_openai_gpt_reasoning_model(model: str) -> bool: + return re.search(r"openai\.gpt-\d", model) is not None + def _is_nova_2_model(self, model: str) -> bool: """ Check if the model is a Nova 2 model that supports reasoningConfig. @@ -423,14 +428,14 @@ class AmazonConverseConfig(BaseConfig): Handle the reasoning_effort parameter based on the model type. - GPT-OSS models: passed through unchanged via additionalModelRequestFields. - - OpenAI GPT-5.x models: mapped to ``reasoning.effort`` via additionalModelRequestFields. + - OpenAI GPT-5.x and GPT-6 models: mapped to ``reasoning.effort`` via additionalModelRequestFields. - Nova 2 models: transformed to reasoningConfig. - Anthropic models: mapped to ``thinking`` (and ``output_config.effort`` on adaptive Claude 4.6 / 4.7). """ if "gpt-oss" in model: optional_params["reasoning_effort"] = reasoning_effort - elif "openai.gpt-5" in model: + elif self._is_openai_gpt_reasoning_model(model): reasoning: Final[BedrockConverseGptReasoningEffortBlock] = {"effort": reasoning_effort} optional_params["reasoning"] = reasoning elif self._is_nova_2_model(model): @@ -564,7 +569,11 @@ class AmazonConverseConfig(BaseConfig): # only anthropic and mistral support tool choice config. otherwise (E.g. cohere) will fail the call - https://docs.aws.amazon.com/bedrock/latest/APIReference/API_runtime_ToolChoice.html supported_params.append("tool_choice") - if "gpt-oss" in model or "openai.gpt-5" in model or "openai.gpt-5" in base_model: + if ( + "gpt-oss" in model + or self._is_openai_gpt_reasoning_model(model) + or self._is_openai_gpt_reasoning_model(base_model) + ): supported_params.append("reasoning_effort") elif self._is_nova_2_model(model): # Nova 2 models support reasoning_effort (transformed to reasoningConfig) @@ -920,7 +929,7 @@ class AmazonConverseConfig(BaseConfig): optional_params["_parallel_tool_use_config"] = { "tool_choice": {"type": "auto", "disable_parallel_tool_use": not value} } - if param == "thinking" and "openai.gpt-5" not in model: + if param == "thinking" and not self._is_openai_gpt_reasoning_model(model): if ( isinstance(value, dict) and value.get("type") == "adaptive" @@ -1805,6 +1814,7 @@ class AmazonConverseConfig(BaseConfig): data=request_data, messages=messages, encoding=encoding, + json_mode=json_mode, ) def _transform_reasoning_content(self, reasoning_content_blocks: list[BedrockConverseReasoningContentBlock]) -> str: @@ -2237,6 +2247,7 @@ class AmazonConverseConfig(BaseConfig): data: dict | str, messages: list, encoding, + json_mode: bool | None = None, ) -> ModelResponse: ## LOGGING if logging_obj is not None: @@ -2247,7 +2258,9 @@ class AmazonConverseConfig(BaseConfig): additional_args={"complete_input_dict": data}, ) - json_mode: Final[bool | None] = optional_params.get("json_mode", None) + resolved_json_mode: Final[bool | None] = ( + json_mode if json_mode is not None else optional_params.get("json_mode", None) + ) ## RESPONSE OBJECT try: completion_response: Final = ConverseResponseBlock(**response.json()) @@ -2339,7 +2352,7 @@ class AmazonConverseConfig(BaseConfig): chat_completion_message["thinking_blocks"] = self._transform_thinking_blocks(reasoningContentBlocks) chat_completion_message["content"] = content_str filtered_tools: Final = self._filter_json_mode_tools( - json_mode=json_mode, + json_mode=resolved_json_mode, tools=tools, chat_completion_message=chat_completion_message, ) @@ -2363,7 +2376,7 @@ class AmazonConverseConfig(BaseConfig): # When json_mode filtered out all synthetic tool calls the response # is plain content, not a pending tool invocation. Fix finish_reason # so callers (e.g. OpenAI SDK) don't misinterpret it. - if json_mode and not filtered_tools and tools: + if resolved_json_mode and not filtered_tools and tools: initial_finish_reason = "stop" ( diff --git a/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py index a0e32c8aa22..90a2692f68a 100644 --- a/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py +++ b/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py @@ -340,6 +340,7 @@ class AmazonInvokeConfig(BaseConfig, BaseAWSLLM): optional_params=optional_params, litellm_params=litellm_params, encoding=encoding, + json_mode=json_mode, ) elif provider == "twelvelabs": return litellm.AmazonTwelveLabsPegasusConfig().transform_response( diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 54ebdc85be9..0d2eda93323 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -364,7 +364,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "amazon.nova-2-lite-v1:0": { "cache_read_input_token_cost": 7.5e-08, @@ -380,6 +381,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -399,6 +401,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -416,6 +419,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -435,6 +439,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -452,6 +457,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -471,6 +477,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -488,6 +495,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -507,6 +515,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -537,7 +546,8 @@ "output_cost_per_token": 1.4e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "amazon.nova-pro-v1:0": { "input_cost_per_token": 8e-07, @@ -551,7 +561,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "amazon.nova-sonic-v1:0": { "deprecation_date": "2026-09-14", @@ -756,6 +767,14 @@ "mode": "chat", "supports_video_input": true }, + "global.twelvelabs.pegasus-1-2-v1:0": { + "input_cost_per_video_per_second": 0.00049, + "output_cost_per_token": 7.5e-06, + "litellm_provider": "bedrock", + "mode": "chat", + "supports_video_input": true, + "source": "https://aws.amazon.com/bedrock/pricing/" + }, "amazon.titan-text-express-v1": { "input_cost_per_token": 1.3e-06, "litellm_provider": "bedrock", @@ -2876,7 +2895,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "apac.amazon.nova-micro-v1:0": { "input_cost_per_token": 3.7e-08, @@ -2888,7 +2908,8 @@ "output_cost_per_token": 1.48e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "apac.amazon.nova-pro-v1:0": { "input_cost_per_token": 8.4e-07, @@ -2902,7 +2923,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "apac.anthropic.claude-3-5-sonnet-20240620-v1:0": { "deprecation_date": "2026-07-30", @@ -8064,7 +8086,8 @@ "supports_system_messages": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2027-10-26" }, "azure/us/gpt-5.5-2026-04-23": { "cache_read_input_token_cost": 5.5e-07, @@ -8108,7 +8131,8 @@ "supports_system_messages": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2027-10-26" }, "azure/eu/gpt-5.5-2026-04-23": { "cache_read_input_token_cost": 5.5e-07, @@ -8152,7 +8176,8 @@ "supports_system_messages": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2027-10-26" }, "azure/gpt-5.5-pro": { "cache_read_input_token_cost": 3e-06, @@ -12317,7 +12342,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "bedrock/us-gov-east-1/amazon.titan-embed-text-v1": { "input_cost_per_token": 1e-07, @@ -12496,7 +12522,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "bedrock/us-gov-west-1/amazon.nova-micro-v1:0": { "input_cost_per_token": 4.2e-08, @@ -12508,7 +12535,8 @@ "output_cost_per_token": 1.68e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "bedrock/us-gov-west-1/amazon.nova-pro-v1:0": { "input_cost_per_token": 9.6e-07, @@ -12522,7 +12550,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "bedrock/us-gov-west-1/amazon.titan-embed-text-v1": { "input_cost_per_token": 1e-07, @@ -13973,7 +14002,8 @@ "max_output_tokens": 3072, "max_tokens": 3072, "mode": "chat", - "output_cost_per_token": 1.923e-06 + "output_cost_per_token": 1.923e-06, + "rpm": 300 }, "cloudflare/@cf/meta/llama-2-7b-chat-int8": { "input_cost_per_token": 1.923e-06, @@ -13982,7 +14012,8 @@ "max_output_tokens": 2048, "max_tokens": 2048, "mode": "chat", - "output_cost_per_token": 1.923e-06 + "output_cost_per_token": 1.923e-06, + "rpm": 300 }, "cloudflare/@cf/mistral/mistral-7b-instruct-v0.1": { "input_cost_per_token": 1.923e-06, @@ -13991,7 +14022,8 @@ "max_output_tokens": 8192, "max_tokens": 8192, "mode": "chat", - "output_cost_per_token": 1.923e-06 + "output_cost_per_token": 1.923e-06, + "rpm": 300 }, "cloudflare/@hf/thebloke/codellama-7b-instruct-awq": { "input_cost_per_token": 1.923e-06, @@ -14000,7 +14032,8 @@ "max_output_tokens": 4096, "max_tokens": 4096, "mode": "chat", - "output_cost_per_token": 1.923e-06 + "output_cost_per_token": 1.923e-06, + "rpm": 300 }, "cloudflare/@cf/openai/gpt-oss-120b": { "input_cost_per_token": 3.5e-07, @@ -14010,6 +14043,7 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 7.5e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14020,7 +14054,8 @@ "max_output_tokens": 8192, "max_tokens": 8192, "mode": "chat", - "output_cost_per_token": 0.0 + "output_cost_per_token": 0.0, + "rpm": 300 }, "cloudflare/@cf/meta/llama-3.2-3b-instruct": { "input_cost_per_token": 5.09e-08, @@ -14029,7 +14064,8 @@ "max_output_tokens": 80000, "max_tokens": 80000, "mode": "chat", - "output_cost_per_token": 3.35e-07 + "output_cost_per_token": 3.35e-07, + "rpm": 300 }, "cloudflare/@cf/meta/llama-guard-3-8b": { "input_cost_per_token": 4.84e-07, @@ -14038,7 +14074,8 @@ "max_output_tokens": 131072, "max_tokens": 131072, "mode": "chat", - "output_cost_per_token": 3e-08 + "output_cost_per_token": 3e-08, + "rpm": 300 }, "cloudflare/@cf/mistral/mistral-7b-instruct-v0.2-lora": { "input_cost_per_token": 0.0, @@ -14047,7 +14084,8 @@ "max_output_tokens": 15000, "max_tokens": 15000, "mode": "chat", - "output_cost_per_token": 0.0 + "output_cost_per_token": 0.0, + "rpm": 300 }, "cloudflare/@cf/moonshotai/kimi-k2.7-code": { "cache_read_input_token_cost": 1.9e-07, @@ -14058,6 +14096,7 @@ "max_tokens": 262144, "mode": "chat", "output_cost_per_token": 4e-06, + "rpm": 20, "supports_function_calling": true, "supports_reasoning": true }, @@ -14069,6 +14108,7 @@ "max_tokens": 80000, "mode": "chat", "output_cost_per_token": 4.881e-06, + "rpm": 300, "supports_reasoning": true }, "cloudflare/@cf/meta/llama-3.1-8b-instruct-fp8": { @@ -14078,7 +14118,8 @@ "max_output_tokens": 32000, "max_tokens": 32000, "mode": "chat", - "output_cost_per_token": 2.87e-07 + "output_cost_per_token": 2.87e-07, + "rpm": 300 }, "cloudflare/@cf/meta/llama-3.2-1b-instruct": { "input_cost_per_token": 2.7e-08, @@ -14087,7 +14128,8 @@ "max_output_tokens": 60000, "max_tokens": 60000, "mode": "chat", - "output_cost_per_token": 2.01e-07 + "output_cost_per_token": 2.01e-07, + "rpm": 300 }, "cloudflare/@cf/moonshotai/kimi-k2.6": { "cache_read_input_token_cost": 1.6e-07, @@ -14098,6 +14140,7 @@ "max_tokens": 262144, "mode": "chat", "output_cost_per_token": 4e-06, + "rpm": 20, "supports_function_calling": true, "supports_reasoning": true }, @@ -14109,6 +14152,7 @@ "max_tokens": 131072, "mode": "chat", "output_cost_per_token": 4e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14119,7 +14163,8 @@ "max_output_tokens": 8192, "max_tokens": 8192, "mode": "chat", - "output_cost_per_token": 0.0 + "output_cost_per_token": 0.0, + "rpm": 300 }, "cloudflare/@cf/meta/llama-3.3-70b-instruct-fp8-fast": { "input_cost_per_token": 2.93e-07, @@ -14129,6 +14174,7 @@ "max_tokens": 24000, "mode": "chat", "output_cost_per_token": 2.253e-06, + "rpm": 300, "supports_function_calling": true }, "cloudflare/@cf/ibm-granite/granite-4.0-h-micro": { @@ -14139,6 +14185,7 @@ "max_tokens": 131000, "mode": "chat", "output_cost_per_token": 1.12e-07, + "rpm": 300, "supports_function_calling": true }, "cloudflare/@cf/qwen/qwen2.5-coder-32b-instruct": { @@ -14148,7 +14195,8 @@ "max_output_tokens": 32768, "max_tokens": 32768, "mode": "chat", - "output_cost_per_token": 1e-06 + "output_cost_per_token": 1e-06, + "rpm": 300 }, "cloudflare/@cf/zai-org/glm-5.2": { "cache_read_input_token_cost": 2.6e-07, @@ -14159,6 +14207,7 @@ "max_tokens": 262144, "mode": "chat", "output_cost_per_token": 4.4e-06, + "rpm": 20, "supports_function_calling": true, "supports_reasoning": true }, @@ -14170,6 +14219,7 @@ "max_tokens": 256000, "mode": "chat", "output_cost_per_token": 1.5e-06, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14180,7 +14230,8 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", - "output_cost_per_token": 5.55e-07 + "output_cost_per_token": 5.55e-07, + "rpm": 300 }, "cloudflare/@cf/qwen/qwen3-30b-a3b-fp8": { "input_cost_per_token": 5.09e-08, @@ -14190,6 +14241,7 @@ "max_tokens": 32768, "mode": "chat", "output_cost_per_token": 3.35e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14200,7 +14252,8 @@ "max_output_tokens": 3500, "max_tokens": 3500, "mode": "chat", - "output_cost_per_token": 0.0 + "output_cost_per_token": 0.0, + "rpm": 300 }, "cloudflare/@cf/google/gemma-4-26b-a4b-it": { "input_cost_per_token": 1e-07, @@ -14210,6 +14263,7 @@ "max_tokens": 256000, "mode": "chat", "output_cost_per_token": 3e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14221,6 +14275,7 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 5.55e-07, + "rpm": 300, "supports_function_calling": true }, "cloudflare/@cf/meta/llama-3.2-11b-vision-instruct": { @@ -14231,6 +14286,7 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 6.76e-07, + "rpm": 300, "supports_vision": true }, "cloudflare/@cf/openai/gpt-oss-20b": { @@ -14241,6 +14297,7 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 3e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14252,6 +14309,7 @@ "max_tokens": 131000, "mode": "chat", "output_cost_per_token": 8.5e-07, + "rpm": 300, "supports_function_calling": true }, "cloudflare/@cf/qwen/qwq-32b": { @@ -14262,6 +14320,7 @@ "max_tokens": 24000, "mode": "chat", "output_cost_per_token": 1e-06, + "rpm": 300, "supports_reasoning": true }, "codestral/codestral-2405": { @@ -14388,6 +14447,28 @@ "output_vector_size": 1536, "supports_embedding_image_input": true }, + "us.cohere.embed-v4:0": { + "input_cost_per_token": 1.2e-07, + "litellm_provider": "bedrock", + "max_input_tokens": 128000, + "max_tokens": 128000, + "mode": "embedding", + "output_cost_per_token": 0.0, + "output_vector_size": 1536, + "supports_embedding_image_input": true, + "source": "https://aws.amazon.com/bedrock/pricing/" + }, + "global.cohere.embed-v4:0": { + "input_cost_per_token": 1.2e-07, + "litellm_provider": "bedrock", + "max_input_tokens": 128000, + "max_tokens": 128000, + "mode": "embedding", + "output_cost_per_token": 0.0, + "output_vector_size": 1536, + "supports_embedding_image_input": true, + "source": "https://aws.amazon.com/bedrock/pricing/" + }, "cohere/embed-v4.0": { "input_cost_per_token": 1.2e-07, "litellm_provider": "cohere", @@ -20959,7 +21040,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "eu.amazon.nova-micro-v1:0": { "input_cost_per_token": 4.6e-08, @@ -20971,7 +21053,8 @@ "output_cost_per_token": 1.84e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "eu.amazon.nova-pro-v1:0": { "input_cost_per_token": 1.05e-06, @@ -20986,24 +21069,25 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "eu.anthropic.claude-3-5-haiku-20241022-v1:0": { - "input_cost_per_token": 2.5e-07, + "input_cost_per_token": 8e-07, "litellm_provider": "bedrock", "max_input_tokens": 200000, "max_output_tokens": 8192, "max_tokens": 8192, "mode": "chat", - "output_cost_per_token": 1.25e-06, + "output_cost_per_token": 4e-06, "supports_assistant_prefill": true, "supports_function_calling": true, "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, "supports_tool_choice": true, - "cache_read_input_token_cost": 2.5e-08, - "cache_creation_input_token_cost": 3.125e-07, + "cache_read_input_token_cost": 8e-08, + "cache_creation_input_token_cost": 1e-06, "prompt_cache_min_tokens": 2048 }, "eu.anthropic.claude-haiku-4-5-20251001-v1:0": { @@ -24010,9 +24094,9 @@ "input_cost_per_audio_token": 3e-06, "input_cost_per_token": 5e-07, "litellm_provider": "vertex_ai-language-models", - "max_input_tokens": 1048576, - "max_output_tokens": 65535, - "max_tokens": 65535, + "max_input_tokens": 131072, + "max_output_tokens": 65536, + "max_tokens": 65536, "mode": "realtime", "output_cost_per_audio_token": 1.2e-05, "output_cost_per_token": 2e-06, @@ -24035,12 +24119,12 @@ "supports_audio_output": true, "supports_function_calling": true, "supports_parallel_function_calling": true, - "supports_pdf_input": true, - "supports_prompt_caching": true, - "supports_response_schema": true, + "supports_pdf_input": false, + "supports_prompt_caching": false, + "supports_response_schema": false, "supports_system_messages": true, "supports_tool_choice": true, - "supports_url_context": true, + "supports_url_context": false, "supports_vision": true, "supports_web_search": true, "search_context_cost_per_query": { @@ -27832,6 +27916,70 @@ "max_tokens": 8191, "mode": "embedding" }, + "chatgpt/gpt-5.5": { + "litellm_provider": "chatgpt", + "source": "https://platform.openai.com/docs/models/gpt-5.5", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_response_schema": true, + "supports_vision": true + }, + "chatgpt/gpt-5.6-luna": { + "litellm_provider": "chatgpt", + "source": "https://platform.openai.com/docs/models/gpt-5.6-luna", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_response_schema": true, + "supports_vision": true + }, + "chatgpt/gpt-5.6-sol": { + "litellm_provider": "chatgpt", + "source": "https://platform.openai.com/docs/models/gpt-5.6-sol", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_response_schema": true, + "supports_vision": true + }, + "chatgpt/gpt-5.6-terra": { + "litellm_provider": "chatgpt", + "source": "https://platform.openai.com/docs/models/gpt-5.6-terra", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_response_schema": true, + "supports_vision": true + }, "chatgpt/gpt-5.4": { "litellm_provider": "chatgpt", "max_input_tokens": 1050000, @@ -28438,6 +28586,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -29262,7 +29411,12 @@ "supports_response_schema": true, "supports_system_messages": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + } }, "gpt-4o-mini-2024-07-18": { "cache_read_input_token_cost": 7.5e-08, @@ -29279,9 +29433,9 @@ "output_cost_per_token_priority": 1e-06, "output_cost_per_token_batches": 3e-07, "search_context_cost_per_query": { - "search_context_size_high": 0.03, + "search_context_size_high": 0.025, "search_context_size_low": 0.025, - "search_context_size_medium": 0.0275 + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29380,9 +29534,9 @@ "output_cost_per_token": 6e-07, "output_cost_per_token_batches": 3e-07, "search_context_cost_per_query": { - "search_context_size_high": 0.03, + "search_context_size_high": 0.025, "search_context_size_low": 0.025, - "search_context_size_medium": 0.0275 + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29407,9 +29561,9 @@ "output_cost_per_token": 6e-07, "output_cost_per_token_batches": 3e-07, "search_context_cost_per_query": { - "search_context_size_high": 0.03, + "search_context_size_high": 0.025, "search_context_size_low": 0.025, - "search_context_size_medium": 0.0275 + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29520,9 +29674,9 @@ "output_cost_per_token": 1e-05, "output_cost_per_token_batches": 5e-06, "search_context_cost_per_query": { - "search_context_size_high": 0.05, - "search_context_size_low": 0.03, - "search_context_size_medium": 0.035 + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29547,9 +29701,9 @@ "output_cost_per_token": 1e-05, "output_cost_per_token_batches": 5e-06, "search_context_cost_per_query": { - "search_context_size_high": 0.05, - "search_context_size_low": 0.03, - "search_context_size_medium": 0.035 + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29631,6 +29785,66 @@ "supports_vision": true, "supports_pdf_input": true }, + "gpt-image-2.5-flare": { + "cache_read_input_token_cost": 1.25e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "openai", + "mode": "image_generation", + "input_cost_per_image_token": 8e-06, + "output_cost_per_image_token": 3e-05, + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ], + "supports_vision": true, + "supports_pdf_input": true, + "source": "https://developers.openai.com/api/docs/pricing" + }, + "gpt-image-2.5-flare-2026-09-08": { + "cache_read_input_token_cost": 1.25e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "openai", + "mode": "image_generation", + "input_cost_per_image_token": 8e-06, + "output_cost_per_image_token": 3e-05, + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ], + "supports_vision": true, + "supports_pdf_input": true, + "source": "https://developers.openai.com/api/docs/pricing" + }, + "gpt-image-2.5-sunburst": { + "cache_read_input_token_cost": 1.25e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "openai", + "mode": "image_generation", + "input_cost_per_image_token": 8e-06, + "output_cost_per_image_token": 3e-05, + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ], + "supports_vision": true, + "supports_pdf_input": true, + "source": "https://developers.openai.com/api/docs/pricing" + }, + "gpt-image-2.5-sunburst-2026-09-08": { + "cache_read_input_token_cost": 1.25e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "openai", + "mode": "image_generation", + "input_cost_per_image_token": 8e-06, + "output_cost_per_image_token": 3e-05, + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ], + "supports_vision": true, + "supports_pdf_input": true, + "source": "https://developers.openai.com/api/docs/pricing" + }, "low/1024-x-1024/gpt-image-1.5": { "deprecation_date": "2026-12-01", "input_cost_per_image": 0.009, @@ -41711,6 +41925,28 @@ "mode": "rerank", "output_cost_per_token": 0.0 }, + "rerank-v4.0-fast": { + "input_cost_per_query": 0.002, + "input_cost_per_token": 0.0, + "litellm_provider": "cohere", + "max_input_tokens": 32768, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "rerank", + "output_cost_per_token": 0.0, + "source": "https://cohere.com/pricing" + }, + "rerank-v4.0-pro": { + "input_cost_per_query": 0.0025, + "input_cost_per_token": 0.0, + "litellm_provider": "cohere", + "max_input_tokens": 32768, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "rerank", + "output_cost_per_token": 0.0, + "source": "https://cohere.com/pricing" + }, "nvidia_nim/nvidia/nv-rerankqa-mistral-4b-v3": { "input_cost_per_query": 0.0, "input_cost_per_token": 0.0, @@ -43671,7 +43907,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "us.amazon.nova-micro-v1:0": { "input_cost_per_token": 3.5e-08, @@ -43683,7 +43920,8 @@ "output_cost_per_token": 1.4e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "us.amazon.nova-premier-v1:0": { "deprecation_date": "2026-09-14", @@ -43712,7 +43950,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "us.anthropic.claude-3-5-haiku-20241022-v1:0": { "cache_creation_input_token_cost": 1e-06, @@ -45891,8 +46130,8 @@ "input_cost_per_token": 1e-06, "litellm_provider": "vertex_ai-anthropic_models", "max_input_tokens": 200000, - "max_output_tokens": 8192, - "max_tokens": 8192, + "max_output_tokens": 64000, + "max_tokens": 64000, "mode": "chat", "output_cost_per_token": 5e-06, "regional_endpoint_uplift_multiplier": 1.1, @@ -45916,8 +46155,8 @@ "input_cost_per_token": 1e-06, "litellm_provider": "vertex_ai-anthropic_models", "max_input_tokens": 200000, - "max_output_tokens": 8192, - "max_tokens": 8192, + "max_output_tokens": 64000, + "max_tokens": 64000, "mode": "chat", "output_cost_per_token": 5e-06, "regional_endpoint_uplift_multiplier": 1.1, @@ -47897,9 +48136,9 @@ "cache_read_input_token_cost": 5e-08, "input_cost_per_token": 2e-07, "litellm_provider": "vertex_ai", - "max_input_tokens": 2000000, - "max_output_tokens": 2000000, - "max_tokens": 2000000, + "max_input_tokens": 128000, + "max_output_tokens": 128000, + "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 5e-07, "source": "https://docs.x.ai/developers/models", @@ -47913,9 +48152,9 @@ "cache_read_input_token_cost": 5e-08, "input_cost_per_token": 2e-07, "litellm_provider": "vertex_ai", - "max_input_tokens": 2000000, - "max_output_tokens": 2000000, - "max_tokens": 2000000, + "max_input_tokens": 128000, + "max_output_tokens": 128000, + "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 5e-07, "source": "https://docs.x.ai/developers/models", @@ -47928,14 +48167,17 @@ }, "vertex_ai/xai/grok-4.20-non-reasoning": { "cache_read_input_token_cost": 2e-07, - "input_cost_per_token": 2e-06, + "cache_read_input_token_cost_above_200k_tokens": 4e-07, + "input_cost_per_token": 1.25e-06, + "input_cost_per_token_above_200k_tokens": 2.5e-06, "litellm_provider": "vertex_ai", "max_input_tokens": 2000000, "max_output_tokens": 2000000, "max_tokens": 2000000, "mode": "chat", - "output_cost_per_token": 6e-06, - "source": "https://docs.x.ai/developers/models", + "output_cost_per_token": 2.5e-06, + "output_cost_per_token_above_200k_tokens": 5e-06, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", "supports_function_calling": true, "supports_response_schema": true, "supports_tool_choice": true, @@ -47944,14 +48186,17 @@ }, "vertex_ai/xai/grok-4.20-reasoning": { "cache_read_input_token_cost": 2e-07, - "input_cost_per_token": 2e-06, + "cache_read_input_token_cost_above_200k_tokens": 4e-07, + "input_cost_per_token": 1.25e-06, + "input_cost_per_token_above_200k_tokens": 2.5e-06, "litellm_provider": "vertex_ai", "max_input_tokens": 2000000, "max_output_tokens": 2000000, "max_tokens": 2000000, "mode": "chat", - "output_cost_per_token": 6e-06, - "source": "https://docs.x.ai/developers/models", + "output_cost_per_token": 2.5e-06, + "output_cost_per_token_above_200k_tokens": 5e-06, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", "supports_function_calling": true, "supports_reasoning": true, "supports_response_schema": true, @@ -47959,6 +48204,44 @@ "supports_vision": true, "supports_web_search": true }, + "vertex_ai/xai/grok-4.3": { + "cache_read_input_token_cost": 2e-07, + "cache_read_input_token_cost_above_200k_tokens": 4e-07, + "input_cost_per_token": 1.25e-06, + "input_cost_per_token_above_200k_tokens": 2.5e-06, + "litellm_provider": "vertex_ai", + "max_input_tokens": 200000, + "max_output_tokens": 200000, + "max_tokens": 200000, + "mode": "chat", + "output_cost_per_token": 2.5e-06, + "output_cost_per_token_above_200k_tokens": 5e-06, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", + "supports_function_calling": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, + "vertex_ai/xai/grok-4.6": { + "cache_read_input_token_cost": 5e-07, + "cache_read_input_token_cost_above_200k_tokens": 1e-06, + "input_cost_per_token": 2e-06, + "input_cost_per_token_above_200k_tokens": 4e-06, + "litellm_provider": "vertex_ai", + "max_input_tokens": 524288, + "max_output_tokens": 524288, + "max_tokens": 524288, + "mode": "chat", + "output_cost_per_token": 6e-06, + "output_cost_per_token_above_200k_tokens": 1.2e-05, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", + "supports_function_calling": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, "vertex_ai/qwen/qwen3-235b-a22b-instruct-2507-maas": { "input_cost_per_token": 2.2e-07, "litellm_provider": "vertex_ai-qwen_models", @@ -48217,6 +48500,16 @@ "mode": "embedding", "output_cost_per_token": 0.0 }, + "voyage/voyage-multilingual-2": { + "input_cost_per_token": 1.2e-07, + "litellm_provider": "voyage", + "max_input_tokens": 32000, + "max_tokens": 32000, + "mode": "embedding", + "output_cost_per_token": 0.0, + "output_vector_size": 1024, + "source": "https://docs.voyageai.com/docs/pricing" + }, "voyage/voyage-3-large": { "input_cost_per_token": 1.8e-07, "litellm_provider": "voyage", @@ -52290,7 +52583,8 @@ "max_tokens": 32768, "mode": "chat", "output_cost_per_token": 8e-07, - "supports_function_calling": true + "supports_function_calling": true, + "deprecation_date": "2026-10-01" }, "scaleway/openai/gpt-oss-120b": { "input_cost_per_token": 1.5e-07, @@ -52329,7 +52623,8 @@ "mode": "chat", "output_cost_per_token": 5e-07, "supports_function_calling": true, - "supports_vision": true + "supports_vision": true, + "deprecation_date": "2026-08-01" }, "scaleway/hcompany/holo2-30b-a3b": { "input_cost_per_token": 3e-07, @@ -52340,7 +52635,8 @@ "mode": "chat", "output_cost_per_token": 7e-07, "supports_reasoning": true, - "supports_vision": true + "supports_vision": true, + "deprecation_date": "2026-08-09" }, "scaleway/mistralai/mistral-medium-3.5-128b": { "input_cost_per_token": 1.5e-06, @@ -52363,7 +52659,8 @@ "max_tokens": 16384, "mode": "chat", "output_cost_per_token": 2e-06, - "supports_function_calling": true + "supports_function_calling": true, + "deprecation_date": "2026-08-01" }, "scaleway/mistralai/voxtral-small-24b-2507": { "input_cost_per_audio_token": 1.5e-07, @@ -52374,7 +52671,8 @@ "max_tokens": 16384, "mode": "chat", "output_cost_per_token": 3.5e-07, - "supports_audio_input": true + "supports_audio_input": true, + "deprecation_date": "2026-08-01" }, "scaleway/mistralai/mistral-small-3.2-24b-instruct-2506": { "input_cost_per_token": 1.5e-07, @@ -52396,7 +52694,8 @@ "mode": "chat", "output_cost_per_token": 2e-07, "supports_vision": true, - "supports_function_calling": true + "supports_function_calling": true, + "deprecation_date": "2026-10-01" }, "scaleway/BAAI/bge-multilingual-gemma2": { "input_cost_per_token": 1e-07, @@ -54846,7 +55145,7 @@ "supports_tool_choice": true }, "bedrock_mantle/openai.gpt-oss-20b": { - "input_cost_per_token": 7.5e-08, + "input_cost_per_token": 7e-08, "output_cost_per_token": 3e-07, "litellm_provider": "bedrock_mantle", "max_input_tokens": 131072, @@ -54880,8 +55179,8 @@ "supports_tool_choice": true }, "bedrock_mantle/openai.gpt-oss-safeguard-20b": { - "input_cost_per_token": 7.5e-08, - "output_cost_per_token": 3e-07, + "input_cost_per_token": 7e-08, + "output_cost_per_token": 2e-07, "litellm_provider": "bedrock_mantle", "max_input_tokens": 131072, "max_output_tokens": 65536, @@ -55001,6 +55300,39 @@ "supports_tool_choice": true, "supports_vision": true }, + "bedrock_mantle/openai.gpt-daybreak-blue-5.6-sol": { + "input_cost_per_token": 5.5e-06, + "input_cost_per_token_above_272k_tokens": 1.1e-05, + "cache_creation_input_token_cost": 6.875e-06, + "cache_creation_input_token_cost_above_272k_tokens": 1.375e-05, + "cache_read_input_token_cost": 5.5e-07, + "cache_read_input_token_cost_above_272k_tokens": 1.1e-06, + "output_cost_per_token": 3.3e-05, + "output_cost_per_token_above_272k_tokens": 4.95e-05, + "litellm_provider": "bedrock_mantle", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "use_openai_responses_path": true, + "supported_endpoints": [ + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-daybreak-blue-56-sol.html" + }, "bedrock_mantle/openai.gpt-5.6-luna": { "input_cost_per_token": 2.2e-07, "input_cost_per_token_above_272k_tokens": 4.4e-07, @@ -55196,6 +55528,96 @@ "supports_reasoning": true, "supports_vision": true }, + "bedrock_mantle/openai.gpt-6-astra": { + "input_cost_per_token": 1.1e-05, + "input_cost_per_token_above_272k_tokens": 2.2e-05, + "cache_creation_input_token_cost": 1.375e-05, + "cache_creation_input_token_cost_above_272k_tokens": 2.75e-05, + "cache_read_input_token_cost": 1.1e-06, + "cache_read_input_token_cost_above_272k_tokens": 2.2e-06, + "output_cost_per_token": 5.5e-05, + "output_cost_per_token_above_272k_tokens": 8.25e-05, + "litellm_provider": "bedrock_mantle", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "use_openai_responses_path": true, + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html" + }, + "us.openai.gpt-6-astra": { + "input_cost_per_token": 1.1e-05, + "input_cost_per_token_above_272k_tokens": 2.2e-05, + "cache_creation_input_token_cost": 1.375e-05, + "cache_creation_input_token_cost_above_272k_tokens": 2.75e-05, + "cache_read_input_token_cost": 1.1e-06, + "cache_read_input_token_cost_above_272k_tokens": 2.2e-06, + "output_cost_per_token": 5.5e-05, + "output_cost_per_token_above_272k_tokens": 8.25e-05, + "litellm_provider": "bedrock_converse", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_vision": true, + "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html" + }, + "global.openai.gpt-6-astra": { + "input_cost_per_token": 1e-05, + "input_cost_per_token_above_272k_tokens": 2e-05, + "cache_creation_input_token_cost": 1.25e-05, + "cache_creation_input_token_cost_above_272k_tokens": 2.5e-05, + "cache_read_input_token_cost": 1e-06, + "cache_read_input_token_cost_above_272k_tokens": 2e-06, + "output_cost_per_token": 5e-05, + "output_cost_per_token_above_272k_tokens": 7.5e-05, + "litellm_provider": "bedrock_converse", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_vision": true, + "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html" + }, "bedrock_mantle/openai.gpt-5.5": { "input_cost_per_token": 5.5e-06, "input_cost_per_token_above_272k_tokens": 1.1e-05, @@ -56861,8 +57283,8 @@ "rpm": 10 }, "vertex_ai/gemini-3.5-transcribe-preview": { - "input_cost_per_audio_token": 2.5e-06, - "input_cost_per_token": 2.5e-06, + "input_cost_per_audio_token": 2e-06, + "input_cost_per_token": 2e-06, "litellm_provider": "vertex_ai", "mode": "audio_transcription", "output_cost_per_token": 1.2e-05, @@ -56897,6 +57319,27 @@ ], "supports_audio_input": true }, + "vertex_ai/gemini-3.5-live-translate-preview": { + "input_cost_per_audio_token": 3.5e-06, + "input_cost_per_token": 3.5e-06, + "litellm_provider": "vertex_ai", + "mode": "realtime", + "output_cost_per_audio_token": 2.1e-05, + "output_cost_per_token": 2.1e-05, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", + "supported_endpoints": [ + "/v1/realtime" + ], + "supported_modalities": [ + "audio" + ], + "supported_output_modalities": [ + "audio", + "text" + ], + "supports_audio_input": true, + "supports_audio_output": true + }, "perplexity/pplx-embed-context-v1-0.6b": { "input_cost_per_token": 8e-09, "litellm_provider": "perplexity", @@ -59588,6 +60031,77 @@ "image" ] }, + "xai/grok-imagine-video": { + "input_cost_per_image": 0.002, + "litellm_provider": "xai", + "mode": "video_generation", + "output_cost_per_second": 0.05, + "output_cost_per_second_480p": 0.05, + "output_cost_per_second_720p": 0.07, + "source": "https://docs.x.ai/docs/models/grok-imagine-video", + "supported_modalities": [ + "text", + "image", + "video" + ], + "supported_output_modalities": [ + "video" + ] + }, + "xai/grok-imagine-video-1.5": { + "input_cost_per_image": 0.01, + "litellm_provider": "xai", + "mode": "video_generation", + "output_cost_per_second": 0.08, + "output_cost_per_second_1080p": 0.25, + "output_cost_per_second_480p": 0.08, + "output_cost_per_second_720p": 0.14, + "source": "https://docs.x.ai/docs/models/grok-imagine-video-1.5", + "supported_modalities": [ + "text", + "image", + "audio" + ], + "supported_output_modalities": [ + "video" + ] + }, + "xai/grok-imagine-video-1.5-2026-05-30": { + "input_cost_per_image": 0.01, + "litellm_provider": "xai", + "mode": "video_generation", + "output_cost_per_second": 0.08, + "output_cost_per_second_1080p": 0.25, + "output_cost_per_second_480p": 0.08, + "output_cost_per_second_720p": 0.14, + "source": "https://docs.x.ai/docs/models/grok-imagine-video-1.5", + "supported_modalities": [ + "text", + "image", + "audio" + ], + "supported_output_modalities": [ + "video" + ] + }, + "xai/grok-imagine-video-1.5-preview": { + "input_cost_per_image": 0.01, + "litellm_provider": "xai", + "mode": "video_generation", + "output_cost_per_second": 0.08, + "output_cost_per_second_1080p": 0.25, + "output_cost_per_second_480p": 0.08, + "output_cost_per_second_720p": 0.14, + "source": "https://docs.x.ai/docs/models/grok-imagine-video-1.5", + "supported_modalities": [ + "text", + "image", + "audio" + ], + "supported_output_modalities": [ + "video" + ] + }, "low/1024-x-1024/grok-imagine-image-2.0": { "input_cost_per_image": 0.04, "litellm_provider": "xai", @@ -60855,6 +61369,7 @@ "litellm_provider": "cloudflare", "mode": "audio_transcription", "output_cost_per_second": 0.0, + "rpm": 720, "source": "https://developers.cloudflare.com/workers-ai/models/whisper/", "supported_endpoints": [ "/v1/audio/transcriptions" @@ -60865,6 +61380,7 @@ "litellm_provider": "cloudflare", "mode": "audio_transcription", "output_cost_per_second": 0.0, + "rpm": 720, "source": "https://developers.cloudflare.com/workers-ai/models/whisper-large-v3-turbo/", "supported_endpoints": [ "/v1/audio/transcriptions" @@ -60920,6 +61436,31 @@ "supports_web_search": false, "output_cost_per_image": 0.08 }, + "gemini/lyria-3.5": { + "input_cost_per_token": 0, + "litellm_provider": "gemini", + "max_input_tokens": 1048576, + "max_output_tokens": 65536, + "max_tokens": 65536, + "mode": "chat", + "output_cost_per_token": 0, + "source": "https://ai.google.dev/gemini-api/docs/pricing", + "supported_modalities": [ + "text" + ], + "supported_output_modalities": [ + "audio" + ], + "supports_audio_input": false, + "supports_audio_output": true, + "supports_function_calling": false, + "supports_prompt_caching": false, + "supports_response_schema": false, + "supports_system_messages": false, + "supports_vision": false, + "supports_web_search": false, + "output_cost_per_image": 0.08 + }, "perplexity/anthropic/claude-fable-5": { "litellm_provider": "perplexity", "mode": "responses", diff --git a/litellm/types/router.py b/litellm/types/router.py index 5c9eab30f3d..6b707a544a2 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -525,6 +525,7 @@ class LiteLLMParamsTypedDict(TypedDict, total=False): input_cost_per_second: float | None output_cost_per_second: float | None output_cost_per_second_480p: ReadOnly[float | None] + output_cost_per_second_720p: ReadOnly[float | None] output_cost_per_second_1080p: float | None output_cost_per_second_4k: ReadOnly[float | None] num_retries: int | None diff --git a/litellm/types/utils.py b/litellm/types/utils.py index d62f00f3676..ab0cc5f959c 100644 --- a/litellm/types/utils.py +++ b/litellm/types/utils.py @@ -318,6 +318,7 @@ class ModelInfoBase(ProviderSpecificModelInfo, total=False): float | None ) # video_generation tier: key output_cost_per_second_ (e.g. 1080p, 720p) output_cost_per_second_480p: ReadOnly[float | None] + output_cost_per_second_720p: ReadOnly[float | None] output_cost_per_second_4k: ReadOnly[float | None] ocr_cost_per_page: float | None # for OCR models ocr_cost_per_credit: float | None # for OCR models priced by credit @@ -3522,6 +3523,7 @@ class CustomPricingLiteLLMParams(MirroredPricingParams): output_cost_per_second: float | None = None output_cost_per_second_1080p: float | None = None output_cost_per_second_480p: float | None = None + output_cost_per_second_720p: float | None = None output_cost_per_second_4k: float | None = None input_cost_per_pixel: float | None = None output_cost_per_pixel: float | None = None diff --git a/litellm/utils.py b/litellm/utils.py index 06ee3dd88af..eec843d087d 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -5913,6 +5913,7 @@ def _get_model_info_helper( output_cost_per_second=_model_info.get("output_cost_per_second", None), output_cost_per_second_1080p=_model_info.get("output_cost_per_second_1080p", None), output_cost_per_second_480p=_model_info.get("output_cost_per_second_480p", None), + output_cost_per_second_720p=_model_info.get("output_cost_per_second_720p", None), output_cost_per_second_4k=_model_info.get("output_cost_per_second_4k", None), output_cost_per_video_per_second=_model_info.get("output_cost_per_video_per_second", None), output_cost_per_image=_model_info.get("output_cost_per_image", None), diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 54ebdc85be9..0d2eda93323 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -364,7 +364,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "amazon.nova-2-lite-v1:0": { "cache_read_input_token_cost": 7.5e-08, @@ -380,6 +381,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -399,6 +401,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -416,6 +419,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -435,6 +439,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -452,6 +457,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -471,6 +477,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -488,6 +495,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -507,6 +515,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -537,7 +546,8 @@ "output_cost_per_token": 1.4e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "amazon.nova-pro-v1:0": { "input_cost_per_token": 8e-07, @@ -551,7 +561,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "amazon.nova-sonic-v1:0": { "deprecation_date": "2026-09-14", @@ -756,6 +767,14 @@ "mode": "chat", "supports_video_input": true }, + "global.twelvelabs.pegasus-1-2-v1:0": { + "input_cost_per_video_per_second": 0.00049, + "output_cost_per_token": 7.5e-06, + "litellm_provider": "bedrock", + "mode": "chat", + "supports_video_input": true, + "source": "https://aws.amazon.com/bedrock/pricing/" + }, "amazon.titan-text-express-v1": { "input_cost_per_token": 1.3e-06, "litellm_provider": "bedrock", @@ -2876,7 +2895,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "apac.amazon.nova-micro-v1:0": { "input_cost_per_token": 3.7e-08, @@ -2888,7 +2908,8 @@ "output_cost_per_token": 1.48e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "apac.amazon.nova-pro-v1:0": { "input_cost_per_token": 8.4e-07, @@ -2902,7 +2923,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "apac.anthropic.claude-3-5-sonnet-20240620-v1:0": { "deprecation_date": "2026-07-30", @@ -8064,7 +8086,8 @@ "supports_system_messages": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2027-10-26" }, "azure/us/gpt-5.5-2026-04-23": { "cache_read_input_token_cost": 5.5e-07, @@ -8108,7 +8131,8 @@ "supports_system_messages": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2027-10-26" }, "azure/eu/gpt-5.5-2026-04-23": { "cache_read_input_token_cost": 5.5e-07, @@ -8152,7 +8176,8 @@ "supports_system_messages": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "deprecation_date": "2027-10-26" }, "azure/gpt-5.5-pro": { "cache_read_input_token_cost": 3e-06, @@ -12317,7 +12342,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "bedrock/us-gov-east-1/amazon.titan-embed-text-v1": { "input_cost_per_token": 1e-07, @@ -12496,7 +12522,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "bedrock/us-gov-west-1/amazon.nova-micro-v1:0": { "input_cost_per_token": 4.2e-08, @@ -12508,7 +12535,8 @@ "output_cost_per_token": 1.68e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "bedrock/us-gov-west-1/amazon.nova-pro-v1:0": { "input_cost_per_token": 9.6e-07, @@ -12522,7 +12550,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "bedrock/us-gov-west-1/amazon.titan-embed-text-v1": { "input_cost_per_token": 1e-07, @@ -13973,7 +14002,8 @@ "max_output_tokens": 3072, "max_tokens": 3072, "mode": "chat", - "output_cost_per_token": 1.923e-06 + "output_cost_per_token": 1.923e-06, + "rpm": 300 }, "cloudflare/@cf/meta/llama-2-7b-chat-int8": { "input_cost_per_token": 1.923e-06, @@ -13982,7 +14012,8 @@ "max_output_tokens": 2048, "max_tokens": 2048, "mode": "chat", - "output_cost_per_token": 1.923e-06 + "output_cost_per_token": 1.923e-06, + "rpm": 300 }, "cloudflare/@cf/mistral/mistral-7b-instruct-v0.1": { "input_cost_per_token": 1.923e-06, @@ -13991,7 +14022,8 @@ "max_output_tokens": 8192, "max_tokens": 8192, "mode": "chat", - "output_cost_per_token": 1.923e-06 + "output_cost_per_token": 1.923e-06, + "rpm": 300 }, "cloudflare/@hf/thebloke/codellama-7b-instruct-awq": { "input_cost_per_token": 1.923e-06, @@ -14000,7 +14032,8 @@ "max_output_tokens": 4096, "max_tokens": 4096, "mode": "chat", - "output_cost_per_token": 1.923e-06 + "output_cost_per_token": 1.923e-06, + "rpm": 300 }, "cloudflare/@cf/openai/gpt-oss-120b": { "input_cost_per_token": 3.5e-07, @@ -14010,6 +14043,7 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 7.5e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14020,7 +14054,8 @@ "max_output_tokens": 8192, "max_tokens": 8192, "mode": "chat", - "output_cost_per_token": 0.0 + "output_cost_per_token": 0.0, + "rpm": 300 }, "cloudflare/@cf/meta/llama-3.2-3b-instruct": { "input_cost_per_token": 5.09e-08, @@ -14029,7 +14064,8 @@ "max_output_tokens": 80000, "max_tokens": 80000, "mode": "chat", - "output_cost_per_token": 3.35e-07 + "output_cost_per_token": 3.35e-07, + "rpm": 300 }, "cloudflare/@cf/meta/llama-guard-3-8b": { "input_cost_per_token": 4.84e-07, @@ -14038,7 +14074,8 @@ "max_output_tokens": 131072, "max_tokens": 131072, "mode": "chat", - "output_cost_per_token": 3e-08 + "output_cost_per_token": 3e-08, + "rpm": 300 }, "cloudflare/@cf/mistral/mistral-7b-instruct-v0.2-lora": { "input_cost_per_token": 0.0, @@ -14047,7 +14084,8 @@ "max_output_tokens": 15000, "max_tokens": 15000, "mode": "chat", - "output_cost_per_token": 0.0 + "output_cost_per_token": 0.0, + "rpm": 300 }, "cloudflare/@cf/moonshotai/kimi-k2.7-code": { "cache_read_input_token_cost": 1.9e-07, @@ -14058,6 +14096,7 @@ "max_tokens": 262144, "mode": "chat", "output_cost_per_token": 4e-06, + "rpm": 20, "supports_function_calling": true, "supports_reasoning": true }, @@ -14069,6 +14108,7 @@ "max_tokens": 80000, "mode": "chat", "output_cost_per_token": 4.881e-06, + "rpm": 300, "supports_reasoning": true }, "cloudflare/@cf/meta/llama-3.1-8b-instruct-fp8": { @@ -14078,7 +14118,8 @@ "max_output_tokens": 32000, "max_tokens": 32000, "mode": "chat", - "output_cost_per_token": 2.87e-07 + "output_cost_per_token": 2.87e-07, + "rpm": 300 }, "cloudflare/@cf/meta/llama-3.2-1b-instruct": { "input_cost_per_token": 2.7e-08, @@ -14087,7 +14128,8 @@ "max_output_tokens": 60000, "max_tokens": 60000, "mode": "chat", - "output_cost_per_token": 2.01e-07 + "output_cost_per_token": 2.01e-07, + "rpm": 300 }, "cloudflare/@cf/moonshotai/kimi-k2.6": { "cache_read_input_token_cost": 1.6e-07, @@ -14098,6 +14140,7 @@ "max_tokens": 262144, "mode": "chat", "output_cost_per_token": 4e-06, + "rpm": 20, "supports_function_calling": true, "supports_reasoning": true }, @@ -14109,6 +14152,7 @@ "max_tokens": 131072, "mode": "chat", "output_cost_per_token": 4e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14119,7 +14163,8 @@ "max_output_tokens": 8192, "max_tokens": 8192, "mode": "chat", - "output_cost_per_token": 0.0 + "output_cost_per_token": 0.0, + "rpm": 300 }, "cloudflare/@cf/meta/llama-3.3-70b-instruct-fp8-fast": { "input_cost_per_token": 2.93e-07, @@ -14129,6 +14174,7 @@ "max_tokens": 24000, "mode": "chat", "output_cost_per_token": 2.253e-06, + "rpm": 300, "supports_function_calling": true }, "cloudflare/@cf/ibm-granite/granite-4.0-h-micro": { @@ -14139,6 +14185,7 @@ "max_tokens": 131000, "mode": "chat", "output_cost_per_token": 1.12e-07, + "rpm": 300, "supports_function_calling": true }, "cloudflare/@cf/qwen/qwen2.5-coder-32b-instruct": { @@ -14148,7 +14195,8 @@ "max_output_tokens": 32768, "max_tokens": 32768, "mode": "chat", - "output_cost_per_token": 1e-06 + "output_cost_per_token": 1e-06, + "rpm": 300 }, "cloudflare/@cf/zai-org/glm-5.2": { "cache_read_input_token_cost": 2.6e-07, @@ -14159,6 +14207,7 @@ "max_tokens": 262144, "mode": "chat", "output_cost_per_token": 4.4e-06, + "rpm": 20, "supports_function_calling": true, "supports_reasoning": true }, @@ -14170,6 +14219,7 @@ "max_tokens": 256000, "mode": "chat", "output_cost_per_token": 1.5e-06, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14180,7 +14230,8 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", - "output_cost_per_token": 5.55e-07 + "output_cost_per_token": 5.55e-07, + "rpm": 300 }, "cloudflare/@cf/qwen/qwen3-30b-a3b-fp8": { "input_cost_per_token": 5.09e-08, @@ -14190,6 +14241,7 @@ "max_tokens": 32768, "mode": "chat", "output_cost_per_token": 3.35e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14200,7 +14252,8 @@ "max_output_tokens": 3500, "max_tokens": 3500, "mode": "chat", - "output_cost_per_token": 0.0 + "output_cost_per_token": 0.0, + "rpm": 300 }, "cloudflare/@cf/google/gemma-4-26b-a4b-it": { "input_cost_per_token": 1e-07, @@ -14210,6 +14263,7 @@ "max_tokens": 256000, "mode": "chat", "output_cost_per_token": 3e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14221,6 +14275,7 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 5.55e-07, + "rpm": 300, "supports_function_calling": true }, "cloudflare/@cf/meta/llama-3.2-11b-vision-instruct": { @@ -14231,6 +14286,7 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 6.76e-07, + "rpm": 300, "supports_vision": true }, "cloudflare/@cf/openai/gpt-oss-20b": { @@ -14241,6 +14297,7 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 3e-07, + "rpm": 300, "supports_function_calling": true, "supports_reasoning": true }, @@ -14252,6 +14309,7 @@ "max_tokens": 131000, "mode": "chat", "output_cost_per_token": 8.5e-07, + "rpm": 300, "supports_function_calling": true }, "cloudflare/@cf/qwen/qwq-32b": { @@ -14262,6 +14320,7 @@ "max_tokens": 24000, "mode": "chat", "output_cost_per_token": 1e-06, + "rpm": 300, "supports_reasoning": true }, "codestral/codestral-2405": { @@ -14388,6 +14447,28 @@ "output_vector_size": 1536, "supports_embedding_image_input": true }, + "us.cohere.embed-v4:0": { + "input_cost_per_token": 1.2e-07, + "litellm_provider": "bedrock", + "max_input_tokens": 128000, + "max_tokens": 128000, + "mode": "embedding", + "output_cost_per_token": 0.0, + "output_vector_size": 1536, + "supports_embedding_image_input": true, + "source": "https://aws.amazon.com/bedrock/pricing/" + }, + "global.cohere.embed-v4:0": { + "input_cost_per_token": 1.2e-07, + "litellm_provider": "bedrock", + "max_input_tokens": 128000, + "max_tokens": 128000, + "mode": "embedding", + "output_cost_per_token": 0.0, + "output_vector_size": 1536, + "supports_embedding_image_input": true, + "source": "https://aws.amazon.com/bedrock/pricing/" + }, "cohere/embed-v4.0": { "input_cost_per_token": 1.2e-07, "litellm_provider": "cohere", @@ -20959,7 +21040,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "eu.amazon.nova-micro-v1:0": { "input_cost_per_token": 4.6e-08, @@ -20971,7 +21053,8 @@ "output_cost_per_token": 1.84e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "eu.amazon.nova-pro-v1:0": { "input_cost_per_token": 1.05e-06, @@ -20986,24 +21069,25 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "eu.anthropic.claude-3-5-haiku-20241022-v1:0": { - "input_cost_per_token": 2.5e-07, + "input_cost_per_token": 8e-07, "litellm_provider": "bedrock", "max_input_tokens": 200000, "max_output_tokens": 8192, "max_tokens": 8192, "mode": "chat", - "output_cost_per_token": 1.25e-06, + "output_cost_per_token": 4e-06, "supports_assistant_prefill": true, "supports_function_calling": true, "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, "supports_tool_choice": true, - "cache_read_input_token_cost": 2.5e-08, - "cache_creation_input_token_cost": 3.125e-07, + "cache_read_input_token_cost": 8e-08, + "cache_creation_input_token_cost": 1e-06, "prompt_cache_min_tokens": 2048 }, "eu.anthropic.claude-haiku-4-5-20251001-v1:0": { @@ -24010,9 +24094,9 @@ "input_cost_per_audio_token": 3e-06, "input_cost_per_token": 5e-07, "litellm_provider": "vertex_ai-language-models", - "max_input_tokens": 1048576, - "max_output_tokens": 65535, - "max_tokens": 65535, + "max_input_tokens": 131072, + "max_output_tokens": 65536, + "max_tokens": 65536, "mode": "realtime", "output_cost_per_audio_token": 1.2e-05, "output_cost_per_token": 2e-06, @@ -24035,12 +24119,12 @@ "supports_audio_output": true, "supports_function_calling": true, "supports_parallel_function_calling": true, - "supports_pdf_input": true, - "supports_prompt_caching": true, - "supports_response_schema": true, + "supports_pdf_input": false, + "supports_prompt_caching": false, + "supports_response_schema": false, "supports_system_messages": true, "supports_tool_choice": true, - "supports_url_context": true, + "supports_url_context": false, "supports_vision": true, "supports_web_search": true, "search_context_cost_per_query": { @@ -27832,6 +27916,70 @@ "max_tokens": 8191, "mode": "embedding" }, + "chatgpt/gpt-5.5": { + "litellm_provider": "chatgpt", + "source": "https://platform.openai.com/docs/models/gpt-5.5", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_response_schema": true, + "supports_vision": true + }, + "chatgpt/gpt-5.6-luna": { + "litellm_provider": "chatgpt", + "source": "https://platform.openai.com/docs/models/gpt-5.6-luna", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_response_schema": true, + "supports_vision": true + }, + "chatgpt/gpt-5.6-sol": { + "litellm_provider": "chatgpt", + "source": "https://platform.openai.com/docs/models/gpt-5.6-sol", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_response_schema": true, + "supports_vision": true + }, + "chatgpt/gpt-5.6-terra": { + "litellm_provider": "chatgpt", + "source": "https://platform.openai.com/docs/models/gpt-5.6-terra", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_response_schema": true, + "supports_vision": true + }, "chatgpt/gpt-5.4": { "litellm_provider": "chatgpt", "max_input_tokens": 1050000, @@ -28438,6 +28586,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_video_input": true, "supports_vision": true }, @@ -29262,7 +29411,12 @@ "supports_response_schema": true, "supports_system_messages": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + } }, "gpt-4o-mini-2024-07-18": { "cache_read_input_token_cost": 7.5e-08, @@ -29279,9 +29433,9 @@ "output_cost_per_token_priority": 1e-06, "output_cost_per_token_batches": 3e-07, "search_context_cost_per_query": { - "search_context_size_high": 0.03, + "search_context_size_high": 0.025, "search_context_size_low": 0.025, - "search_context_size_medium": 0.0275 + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29380,9 +29534,9 @@ "output_cost_per_token": 6e-07, "output_cost_per_token_batches": 3e-07, "search_context_cost_per_query": { - "search_context_size_high": 0.03, + "search_context_size_high": 0.025, "search_context_size_low": 0.025, - "search_context_size_medium": 0.0275 + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29407,9 +29561,9 @@ "output_cost_per_token": 6e-07, "output_cost_per_token_batches": 3e-07, "search_context_cost_per_query": { - "search_context_size_high": 0.03, + "search_context_size_high": 0.025, "search_context_size_low": 0.025, - "search_context_size_medium": 0.0275 + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29520,9 +29674,9 @@ "output_cost_per_token": 1e-05, "output_cost_per_token_batches": 5e-06, "search_context_cost_per_query": { - "search_context_size_high": 0.05, - "search_context_size_low": 0.03, - "search_context_size_medium": 0.035 + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29547,9 +29701,9 @@ "output_cost_per_token": 1e-05, "output_cost_per_token_batches": 5e-06, "search_context_cost_per_query": { - "search_context_size_high": 0.05, - "search_context_size_low": 0.03, - "search_context_size_medium": 0.035 + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 }, "supports_function_calling": true, "supports_parallel_function_calling": true, @@ -29631,6 +29785,66 @@ "supports_vision": true, "supports_pdf_input": true }, + "gpt-image-2.5-flare": { + "cache_read_input_token_cost": 1.25e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "openai", + "mode": "image_generation", + "input_cost_per_image_token": 8e-06, + "output_cost_per_image_token": 3e-05, + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ], + "supports_vision": true, + "supports_pdf_input": true, + "source": "https://developers.openai.com/api/docs/pricing" + }, + "gpt-image-2.5-flare-2026-09-08": { + "cache_read_input_token_cost": 1.25e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "openai", + "mode": "image_generation", + "input_cost_per_image_token": 8e-06, + "output_cost_per_image_token": 3e-05, + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ], + "supports_vision": true, + "supports_pdf_input": true, + "source": "https://developers.openai.com/api/docs/pricing" + }, + "gpt-image-2.5-sunburst": { + "cache_read_input_token_cost": 1.25e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "openai", + "mode": "image_generation", + "input_cost_per_image_token": 8e-06, + "output_cost_per_image_token": 3e-05, + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ], + "supports_vision": true, + "supports_pdf_input": true, + "source": "https://developers.openai.com/api/docs/pricing" + }, + "gpt-image-2.5-sunburst-2026-09-08": { + "cache_read_input_token_cost": 1.25e-06, + "input_cost_per_token": 5e-06, + "litellm_provider": "openai", + "mode": "image_generation", + "input_cost_per_image_token": 8e-06, + "output_cost_per_image_token": 3e-05, + "supported_endpoints": [ + "/v1/images/generations", + "/v1/images/edits" + ], + "supports_vision": true, + "supports_pdf_input": true, + "source": "https://developers.openai.com/api/docs/pricing" + }, "low/1024-x-1024/gpt-image-1.5": { "deprecation_date": "2026-12-01", "input_cost_per_image": 0.009, @@ -41711,6 +41925,28 @@ "mode": "rerank", "output_cost_per_token": 0.0 }, + "rerank-v4.0-fast": { + "input_cost_per_query": 0.002, + "input_cost_per_token": 0.0, + "litellm_provider": "cohere", + "max_input_tokens": 32768, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "rerank", + "output_cost_per_token": 0.0, + "source": "https://cohere.com/pricing" + }, + "rerank-v4.0-pro": { + "input_cost_per_query": 0.0025, + "input_cost_per_token": 0.0, + "litellm_provider": "cohere", + "max_input_tokens": 32768, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "rerank", + "output_cost_per_token": 0.0, + "source": "https://cohere.com/pricing" + }, "nvidia_nim/nvidia/nv-rerankqa-mistral-4b-v3": { "input_cost_per_query": 0.0, "input_cost_per_token": 0.0, @@ -43671,7 +43907,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "us.amazon.nova-micro-v1:0": { "input_cost_per_token": 3.5e-08, @@ -43683,7 +43920,8 @@ "output_cost_per_token": 1.4e-07, "supports_function_calling": true, "supports_prompt_caching": true, - "supports_response_schema": true + "supports_response_schema": true, + "supports_tool_choice": true }, "us.amazon.nova-premier-v1:0": { "deprecation_date": "2026-09-14", @@ -43712,7 +43950,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_vision": true + "supports_vision": true, + "supports_tool_choice": true }, "us.anthropic.claude-3-5-haiku-20241022-v1:0": { "cache_creation_input_token_cost": 1e-06, @@ -45891,8 +46130,8 @@ "input_cost_per_token": 1e-06, "litellm_provider": "vertex_ai-anthropic_models", "max_input_tokens": 200000, - "max_output_tokens": 8192, - "max_tokens": 8192, + "max_output_tokens": 64000, + "max_tokens": 64000, "mode": "chat", "output_cost_per_token": 5e-06, "regional_endpoint_uplift_multiplier": 1.1, @@ -45916,8 +46155,8 @@ "input_cost_per_token": 1e-06, "litellm_provider": "vertex_ai-anthropic_models", "max_input_tokens": 200000, - "max_output_tokens": 8192, - "max_tokens": 8192, + "max_output_tokens": 64000, + "max_tokens": 64000, "mode": "chat", "output_cost_per_token": 5e-06, "regional_endpoint_uplift_multiplier": 1.1, @@ -47897,9 +48136,9 @@ "cache_read_input_token_cost": 5e-08, "input_cost_per_token": 2e-07, "litellm_provider": "vertex_ai", - "max_input_tokens": 2000000, - "max_output_tokens": 2000000, - "max_tokens": 2000000, + "max_input_tokens": 128000, + "max_output_tokens": 128000, + "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 5e-07, "source": "https://docs.x.ai/developers/models", @@ -47913,9 +48152,9 @@ "cache_read_input_token_cost": 5e-08, "input_cost_per_token": 2e-07, "litellm_provider": "vertex_ai", - "max_input_tokens": 2000000, - "max_output_tokens": 2000000, - "max_tokens": 2000000, + "max_input_tokens": 128000, + "max_output_tokens": 128000, + "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 5e-07, "source": "https://docs.x.ai/developers/models", @@ -47928,14 +48167,17 @@ }, "vertex_ai/xai/grok-4.20-non-reasoning": { "cache_read_input_token_cost": 2e-07, - "input_cost_per_token": 2e-06, + "cache_read_input_token_cost_above_200k_tokens": 4e-07, + "input_cost_per_token": 1.25e-06, + "input_cost_per_token_above_200k_tokens": 2.5e-06, "litellm_provider": "vertex_ai", "max_input_tokens": 2000000, "max_output_tokens": 2000000, "max_tokens": 2000000, "mode": "chat", - "output_cost_per_token": 6e-06, - "source": "https://docs.x.ai/developers/models", + "output_cost_per_token": 2.5e-06, + "output_cost_per_token_above_200k_tokens": 5e-06, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", "supports_function_calling": true, "supports_response_schema": true, "supports_tool_choice": true, @@ -47944,14 +48186,17 @@ }, "vertex_ai/xai/grok-4.20-reasoning": { "cache_read_input_token_cost": 2e-07, - "input_cost_per_token": 2e-06, + "cache_read_input_token_cost_above_200k_tokens": 4e-07, + "input_cost_per_token": 1.25e-06, + "input_cost_per_token_above_200k_tokens": 2.5e-06, "litellm_provider": "vertex_ai", "max_input_tokens": 2000000, "max_output_tokens": 2000000, "max_tokens": 2000000, "mode": "chat", - "output_cost_per_token": 6e-06, - "source": "https://docs.x.ai/developers/models", + "output_cost_per_token": 2.5e-06, + "output_cost_per_token_above_200k_tokens": 5e-06, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", "supports_function_calling": true, "supports_reasoning": true, "supports_response_schema": true, @@ -47959,6 +48204,44 @@ "supports_vision": true, "supports_web_search": true }, + "vertex_ai/xai/grok-4.3": { + "cache_read_input_token_cost": 2e-07, + "cache_read_input_token_cost_above_200k_tokens": 4e-07, + "input_cost_per_token": 1.25e-06, + "input_cost_per_token_above_200k_tokens": 2.5e-06, + "litellm_provider": "vertex_ai", + "max_input_tokens": 200000, + "max_output_tokens": 200000, + "max_tokens": 200000, + "mode": "chat", + "output_cost_per_token": 2.5e-06, + "output_cost_per_token_above_200k_tokens": 5e-06, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", + "supports_function_calling": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, + "vertex_ai/xai/grok-4.6": { + "cache_read_input_token_cost": 5e-07, + "cache_read_input_token_cost_above_200k_tokens": 1e-06, + "input_cost_per_token": 2e-06, + "input_cost_per_token_above_200k_tokens": 4e-06, + "litellm_provider": "vertex_ai", + "max_input_tokens": 524288, + "max_output_tokens": 524288, + "max_tokens": 524288, + "mode": "chat", + "output_cost_per_token": 6e-06, + "output_cost_per_token_above_200k_tokens": 1.2e-05, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", + "supports_function_calling": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, "vertex_ai/qwen/qwen3-235b-a22b-instruct-2507-maas": { "input_cost_per_token": 2.2e-07, "litellm_provider": "vertex_ai-qwen_models", @@ -48217,6 +48500,16 @@ "mode": "embedding", "output_cost_per_token": 0.0 }, + "voyage/voyage-multilingual-2": { + "input_cost_per_token": 1.2e-07, + "litellm_provider": "voyage", + "max_input_tokens": 32000, + "max_tokens": 32000, + "mode": "embedding", + "output_cost_per_token": 0.0, + "output_vector_size": 1024, + "source": "https://docs.voyageai.com/docs/pricing" + }, "voyage/voyage-3-large": { "input_cost_per_token": 1.8e-07, "litellm_provider": "voyage", @@ -52290,7 +52583,8 @@ "max_tokens": 32768, "mode": "chat", "output_cost_per_token": 8e-07, - "supports_function_calling": true + "supports_function_calling": true, + "deprecation_date": "2026-10-01" }, "scaleway/openai/gpt-oss-120b": { "input_cost_per_token": 1.5e-07, @@ -52329,7 +52623,8 @@ "mode": "chat", "output_cost_per_token": 5e-07, "supports_function_calling": true, - "supports_vision": true + "supports_vision": true, + "deprecation_date": "2026-08-01" }, "scaleway/hcompany/holo2-30b-a3b": { "input_cost_per_token": 3e-07, @@ -52340,7 +52635,8 @@ "mode": "chat", "output_cost_per_token": 7e-07, "supports_reasoning": true, - "supports_vision": true + "supports_vision": true, + "deprecation_date": "2026-08-09" }, "scaleway/mistralai/mistral-medium-3.5-128b": { "input_cost_per_token": 1.5e-06, @@ -52363,7 +52659,8 @@ "max_tokens": 16384, "mode": "chat", "output_cost_per_token": 2e-06, - "supports_function_calling": true + "supports_function_calling": true, + "deprecation_date": "2026-08-01" }, "scaleway/mistralai/voxtral-small-24b-2507": { "input_cost_per_audio_token": 1.5e-07, @@ -52374,7 +52671,8 @@ "max_tokens": 16384, "mode": "chat", "output_cost_per_token": 3.5e-07, - "supports_audio_input": true + "supports_audio_input": true, + "deprecation_date": "2026-08-01" }, "scaleway/mistralai/mistral-small-3.2-24b-instruct-2506": { "input_cost_per_token": 1.5e-07, @@ -52396,7 +52694,8 @@ "mode": "chat", "output_cost_per_token": 2e-07, "supports_vision": true, - "supports_function_calling": true + "supports_function_calling": true, + "deprecation_date": "2026-10-01" }, "scaleway/BAAI/bge-multilingual-gemma2": { "input_cost_per_token": 1e-07, @@ -54846,7 +55145,7 @@ "supports_tool_choice": true }, "bedrock_mantle/openai.gpt-oss-20b": { - "input_cost_per_token": 7.5e-08, + "input_cost_per_token": 7e-08, "output_cost_per_token": 3e-07, "litellm_provider": "bedrock_mantle", "max_input_tokens": 131072, @@ -54880,8 +55179,8 @@ "supports_tool_choice": true }, "bedrock_mantle/openai.gpt-oss-safeguard-20b": { - "input_cost_per_token": 7.5e-08, - "output_cost_per_token": 3e-07, + "input_cost_per_token": 7e-08, + "output_cost_per_token": 2e-07, "litellm_provider": "bedrock_mantle", "max_input_tokens": 131072, "max_output_tokens": 65536, @@ -55001,6 +55300,39 @@ "supports_tool_choice": true, "supports_vision": true }, + "bedrock_mantle/openai.gpt-daybreak-blue-5.6-sol": { + "input_cost_per_token": 5.5e-06, + "input_cost_per_token_above_272k_tokens": 1.1e-05, + "cache_creation_input_token_cost": 6.875e-06, + "cache_creation_input_token_cost_above_272k_tokens": 1.375e-05, + "cache_read_input_token_cost": 5.5e-07, + "cache_read_input_token_cost_above_272k_tokens": 1.1e-06, + "output_cost_per_token": 3.3e-05, + "output_cost_per_token_above_272k_tokens": 4.95e-05, + "litellm_provider": "bedrock_mantle", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "use_openai_responses_path": true, + "supported_endpoints": [ + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-daybreak-blue-56-sol.html" + }, "bedrock_mantle/openai.gpt-5.6-luna": { "input_cost_per_token": 2.2e-07, "input_cost_per_token_above_272k_tokens": 4.4e-07, @@ -55196,6 +55528,96 @@ "supports_reasoning": true, "supports_vision": true }, + "bedrock_mantle/openai.gpt-6-astra": { + "input_cost_per_token": 1.1e-05, + "input_cost_per_token_above_272k_tokens": 2.2e-05, + "cache_creation_input_token_cost": 1.375e-05, + "cache_creation_input_token_cost_above_272k_tokens": 2.75e-05, + "cache_read_input_token_cost": 1.1e-06, + "cache_read_input_token_cost_above_272k_tokens": 2.2e-06, + "output_cost_per_token": 5.5e-05, + "output_cost_per_token_above_272k_tokens": 8.25e-05, + "litellm_provider": "bedrock_mantle", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "use_openai_responses_path": true, + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, + "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html" + }, + "us.openai.gpt-6-astra": { + "input_cost_per_token": 1.1e-05, + "input_cost_per_token_above_272k_tokens": 2.2e-05, + "cache_creation_input_token_cost": 1.375e-05, + "cache_creation_input_token_cost_above_272k_tokens": 2.75e-05, + "cache_read_input_token_cost": 1.1e-06, + "cache_read_input_token_cost_above_272k_tokens": 2.2e-06, + "output_cost_per_token": 5.5e-05, + "output_cost_per_token_above_272k_tokens": 8.25e-05, + "litellm_provider": "bedrock_converse", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_vision": true, + "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html" + }, + "global.openai.gpt-6-astra": { + "input_cost_per_token": 1e-05, + "input_cost_per_token_above_272k_tokens": 2e-05, + "cache_creation_input_token_cost": 1.25e-05, + "cache_creation_input_token_cost_above_272k_tokens": 2.5e-05, + "cache_read_input_token_cost": 1e-06, + "cache_read_input_token_cost_above_272k_tokens": 2e-06, + "output_cost_per_token": 5e-05, + "output_cost_per_token_above_272k_tokens": 7.5e-05, + "litellm_provider": "bedrock_converse", + "max_input_tokens": 1050000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_vision": true, + "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html" + }, "bedrock_mantle/openai.gpt-5.5": { "input_cost_per_token": 5.5e-06, "input_cost_per_token_above_272k_tokens": 1.1e-05, @@ -56861,8 +57283,8 @@ "rpm": 10 }, "vertex_ai/gemini-3.5-transcribe-preview": { - "input_cost_per_audio_token": 2.5e-06, - "input_cost_per_token": 2.5e-06, + "input_cost_per_audio_token": 2e-06, + "input_cost_per_token": 2e-06, "litellm_provider": "vertex_ai", "mode": "audio_transcription", "output_cost_per_token": 1.2e-05, @@ -56897,6 +57319,27 @@ ], "supports_audio_input": true }, + "vertex_ai/gemini-3.5-live-translate-preview": { + "input_cost_per_audio_token": 3.5e-06, + "input_cost_per_token": 3.5e-06, + "litellm_provider": "vertex_ai", + "mode": "realtime", + "output_cost_per_audio_token": 2.1e-05, + "output_cost_per_token": 2.1e-05, + "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing", + "supported_endpoints": [ + "/v1/realtime" + ], + "supported_modalities": [ + "audio" + ], + "supported_output_modalities": [ + "audio", + "text" + ], + "supports_audio_input": true, + "supports_audio_output": true + }, "perplexity/pplx-embed-context-v1-0.6b": { "input_cost_per_token": 8e-09, "litellm_provider": "perplexity", @@ -59588,6 +60031,77 @@ "image" ] }, + "xai/grok-imagine-video": { + "input_cost_per_image": 0.002, + "litellm_provider": "xai", + "mode": "video_generation", + "output_cost_per_second": 0.05, + "output_cost_per_second_480p": 0.05, + "output_cost_per_second_720p": 0.07, + "source": "https://docs.x.ai/docs/models/grok-imagine-video", + "supported_modalities": [ + "text", + "image", + "video" + ], + "supported_output_modalities": [ + "video" + ] + }, + "xai/grok-imagine-video-1.5": { + "input_cost_per_image": 0.01, + "litellm_provider": "xai", + "mode": "video_generation", + "output_cost_per_second": 0.08, + "output_cost_per_second_1080p": 0.25, + "output_cost_per_second_480p": 0.08, + "output_cost_per_second_720p": 0.14, + "source": "https://docs.x.ai/docs/models/grok-imagine-video-1.5", + "supported_modalities": [ + "text", + "image", + "audio" + ], + "supported_output_modalities": [ + "video" + ] + }, + "xai/grok-imagine-video-1.5-2026-05-30": { + "input_cost_per_image": 0.01, + "litellm_provider": "xai", + "mode": "video_generation", + "output_cost_per_second": 0.08, + "output_cost_per_second_1080p": 0.25, + "output_cost_per_second_480p": 0.08, + "output_cost_per_second_720p": 0.14, + "source": "https://docs.x.ai/docs/models/grok-imagine-video-1.5", + "supported_modalities": [ + "text", + "image", + "audio" + ], + "supported_output_modalities": [ + "video" + ] + }, + "xai/grok-imagine-video-1.5-preview": { + "input_cost_per_image": 0.01, + "litellm_provider": "xai", + "mode": "video_generation", + "output_cost_per_second": 0.08, + "output_cost_per_second_1080p": 0.25, + "output_cost_per_second_480p": 0.08, + "output_cost_per_second_720p": 0.14, + "source": "https://docs.x.ai/docs/models/grok-imagine-video-1.5", + "supported_modalities": [ + "text", + "image", + "audio" + ], + "supported_output_modalities": [ + "video" + ] + }, "low/1024-x-1024/grok-imagine-image-2.0": { "input_cost_per_image": 0.04, "litellm_provider": "xai", @@ -60855,6 +61369,7 @@ "litellm_provider": "cloudflare", "mode": "audio_transcription", "output_cost_per_second": 0.0, + "rpm": 720, "source": "https://developers.cloudflare.com/workers-ai/models/whisper/", "supported_endpoints": [ "/v1/audio/transcriptions" @@ -60865,6 +61380,7 @@ "litellm_provider": "cloudflare", "mode": "audio_transcription", "output_cost_per_second": 0.0, + "rpm": 720, "source": "https://developers.cloudflare.com/workers-ai/models/whisper-large-v3-turbo/", "supported_endpoints": [ "/v1/audio/transcriptions" @@ -60920,6 +61436,31 @@ "supports_web_search": false, "output_cost_per_image": 0.08 }, + "gemini/lyria-3.5": { + "input_cost_per_token": 0, + "litellm_provider": "gemini", + "max_input_tokens": 1048576, + "max_output_tokens": 65536, + "max_tokens": 65536, + "mode": "chat", + "output_cost_per_token": 0, + "source": "https://ai.google.dev/gemini-api/docs/pricing", + "supported_modalities": [ + "text" + ], + "supported_output_modalities": [ + "audio" + ], + "supports_audio_input": false, + "supports_audio_output": true, + "supports_function_calling": false, + "supports_prompt_caching": false, + "supports_response_schema": false, + "supports_system_messages": false, + "supports_vision": false, + "supports_web_search": false, + "output_cost_per_image": 0.08 + }, "perplexity/anthropic/claude-fable-5": { "litellm_provider": "perplexity", "mode": "responses", diff --git a/model_prices_and_context_window.schema.json b/model_prices_and_context_window.schema.json index 47a1934a703..7ed1e7e568b 100644 --- a/model_prices_and_context_window.schema.json +++ b/model_prices_and_context_window.schema.json @@ -478,6 +478,10 @@ "type": "number", "minimum": 0 }, + "output_cost_per_second_720p": { + "type": "number", + "minimum": 0 + }, "output_cost_per_token": { "type": "number", "minimum": 0, diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py index 6cc3dcceebc..bbb7b5f9c35 100644 --- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py +++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py @@ -1,5 +1,6 @@ -import os +import json from collections.abc import Mapping, Sequence +from pathlib import Path import pytest @@ -11,8 +12,6 @@ from litellm.types.llms.openai import FileSearchTool, ResponsesAPIResponse, WebS from litellm.types.utils import ModelResponse, StandardBuiltInToolsParams - - def test_web_search_cost_low(): web_search_options = WebSearchOptions(search_context_size="low") model_info = litellm.get_model_info("gpt-4o-search-preview") @@ -683,12 +682,13 @@ def test_web_search_provider_prefix_fallback_does_not_misprice_non_gemini_model( def _openai_responses_with_web_search_calls(model, num_calls): - from litellm.types.llms.openai import ResponsesAPIResponse from openai.types.responses.response_function_web_search import ( ActionSearch, ResponseFunctionWebSearch, ) + from litellm.types.llms.openai import ResponsesAPIResponse + output = [ ResponseFunctionWebSearch( id=f"ws_{i}", @@ -859,11 +859,62 @@ def test_dated_search_preview_entries_carry_search_pricing(local_model_cost_map) custom_llm_provider="openai", standard_built_in_tools_params=None, ) - assert cost == pytest.approx(0.035), ( - f"dated search-preview id must bill the $0.035 search fee, got ${cost}" + assert cost == pytest.approx(0.025), ( + f"dated search-preview id must bill the $0.025 search fee, got ${cost}" ) +@pytest.mark.parametrize( + "web_search_options", + [ + None, + WebSearchOptions(search_context_size="low"), + WebSearchOptions(search_context_size="medium"), + WebSearchOptions(search_context_size="high"), + ], +) +def test_gpt_4o_mini_snapshot_bills_web_search_like_its_alias( + web_search_options: WebSearchOptions | None, local_model_cost_map: None +) -> None: + alias_info = litellm.get_model_info("gpt-4o-mini") + snapshot_info = litellm.get_model_info("gpt-4o-mini-2024-07-18") + + assert not snapshot_info["supports_web_search"] + assert not alias_info["supports_web_search"] + + snapshot_cost = StandardBuiltInToolCostTracking.get_cost_for_web_search( + web_search_options=web_search_options, model_info=snapshot_info + ) + alias_cost = StandardBuiltInToolCostTracking.get_cost_for_web_search( + web_search_options=web_search_options, model_info=alias_info + ) + + assert snapshot_cost == alias_cost == 0.025 + + +def test_gpt_4o_mini_web_search_price_matches_in_both_cost_maps(): + repo_root = Path(__file__).parents[4] + cost_maps = tuple( + json.loads((repo_root / path).read_text(encoding="utf-8")) + for path in ( + "model_prices_and_context_window.json", + "litellm/model_prices_and_context_window_backup.json", + ) + ) + canonical, backup = cost_maps + expected_search_price = { + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025, + "search_context_size_high": 0.025, + } + for model_name in ("gpt-4o-mini", "gpt-4o-mini-2024-07-18"): + canonical_entry = canonical[model_name] + backup_entry = backup[model_name] + assert canonical_entry["search_context_cost_per_query"] == expected_search_price + assert backup_entry["search_context_cost_per_query"] == expected_search_price + assert canonical_entry == backup_entry + + # Note: File search integration test removed due to complex annotation detection logic # The unit tests in test_azure_assistant_cost_tracking.py provide comprehensive coverage diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_base_invoke_transformation.py b/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_base_invoke_transformation.py index c2c448cd7e2..96a2fa6ec67 100644 --- a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_base_invoke_transformation.py +++ b/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_base_invoke_transformation.py @@ -1,5 +1,7 @@ import json +from unittest.mock import MagicMock +import httpx import pytest @@ -190,3 +192,45 @@ def test_get_error_class_preserves_provider_headers(): assert isinstance(error, BedrockError) assert error.headers == {"x-amzn-RequestId": "req-invoke-500"} assert error.response.headers["x-amzn-requestid"] == "req-invoke-500" + + +def test_transform_response_hands_json_mode_to_nova(): + """The invoke dispatcher forwards its json_mode argument to Nova instead of dropping it.""" + from litellm.types.utils import ModelResponse + + response_json = { + "output": { + "message": { + "role": "assistant", + "content": [ + { + "toolUse": { + "toolUseId": "tooluse_nova_json", + "name": "json_tool_call", + "input": {"city": "Paris", "temperature": 21}, + } + } + ], + } + }, + "stopReason": "tool_use", + "usage": {"inputTokens": 5, "outputTokens": 4, "totalTokens": 9}, + } + raw_response = httpx.Response(200, json=response_json, request=httpx.Request("POST", "https://bedrock")) + + result = AmazonInvokeConfig().transform_response( + model="invoke/amazon.nova-lite-v1:0", + raw_response=raw_response, + model_response=ModelResponse(), + logging_obj=MagicMock(), + request_data={}, + messages=[{"role": "user", "content": "weather"}], + optional_params={}, + litellm_params={}, + encoding=None, + api_key=None, + json_mode=True, + ) + + assert result.choices[0].message.tool_calls is None + assert json.loads(result.choices[0].message.content) == {"city": "Paris", "temperature": 21} diff --git a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py index f0e361ceb88..51c0cd261e8 100644 --- a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py +++ b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py @@ -382,6 +382,8 @@ def test_reasoning_with_forced_tool_choice_switches_to_auto(): "us.openai.gpt-5.6-sol", "global.openai.gpt-5.6-terra", "bedrock/converse/us.openai.gpt-5.6-luna", + "us.openai.gpt-6-astra", + "bedrock/converse/global.openai.gpt-6-astra", ], ) def test_reasoning_effort_maps_to_reasoning_effort_for_openai_gpt5_converse(model, local_model_cost_map): @@ -412,6 +414,7 @@ def test_reasoning_effort_maps_to_reasoning_effort_for_openai_gpt5_converse(mode [ "us.openai.gpt-5.6-sol", "bedrock/converse/global.openai.gpt-5.6-luna", + "us.openai.gpt-6-astra", ], ) def test_openai_gpt5_converse_never_forwards_thinking(model, local_model_cost_map): @@ -6727,3 +6730,41 @@ def test_forced_tool_choice_forwarded_on_converse_models_that_support_it( ) assert result == {"any": {}} + + +def test_transform_response_honors_json_mode_kwarg_when_optional_params_lack_it(): + response_json = { + "metrics": {"latencyMs": 900}, + "output": { + "message": { + "content": [ + { + "toolUse": { + "input": {"city": "Paris", "population": 2100000}, + "name": "json_tool_call", + "toolUseId": "tooluse_invoke_nova_json", + } + } + ], + "role": "assistant", + } + }, + "stopReason": "tool_use", + "usage": {"inputTokens": 40, "outputTokens": 20, "totalTokens": 60}, + } + raw_response = httpx.Response(200, json=response_json, request=httpx.Request("POST", "https://bedrock.test")) + logging_obj = MagicMock() + result = AmazonConverseConfig().transform_response( + model="bedrock/invoke/us.amazon.nova-micro-v1:0", + raw_response=raw_response, + model_response=ModelResponse(), + logging_obj=logging_obj, + request_data={}, + messages=[], + optional_params={"tools": [{"type": "function", "function": {"name": "json_tool_call", "parameters": {}}}]}, + litellm_params={}, + encoding=None, + json_mode=True, + ) + assert result.choices[0].message.tool_calls is None + assert json.loads(result.choices[0].message.content) == {"city": "Paris", "population": 2100000} diff --git a/tests/test_litellm/llms/chatgpt/responses/test_chatgpt_responses_transformation.py b/tests/test_litellm/llms/chatgpt/responses/test_chatgpt_responses_transformation.py index 8e0415d50de..a7520bd5955 100644 --- a/tests/test_litellm/llms/chatgpt/responses/test_chatgpt_responses_transformation.py +++ b/tests/test_litellm/llms/chatgpt/responses/test_chatgpt_responses_transformation.py @@ -10,18 +10,23 @@ from unittest.mock import MagicMock, patch import httpx import pytest - +import litellm +from litellm.llms.chatgpt.responses.transformation import ChatGPTResponsesAPIConfig from litellm.llms.openai.common_utils import OpenAIError +from litellm.main import responses_api_bridge_check from litellm.types.router import GenericLiteLLMParams from litellm.types.utils import LlmProviders from litellm.utils import ProviderConfigManager -from litellm.llms.chatgpt.responses.transformation import ChatGPTResponsesAPIConfig class TestChatGPTResponsesAPITransformation: @pytest.mark.parametrize( "model_name", [ + "chatgpt/gpt-5.5", + "chatgpt/gpt-5.6-luna", + "chatgpt/gpt-5.6-sol", + "chatgpt/gpt-5.6-terra", "chatgpt/gpt-5.4", "chatgpt/gpt-5.4-pro", "chatgpt/gpt-5.3-chat-latest", @@ -40,6 +45,52 @@ class TestChatGPTResponsesAPITransformation: assert isinstance(config, ChatGPTResponsesAPIConfig) assert config.custom_llm_provider == LlmProviders.CHATGPT + @pytest.mark.parametrize( + "model_name", + [ + "chatgpt/gpt-5.5", + "chatgpt/gpt-5.6-luna", + "chatgpt/gpt-5.6-sol", + "chatgpt/gpt-5.6-terra", + ], + ) + def test_chatgpt_responses_model_metadata(self, model_name: str, local_model_cost_map: None) -> None: + model_info = litellm.get_model_info(model_name) + + assert model_info["litellm_provider"] == "chatgpt" + assert model_info["mode"] == "responses" + assert model_info["supported_endpoints"] == [ + "/v1/chat/completions", + "/v1/responses", + ] + assert model_info["max_input_tokens"] == 1050000 + assert model_info["max_output_tokens"] == 128000 + + @pytest.mark.parametrize( + "model_name", + [ + "gpt-5.5", + "gpt-5.6-luna", + "gpt-5.6-sol", + "gpt-5.6-terra", + ], + ) + def test_chatgpt_models_bridge_chat_completions_to_responses( + self, model_name: str, local_model_cost_map: None + ) -> None: + """A chat completions request for these models must take the Responses bridge. + + `gpt-5.6-*` also exists as an openai chat model, so an unregistered + chatgpt model resolves to mode "chat" here and never reaches the bridge. + """ + model_info, resolved_model = responses_api_bridge_check( + model=model_name, + custom_llm_provider="chatgpt", + ) + + assert model_info["mode"] == "responses" + assert resolved_model == model_name + @patch("litellm.llms.chatgpt.responses.transformation.Authenticator") def test_chatgpt_responses_endpoint_url(self, mock_authenticator_class): mock_auth_instance = MagicMock() diff --git a/tests/test_litellm/llms/vertex_ai/audio_transcription/test_vertex_ai_gemini_transcribe_transformation.py b/tests/test_litellm/llms/vertex_ai/audio_transcription/test_vertex_ai_gemini_transcribe_transformation.py index eadd87d9c92..08e46b1ffac 100644 --- a/tests/test_litellm/llms/vertex_ai/audio_transcription/test_vertex_ai_gemini_transcribe_transformation.py +++ b/tests/test_litellm/llms/vertex_ai/audio_transcription/test_vertex_ai_gemini_transcribe_transformation.py @@ -322,8 +322,8 @@ class TestModelCostEntry: entry = json.load(f)["vertex_ai/gemini-3.5-transcribe-preview"] assert entry["mode"] == "audio_transcription" assert entry["litellm_provider"] == "vertex_ai" - assert entry["input_cost_per_audio_token"] == pytest.approx(2.5e-06) - assert entry["input_cost_per_token"] == pytest.approx(2.5e-06) + assert entry["input_cost_per_audio_token"] == pytest.approx(2e-06) + assert entry["input_cost_per_token"] == pytest.approx(2e-06) assert entry["output_cost_per_token"] == pytest.approx(1.2e-05) assert entry["supported_endpoints"] == ["/v1/audio/transcriptions"] diff --git a/tests/test_litellm/proxy/management_endpoints/policy_endpoints/test_ai_policy_suggester.py b/tests/test_litellm/proxy/management_endpoints/policy_endpoints/test_ai_policy_suggester.py index 93dc429168f..bb71d67f24e 100644 --- a/tests/test_litellm/proxy/management_endpoints/policy_endpoints/test_ai_policy_suggester.py +++ b/tests/test_litellm/proxy/management_endpoints/policy_endpoints/test_ai_policy_suggester.py @@ -265,7 +265,7 @@ class TestSuggesterRejectsModelsWithoutToolCalling: def test_a_model_without_forced_tool_choice_support_remains_eligible(self, local_model_cost_map): supported_params = litellm.get_supported_openai_params( - model="amazon.nova-pro-v1:0", + model="meta.llama4-scout-17b-instruct-v1:0", custom_llm_provider="bedrock", ) diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py index e42608c9904..8b186be43e5 100644 --- a/tests/test_litellm/test_utils.py +++ b/tests/test_litellm/test_utils.py @@ -56,6 +56,12 @@ from litellm.utils import ( # Adds the parent directory to the system path +def test_cloudflare_model_info_includes_rpm(local_model_cost_map: None) -> None: + assert litellm.get_model_info("cloudflare/@cf/meta/llama-3.1-8b-instruct-fp8")["rpm"] == 300 + assert litellm.get_model_info("cloudflare/@cf/moonshotai/kimi-k2.6")["rpm"] == 20 + assert litellm.get_model_info("cloudflare/@cf/openai/whisper-large-v3-turbo")["rpm"] == 720 + + def test_get_utc_datetime_returns_current_aware_utc_time() -> None: before: Final = datetime.now(timezone.utc) result: Final = litellm.utils.get_utc_datetime() @@ -810,6 +816,7 @@ def validate_model_cost_values(model_data, exceptions=None): "input_cost_per_second", "output_cost_per_second", "output_cost_per_second_480p", + "output_cost_per_second_720p", "output_cost_per_second_1080p", "output_cost_per_second_4k", "input_cost_per_query", @@ -1033,6 +1040,7 @@ def test_aaamodel_prices_and_context_window_json_is_valid(): "output_cost_per_pixel": {"type": "number"}, "output_cost_per_second": {"type": "number"}, "output_cost_per_second_480p": {"type": "number"}, + "output_cost_per_second_720p": {"type": "number"}, "output_cost_per_second_1080p": {"type": "number"}, "output_cost_per_second_4k": {"type": "number"}, "output_cost_per_token": {"type": "number"}, @@ -1405,23 +1413,35 @@ def test_supports_tool_choice_simple_tests(): is True ) - assert ( - litellm.utils.supports_tool_choice(model="us.amazon.nova-micro-v1:0") is False - ) - assert ( - litellm.utils.supports_tool_choice(model="bedrock/us.amazon.nova-micro-v1:0") - is False - ) - assert ( - litellm.utils.supports_tool_choice( - model="us.amazon.nova-micro-v1:0", custom_llm_provider="bedrock_converse" - ) - is False - ) - assert litellm.utils.supports_tool_choice(model="perplexity/sonar") is False +@pytest.mark.usefixtures("local_model_cost_map") +@pytest.mark.parametrize( + "model", + [ + "amazon.nova-lite-v1:0", + "amazon.nova-micro-v1:0", + "amazon.nova-pro-v1:0", + "apac.amazon.nova-lite-v1:0", + "apac.amazon.nova-micro-v1:0", + "apac.amazon.nova-pro-v1:0", + "bedrock/us-gov-east-1/amazon.nova-pro-v1:0", + "bedrock/us-gov-west-1/amazon.nova-lite-v1:0", + "bedrock/us-gov-west-1/amazon.nova-micro-v1:0", + "bedrock/us-gov-west-1/amazon.nova-pro-v1:0", + "eu.amazon.nova-lite-v1:0", + "eu.amazon.nova-micro-v1:0", + "eu.amazon.nova-pro-v1:0", + "us.amazon.nova-lite-v1:0", + "us.amazon.nova-micro-v1:0", + "us.amazon.nova-pro-v1:0", + ], +) +def test_amazon_nova_v1_understanding_models_support_tool_choice(model: str) -> None: + assert litellm.utils.supports_tool_choice(model=model) is True + + def test_check_provider_match(): """ Test the _check_provider_match function for various provider scenarios diff --git a/tests/test_litellm/test_video_generation.py b/tests/test_litellm/test_video_generation.py index 2a60ff9c4b5..f3cd4618078 100644 --- a/tests/test_litellm/test_video_generation.py +++ b/tests/test_litellm/test_video_generation.py @@ -532,6 +532,32 @@ class TestVideoGeneration: assert abs(cost_for("runwayml/seedance2_5", "480p", 8.0) - 1.6) < 0.001 assert abs(cost_for("runwayml/gen4.5", None, 8.0) - 0.96) < 0.001 + def test_completion_cost_xai_imagine_video_720p_tier_from_cost_map(self, monkeypatch): + """720p xAI Imagine Video requests bill the published 720p rate, not the 480p base rate.""" + from litellm.cost_calculator import completion_cost + + local_map_path = os.path.join( + os.path.dirname(__file__), "..", "..", "model_prices_and_context_window.json" + ) + with open(local_map_path, "r") as f: + monkeypatch.setattr(litellm, "model_cost", json.load(f)) + + def cost_for(model: str, resolution: str, duration: float) -> float: + mock_response = MagicMock() + mock_response.usage = {"duration_seconds": duration, "video_resolution": resolution} + type(mock_response)._hidden_params = {} + return completion_cost( + completion_response=mock_response, + model=model, + call_type="create_video", + custom_llm_provider="xai", + ) + + assert abs(cost_for("xai/grok-imagine-video", "720p", 10.0) - 0.7) < 0.001 + assert abs(cost_for("xai/grok-imagine-video-1.5", "720p", 10.0) - 1.4) < 0.001 + assert abs(cost_for("xai/grok-imagine-video-1.5", "480p", 10.0) - 0.8) < 0.001 + assert abs(cost_for("xai/grok-imagine-video-1.5", "1080p", 10.0) - 2.5) < 0.001 + def test_completion_cost_veo_31_tiers_pin_published_rates(self, monkeypatch): """The gemini and vertex_ai veo 3.1 entries bill Google's published per-second tier rates.""" from litellm.cost_calculator import completion_cost diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index adbdb2f46d9..6d62ce2b675 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -29741,6 +29741,8 @@ export interface components { output_cost_per_second_480p?: number | null; /** Output Cost Per Second 4K */ output_cost_per_second_4k?: number | null; + /** Output Cost Per Second 720P */ + output_cost_per_second_720p?: number | null; /** Output Cost Per Token */ output_cost_per_token?: number | null; /** Output Cost Per Token Above 128K Tokens */ @@ -39932,6 +39934,8 @@ export interface components { output_cost_per_second_480p?: number | null; /** Output Cost Per Second 4K */ output_cost_per_second_4k?: number | null; + /** Output Cost Per Second 720P */ + output_cost_per_second_720p?: number | null; /** Output Cost Per Token */ output_cost_per_token?: number | null; /** Output Cost Per Token Above 128K Tokens */ diff --git a/whitelisted_bedrock_models.txt b/whitelisted_bedrock_models.txt index 578edddec8d..6124cb41044 100644 --- a/whitelisted_bedrock_models.txt +++ b/whitelisted_bedrock_models.txt @@ -6,6 +6,7 @@ ai21.jamba-instruct-v1:0 twelvelabs.pegasus-1-2-v1:0 us.twelvelabs.pegasus-1-2-v1:0 eu.twelvelabs.pegasus-1-2-v1:0 +global.twelvelabs.pegasus-1-2-v1:0 amazon.titan-text-express-v1 amazon.titan-text-lite-v1 amazon.titan-text-premier-v1:0