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Merge remote-tracking branch 'origin/litellm_internal_staging' into pr-28324

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Claude 2026-05-20 17:36:00 +00:00
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227
litellm/model_prices_and_context_window_backup.json
View file

@ -1448,6 +1448,35 @@
"supports_native_structured_output": true,
"supports_minimal_reasoning_effort": true
},
"jp.anthropic.claude-sonnet-4-6": {
"cache_creation_input_token_cost": 4.125e-06,
"cache_read_input_token_cost": 3.3e-07,
"input_cost_per_token": 3.3e-06,
"litellm_provider": "bedrock_converse",
"max_input_tokens": 1000000,
"max_output_tokens": 64000,
"max_tokens": 64000,
"mode": "chat",
"output_cost_per_token": 1.65e-05,
"search_context_cost_per_query": {
"search_context_size_high": 0.01,
"search_context_size_low": 0.01,
"search_context_size_medium": 0.01
},
"supports_assistant_prefill": true,
"supports_computer_use": true,
"supports_function_calling": true,
"supports_pdf_input": true,
"supports_prompt_caching": true,
"supports_reasoning": true,
"supports_response_schema": true,
"supports_max_reasoning_effort": true,
"supports_tool_choice": true,
"supports_vision": true,
"tool_use_system_prompt_tokens": 346,
"supports_native_structured_output": true,
"supports_minimal_reasoning_effort": true
},
"anthropic.claude-sonnet-4-20250514-v1:0": {
"cache_creation_input_token_cost": 3.75e-06,
"cache_read_input_token_cost": 3e-07,
@ -9602,6 +9631,7 @@
"search_context_size_low": 0.01,
"search_context_size_medium": 0.01
},
"supports_adaptive_thinking": true,
"supports_assistant_prefill": true,
"supports_computer_use": true,
"supports_function_calling": true,
@ -9795,6 +9825,7 @@
"search_context_size_low": 0.01,
"search_context_size_medium": 0.01
},
"supports_adaptive_thinking": true,
"supports_assistant_prefill": false,
"supports_computer_use": true,
"supports_function_calling": true,
@ -9828,6 +9859,7 @@
"search_context_size_low": 0.01,
"search_context_size_medium": 0.01
},
"supports_adaptive_thinking": true,
"supports_assistant_prefill": false,
"supports_computer_use": true,
"supports_function_calling": true,
@ -9861,6 +9893,7 @@
"search_context_size_low": 0.01,
"search_context_size_medium": 0.01
},
"supports_adaptive_thinking": true,
"supports_assistant_prefill": false,
"supports_computer_use": true,
"supports_function_calling": true,
@ -9895,6 +9928,7 @@
"search_context_size_low": 0.01,
"search_context_size_medium": 0.01
},
"supports_adaptive_thinking": true,
"supports_assistant_prefill": false,
"supports_computer_use": true,
"supports_function_calling": true,
@ -14883,7 +14917,65 @@
"mode": "chat",
"output_cost_per_reasoning_token": 1.5e-06,
"output_cost_per_token": 1.5e-06,
"source": "https://ai.google.dev/gemini-api/docs/models",
"source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models",
"supported_endpoints": [
"/v1/chat/completions",
"/v1/completions",
"/v1/batch"
],
"supported_modalities": [
"text",
"image",
"audio",
"video"
],
"supported_output_modalities": [
"text"
],
"supports_audio_input": true,
"supports_audio_output": false,
"supports_code_execution": true,
"supports_file_search": true,
"supports_function_calling": true,
"supports_parallel_function_calling": true,
"supports_pdf_input": true,
"supports_prompt_caching": true,
"supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
"supports_url_context": true,
"supports_video_input": true,
"supports_vision": true,
"supports_web_search": true,
"supports_native_streaming": true,
"search_context_cost_per_query": {
"search_context_size_low": 0.014,
"search_context_size_medium": 0.014,
"search_context_size_high": 0.014
},
"web_search_billing_unit": "per_query",
"supports_service_tier": true
},
"gemini-3.1-flash-lite": {
"cache_read_input_token_cost": 4.5e-08,
"cache_read_input_token_cost_per_audio_token": 9e-08,
"input_cost_per_audio_token": 9e-07,
"input_cost_per_token": 4.5e-07,
"litellm_provider": "vertex_ai-language-models",
"max_audio_length_hours": 8.4,
"max_audio_per_prompt": 1,
"max_images_per_prompt": 3000,
"max_input_tokens": 1048576,
"max_output_tokens": 65536,
"max_pdf_size_mb": 30,
"max_tokens": 65536,
"max_video_length": 1,
"max_videos_per_prompt": 10,
"mode": "chat",
"output_cost_per_reasoning_token": 2.7e-06,
"output_cost_per_token": 2.7e-06,
"source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models",
"supported_endpoints": [
"/v1/chat/completions",
"/v1/completions",
@ -16987,6 +17079,66 @@
"web_search_billing_unit": "per_query",
"supports_service_tier": true
},
"gemini/gemini-3.1-flash-lite": {
"cache_read_input_token_cost": 4.5e-08,
"cache_read_input_token_cost_per_audio_token": 9e-08,
"input_cost_per_audio_token": 9e-07,
"input_cost_per_token": 4.5e-07,
"litellm_provider": "gemini",
"max_audio_length_hours": 8.4,
"max_audio_per_prompt": 1,
"max_images_per_prompt": 3000,
"max_input_tokens": 1048576,
"max_output_tokens": 65536,
"max_pdf_size_mb": 30,
"max_tokens": 65536,
"max_video_length": 1,
"max_videos_per_prompt": 10,
"mode": "chat",
"output_cost_per_reasoning_token": 2.7e-06,
"output_cost_per_token": 2.7e-06,
"rpm": 15,
"source": "https://ai.google.dev/gemini-api/docs/pricing",
"supported_endpoints": [
"/v1/chat/completions",
"/v1/completions",
"/v1/batch"
],
"supported_modalities": [
"text",
"image",
"audio",
"video"
],
"supported_output_modalities": [
"text"
],
"supports_audio_input": true,
"supports_audio_output": false,
"supports_code_execution": true,
"supports_file_search": true,
"supports_function_calling": true,
"supports_parallel_function_calling": true,
"supports_pdf_input": true,
"supports_prompt_caching": true,
"supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
"supports_url_context": true,
"supports_video_input": true,
"supports_vision": true,
"supports_web_search": true,
"supports_native_streaming": true,
"tpm": 250000,
"search_context_cost_per_query": {
"search_context_size_low": 0.014,
"search_context_size_medium": 0.014,
"search_context_size_high": 0.014
},
"web_search_billing_unit": "per_query",
"supports_service_tier": true
},
"gemini/gemini-3-flash-preview": {
"cache_read_input_token_cost": 5e-08,
"input_cost_per_audio_token": 1e-06,
@ -24285,6 +24437,21 @@
"supports_tool_choice": true,
"supports_vision": true
},
"mistral/ministral-8b-2512": {
"input_cost_per_token": 1.5e-07,
"litellm_provider": "mistral",
"max_input_tokens": 262144,
"max_output_tokens": 262144,
"max_tokens": 262144,
"mode": "chat",
"output_cost_per_token": 1.5e-07,
"source": "https://mistral.ai/pricing",
"supports_assistant_prefill": true,
"supports_function_calling": true,
"supports_response_schema": true,
"supports_tool_choice": true,
"supports_vision": true
},
"mistral/mistral-tiny": {
"input_cost_per_token": 2.5e-07,
"litellm_provider": "mistral",
@ -33605,6 +33772,64 @@
},
"web_search_billing_unit": "per_query"
},
"vertex_ai/gemini-3.1-flash-lite": {
"cache_read_input_token_cost": 4.5e-08,
"cache_read_input_token_cost_per_audio_token": 9e-08,
"input_cost_per_audio_token": 9e-07,
"input_cost_per_token": 4.5e-07,
"litellm_provider": "vertex_ai-language-models",
"max_audio_length_hours": 8.4,
"max_audio_per_prompt": 1,
"max_images_per_prompt": 3000,
"max_input_tokens": 1048576,
"max_output_tokens": 65536,
"max_pdf_size_mb": 30,
"max_tokens": 65536,
"max_video_length": 1,
"max_videos_per_prompt": 10,
"mode": "chat",
"output_cost_per_reasoning_token": 2.7e-06,
"output_cost_per_token": 2.7e-06,
"source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models",
"supported_endpoints": [
"/v1/chat/completions",
"/v1/completions",
"/v1/batch"
],
"supported_modalities": [
"text",
"image",
"audio",
"video"
],
"supported_output_modalities": [
"text"
],
"supports_audio_input": true,
"supports_audio_output": false,
"supports_code_execution": true,
"supports_file_search": true,
"supports_function_calling": true,
"supports_parallel_function_calling": true,
"supports_pdf_input": true,
"supports_prompt_caching": true,
"supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
"supports_url_context": true,
"supports_video_input": true,
"supports_vision": true,
"supports_web_search": true,
"supports_native_streaming": true,
"search_context_cost_per_query": {
"search_context_size_low": 0.014,
"search_context_size_medium": 0.014,
"search_context_size_high": 0.014
},
"web_search_billing_unit": "per_query",
"supports_service_tier": true
},
"vertex_ai/deep-research-pro-preview-12-2025": {
"input_cost_per_image": 0.0011,
"input_cost_per_token": 2e-06,

191
model_prices_and_context_window.json
View file

@ -14957,6 +14957,64 @@
"web_search_billing_unit": "per_query",
"supports_service_tier": true
},
"gemini-3.1-flash-lite": {
"cache_read_input_token_cost": 4.5e-08,
"cache_read_input_token_cost_per_audio_token": 9e-08,
"input_cost_per_audio_token": 9e-07,
"input_cost_per_token": 4.5e-07,
"litellm_provider": "vertex_ai-language-models",
"max_audio_length_hours": 8.4,
"max_audio_per_prompt": 1,
"max_images_per_prompt": 3000,
"max_input_tokens": 1048576,
"max_output_tokens": 65536,
"max_pdf_size_mb": 30,
"max_tokens": 65536,
"max_video_length": 1,
"max_videos_per_prompt": 10,
"mode": "chat",
"output_cost_per_reasoning_token": 2.7e-06,
"output_cost_per_token": 2.7e-06,
"source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models",
"supported_endpoints": [
"/v1/chat/completions",
"/v1/completions",
"/v1/batch"
],
"supported_modalities": [
"text",
"image",
"audio",
"video"
],
"supported_output_modalities": [
"text"
],
"supports_audio_input": true,
"supports_audio_output": false,
"supports_code_execution": true,
"supports_file_search": true,
"supports_function_calling": true,
"supports_parallel_function_calling": true,
"supports_pdf_input": true,
"supports_prompt_caching": true,
"supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
"supports_url_context": true,
"supports_video_input": true,
"supports_vision": true,
"supports_web_search": true,
"supports_native_streaming": true,
"search_context_cost_per_query": {
"search_context_size_low": 0.014,
"search_context_size_medium": 0.014,
"search_context_size_high": 0.014
},
"web_search_billing_unit": "per_query",
"supports_service_tier": true
},
"deep-research-pro-preview-12-2025": {
"input_cost_per_image": 0.0011,
"input_cost_per_token": 2e-06,
@ -17021,6 +17079,66 @@
"web_search_billing_unit": "per_query",
"supports_service_tier": true
},
"gemini/gemini-3.1-flash-lite": {
"cache_read_input_token_cost": 4.5e-08,
"cache_read_input_token_cost_per_audio_token": 9e-08,
"input_cost_per_audio_token": 9e-07,
"input_cost_per_token": 4.5e-07,
"litellm_provider": "gemini",
"max_audio_length_hours": 8.4,
"max_audio_per_prompt": 1,
"max_images_per_prompt": 3000,
"max_input_tokens": 1048576,
"max_output_tokens": 65536,
"max_pdf_size_mb": 30,
"max_tokens": 65536,
"max_video_length": 1,
"max_videos_per_prompt": 10,
"mode": "chat",
"output_cost_per_reasoning_token": 2.7e-06,
"output_cost_per_token": 2.7e-06,
"rpm": 15,
"source": "https://ai.google.dev/gemini-api/docs/pricing",
"supported_endpoints": [
"/v1/chat/completions",
"/v1/completions",
"/v1/batch"
],
"supported_modalities": [
"text",
"image",
"audio",
"video"
],
"supported_output_modalities": [
"text"
],
"supports_audio_input": true,
"supports_audio_output": false,
"supports_code_execution": true,
"supports_file_search": true,
"supports_function_calling": true,
"supports_parallel_function_calling": true,
"supports_pdf_input": true,
"supports_prompt_caching": true,
"supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
"supports_url_context": true,
"supports_video_input": true,
"supports_vision": true,
"supports_web_search": true,
"supports_native_streaming": true,
"tpm": 250000,
"search_context_cost_per_query": {
"search_context_size_low": 0.014,
"search_context_size_medium": 0.014,
"search_context_size_high": 0.014
},
"web_search_billing_unit": "per_query",
"supports_service_tier": true
},
"gemini/gemini-3-flash-preview": {
"cache_read_input_token_cost": 5e-08,
"input_cost_per_audio_token": 1e-06,
@ -24319,6 +24437,21 @@
"supports_tool_choice": true,
"supports_vision": true
},
"mistral/ministral-8b-2512": {
"input_cost_per_token": 1.5e-07,
"litellm_provider": "mistral",
"max_input_tokens": 262144,
"max_output_tokens": 262144,
"max_tokens": 262144,
"mode": "chat",
"output_cost_per_token": 1.5e-07,
"source": "https://mistral.ai/pricing",
"supports_assistant_prefill": true,
"supports_function_calling": true,
"supports_response_schema": true,
"supports_tool_choice": true,
"supports_vision": true
},
"mistral/mistral-tiny": {
"input_cost_per_token": 2.5e-07,
"litellm_provider": "mistral",
@ -33639,6 +33772,64 @@
},
"web_search_billing_unit": "per_query"
},
"vertex_ai/gemini-3.1-flash-lite": {
"cache_read_input_token_cost": 4.5e-08,
"cache_read_input_token_cost_per_audio_token": 9e-08,
"input_cost_per_audio_token": 9e-07,
"input_cost_per_token": 4.5e-07,
"litellm_provider": "vertex_ai-language-models",
"max_audio_length_hours": 8.4,
"max_audio_per_prompt": 1,
"max_images_per_prompt": 3000,
"max_input_tokens": 1048576,
"max_output_tokens": 65536,
"max_pdf_size_mb": 30,
"max_tokens": 65536,
"max_video_length": 1,
"max_videos_per_prompt": 10,
"mode": "chat",
"output_cost_per_reasoning_token": 2.7e-06,
"output_cost_per_token": 2.7e-06,
"source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models",
"supported_endpoints": [
"/v1/chat/completions",
"/v1/completions",
"/v1/batch"
],
"supported_modalities": [
"text",
"image",
"audio",
"video"
],
"supported_output_modalities": [
"text"
],
"supports_audio_input": true,
"supports_audio_output": false,
"supports_code_execution": true,
"supports_file_search": true,
"supports_function_calling": true,
"supports_parallel_function_calling": true,
"supports_pdf_input": true,
"supports_prompt_caching": true,
"supports_reasoning": true,
"supports_response_schema": true,
"supports_system_messages": true,
"supports_tool_choice": true,
"supports_url_context": true,
"supports_video_input": true,
"supports_vision": true,
"supports_web_search": true,
"supports_native_streaming": true,
"search_context_cost_per_query": {
"search_context_size_low": 0.014,
"search_context_size_medium": 0.014,
"search_context_size_high": 0.014
},
"web_search_billing_unit": "per_query",
"supports_service_tier": true
},
"vertex_ai/deep-research-pro-preview-12-2025": {
"input_cost_per_image": 0.0011,
"input_cost_per_token": 2e-06,

14
tests/local_testing/conftest.py
View file

@ -22,6 +22,20 @@ sys.path.insert(
) # Adds the parent directory to the system path
import litellm
# ``litellm.model_cost`` is loaded at import time from the URL pinned to
# ``main`` (``LITELLM_MODEL_COST_MAP_URL``). The in-tree backup ships with
# this branch and can include pricing entries that main has not yet picked
# up (e.g. an upstream provider rotates a model id and the test cassette
# records the new name). Backfill any entries that are missing from the
# remote-fetched map so cost-calculator lookups in tests succeed against
# the cassette state the branch is being tested with.
from litellm.litellm_core_utils.get_model_cost_map import GetModelCostMap
_local_cost_map = GetModelCostMap.load_local_model_cost_map()
for _k, _v in _local_cost_map.items():
litellm.model_cost.setdefault(_k, _v)
del _local_cost_map
from tests._vcr_conftest_common import ( # noqa: E402,F401
VerboseReporterState,
_pin_multipart_boundary,

19
tests/test_litellm/test_cost_calculator.py
View file

@ -2059,6 +2059,25 @@ def test_openrouter_gemini_3_1_flash_lite_preview_pricing():
assert model_info["max_output_tokens"] == 65536
def test_gemini_3_1_flash_lite_pricing():
os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
litellm.model_cost = litellm.get_model_cost_map(url="")
for model_name in (
"gemini-3.1-flash-lite",
"gemini/gemini-3.1-flash-lite",
"vertex_ai/gemini-3.1-flash-lite",
):
model_info = litellm.model_cost.get(model_name)
assert model_info is not None, f"Missing model pricing entry: {model_name}"
assert model_info["input_cost_per_token"] == 4.5e-07
assert model_info["input_cost_per_audio_token"] == 9e-07
assert model_info["output_cost_per_token"] == 2.7e-06
assert model_info["output_cost_per_reasoning_token"] == 2.7e-06
assert model_info["cache_read_input_token_cost"] == 4.5e-08
assert model_info["max_input_tokens"] == 1048576
def test_custom_pricing_applies_cache_read_input_cost():
"""
Bug 1 reproduction: custom_cost_per_token with cache_read_input_token_cost