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fix(model_catalog): tighten Azure AI GPT-5.4 cost and capability metadata

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Add supports_web_search for base GPT-5.4 aliases, priority-tier Pro rates,
and mini/nano above-272k plus priority pricing for correct spend math.

Co-authored-by: Cursor <cursoragent@cursor.com>
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shivam 2026-05-15 17:15:27 -07:00
parent c48d6911b3
commit 243c1cdb04
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49
litellm/model_prices_and_context_window_backup.json
View file

@ -2093,6 +2093,7 @@
"supports_tool_choice": true,
"supports_service_tier": true,
"supports_vision": true,
"supports_web_search": true,
"supports_none_reasoning_effort": true,
"supports_xhigh_reasoning_effort": true,
"supports_minimal_reasoning_effort": true
@ -2146,8 +2147,12 @@
"azure_ai/gpt-5.4-pro": {
"cache_read_input_token_cost": 3e-06,
"cache_read_input_token_cost_above_272k_tokens": 6e-06,
"cache_read_input_token_cost_priority": 6e-06,
"cache_read_input_token_cost_above_272k_tokens_priority": 1.2e-05,
"input_cost_per_token": 3e-05,
"input_cost_per_token_above_272k_tokens": 6e-05,
"input_cost_per_token_priority": 6e-05,
"input_cost_per_token_above_272k_tokens_priority": 0.00012,
"litellm_provider": "azure_ai",
"max_input_tokens": 1050000,
"max_output_tokens": 128000,
@ -2155,6 +2160,8 @@
"mode": "responses",
"output_cost_per_token": 0.00018,
"output_cost_per_token_above_272k_tokens": 0.00027,
"output_cost_per_token_priority": 0.00036,
"output_cost_per_token_above_272k_tokens_priority": 0.00054,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-pro",
"supported_endpoints": [
"/v1/batch",
@ -2186,8 +2193,12 @@
"azure_ai/gpt-5.4-pro-2026-03-05": {
"cache_read_input_token_cost": 3e-06,
"cache_read_input_token_cost_above_272k_tokens": 6e-06,
"cache_read_input_token_cost_priority": 6e-06,
"cache_read_input_token_cost_above_272k_tokens_priority": 1.2e-05,
"input_cost_per_token": 3e-05,
"input_cost_per_token_above_272k_tokens": 6e-05,
"input_cost_per_token_priority": 6e-05,
"input_cost_per_token_above_272k_tokens_priority": 0.00012,
"litellm_provider": "azure_ai",
"max_input_tokens": 1050000,
"max_output_tokens": 128000,
@ -2195,6 +2206,8 @@
"mode": "responses",
"output_cost_per_token": 0.00018,
"output_cost_per_token_above_272k_tokens": 0.00027,
"output_cost_per_token_priority": 0.00036,
"output_cost_per_token_above_272k_tokens_priority": 0.00054,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-pro",
"supported_endpoints": [
"/v1/batch",
@ -2225,13 +2238,22 @@
},
"azure_ai/gpt-5.4-mini": {
"cache_read_input_token_cost": 7.5e-08,
"cache_read_input_token_cost_above_272k_tokens": 1.5e-07,
"cache_read_input_token_cost_priority": 1.5e-07,
"cache_read_input_token_cost_above_272k_tokens_priority": 3e-07,
"input_cost_per_token": 7.5e-07,
"input_cost_per_token_above_272k_tokens": 1.5e-06,
"input_cost_per_token_priority": 1.5e-06,
"input_cost_per_token_above_272k_tokens_priority": 3e-06,
"litellm_provider": "azure_ai",
"max_input_tokens": 400000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
"output_cost_per_token": 4.5e-06,
"output_cost_per_token_above_272k_tokens": 6.75e-06,
"output_cost_per_token_priority": 9e-06,
"output_cost_per_token_above_272k_tokens_priority": 1.35e-05,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-mini",
"supported_endpoints": [
"/v1/chat/completions",
@ -2263,13 +2285,22 @@
},
"azure_ai/gpt-5.4-mini-2026-03-17": {
"cache_read_input_token_cost": 7.5e-08,
"cache_read_input_token_cost_above_272k_tokens": 1.5e-07,
"cache_read_input_token_cost_priority": 1.5e-07,
"cache_read_input_token_cost_above_272k_tokens_priority": 3e-07,
"input_cost_per_token": 7.5e-07,
"input_cost_per_token_above_272k_tokens": 1.5e-06,
"input_cost_per_token_priority": 1.5e-06,
"input_cost_per_token_above_272k_tokens_priority": 3e-06,
"litellm_provider": "azure_ai",
"max_input_tokens": 400000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
"output_cost_per_token": 4.5e-06,
"output_cost_per_token_above_272k_tokens": 6.75e-06,
"output_cost_per_token_priority": 9e-06,
"output_cost_per_token_above_272k_tokens_priority": 1.35e-05,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-mini",
"supported_endpoints": [
"/v1/chat/completions",
@ -2301,13 +2332,22 @@
},
"azure_ai/gpt-5.4-nano": {
"cache_read_input_token_cost": 2e-08,
"cache_read_input_token_cost_above_272k_tokens": 4e-08,
"cache_read_input_token_cost_priority": 4e-08,
"cache_read_input_token_cost_above_272k_tokens_priority": 8e-08,
"input_cost_per_token": 2e-07,
"input_cost_per_token_above_272k_tokens": 4e-07,
"input_cost_per_token_priority": 4e-07,
"input_cost_per_token_above_272k_tokens_priority": 8e-07,
"litellm_provider": "azure_ai",
"max_input_tokens": 400000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
"output_cost_per_token": 1.25e-06,
"output_cost_per_token_above_272k_tokens": 1.875e-06,
"output_cost_per_token_priority": 2.5e-06,
"output_cost_per_token_above_272k_tokens_priority": 3.75e-06,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-nano",
"supported_endpoints": [
"/v1/chat/completions",
@ -2339,13 +2379,22 @@
},
"azure_ai/gpt-5.4-nano-2026-03-17": {
"cache_read_input_token_cost": 2e-08,
"cache_read_input_token_cost_above_272k_tokens": 4e-08,
"cache_read_input_token_cost_priority": 4e-08,
"cache_read_input_token_cost_above_272k_tokens_priority": 8e-08,
"input_cost_per_token": 2e-07,
"input_cost_per_token_above_272k_tokens": 4e-07,
"input_cost_per_token_priority": 4e-07,
"input_cost_per_token_above_272k_tokens_priority": 8e-07,
"litellm_provider": "azure_ai",
"max_input_tokens": 400000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
"output_cost_per_token": 1.25e-06,
"output_cost_per_token_above_272k_tokens": 1.875e-06,
"output_cost_per_token_priority": 2.5e-06,
"output_cost_per_token_above_272k_tokens_priority": 3.75e-06,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-nano",
"supported_endpoints": [
"/v1/chat/completions",

50
model_prices_and_context_window.json
View file

@ -2107,6 +2107,7 @@
"supports_tool_choice": true,
"supports_service_tier": true,
"supports_vision": true,
"supports_web_search": true,
"supports_none_reasoning_effort": true,
"supports_xhigh_reasoning_effort": true,
"supports_minimal_reasoning_effort": true
@ -2153,6 +2154,7 @@
"supports_tool_choice": true,
"supports_service_tier": true,
"supports_vision": true,
"supports_web_search": true,
"supports_none_reasoning_effort": true,
"supports_xhigh_reasoning_effort": true,
"supports_minimal_reasoning_effort": true
@ -2160,8 +2162,12 @@
"azure_ai/gpt-5.4-pro": {
"cache_read_input_token_cost": 3e-06,
"cache_read_input_token_cost_above_272k_tokens": 6e-06,
"cache_read_input_token_cost_priority": 6e-06,
"cache_read_input_token_cost_above_272k_tokens_priority": 1.2e-05,
"input_cost_per_token": 3e-05,
"input_cost_per_token_above_272k_tokens": 6e-05,
"input_cost_per_token_priority": 6e-05,
"input_cost_per_token_above_272k_tokens_priority": 0.00012,
"litellm_provider": "azure_ai",
"max_input_tokens": 1050000,
"max_output_tokens": 128000,
@ -2169,6 +2175,8 @@
"mode": "responses",
"output_cost_per_token": 0.00018,
"output_cost_per_token_above_272k_tokens": 0.00027,
"output_cost_per_token_priority": 0.00036,
"output_cost_per_token_above_272k_tokens_priority": 0.00054,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-pro",
"supported_endpoints": [
"/v1/batch",
@ -2200,8 +2208,12 @@
"azure_ai/gpt-5.4-pro-2026-03-05": {
"cache_read_input_token_cost": 3e-06,
"cache_read_input_token_cost_above_272k_tokens": 6e-06,
"cache_read_input_token_cost_priority": 6e-06,
"cache_read_input_token_cost_above_272k_tokens_priority": 1.2e-05,
"input_cost_per_token": 3e-05,
"input_cost_per_token_above_272k_tokens": 6e-05,
"input_cost_per_token_priority": 6e-05,
"input_cost_per_token_above_272k_tokens_priority": 0.00012,
"litellm_provider": "azure_ai",
"max_input_tokens": 1050000,
"max_output_tokens": 128000,
@ -2209,6 +2221,8 @@
"mode": "responses",
"output_cost_per_token": 0.00018,
"output_cost_per_token_above_272k_tokens": 0.00027,
"output_cost_per_token_priority": 0.00036,
"output_cost_per_token_above_272k_tokens_priority": 0.00054,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-pro",
"supported_endpoints": [
"/v1/batch",
@ -2239,13 +2253,22 @@
},
"azure_ai/gpt-5.4-mini": {
"cache_read_input_token_cost": 7.5e-08,
"cache_read_input_token_cost_above_272k_tokens": 1.5e-07,
"cache_read_input_token_cost_priority": 1.5e-07,
"cache_read_input_token_cost_above_272k_tokens_priority": 3e-07,
"input_cost_per_token": 7.5e-07,
"input_cost_per_token_above_272k_tokens": 1.5e-06,
"input_cost_per_token_priority": 1.5e-06,
"input_cost_per_token_above_272k_tokens_priority": 3e-06,
"litellm_provider": "azure_ai",
"max_input_tokens": 400000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
"output_cost_per_token": 4.5e-06,
"output_cost_per_token_above_272k_tokens": 6.75e-06,
"output_cost_per_token_priority": 9e-06,
"output_cost_per_token_above_272k_tokens_priority": 1.35e-05,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-mini",
"supported_endpoints": [
"/v1/chat/completions",
@ -2277,13 +2300,22 @@
},
"azure_ai/gpt-5.4-mini-2026-03-17": {
"cache_read_input_token_cost": 7.5e-08,
"cache_read_input_token_cost_above_272k_tokens": 1.5e-07,
"cache_read_input_token_cost_priority": 1.5e-07,
"cache_read_input_token_cost_above_272k_tokens_priority": 3e-07,
"input_cost_per_token": 7.5e-07,
"input_cost_per_token_above_272k_tokens": 1.5e-06,
"input_cost_per_token_priority": 1.5e-06,
"input_cost_per_token_above_272k_tokens_priority": 3e-06,
"litellm_provider": "azure_ai",
"max_input_tokens": 400000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
"output_cost_per_token": 4.5e-06,
"output_cost_per_token_above_272k_tokens": 6.75e-06,
"output_cost_per_token_priority": 9e-06,
"output_cost_per_token_above_272k_tokens_priority": 1.35e-05,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-mini",
"supported_endpoints": [
"/v1/chat/completions",
@ -2315,13 +2347,22 @@
},
"azure_ai/gpt-5.4-nano": {
"cache_read_input_token_cost": 2e-08,
"cache_read_input_token_cost_above_272k_tokens": 4e-08,
"cache_read_input_token_cost_priority": 4e-08,
"cache_read_input_token_cost_above_272k_tokens_priority": 8e-08,
"input_cost_per_token": 2e-07,
"input_cost_per_token_above_272k_tokens": 4e-07,
"input_cost_per_token_priority": 4e-07,
"input_cost_per_token_above_272k_tokens_priority": 8e-07,
"litellm_provider": "azure_ai",
"max_input_tokens": 400000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
"output_cost_per_token": 1.25e-06,
"output_cost_per_token_above_272k_tokens": 1.875e-06,
"output_cost_per_token_priority": 2.5e-06,
"output_cost_per_token_above_272k_tokens_priority": 3.75e-06,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-nano",
"supported_endpoints": [
"/v1/chat/completions",
@ -2353,13 +2394,22 @@
},
"azure_ai/gpt-5.4-nano-2026-03-17": {
"cache_read_input_token_cost": 2e-08,
"cache_read_input_token_cost_above_272k_tokens": 4e-08,
"cache_read_input_token_cost_priority": 4e-08,
"cache_read_input_token_cost_above_272k_tokens_priority": 8e-08,
"input_cost_per_token": 2e-07,
"input_cost_per_token_above_272k_tokens": 4e-07,
"input_cost_per_token_priority": 4e-07,
"input_cost_per_token_above_272k_tokens_priority": 8e-07,
"litellm_provider": "azure_ai",
"max_input_tokens": 400000,
"max_output_tokens": 128000,
"max_tokens": 128000,
"mode": "chat",
"output_cost_per_token": 1.25e-06,
"output_cost_per_token_above_272k_tokens": 1.875e-06,
"output_cost_per_token_priority": 2.5e-06,
"output_cost_per_token_above_272k_tokens_priority": 3.75e-06,
"source": "https://ai.azure.com/catalog/models/gpt-5.4-nano",
"supported_endpoints": [
"/v1/chat/completions",