From 2fa02d6f720eae738a897a93642817eb5ca34a2d Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Mon, 2 Nov 2026 19:22:11 +0000
Subject: [PATCH] fix(model_prices): verify Nebius and EmpirioLabs model
 metadata

Verify canonical EmpirioLabs rows from #49695 against published model pages, preserving pricing tiers and excluding unverified variants and specialty billing. Add Nebius models and cached-input prices from the official catalog and correct the Voyage legacy input limit.

Co-authored-by: Adam Dalloul <47503782+Adam-Dalloul@users.noreply.github.com>
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 ...odel_prices_and_context_window_backup.json | 1136 ++++++++++++++++-
 model_prices_and_context_window.json          | 1136 ++++++++++++++++-
 2 files changed, 2196 insertions(+), 76 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index fc7f30e0e67..0882dca90a2 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -44063,7 +44063,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/google%2Fgemma-3-27b-it"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 4e-08
     },
     "nebius/meta-llama/Llama-3.3-70B-Instruct": {
         "max_input_tokens": 131072,
@@ -44289,7 +44290,7 @@
         "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Flash"
     },
     "nebius/deepseek-ai/DeepSeek-V4-Flash-0731": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 1.4e-07,
         "output_cost_per_token": 2.8e-07,
@@ -44297,7 +44298,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Flash-0731"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-08
     },
     "nebius/deepseek-ai/DeepSeek-V4-Pro": {
         "max_input_tokens": 1048576,
@@ -44308,29 +44310,32 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Pro"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.4e-07
     },
     "nebius/deepseek-ai/DeepSeek-V4-Pro-0813": {
         "input_cost_per_token": 1.32e-06,
         "litellm_provider": "nebius",
-        "max_input_tokens": 979000,
+        "max_input_tokens": 1048576,
         "mode": "chat",
         "output_cost_per_token": 3.96e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Pro-0813",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 4e-08
     },
     "nebius/deepseek-ai/DeepSeek-V4.1-Flash": {
         "input_cost_per_token": 3e-07,
         "litellm_provider": "nebius",
-        "max_input_tokens": 1048000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
         "mode": "chat",
         "output_cost_per_token": 1.2e-06,
-        "source": "https://tokenfactory.nebius.com/endpoints?modals=endpoint-details&model-id=deepseek-ai/DeepSeek-V4.1-Flash",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "cache_read_input_token_cost": 1e-08
     },
     "nebius/MiniMaxAI/MiniMax-M2.5": {
         "max_input_tokens": 196608,
@@ -44353,7 +44358,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/MiniMaxAI%2FMiniMax-M3"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 6e-08
     },
     "nebius/moonshotai/Kimi-K2.6": {
         "max_input_tokens": 262144,
@@ -44365,7 +44371,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/moonshotai%2FKimi-K2.6"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.6e-07
     },
     "nebius/moonshotai/Kimi-K2.7-Code": {
         "max_input_tokens": 262144,
@@ -44377,10 +44384,11 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/moonshotai%2FKimi-K2.7-Code"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.5e-07
     },
     "nebius/moonshotai/Kimi-K3": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 3e-06,
         "output_cost_per_token": 1.5e-05,
@@ -44389,7 +44397,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/moonshotai%2FKimi-K3"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 3e-07
     },
     "nebius/NousResearch/Hermes-4-405B": {
         "max_input_tokens": 131072,
@@ -44400,7 +44409,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/NousResearch%2FHermes-4-405B"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 2e-07
     },
     "nebius/NousResearch/Hermes-4-70B": {
         "max_input_tokens": 131072,
@@ -44444,7 +44454,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2FNVIDIA-Nemotron-3-Nano-30B-A3B"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.2e-08
     },
     "nebius/nvidia/Nemotron-3-Nano-Omni": {
         "max_input_tokens": 262144,
@@ -44467,7 +44478,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2Fnemotron-3-super-120b-a12b"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 6e-08
     },
     "nebius/nvidia/Nemotron-3-Ultra-550b-a55b": {
         "max_input_tokens": 1048576,
@@ -44478,7 +44490,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2FNemotron-3-Ultra-550b-a55b"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.2e-07
     },
     "nebius/nvidia/Nemotron-3_5-Lightning": {
         "max_input_tokens": 1048576,
@@ -44489,7 +44502,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2FNemotron-3_5-Lightning"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 3e-08
     },
     "nebius/openai/gpt-oss-120b": {
         "max_input_tokens": 131072,
@@ -44500,7 +44514,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/openai%2Fgpt-oss-120b"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-07
     },
     "nebius/openbmb/MiniCPM-V-4_5": {
         "max_input_tokens": 32000,
@@ -44510,7 +44525,8 @@
         "litellm_provider": "nebius",
         "mode": "chat",
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/openbmb%2FMiniCPM-V-4_5"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.3e-07
     },
     "nebius/Qwen/Qwen3-235B-A22B-Instruct-2507": {
         "max_input_tokens": 262144,
@@ -44520,7 +44536,8 @@
         "litellm_provider": "nebius",
         "mode": "chat",
         "supports_function_calling": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3-235B-A22B-Instruct-2507"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 5e-08
     },
     "nebius/Qwen/Qwen3-30B-A3B-Instruct-2507": {
         "max_input_tokens": 262144,
@@ -44530,7 +44547,8 @@
         "litellm_provider": "nebius",
         "mode": "chat",
         "supports_function_calling": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3-30B-A3B-Instruct-2507"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-07
     },
     "nebius/Qwen/Qwen3-Next-80B-A3B-Thinking": {
         "max_input_tokens": 128000,
@@ -44552,7 +44570,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3.5-397B-A17B"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.2e-07
     },
     "nebius/Qwen/Qwen3.8-27B": {
         "input_cost_per_token": 4.5e-07,
@@ -44560,9 +44579,10 @@
         "max_input_tokens": 262144,
         "mode": "chat",
         "output_cost_per_token": 3e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3.8-27B",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 1e-07
     },
     "nebius/zai-org/GLM-5.1": {
         "max_input_tokens": 202752,
@@ -44573,7 +44593,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.1"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 2.6e-07
     },
     "nebius/zai-org/GLM-5.2": {
         "max_input_tokens": 1048576,
@@ -44584,21 +44605,23 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.2"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.4e-07
     },
     "nebius/zai-org/GLM-5.3": {
         "input_cost_per_token": 1.4e-06,
         "litellm_provider": "nebius",
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "mode": "chat",
         "output_cost_per_token": 4.4e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.3",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 2.6e-07
     },
     "nebius/zai-org/GLM-5.3-Flash": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 1.5e-07,
         "output_cost_per_token": 5e-07,
@@ -44606,8 +44629,9 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.3-Flash",
-        "supports_vision": true
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "supports_vision": true,
+        "cache_read_input_token_cost": 3e-08
     },
     "nebius/BAAI/bge-en-icl": {
         "max_input_tokens": 32768,
@@ -53934,7 +53958,7 @@
     "voyage/voyage-lite-01": {
         "input_cost_per_token": 1e-07,
         "litellm_provider": "voyage",
-        "max_input_tokens": 4096,
+        "max_input_tokens": 4000,
         "mode": "embedding",
         "output_cost_per_token": 0.0
     },
@@ -77278,9 +77302,10 @@
         "max_output_tokens": 1048576,
         "mode": "chat",
         "output_cost_per_token": 1e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/reflection%2Fbeam",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 5e-08
     },
     "baseten/deepseek-ai/DeepSeek-V4.1-Flash-1017": {
         "cache_read_input_token_cost": 7e-09,
@@ -81551,5 +81576,1040 @@
         "supports_response_schema": true,
         "supports_vision": true,
         "supports_xhigh_reasoning_effort": true
+    },
+    "empiriolabs/deepseek-v4-1-flash-1017": {
+        "input_cost_per_token": 3e-07,
+        "output_cost_per_token": 1.2e-06,
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/deepseek-v4-1-flash-1017",
+        "max_output_tokens": 393216,
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/deepseek-v4-flash-0731": {
+        "input_cost_per_token": 4.24e-07,
+        "output_cost_per_token": 1.272e-06,
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/deepseek-v4-flash-0731",
+        "max_output_tokens": 393216,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/deepseek-v4-pro": {
+        "input_cost_per_token": 1.65e-06,
+        "output_cost_per_token": 3.3e-06,
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/deepseek-v4-pro",
+        "max_output_tokens": 393216,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/deepseek-v4-pro-0813": {
+        "input_cost_per_token": 1.32e-06,
+        "output_cost_per_token": 3.96e-06,
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/deepseek-v4-pro-0813",
+        "max_output_tokens": 393216,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/fugu-max": {
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 6e-06,
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/fugu-max",
+        "max_output_tokens": 131072,
+        "cache_read_input_token_cost": 2.5e-07,
+        "supports_prompt_caching": true,
+        "supports_vision": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/fugu-ultra-v1-0": {
+        "input_cost_per_token": 7.5e-06,
+        "output_cost_per_token": 4.5e-05,
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/fugu-ultra-v1-0",
+        "max_output_tokens": 131072,
+        "cache_read_input_token_cost": 1.5e-06,
+        "supports_prompt_caching": true,
+        "input_cost_per_token_above_272k_tokens": 1.5e-05,
+        "output_cost_per_token_above_272k_tokens": 6.75e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 3e-06,
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/fugu-ultra-v1-1": {
+        "input_cost_per_token": 5e-06,
+        "output_cost_per_token": 3e-05,
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/fugu-ultra-v1-1",
+        "max_output_tokens": 131072,
+        "cache_read_input_token_cost": 5e-07,
+        "supports_prompt_caching": true,
+        "input_cost_per_token_above_272k_tokens": 1e-05,
+        "output_cost_per_token_above_272k_tokens": 4.5e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 1e-06,
+        "supports_vision": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/fugu-ultra-v2-0": {
+        "input_cost_per_token": 5e-06,
+        "output_cost_per_token": 3e-05,
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/fugu-ultra-v2-0",
+        "max_output_tokens": 131072,
+        "cache_read_input_token_cost": 5e-07,
+        "supports_prompt_caching": true,
+        "input_cost_per_token_above_272k_tokens": 1e-05,
+        "output_cost_per_token_above_272k_tokens": 4.5e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 1e-06,
+        "supports_vision": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/gemma-4-26b-a4b": {
+        "input_cost_per_token": 5e-08,
+        "output_cost_per_token": 2.9e-07,
+        "max_input_tokens": 256000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/gemma-4-26b-a4b",
+        "max_output_tokens": 32768,
+        "cache_read_input_token_cost": 2.5e-08,
+        "supports_prompt_caching": true,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/glm-4-6v-flashx": {
+        "input_cost_per_token": 4e-08,
+        "output_cost_per_token": 4e-07,
+        "max_input_tokens": 128000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/glm-4-6v-flashx",
+        "max_output_tokens": 32768,
+        "cache_read_input_token_cost": 3.6e-08,
+        "supports_prompt_caching": true,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/glm-4-7-flashx": {
+        "input_cost_per_token": 7e-08,
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+        "supports_reasoning": true,
+        "supports_function_calling": true
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+        "max_input_tokens": 128000,
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+        "litellm_provider": "empiriolabs",
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+        "max_output_tokens": 16384,
+        "cache_read_input_token_cost": 3.5e-08,
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+        "supports_response_schema": true,
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+        "output_cost_per_token": 1.5e-06,
+        "max_input_tokens": 983600,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-6-flash",
+        "max_output_tokens": 65536,
+        "input_cost_per_token_above_256k_tokens": 1e-06,
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+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
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+    "empiriolabs/qwen3-6-plus": {
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+        "output_cost_per_token": 3e-06,
+        "max_input_tokens": 983600,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-6-plus",
+        "max_output_tokens": 65536,
+        "input_cost_per_token_above_256k_tokens": 2e-06,
+        "output_cost_per_token_above_256k_tokens": 6e-06,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/qwen3-7-flash": {
+        "input_cost_per_token": 3e-08,
+        "output_cost_per_token": 1.3e-07,
+        "max_input_tokens": 983600,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-7-flash",
+        "max_output_tokens": 65536,
+        "cache_read_input_token_cost": 6e-09,
+        "supports_prompt_caching": true,
+        "input_cost_per_token_above_32k_tokens": 1e-07,
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+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
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+        "max_input_tokens": 983600,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-7-max",
+        "max_output_tokens": 65536,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/qwen3-7-plus": {
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+        "output_cost_per_token": 1.6e-06,
+        "max_input_tokens": 983600,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-7-plus",
+        "max_output_tokens": 65536,
+        "input_cost_per_token_above_256k_tokens": 1.2e-06,
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+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/qwen3-8-27b": {
+        "input_cost_per_token": 1.7e-07,
+        "output_cost_per_token": 5e-07,
+        "max_input_tokens": 256000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-8-27b",
+        "max_output_tokens": 32768,
+        "cache_read_input_token_cost": 8e-08,
+        "supports_prompt_caching": true,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/qwen3-8-flash": {
+        "input_cost_per_token": 1.6e-07,
+        "output_cost_per_token": 4.7e-07,
+        "max_input_tokens": 983600,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-8-flash",
+        "max_output_tokens": 131072,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/qwen3-8-max": {
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+        "output_cost_per_token": 6e-06,
+        "max_input_tokens": 983600,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-8-max",
+        "max_output_tokens": 131072,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/qwen3-8-max-0902": {
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 6e-06,
+        "max_input_tokens": 983600,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-8-max-0902",
+        "max_output_tokens": 131072,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/qwen3-8-omni-flash": {
+        "input_cost_per_token": 3e-07,
+        "output_cost_per_token": 9.4e-07,
+        "max_input_tokens": 1010000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/qwen3-8-omni-flash",
+        "max_output_tokens": 131072,
+        "supports_vision": true,
+        "supports_audio_input": true,
+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/seed-2-0-code": {
+        "input_cost_per_token": 4e-07,
+        "output_cost_per_token": 2.4e-06,
+        "max_input_tokens": 229100,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/seed-2-0-code",
+        "max_output_tokens": 128000,
+        "input_cost_per_token_above_128k_tokens": 8e-07,
+        "output_cost_per_token_above_128k_tokens": 4.8e-06,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/seed-2-0-lite": {
+        "input_cost_per_token": 3.1e-07,
+        "output_cost_per_token": 2.5e-06,
+        "max_input_tokens": 229100,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/seed-2-0-lite",
+        "max_output_tokens": 128000,
+        "input_cost_per_token_above_128k_tokens": 6.2e-07,
+        "output_cost_per_token_above_128k_tokens": 5e-06,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/seed-2-0-mini": {
+        "input_cost_per_token": 1.2e-07,
+        "output_cost_per_token": 5e-07,
+        "max_input_tokens": 229200,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/seed-2-0-mini",
+        "max_output_tokens": 128000,
+        "input_cost_per_token_above_128k_tokens": 2.4e-07,
+        "output_cost_per_token_above_128k_tokens": 1e-06,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/seed-2-0-pro": {
+        "input_cost_per_token": 6.3e-07,
+        "output_cost_per_token": 3.79e-06,
+        "max_input_tokens": 229100,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/seed-2-0-pro",
+        "max_output_tokens": 128000,
+        "input_cost_per_token_above_128k_tokens": 1.26e-06,
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+        "supports_vision": true,
+        "supports_video_input": true,
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+        "supports_reasoning": true,
+        "supports_function_calling": true
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+        "output_cost_per_token": 3.13e-06,
+        "max_input_tokens": 229100,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/seed-2-1-turbo",
+        "max_output_tokens": 65536,
+        "supports_vision": true,
+        "supports_video_input": true,
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+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/step-3-5-flash": {
+        "input_cost_per_token": 1e-07,
+        "output_cost_per_token": 3e-07,
+        "max_input_tokens": 256000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/step-3-5-flash",
+        "max_output_tokens": 131072,
+        "cache_read_input_token_cost": 2e-08,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/step-3-5-flash-2603": {
+        "input_cost_per_token": 1e-07,
+        "output_cost_per_token": 3e-07,
+        "max_input_tokens": 256000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/step-3-5-flash-2603",
+        "max_output_tokens": 131072,
+        "cache_read_input_token_cost": 2e-08,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
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+        "max_input_tokens": 256000,
+        "mode": "chat",
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+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/step-5-preview": {
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+        "output_cost_per_token": 2.7e-06,
+        "max_input_tokens": 1020000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/step-5-preview",
+        "max_output_tokens": 131072,
+        "cache_read_input_token_cost": 5e-08,
+        "supports_prompt_caching": true,
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_response_schema": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "empiriolabs/stepaudio-2-5-chat": {
+        "input_cost_per_token": 1.5e-06,
+        "output_cost_per_token": 3.5e-06,
+        "max_input_tokens": 256000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/stepaudio-2-5-chat",
+        "max_output_tokens": 131072,
+        "cache_read_input_token_cost": 3e-07,
+        "supports_prompt_caching": true,
+        "supports_audio_input": true
+    },
+    "empiriolabs/stepaudio-3-chat": {
+        "input_cost_per_token": 1.5e-06,
+        "output_cost_per_token": 3.5e-06,
+        "max_input_tokens": 256000,
+        "mode": "chat",
+        "litellm_provider": "empiriolabs",
+        "source": "https://empiriolabs.ai/models/stepaudio-3-chat",
+        "max_output_tokens": 131072,
+        "cache_read_input_token_cost": 3e-07,
+        "supports_prompt_caching": true,
+        "supports_audio_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true
+    },
+    "nebius/deepseek-ai/DeepSeek-V4.1-Flash-1017": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 3e-07,
+        "cache_read_input_token_cost": 6e-09,
+        "output_cost_per_token": 1.2e-06,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
+    },
+    "nebius/meta-models/muse-spark-open": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 1.25e-06,
+        "cache_read_input_token_cost": 1.5e-07,
+        "output_cost_per_token": 4.25e-06,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
+    },
+    "nebius/MiniMaxAI/MiniMax-M3.1-Flash": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 1.5e-07,
+        "cache_read_input_token_cost": 1.5e-08,
+        "output_cost_per_token": 6e-07,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
+    },
+    "nebius/nvidia/Nemotron-3.5-Super-VL": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 3e-07,
+        "cache_read_input_token_cost": 6e-08,
+        "output_cost_per_token": 9e-07,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
     }
 }
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index fc7f30e0e67..0882dca90a2 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -44063,7 +44063,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/google%2Fgemma-3-27b-it"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 4e-08
     },
     "nebius/meta-llama/Llama-3.3-70B-Instruct": {
         "max_input_tokens": 131072,
@@ -44289,7 +44290,7 @@
         "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Flash"
     },
     "nebius/deepseek-ai/DeepSeek-V4-Flash-0731": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 1.4e-07,
         "output_cost_per_token": 2.8e-07,
@@ -44297,7 +44298,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Flash-0731"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-08
     },
     "nebius/deepseek-ai/DeepSeek-V4-Pro": {
         "max_input_tokens": 1048576,
@@ -44308,29 +44310,32 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Pro"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.4e-07
     },
     "nebius/deepseek-ai/DeepSeek-V4-Pro-0813": {
         "input_cost_per_token": 1.32e-06,
         "litellm_provider": "nebius",
-        "max_input_tokens": 979000,
+        "max_input_tokens": 1048576,
         "mode": "chat",
         "output_cost_per_token": 3.96e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Pro-0813",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 4e-08
     },
     "nebius/deepseek-ai/DeepSeek-V4.1-Flash": {
         "input_cost_per_token": 3e-07,
         "litellm_provider": "nebius",
-        "max_input_tokens": 1048000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
         "mode": "chat",
         "output_cost_per_token": 1.2e-06,
-        "source": "https://tokenfactory.nebius.com/endpoints?modals=endpoint-details&model-id=deepseek-ai/DeepSeek-V4.1-Flash",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "cache_read_input_token_cost": 1e-08
     },
     "nebius/MiniMaxAI/MiniMax-M2.5": {
         "max_input_tokens": 196608,
@@ -44353,7 +44358,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/MiniMaxAI%2FMiniMax-M3"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 6e-08
     },
     "nebius/moonshotai/Kimi-K2.6": {
         "max_input_tokens": 262144,
@@ -44365,7 +44371,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/moonshotai%2FKimi-K2.6"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.6e-07
     },
     "nebius/moonshotai/Kimi-K2.7-Code": {
         "max_input_tokens": 262144,
@@ -44377,10 +44384,11 @@
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         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/moonshotai%2FKimi-K2.7-Code"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.5e-07
     },
     "nebius/moonshotai/Kimi-K3": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 3e-06,
         "output_cost_per_token": 1.5e-05,
@@ -44389,7 +44397,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/moonshotai%2FKimi-K3"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 3e-07
     },
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