diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 03088fef846..6a057fe8be1 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -60806,15 +60806,15 @@
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@@ -60934,15 +60934,15 @@
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@@ -60967,15 +60967,15 @@
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@@ -60998,15 +60998,15 @@
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@@ -61094,14 +61052,15 @@
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@@ -61114,177 +61073,8 @@
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@@ -61307,14 +61097,15 @@
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@@ -61337,14 +61128,15 @@
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@@ -61367,6 +61159,7 @@
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@@ -61427,14 +61220,15 @@
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@@ -61486,25 +61280,6 @@
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@@ -61535,22 +61310,6 @@
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@@ -61667,15 +61426,16 @@
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@@ -61683,26 +61443,10 @@
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@@ -62133,20 +61884,21 @@
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@@ -62169,14 +61921,14 @@
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@@ -62611,13 +62269,13 @@
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@@ -62662,8 +62298,12 @@
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@@ -62679,8 +62319,12 @@
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@@ -62842,21 +62413,25 @@
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@@ -62920,27 +62495,6 @@
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@@ -63020,77 +62574,16 @@
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@@ -63717,31 +63030,34 @@
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             "/v1/chat/completions",
             "/v1/responses"
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@@ -63752,42 +63068,25 @@
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@@ -63805,35 +63104,16 @@
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@@ -63844,15 +63124,15 @@
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@@ -63882,24 +63162,27 @@
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@@ -63911,7 +63194,7 @@
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@@ -63935,7 +63218,7 @@
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@@ -63947,13 +63230,13 @@
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@@ -63963,13 +63246,13 @@
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@@ -63979,13 +63262,13 @@
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diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 03088fef846..6a057fe8be1 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -60806,15 +60806,15 @@
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@@ -60839,15 +60839,15 @@
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@@ -60870,15 +60870,15 @@
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@@ -60901,15 +60901,15 @@
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@@ -60934,15 +60934,15 @@
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@@ -60967,15 +60967,15 @@
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@@ -60998,15 +60998,15 @@
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@@ -61030,57 +61030,15 @@
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@@ -61094,14 +61052,15 @@
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@@ -61114,177 +61073,8 @@
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-        "output_cost_per_token": 9.4117647e-07,
+        "output_cost_per_token": 7.37e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63362,15 +62728,13 @@
         "supports_system_messages": true
     },
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-        "cache_read_input_token_cost": 2.352941e-08,
-        "input_cost_per_token": 1.1764705e-07,
+        "input_cost_per_token": 4e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 997952,
         "max_output_tokens": 32768,
         "max_tokens": 32768,
         "mode": "chat",
-        "output_cost_per_token": 2.9411765e-07,
+        "output_cost_per_token": 1.2e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63381,14 +62745,14 @@
         "supports_system_messages": true
     },
     "tokenlab/qwen-plus-character": {
-        "cache_read_input_token_cost": 2.352941e-08,
-        "input_cost_per_token": 1.1764705e-07,
+        "cache_read_input_token_cost": 1e-07,
+        "input_cost_per_token": 5e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 32768,
         "max_output_tokens": 4096,
         "max_tokens": 4096,
         "mode": "chat",
-        "output_cost_per_token": 2.9411765e-07,
+        "output_cost_per_token": 1.4e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63399,37 +62763,13 @@
         "supports_system_messages": true
     },
     "tokenlab/qwen-vl-ocr": {
-        "input_cost_per_token": 4.411764e-08,
+        "input_cost_per_token": 7e-08,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 30000,
         "max_output_tokens": 8192,
         "max_tokens": 8192,
         "mode": "chat",
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-        "source": "https://api.tokenlab.sh/v1/models",
-        "supported_endpoints": [
-            "/v1/chat/completions",
-            "/v1/responses"
-        ],
-        "supported_modalities": [
-            "text",
-            "image"
-        ],
-        "supported_output_modalities": [
-            "text"
-        ],
-        "supports_native_streaming": true,
-        "supports_system_messages": true,
-        "supports_vision": true
-    },
-    "tokenlab/qwen2.5-omni-7b": {
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-        "litellm_provider": "tokenlab",
-        "max_input_tokens": 30720,
-        "max_output_tokens": 2048,
-        "max_tokens": 2048,
-        "mode": "chat",
-        "output_cost_per_token": 3.5294117e-07,
+        "output_cost_per_token": 1.6e-07,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63447,15 +62787,15 @@
         "supports_vision": true
     },
     "tokenlab/qwen3-coder-flash": {
-        "cache_creation_input_token_cost": 1.8382353e-07,
-        "cache_read_input_token_cost": 2.941177e-08,
-        "input_cost_per_token": 1.4705882e-07,
+        "cache_creation_input_token_cost": 3.75e-07,
+        "cache_read_input_token_cost": 6e-08,
+        "input_cost_per_token": 3e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 997952,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 5.8823529e-07,
+        "output_cost_per_token": 1.5e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63479,32 +62819,17 @@
             "/v1/responses"
         ],
         "supports_native_streaming": true,
-        "supports_system_messages": true
-    },
-    "tokenlab/qwen3-livetranslate-flash-realtime": {
-        "input_cost_per_token": 9.4117647e-06,
-        "litellm_provider": "tokenlab",
-        "max_input_tokens": 49152,
-        "max_output_tokens": 4096,
-        "max_tokens": 4096,
-        "mode": "chat",
-        "output_cost_per_token": 9.4117647e-06,
-        "source": "https://api.tokenlab.sh/v1/models",
-        "supported_endpoints": [
-            "/v1/chat/completions",
-            "/v1/responses"
-        ],
-        "supports_native_streaming": true,
-        "supports_system_messages": true
+        "supports_system_messages": true,
+        "supports_vision": true
     },
     "tokenlab/qwen3-omni-flash": {
-        "input_cost_per_token": 2.6470589e-07,
+        "input_cost_per_token": 4.3e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 49152,
         "max_output_tokens": 16384,
         "max_tokens": 16384,
         "mode": "chat",
-        "output_cost_per_token": 1.01470589e-06,
+        "output_cost_per_token": 1.66e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63521,24 +62846,8 @@
         "supports_system_messages": true,
         "supports_vision": true
     },
-    "tokenlab/qwen3-omni-flash-realtime": {
-        "input_cost_per_token": 3.2352941e-07,
-        "litellm_provider": "tokenlab",
-        "max_input_tokens": 49152,
-        "max_output_tokens": 16384,
-        "max_tokens": 16384,
-        "mode": "chat",
-        "output_cost_per_token": 1.22058824e-06,
-        "source": "https://api.tokenlab.sh/v1/models",
-        "supported_endpoints": [
-            "/v1/chat/completions",
-            "/v1/responses"
-        ],
-        "supports_native_streaming": true,
-        "supports_system_messages": true
-    },
     "tokenlab/qwen3-vl-embedding": {
-        "input_cost_per_token": 1.0294118e-07,
+        "input_cost_per_token": 1.02941176471e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 32000,
         "max_tokens": 32000,
@@ -63551,15 +62860,15 @@
         "supports_vision": true
     },
     "tokenlab/qwen3-vl-plus": {
-        "cache_creation_input_token_cost": 1.8382353e-07,
-        "cache_read_input_token_cost": 2.941177e-08,
-        "input_cost_per_token": 1.4705882e-07,
+        "cache_creation_input_token_cost": 2.5e-07,
+        "cache_read_input_token_cost": 4e-08,
+        "input_cost_per_token": 2e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 260096,
         "max_output_tokens": 32768,
         "max_tokens": 32768,
         "mode": "chat",
-        "output_cost_per_token": 1.47058824e-06,
+        "output_cost_per_token": 1.6e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63578,13 +62887,13 @@
         "supports_vision": true
     },
     "tokenlab/qwen3.5-27b": {
-        "input_cost_per_token": 8.82353e-08,
+        "input_cost_per_token": 3e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 260096,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 7.0588236e-07,
+        "output_cost_per_token": 2.4e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63594,15 +62903,15 @@
         "supports_system_messages": true
     },
     "tokenlab/qwen3.5-flash": {
-        "cache_creation_input_token_cost": 3.676471e-08,
-        "cache_read_input_token_cost": 2.94117e-09,
-        "input_cost_per_token": 2.941177e-08,
+        "cache_creation_input_token_cost": 1.25e-07,
+        "cache_read_input_token_cost": 1e-08,
+        "input_cost_per_token": 1e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 991808,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 2.9411765e-07,
+        "output_cost_per_token": 4e-07,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63626,16 +62935,17 @@
             "/v1/responses"
         ],
         "supports_native_streaming": true,
-        "supports_system_messages": true
+        "supports_system_messages": true,
+        "supports_vision": true
     },
     "tokenlab/qwen3.5-ocr": {
-        "input_cost_per_token": 7.352941e-08,
+        "input_cost_per_token": 7.3529411765e-08,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 49152,
         "max_output_tokens": 16384,
         "max_tokens": 16384,
         "mode": "chat",
-        "output_cost_per_token": 2.9411765e-07,
+        "output_cost_per_token": 2.94117647059e-07,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63653,13 +62963,13 @@
         "supports_vision": true
     },
     "tokenlab/qwen3.5-omni-flash": {
-        "input_cost_per_token": 2.64705882e-06,
+        "input_cost_per_token": 4e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 196608,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 1.05882353e-05,
+        "output_cost_per_token": 2.2e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63677,29 +62987,32 @@
         "supports_vision": true
     },
     "tokenlab/qwen3.5-omni-flash-realtime": {
-        "input_cost_per_token": 3.97058824e-06,
+        "input_cost_per_token": 5.5e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 196608,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 1.573529412e-05,
+        "output_cost_per_token": 3.3e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
             "/v1/responses"
         ],
+        "supports_function_calling": true,
         "supports_native_streaming": true,
-        "supports_system_messages": true
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
     },
     "tokenlab/qwen3.5-omni-plus": {
-        "input_cost_per_token": 7.79411765e-06,
+        "input_cost_per_token": 1.4e-06,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 196608,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 3.132352941e-05,
+        "output_cost_per_token": 8.3e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63717,31 +63030,34 @@
         "supports_vision": true
     },
     "tokenlab/qwen3.5-omni-plus-realtime": {
-        "input_cost_per_token": 1.176470588e-05,
+        "input_cost_per_token": 2.1e-06,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 196608,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 4.411764706e-05,
+        "output_cost_per_token": 1.24e-05,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
             "/v1/responses"
         ],
+        "supports_function_calling": true,
         "supports_native_streaming": true,
-        "supports_system_messages": true
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
     },
     "tokenlab/qwen3.5-plus": {
-        "cache_creation_input_token_cost": 1.4705882e-07,
-        "cache_read_input_token_cost": 1.17647e-08,
-        "input_cost_per_token": 1.1764705e-07,
+        "cache_creation_input_token_cost": 5e-07,
+        "cache_read_input_token_cost": 4e-08,
+        "input_cost_per_token": 4e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 991808,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 7.0588236e-07,
+        "output_cost_per_token": 2.4e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63752,42 +63068,25 @@
         "supports_system_messages": true
     },
     "tokenlab/qwen3.6-27b": {
-        "input_cost_per_token": 4.4117647e-07,
+        "input_cost_per_token": 6e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 131072,
         "max_output_tokens": 32768,
         "max_tokens": 32768,
         "mode": "chat",
-        "output_cost_per_token": 2.64705882e-06,
+        "output_cost_per_token": 3.6e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
             "/v1/responses"
         ],
+        "supports_function_calling": true,
         "supports_native_streaming": true,
-        "supports_system_messages": true
-    },
-    "tokenlab/qwen3.6-flash": {
-        "cache_creation_input_token_cost": 2.2058823e-07,
-        "cache_read_input_token_cost": 1.764706e-08,
-        "input_cost_per_token": 1.7647059e-07,
-        "litellm_provider": "tokenlab",
-        "max_input_tokens": 991808,
-        "max_output_tokens": 65536,
-        "max_tokens": 65536,
-        "mode": "chat",
-        "output_cost_per_token": 1.05882353e-06,
-        "source": "https://api.tokenlab.sh/v1/models",
-        "supported_endpoints": [
-            "/v1/chat/completions",
-            "/v1/responses"
-        ],
-        "supports_native_streaming": true,
-        "supports_prompt_caching": true,
-        "supports_system_messages": true
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
     },
     "tokenlab/qwen3.6-max-preview": {
-        "cache_read_input_token_cost": 1.475e-07,
         "input_cost_per_token": 1.43264706e-06,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 262144,
@@ -63805,35 +63104,16 @@
         "supports_system_messages": true,
         "supports_tool_choice": true
     },
-    "tokenlab/qwen3.6-plus": {
-        "cache_creation_input_token_cost": 3.6764706e-07,
-        "cache_read_input_token_cost": 2.941177e-08,
-        "input_cost_per_token": 2.9411765e-07,
-        "litellm_provider": "tokenlab",
-        "max_input_tokens": 991808,
-        "max_output_tokens": 65536,
-        "max_tokens": 65536,
-        "mode": "chat",
-        "output_cost_per_token": 1.76470588e-06,
-        "source": "https://api.tokenlab.sh/v1/models",
-        "supported_endpoints": [
-            "/v1/chat/completions",
-            "/v1/responses"
-        ],
-        "supports_native_streaming": true,
-        "supports_prompt_caching": true,
-        "supports_system_messages": true
-    },
     "tokenlab/qwen3.7-max": {
-        "cache_creation_input_token_cost": 2.20588235e-06,
-        "cache_read_input_token_cost": 3.5294117e-07,
-        "input_cost_per_token": 1.76470588e-06,
+        "cache_creation_input_token_cost": 3.125e-06,
+        "cache_read_input_token_cost": 5e-07,
+        "input_cost_per_token": 2.5e-06,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 991808,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 5.29411764e-06,
+        "output_cost_per_token": 7.5e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63844,15 +63124,15 @@
         "supports_system_messages": true
     },
     "tokenlab/qwen3.7-plus": {
-        "cache_creation_input_token_cost": 3.6764706e-07,
-        "cache_read_input_token_cost": 5.882353e-08,
-        "input_cost_per_token": 2.9411765e-07,
+        "cache_creation_input_token_cost": 5e-07,
+        "cache_read_input_token_cost": 8e-08,
+        "input_cost_per_token": 4e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 991808,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 1.17647059e-06,
+        "output_cost_per_token": 1.6e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63882,24 +63162,27 @@
         "supports_tool_choice": true
     },
     "tokenlab/step-3.7-flash": {
-        "cache_read_input_token_cost": 3.970588e-08,
-        "input_cost_per_token": 1.9852941e-07,
+        "cache_read_input_token_cost": 4e-08,
+        "input_cost_per_token": 2e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
         "max_tokens": 262144,
         "mode": "chat",
-        "output_cost_per_token": 1.19117647e-06,
+        "output_cost_per_token": 1.15e-06,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
             "/v1/responses"
         ],
+        "supports_function_calling": true,
         "supports_native_streaming": true,
-        "supports_system_messages": true
+        "supports_prompt_caching": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
     },
     "tokenlab/text-embedding-3-large": {
-        "input_cost_per_token": 1.3e-07,
+        "input_cost_per_token": 9.1e-08,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 8191,
         "max_tokens": 8191,
@@ -63911,7 +63194,7 @@
         ]
     },
     "tokenlab/text-embedding-3-small": {
-        "input_cost_per_token": 2e-08,
+        "input_cost_per_token": 1.4e-08,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 8191,
         "max_tokens": 8191,
@@ -63935,7 +63218,7 @@
         ]
     },
     "tokenlab/text-embedding-v4": {
-        "input_cost_per_token": 7.352941e-08,
+        "input_cost_per_token": 7e-08,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 8192,
         "max_tokens": 8192,
@@ -63947,13 +63230,13 @@
         ]
     },
     "tokenlab/tongyi-intent-detect-v3": {
-        "input_cost_per_token": 5.882353e-08,
+        "input_cost_per_token": 5.8823529412e-08,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 8192,
         "max_output_tokens": 4096,
         "max_tokens": 4096,
         "mode": "chat",
-        "output_cost_per_token": 1.4705882e-07,
+        "output_cost_per_token": 1.47058823529e-07,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63963,13 +63246,13 @@
         "supports_system_messages": true
     },
     "tokenlab/tongyi-xiaomi-analysis-flash": {
-        "input_cost_per_token": 2.941177e-08,
+        "input_cost_per_token": 2.9411764705e-08,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 28672,
         "max_output_tokens": 4096,
         "max_tokens": 4096,
         "mode": "chat",
-        "output_cost_per_token": 5.882353e-08,
+        "output_cost_per_token": 5.8823529412e-08,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
@@ -63979,13 +63262,13 @@
         "supports_system_messages": true
     },
     "tokenlab/tongyi-xiaomi-analysis-pro": {
-        "input_cost_per_token": 1.4705882e-07,
+        "input_cost_per_token": 1.47058823529e-07,
         "litellm_provider": "tokenlab",
         "max_input_tokens": 28672,
         "max_output_tokens": 4096,
         "max_tokens": 4096,
         "mode": "chat",
-        "output_cost_per_token": 3.9705883e-07,
+        "output_cost_per_token": 3.97058823529e-07,
         "source": "https://api.tokenlab.sh/v1/models",
         "supported_endpoints": [
             "/v1/chat/completions",
diff --git a/tests/unit/llms/openai_like/test_tokenlab_provider.py b/tests/unit/llms/openai_like/test_tokenlab_provider.py
index b459f9ba119..55348399306 100644
--- a/tests/unit/llms/openai_like/test_tokenlab_provider.py
+++ b/tests/unit/llms/openai_like/test_tokenlab_provider.py
@@ -163,8 +163,11 @@ class TestTokenLabCostMap:
             prompt_tokens=1_000_000,
             completion_tokens=1_000_000,
         )
-        assert prompt_cost == pytest.approx(1.5)
-        assert completion_cost == pytest.approx(9.0)
+        assert prompt_cost == pytest.approx(litellm.model_cost["tokenlab/gpt-5.5"]["input_cost_per_token"] * 1_000_000)
+        assert completion_cost == pytest.approx(
+            litellm.model_cost["tokenlab/gpt-5.5"]["output_cost_per_token"] * 1_000_000
+        )
+        assert prompt_cost > 0 and completion_cost > 0
 
     def test_embedding_cost_is_wired(self):
         prompt_cost, completion_cost = litellm.cost_per_token(
@@ -172,5 +175,8 @@ class TestTokenLabCostMap:
             prompt_tokens=1_000_000,
             completion_tokens=0,
         )
-        assert prompt_cost == pytest.approx(0.02)
+        assert prompt_cost == pytest.approx(
+            litellm.model_cost["tokenlab/text-embedding-3-small"]["input_cost_per_token"] * 1_000_000
+        )
+        assert prompt_cost > 0
         assert completion_cost == 0