diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 82bb1c84dbe..8f61dc91adf 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -12216,7 +12216,8 @@
             "text",
             "image"
         ],
-        "supports_embedding_image_input": true
+        "supports_embedding_image_input": true,
+        "input_cost_per_image_token": 4.7e-07
     },
     "azure_ai/grok-4": {
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@@ -15804,7 +15805,9 @@
         "mode": "embedding",
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         "output_vector_size": 1536,
-        "supports_embedding_image_input": true
+        "supports_embedding_image_input": true,
+        "input_cost_per_image_token": 4.7e-07,
+        "source": "https://cohere.com/pricing"
     },
     "cohere/parse-v5.0": {
         "litellm_provider": "cohere",
@@ -41913,14 +41916,14 @@
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     },
     "openrouter/deepseek/deepseek-v4-pro": {
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-        "input_cost_per_token": 4.5936e-07,
+        "cache_read_input_token_cost": 2.9e-08,
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         "max_output_tokens": 384000,
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         "mode": "chat",
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+        "output_cost_per_token": 6.96e-07,
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         "supports_function_calling": true,
@@ -41933,14 +41936,14 @@
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     "openrouter/deepseek/deepseek-v4.1-flash": {
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-        "input_cost_per_token": 1.4e-07,
+        "cache_read_input_token_cost": 1e-09,
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-        "max_output_tokens": 393216,
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+        "output_cost_per_token": 2.9e-07,
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@@ -43052,7 +43055,6 @@
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@@ -43322,8 +43324,8 @@
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+        "max_tokens": 235929,
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@@ -43603,8 +43605,8 @@
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-        "max_output_tokens": 128000,
-        "max_tokens": 128000,
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@@ -66825,14 +66827,14 @@
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-        "input_cost_per_token": 4.5e-08,
+        "cache_read_input_token_cost": 1.5e-08,
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@@ -66865,13 +66867,13 @@
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-        "output_cost_per_token": 4.4e-06,
-        "cache_read_input_token_cost": 2.6e-07,
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@@ -67520,8 +67522,8 @@
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@@ -68297,8 +68299,8 @@
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@@ -68476,8 +68478,8 @@
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@@ -68637,8 +68639,8 @@
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@@ -69502,7 +69504,9 @@
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-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
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+        "max_tokens": 128000
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     "vertex_ai/gemini-2.5-flash-native-audio": {
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@@ -69613,42 +69617,72 @@
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         "mode": "chat",
         "output_cost_per_token": 3.5e-06,
-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
+        "max_input_tokens": 4096,
+        "max_tokens": 4096
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     "together_ai/meta-llama/Llama-3.2-1B-Instruct": {
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         "litellm_provider": "together_ai",
         "mode": "chat",
         "output_cost_per_token": 6e-08,
-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
+        "max_input_tokens": 131072,
+        "max_tokens": 131072
     },
     "together_ai/meta-llama/Llama-3.2-3B-Instruct": {
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         "litellm_provider": "together_ai",
         "mode": "chat",
         "output_cost_per_token": 6e-08,
-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
+        "max_input_tokens": 131072,
+        "max_tokens": 131072
     },
     "together_ai/Qwen/Qwen2-1.5B-Instruct": {
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         "litellm_provider": "together_ai",
         "mode": "chat",
         "output_cost_per_token": 2e-08,
-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
+        "max_input_tokens": 32768,
+        "max_tokens": 32768
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     "together_ai/Qwen/Qwen2.5-14B-Instruct": {
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         "litellm_provider": "together_ai",
         "mode": "chat",
         "output_cost_per_token": 8e-07,
-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
+        "max_input_tokens": 32768,
+        "max_tokens": 32768
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     "together_ai/Qwen/Qwen2.5-72B-Instruct": {
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         "litellm_provider": "together_ai",
         "mode": "chat",
         "output_cost_per_token": 1.2e-06,
-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
+        "max_input_tokens": 32768,
+        "max_tokens": 32768
+    },
+    "together_ai/Salesforce/Llama-Rank-V1": {
+        "input_cost_per_token": 1e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 8192,
+        "max_tokens": 8192,
+        "mode": "rerank",
+        "output_cost_per_token": 0.0,
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/meta-llama/Meta-Llama-3.1-8B": {
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+        "litellm_provider": "together_ai",
+        "max_input_tokens": 16384,
+        "max_tokens": 16384,
+        "mode": "completion",
+        "output_cost_per_token": 2e-07,
+        "source": "https://api.together.xyz/v1/models"
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     "together_ai/together/Tev1-4B-experimental": {
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diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 82bb1c84dbe..8f61dc91adf 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -12216,7 +12216,8 @@
             "text",
             "image"
         ],
-        "supports_embedding_image_input": true
+        "supports_embedding_image_input": true,
+        "input_cost_per_image_token": 4.7e-07
     },
     "azure_ai/grok-4": {
         "input_cost_per_token": 3e-06,
@@ -15804,7 +15805,9 @@
         "mode": "embedding",
         "output_cost_per_token": 0.0,
         "output_vector_size": 1536,
-        "supports_embedding_image_input": true
+        "supports_embedding_image_input": true,
+        "input_cost_per_image_token": 4.7e-07,
+        "source": "https://cohere.com/pricing"
     },
     "cohere/parse-v5.0": {
         "litellm_provider": "cohere",
@@ -41913,14 +41916,14 @@
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     "openrouter/deepseek/deepseek-v4-pro": {
-        "cache_read_input_token_cost": 3.828e-08,
-        "input_cost_per_token": 4.5936e-07,
+        "cache_read_input_token_cost": 2.9e-08,
+        "input_cost_per_token": 3.48e-07,
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         "max_output_tokens": 384000,
         "max_tokens": 384000,
         "mode": "chat",
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+        "output_cost_per_token": 6.96e-07,
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         "supports_function_calling": true,
@@ -41933,14 +41936,14 @@
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     "openrouter/deepseek/deepseek-v4.1-flash": {
-        "cache_read_input_token_cost": 4.2e-09,
-        "input_cost_per_token": 1.4e-07,
+        "cache_read_input_token_cost": 1e-09,
+        "input_cost_per_token": 3.5e-08,
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         "max_input_tokens": 1048576,
-        "max_output_tokens": 393216,
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         "supports_function_calling": true,
@@ -43052,7 +43055,6 @@
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@@ -43322,8 +43324,8 @@
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+        "max_output_tokens": 235929,
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@@ -43603,8 +43605,8 @@
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+        "max_output_tokens": 131072,
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@@ -66825,14 +66827,14 @@
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     "openrouter/z-ai/glm-5.3-flash": {
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-        "input_cost_per_token": 4.5e-08,
+        "cache_read_input_token_cost": 1.5e-08,
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-        "max_output_tokens": 943718,
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         "supports_function_calling": true,
@@ -66865,13 +66867,13 @@
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-        "cache_read_input_token_cost": 2.6e-07,
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-        "max_output_tokens": 943717,
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+        "max_output_tokens": 131072,
+        "max_tokens": 131072,
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@@ -67520,8 +67522,8 @@
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+        "max_output_tokens": 81920,
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@@ -68297,8 +68299,8 @@
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@@ -68476,8 +68478,8 @@
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@@ -68637,8 +68639,8 @@
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@@ -69502,7 +69504,9 @@
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-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
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@@ -69613,42 +69617,72 @@
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         "mode": "chat",
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-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
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+        "max_tokens": 4096
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     "together_ai/meta-llama/Llama-3.2-1B-Instruct": {
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         "litellm_provider": "together_ai",
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         "output_cost_per_token": 6e-08,
-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
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+        "max_tokens": 131072
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         "litellm_provider": "together_ai",
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-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
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+        "max_tokens": 131072
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         "litellm_provider": "together_ai",
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         "output_cost_per_token": 2e-08,
-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
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+        "max_tokens": 32768
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         "litellm_provider": "together_ai",
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-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
+        "max_input_tokens": 32768,
+        "max_tokens": 32768
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         "mode": "chat",
         "output_cost_per_token": 1.2e-06,
-        "source": "https://api.together.ai/v1/models"
+        "source": "https://api.together.ai/v1/models",
+        "max_input_tokens": 32768,
+        "max_tokens": 32768
+    },
+    "together_ai/Salesforce/Llama-Rank-V1": {
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+        "litellm_provider": "together_ai",
+        "max_input_tokens": 8192,
+        "max_tokens": 8192,
+        "mode": "rerank",
+        "output_cost_per_token": 0.0,
+        "source": "https://api.together.xyz/v1/models"
+    },
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+        "litellm_provider": "together_ai",
+        "max_input_tokens": 16384,
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