diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 9b1d81fee40..8c6c0412b73 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -14527,17 +14527,14 @@
         "uses_embed_content": true
     },
     "vertex_ai/gemini-embedding-2-preview": {
-        "input_cost_per_audio_per_second": 0.00016,
-        "input_cost_per_image": 0.00012,
-        "input_cost_per_token": 2e-07,
-        "input_cost_per_video_per_second": 0.00079,
+        "input_cost_per_token": 1.5e-07,
         "litellm_provider": "vertex_ai",
         "max_input_tokens": 8192,
         "max_tokens": 8192,
         "mode": "embedding",
         "output_cost_per_token": 0,
         "output_vector_size": 3072,
-        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "source": "https://ai.google.dev/gemini-api/docs/embeddings#multimodal",
         "supports_multimodal": true,
         "uses_embed_content": true
     },
@@ -14554,18 +14551,6 @@
         "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
         "uses_embed_content": true
     },
-    "vertex_ai/gemini-embedding-2-preview": {
-        "input_cost_per_token": 1.5e-07,
-        "litellm_provider": "vertex_ai",
-        "max_input_tokens": 8192,
-        "max_tokens": 8192,
-        "mode": "embedding",
-        "output_cost_per_token": 0,
-        "output_vector_size": 3072,
-        "source": "https://ai.google.dev/gemini-api/docs/embeddings#multimodal",
-        "supports_multimodal": true,
-        "uses_embed_content": true
-    },
     "gemini/gemini-embedding-001": {
         "input_cost_per_token": 1.5e-07,
         "litellm_provider": "gemini",
@@ -30938,7 +30923,9 @@
         "mode": "chat",
         "output_cost_per_token": 3.2e-06,
         "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#glm-models",
-        "supported_regions": ["global"],
+        "supported_regions": [
+            "global"
+        ],
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
@@ -31438,8 +31425,8 @@
         "max_tokens": 131072,
         "max_input_tokens": 131072,
         "max_output_tokens": 131072,
-        "input_cost_per_token": 0.015,
-        "output_cost_per_token": 0.06,
+        "input_cost_per_token": 1.5e-07,
+        "output_cost_per_token": 6e-07,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31447,8 +31434,8 @@
         "max_tokens": 131072,
         "max_input_tokens": 131072,
         "max_output_tokens": 131072,
-        "input_cost_per_token": 0.005,
-        "output_cost_per_token": 0.02,
+        "input_cost_per_token": 5e-08,
+        "output_cost_per_token": 2e-07,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31456,8 +31443,8 @@
         "max_tokens": 131072,
         "max_input_tokens": 131072,
         "max_output_tokens": 131072,
-        "input_cost_per_token": 0.055,
-        "output_cost_per_token": 0.2,
+        "input_cost_per_token": 5.5e-07,
+        "output_cost_per_token": 2e-06,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31465,8 +31452,8 @@
         "max_tokens": 262144,
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
-        "input_cost_per_token": 0.01,
-        "output_cost_per_token": 0.01,
+        "input_cost_per_token": 1e-07,
+        "output_cost_per_token": 1e-07,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31474,8 +31461,8 @@
         "max_tokens": 262144,
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
-        "input_cost_per_token": 0.1,
-        "output_cost_per_token": 0.15,
+        "input_cost_per_token": 1e-06,
+        "output_cost_per_token": 1.5e-06,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31483,8 +31470,8 @@
         "max_tokens": 262144,
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
-        "input_cost_per_token": 0.01,
-        "output_cost_per_token": 0.01,
+        "input_cost_per_token": 1e-07,
+        "output_cost_per_token": 1e-07,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31501,8 +31488,8 @@
         "max_tokens": 128000,
         "max_input_tokens": 128000,
         "max_output_tokens": 128000,
-        "input_cost_per_token": 0.022,
-        "output_cost_per_token": 0.022,
+        "input_cost_per_token": 2.2e-07,
+        "output_cost_per_token": 2.2e-07,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31510,8 +31497,8 @@
         "max_tokens": 128000,
         "max_input_tokens": 128000,
         "max_output_tokens": 128000,
-        "input_cost_per_token": 0.055,
-        "output_cost_per_token": 0.165,
+        "input_cost_per_token": 5.5e-07,
+        "output_cost_per_token": 1.65e-06,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31519,8 +31506,8 @@
         "max_tokens": 161000,
         "max_input_tokens": 161000,
         "max_output_tokens": 161000,
-        "input_cost_per_token": 0.135,
-        "output_cost_per_token": 0.54,
+        "input_cost_per_token": 1.35e-06,
+        "output_cost_per_token": 5.4e-06,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31528,8 +31515,8 @@
         "max_tokens": 161000,
         "max_input_tokens": 161000,
         "max_output_tokens": 161000,
-        "input_cost_per_token": 0.114,
-        "output_cost_per_token": 0.275,
+        "input_cost_per_token": 1.14e-06,
+        "output_cost_per_token": 2.75e-06,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31537,8 +31524,8 @@
         "max_tokens": 128000,
         "max_input_tokens": 128000,
         "max_output_tokens": 128000,
-        "input_cost_per_token": 0.071,
-        "output_cost_per_token": 0.071,
+        "input_cost_per_token": 7.1e-07,
+        "output_cost_per_token": 7.1e-07,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31546,8 +31533,8 @@
         "max_tokens": 64000,
         "max_input_tokens": 64000,
         "max_output_tokens": 64000,
-        "input_cost_per_token": 0.017,
-        "output_cost_per_token": 0.066,
+        "input_cost_per_token": 1.7e-07,
+        "output_cost_per_token": 6.6e-07,
         "litellm_provider": "wandb",
         "mode": "chat"
     },
@@ -31555,8 +31542,8 @@
         "max_tokens": 128000,
         "max_input_tokens": 128000,
         "max_output_tokens": 128000,
-        "input_cost_per_token": 0.008,
-        "output_cost_per_token": 0.035,
+        "input_cost_per_token": 8e-08,
+        "output_cost_per_token": 3.5e-07,
         "litellm_provider": "wandb",
         "mode": "chat"
     },