Repository: langchain-ai/langchain-google (language: python)

Issue:
VertexAI: Add logprobs support
Add a way to return logprobs when using ChatVertexAI


Discussion / hints:

Fix patch:
diff --git a/libs/vertexai/langchain_google_vertexai/_utils.py b/libs/vertexai/langchain_google_vertexai/_utils.py
index 0d7e1e2b..4799a4ab 100644
--- a/libs/vertexai/langchain_google_vertexai/_utils.py
+++ b/libs/vertexai/langchain_google_vertexai/_utils.py
@@ -186,6 +186,9 @@ def get_generation_info(
             ):
                 info["avg_logprobs"] = candidate.avg_logprobs
 
+        if hasattr(candidate, "logprobs_result"):
+            info["logprobs_result"] = proto.Message.to_dict(candidate.logprobs_result)
+
         try:
             if candidate.grounding_metadata:
                 info["grounding_metadata"] = proto.Message.to_dict(
diff --git a/libs/vertexai/langchain_google_vertexai/chat_models.py b/libs/vertexai/langchain_google_vertexai/chat_models.py
index f451979d..ebd87d04 100644
--- a/libs/vertexai/langchain_google_vertexai/chat_models.py
+++ b/libs/vertexai/langchain_google_vertexai/chat_models.py
@@ -145,6 +145,8 @@
     "frequency_penalty",
     "candidate_count",
     "seed",
+    "response_logprobs",
+    "logprobs",
 ]
 _allowed_params_prediction_service = ["request", "timeout", "metadata"]
 
@@ -935,6 +937,29 @@ class Joke(BaseModel):
 
             {'input_tokens': 17, 'output_tokens': 7, 'total_tokens': 24}
 
+    Logprobs:
+        .. code-block:: python
+
+            llm = ChatVertexAI(model="gemini-1.5-flash-001", logprobs=True)
+            ai_msg = llm.invoke(messages)
+            ai_msg.response_metadata["logprobs_result"]
+
+        .. code-block:: python
+
+            {
+                'chosen_candidates': [
+                    {'token': 'J', 'log_probability': 0.0},
+                    {'token': "'", 'log_probability': -4.0052048e-05},
+                    {'token': 'adore', 'log_probability': -0.003931577},
+                    {'token': ' programmer', 'log_probability': -0.13637993},
+                    {'token': '.', 'log_probability': -7.630326e-06},
+                    {'token': ' ', 'log_probability': -3.1950593e-05},
+                    {'token': '\n', 'log_probability': 0.0}
+                ],
+                'top_candidates': []
+            }
+
+
     Response metadata
         .. code-block:: python
 
@@ -1025,6 +1050,17 @@ class Joke(BaseModel):
         models. Must be a string containing the cache name (A sequence of numbers)
     """
 
+    logprobs: Union[bool, int] = False
+    """Whether to return logprobs as part of AIMessage.response_metadata.
+    
+    If False, don't return logprobs. If True, return logprobs for top candidate. If 
+    int, return logprobs for top ``logprobs`` candidates.
+    
+    **NOTE**: As of 10.28.24 this is only supported for gemini-1.5-flash models.
+    
+    .. versionadded: 2.0.6
+    """
+
     def __init__(self, *, model_name: Optional[str] = None, **kwargs: Any) -> None:
         """Needed for mypy typing to recognize model_name as a valid arg."""
         if model_name:
@@ -1193,12 +1229,22 @@ def _generation_config_gemini(
         self,
         stop: Optional[List[str]] = None,
         stream: bool = False,
-        **kwargs,
+        *,
+        logprobs: int | bool = False,
+        **kwargs: Any,
     ) -> GenerationConfig:
         """Prepares GenerationConfig part of the request.
 
         https://cloud.google.com/vertex-ai/docs/reference/rpc/google.cloud.aiplatform.v1beta1#generationconfig
         """
+        if logprobs and isinstance(logprobs, bool):
+            kwargs["response_logprobs"] = logprobs
+        elif logprobs and isinstance(logprobs, int):
+            kwargs["response_logprobs"] = True
+            kwargs["logprobs"] = logprobs
+        else:
+            pass
+
         return GenerationConfig(
             **self._prepare_params(
                 stop=stop,
@@ -1249,6 +1295,7 @@ def _prepare_request_gemini(
         cached_content: Optional[str] = None,
         *,
         tool_choice: Optional[_ToolChoiceType] = None,
+        logprobs: Optional[Union[int, bool]] = None,
         **kwargs,
     ) -> GenerateContentRequest:
         system_instruction, contents = _parse_chat_history_gemini(messages)
@@ -1265,8 +1312,9 @@ def _prepare_request_gemini(
         else:
             pass
         safety_settings = self._safety_settings_gemini(safety_settings)
+        logprobs = logprobs if logprobs is not None else self.logprobs
         generation_config = self._generation_config_gemini(
-            stream=stream, stop=stop, **kwargs
+            stream=stream, stop=stop, logprobs=logprobs, **kwargs
         )
 
         if (self.cached_content is not None) or (cached_content is not None):
diff --git a/libs/vertexai/langchain_google_vertexai/functions_utils.py b/libs/vertexai/langchain_google_vertexai/functions_utils.py
index abdf1a56..f5422b40 100644
--- a/libs/vertexai/langchain_google_vertexai/functions_utils.py
+++ b/libs/vertexai/langchain_google_vertexai/functions_utils.py
@@ -274,7 +274,7 @@ def _format_to_gapic_tool(tools: _ToolsType) -> gapic.Tool:
                 " or mixing with function_declarations is not supported"
             )
         if isinstance(tool, (gapic.Tool, vertexai.Tool)):
-            rt = (
+            rt: gapic.Tool = (
                 tool if isinstance(tool, gapic.Tool) else tool._raw_tool  # type: ignore
             )
             if "retrieval" in rt:
diff --git a/libs/vertexai/poetry.lock b/libs/vertexai/poetry.lock
index d642924c..bccb8459 100644
--- a/libs/vertexai/poetry.lock
+++ b/libs/vertexai/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -13,102 +13,102 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.10.9"
+version = "3.10.10"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -150,13 +150,13 @@ files = [
 
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 name = "anthropic"
-version = "0.35.0"
+version = "0.37.1"
 description = "The official Python library for the anthropic API"
 optional = true
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -175,13 +175,13 @@ vertex = ["google-auth (>=2,<3)"]
 
 [[package]]
 name = "anyio"
-version = "4.6.0"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -192,7 +192,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.21.0b1)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
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 python-versions = ">=3.7.0"
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 [[package]]
@@ -442,99 +457,114 @@ python-dateutil = ">=2.7"
 
 [[package]]
 name = "frozenlist"
-version = "1.4.1"
+version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [[package]]
 name = "fsspec"
-version = "2024.9.0"
+version = "2024.10.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -567,13 +597,13 @@ tqdm = ["tqdm"]
 
 [[package]]
 name = "google-api-core"
-version = "2.20.0"
+version = "2.22.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -587,24 +617,28 @@ grpcio-status = [
     {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
     {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
 ]
-proto-plus = ">=1.22.3,<2.0.0dev"
+proto-plus = [
+    {version = ">=1.22.3,<2.0.0dev", markers = "python_version < \"3.13\""},
+    {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
+]
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
 requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
+async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
 grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-api-python-client"
-version = "2.147.0"
+version = "2.149.0"
 description = "Google API Client Library for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google_api_python_client-2.149.0-py2.py3-none-any.whl", hash = "sha256:1a5232e9cfed8c201799d9327e4d44dc7ea7daa3c6e1627fca41aa201539c0da"},
+    {file = "google_api_python_client-2.149.0.tar.gz", hash = "sha256:b9d68c6b14ec72580d66001bd33c5816b78e2134b93ccc5cf8f624516b561750"},
 ]
 
 [package.dependencies]
@@ -654,13 +688,13 @@ httplib2 = ">=0.19.0"
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.69.0"
+version = "1.70.0"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "google-cloud-aiplatform-1.69.0.tar.gz", hash = "sha256:08be3a4432fd87d9cc86db83ba626f988d13597197bc53c6808e1c4c65a25bb0"},
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+    {file = "google-cloud-aiplatform-1.70.0.tar.gz", hash = "sha256:e8edef6dbc7911380d0ea55c47544e799f62b891cb1a83b504ca1c09fff9884b"},
+    {file = "google_cloud_aiplatform-1.70.0-py2.py3-none-any.whl", hash = "sha256:690e6041f03d3aa85102ac3f316c958d6f43a99aefb7fb3f8938dee56d08abd9"},
 ]
 
 [package.dependencies]
@@ -690,8 +724,8 @@ metadata = ["numpy (>=1.15.0)", "pandas (>=1.0.0)"]
 pipelines = ["pyyaml (>=5.3.1,<7)"]
 prediction = ["docker (>=5.0.3)", "fastapi (>=0.71.0,<=0.114.0)", "httpx (>=0.23.0,<0.25.0)", "starlette (>=0.17.1)", "uvicorn[standard] (>=0.16.0)"]
 private-endpoints = ["requests (>=2.28.1)", "urllib3 (>=1.21.1,<1.27)"]
-ray = ["google-cloud-bigquery", "google-cloud-bigquery-storage", "immutabledict", "pandas (>=1.0.0,<2.2.0)", "pyarrow (>=6.0.1)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || >=2.33.dev0,<=2.33.0)", "ray[default] (>=2.5,<=2.33.0)", "setuptools (<70.0.0)"]
-ray-testing = ["google-cloud-bigquery", "google-cloud-bigquery-storage", "immutabledict", "pandas (>=1.0.0,<2.2.0)", "pyarrow (>=6.0.1)", "pytest-xdist", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || >=2.33.dev0,<=2.33.0)", "ray[default] (>=2.5,<=2.33.0)", "ray[train]", "scikit-learn", "setuptools (<70.0.0)", "tensorflow", "torch (>=2.0.0,<2.1.0)", "xgboost", "xgboost-ray"]
+ray = ["google-cloud-bigquery", "google-cloud-bigquery-storage", "immutabledict", "pandas (>=1.0.0)", "pyarrow (>=6.0.1)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || >=2.33.dev0,<=2.33.0)", "ray[default] (>=2.5,<=2.33.0)", "setuptools (<70.0.0)"]
+ray-testing = ["google-cloud-bigquery", "google-cloud-bigquery-storage", "immutabledict", "pandas (>=1.0.0)", "pyarrow (>=6.0.1)", "pytest-xdist", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || >=2.33.dev0,<=2.33.0)", "ray[default] (>=2.5,<=2.33.0)", "ray[train]", "scikit-learn", "setuptools (<70.0.0)", "tensorflow", "torch (>=2.0.0,<2.1.0)", "xgboost", "xgboost-ray"]
 reasoningengine = ["cloudpickle (>=3.0,<4.0)", "google-cloud-trace (<2)", "opentelemetry-exporter-gcp-trace (<2)", "opentelemetry-sdk (<2)", "pydantic (>=2.6.3,<3)"]
 tensorboard = ["tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "werkzeug (>=2.0.0,<2.1.0dev)"]
 testing = ["bigframes", "docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0)", "fastapi (>=0.71.0,<=0.114.0)", "google-api-core (>=2.11,<3.0.0)", "google-cloud-bigquery", "google-cloud-bigquery-storage", "google-vizier (>=0.1.6)", "grpcio-testing", "httpx (>=0.23.0,<0.25.0)", "immutabledict", "ipython", "kfp (>=2.6.0,<3.0.0)", "lit-nlp (==0.4.0)", "mlflow (>=1.27.0,<=2.16.0)", "nltk", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "pandas (>=1.0.0,<2.2.0)", "pyarrow (>=10.0.1)", "pyarrow (>=14.0.0)", "pyarrow (>=3.0.0,<8.0dev)", "pyarrow (>=6.0.1)", "pytest-asyncio", "pytest-xdist", "pyyaml (>=5.3.1,<7)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || >=2.33.dev0,<=2.33.0)", "ray[default] (>=2.5,<=2.33.0)", "requests (>=2.28.1)", "requests-toolbelt (<1.0.0)", "scikit-learn", "sentencepiece (>=0.2.0)", "setuptools (<70.0.0)", "starlette (>=0.17.1)", "tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (==2.13.0)", "tensorflow (==2.16.1)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "torch (>=2.0.0,<2.1.0)", "torch (>=2.2.0)", "tqdm (>=4.23.0)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)", "werkzeug (>=2.0.0,<2.1.0dev)", "xgboost"]
@@ -774,20 +808,23 @@ libcst = ["libcst (>=0.2.5)"]
 
 [[package]]
 name = "google-cloud-resource-manager"
-version = "1.12.5"
+version = "1.13.0"
 description = "Google Cloud Resource Manager API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google_cloud_resource_manager-1.13.0-py2.py3-none-any.whl", hash = "sha256:33beb4528c2b7aee7a97ed843710581a7b4a27f3dd1fa41a0bf3359b3d68853f"},
+    {file = "google_cloud_resource_manager-1.13.0.tar.gz", hash = "sha256:ae4bf69443f14b37007d4d84150115b0942e8b01650fd7a1fc6ff4dc1760e5c4"},
 ]
 
 [package.dependencies]
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
+proto-plus = [
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+    {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
+]
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 [[package]]
@@ -992,85 +1029,85 @@ protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4
 
 [[package]]
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+version = "1.67.0"
 description = "Status proto mapping for gRPC"
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 python-versions = ">=3.8"
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-grpcio = ">=1.66.2"
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 protobuf = ">=5.26.1,<6.0dev"
 
 [[package]]
@@ -1157,13 +1194,13 @@ files = [
 
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 python-versions = ">=3.8.0"
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 [package.dependencies]
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 typing-extensions = ">=3.7.4.3"
 
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 ]
 
 [[package]]
@@ -1323,7 +1360,7 @@ files = [
 
 [[package]]
 name = "langchain"
-version = "0.3.2"
+version = "0.3.4"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9,<4.0"
@@ -1333,7 +1370,7 @@ develop = false
 [package.dependencies]
 aiohttp = "^3.8.3"
 async-timeout = {version = "^4.0.0", markers = "python_version < \"3.11\""}
-langchain-core = "^0.3.8"
+langchain-core = "^0.3.12"
 langchain-text-splitters = "^0.3.0"
 langsmith = "^0.1.17"
 numpy = [
@@ -1344,18 +1381,18 @@ pydantic = "^2.7.4"
 PyYAML = ">=5.3"
 requests = "^2"
 SQLAlchemy = ">=1.4,<3"
-tenacity = "^8.1.0,!=8.4.0"
+tenacity = ">=8.1.0,!=8.4.0,<10"
 
 [package.source]
 type = "git"
 url = "https://github.com/langchain-ai/langchain.git"
 reference = "HEAD"
-resolved_reference = "07dd8dd3d7044c3b677343848aa3a37721c92d2e"
+resolved_reference = "ede953d617f8fe8ecf6638b0afe10df8570d75f8"
 subdirectory = "libs/langchain"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.9"
+version = "0.3.13"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9,<4.0"
@@ -1371,14 +1408,14 @@ pydantic = [
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 ]
 PyYAML = ">=5.3"
-tenacity = "^8.1.0,!=8.4.0"
+tenacity = ">=8.1.0,!=8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
 
 [package.source]
 type = "git"
 url = "https://github.com/langchain-ai/langchain.git"
 reference = "HEAD"
-resolved_reference = "07dd8dd3d7044c3b677343848aa3a37721c92d2e"
+resolved_reference = "ede953d617f8fe8ecf6638b0afe10df8570d75f8"
 subdirectory = "libs/core"
 
 [[package]]
@@ -1401,7 +1438,7 @@ tokenizers = ">=0.15.1,<1"
 type = "git"
 url = "https://github.com/langchain-ai/langchain.git"
 reference = "HEAD"
-resolved_reference = "07dd8dd3d7044c3b677343848aa3a37721c92d2e"
+resolved_reference = "ede953d617f8fe8ecf6638b0afe10df8570d75f8"
 subdirectory = "libs/partners/mistralai"
 
 [[package]]
@@ -1423,7 +1460,7 @@ syrupy = "^4"
 type = "git"
 url = "https://github.com/langchain-ai/langchain.git"
 reference = "HEAD"
-resolved_reference = "07dd8dd3d7044c3b677343848aa3a37721c92d2e"
+resolved_reference = "ede953d617f8fe8ecf6638b0afe10df8570d75f8"
 subdirectory = "libs/standard-tests"
 
 [[package]]
@@ -1442,13 +1479,13 @@ langchain-core = ">=0.3.0,<0.4.0"
 
 [[package]]
 name = "langsmith"
-version = "0.1.131"
+version = "0.1.137"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
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 ]
 
 [package.dependencies]
@@ -1567,38 +1604,43 @@ typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "mypy"
-version = "1.11.2"
+version = "1.13.0"
 description = "Optional static typing for Python"
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -1608,6 +1650,7 @@ typing-extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
+faster-cache = ["orjson"]
 install-types = ["pip"]
 mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
@@ -1711,68 +1754,69 @@ files = [
 
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 name = "orjson"
-version = "3.10.7"
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 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.8"
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 [[package]]
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 testing = ["pytest", "pytest-benchmark"]
 
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 [package.dependencies]
@@ -2372,7 +2531,7 @@ aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
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 asyncio = ["greenlet (!=0.4.17)"]
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 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
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 [[package]]
 name = "tenacity"
-version = "8.5.0"
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+    {file = "yarl-1.16.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:504e1fe1cc4f170195320eb033d2b0ccf5c6114ce5bf2f617535c01699479bca"},
+    {file = "yarl-1.16.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:bdcf667a5dec12a48f669e485d70c54189f0639c2157b538a4cffd24a853624f"},
+    {file = "yarl-1.16.0-cp39-cp39-win32.whl", hash = "sha256:e9951afe6557c75a71045148890052cb942689ee4c9ec29f5436240e1fcc73b7"},
+    {file = "yarl-1.16.0-cp39-cp39-win_amd64.whl", hash = "sha256:7d7aaa8ff95d0840e289423e7dc35696c2b058d635f945bf05b5cd633146b027"},
+    {file = "yarl-1.16.0-py3-none-any.whl", hash = "sha256:e6980a558d8461230c457218bd6c92dfc1d10205548215c2c21d79dc8d0a96f3"},
+    {file = "yarl-1.16.0.tar.gz", hash = "sha256:b6f687ced5510a9a2474bbae96a4352e5ace5fa34dc44a217b0537fec1db00b4"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [extras]
 anthropic = ["anthropic"]
@@ -2797,4 +2947,4 @@ mistral = ["langchain-mistralai"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "176b5ccdaa76e0681b89998e2dc5e049238f413b4704505cd19285d40252f80e"
+content-hash = "9ea701b360b51312265ae6ba48fbeb13e09b53f0d3ce13b149d8fbcc39f46b5e"
diff --git a/libs/vertexai/pyproject.toml b/libs/vertexai/pyproject.toml
index 202bbf62..d4bad287 100644
--- a/libs/vertexai/pyproject.toml
+++ b/libs/vertexai/pyproject.toml
@@ -12,8 +12,8 @@ license = "MIT"
 
 [tool.poetry.dependencies]
 python = ">=3.9,<4.0"
-langchain-core = ">=0.3.0,<0.4"
-google-cloud-aiplatform = "^1.69.0"
+langchain-core = ">=0.3.13,<0.4"
+google-cloud-aiplatform = "^1.70.0"
 google-cloud-storage = "^2.18.0"
 # optional dependencies
 anthropic = { extras = ["vertexai"], version = ">=0.35.0,<1", optional = true }


Test patch:
diff --git a/libs/vertexai/tests/integration_tests/test_chat_models.py b/libs/vertexai/tests/integration_tests/test_chat_models.py
index 6e9c554b..82d56936 100644
--- a/libs/vertexai/tests/integration_tests/test_chat_models.py
+++ b/libs/vertexai/tests/integration_tests/test_chat_models.py
@@ -1110,3 +1110,13 @@ def test_multimodal_pdf_input_b64(multimodal_pdf_chain: RunnableSerializable) ->
         image = f"data:application/pdf;base64,{image_data}"
         response = multimodal_pdf_chain.invoke(dict(image=image))
         assert isinstance(response, AIMessage)
+
+
+@pytest.mark.release
+def test_logprobs() -> None:
+    llm = ChatVertexAI(model="gemini-1.5-flash", logprobs=True)
+    msg = llm.invoke("how are you")
+    assert msg.response_metadata["logprobs_result"]["chosen_candidates"]
+
+    msg = llm.invoke("how are you", logprobs=2)
+    assert msg.response_metadata["logprobs_result"]["top_candidates"]