From 4e8bf7df7743aec7dede715d291c6359b2bc8132 Mon Sep 17 00:00:00 2001
From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
Date: Wed, 25 Sep 2024 19:11:15 -0700
Subject: [PATCH 1/5] Add bench draft stuff

---
 .github/workflows/py-bench.yml | 71 ++++++++++++++++++++++++++++
 python/bench/__init__.py       |  0
 python/bench/__main__.py       | 67 +++++++++++++++++++++++++++
 python/bench/dumps_json.py     | 52 +++++++++++++++++++++
 python/poetry.lock             | 85 ++++++++++++++++++++++++++++++++--
 python/pyproject.toml          |  4 ++
 6 files changed, 275 insertions(+), 4 deletions(-)
 create mode 100644 .github/workflows/py-bench.yml
 create mode 100644 python/bench/__init__.py
 create mode 100644 python/bench/__main__.py
 create mode 100644 python/bench/dumps_json.py

diff --git a/.github/workflows/py-bench.yml b/.github/workflows/py-bench.yml
new file mode 100644
index 000000000..38d80aa73
--- /dev/null
+++ b/.github/workflows/py-bench.yml
@@ -0,0 +1,71 @@
+name: bench
+
+on:
+  pull_request:
+    paths:
+      - "libs/**"
+
+env:
+  POETRY_VERSION: "1.7.1"
+
+jobs:
+  benchmark:
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: python
+    steps:
+      - uses: actions/checkout@v4
+      - id: files
+        name: Get changed files
+        uses: Ana06/get-changed-files@v2.3.0
+        with:
+          format: json
+      - name: Set up Python 3.11 + Poetry ${{ env.POETRY_VERSION }}
+        uses: "./.github/actions/poetry_setup"
+        with:
+          python-version: "3.11"
+          poetry-version: ${{ env.POETRY_VERSION }}
+          cache-key: bench
+      - name: Install dependencies
+        run: poetry install --with dev
+      - name: Download baseline
+        uses: actions/cache/restore@v4
+        with:
+          key: ${{ runner.os }}-benchmark-baseline
+          restore-keys: |
+            ${{ runner.os }}-benchmark-baseline-
+          fail-on-cache-miss: true
+          path: |
+            libs/langgraph/out/benchmark-baseline.json
+      - name: Run benchmarks
+        id: benchmark
+        run: |
+          {
+            echo 'OUTPUT<<EOF'
+            make -s benchmark
+            echo EOF
+          } >> "$GITHUB_OUTPUT"
+      - name: Compare benchmarks
+        id: compare
+        run: |
+          {
+            echo 'OUTPUT<<EOF'
+            mv out/benchmark-baseline.json out/main.json
+            mv out/benchmark.json out/changes.json
+            poetry run pyperf compare_to out/main.json out/changes.json --table --group-by-speed
+            echo EOF
+          } >> "$GITHUB_OUTPUT"
+      - name: Annotation
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const file = JSON.parse(`${{ steps.files.outputs.added_modified_renamed }}`)[0]
+            core.notice(`${{ steps.benchmark.outputs.OUTPUT }}`, {
+              title: 'Benchmark results',
+              file,
+            })
+            core.notice(`${{ steps.compare.outputs.OUTPUT }}`, {
+              title: 'Comparison against main',
+              file,
+            })
diff --git a/python/bench/__init__.py b/python/bench/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/python/bench/__main__.py b/python/bench/__main__.py
new file mode 100644
index 000000000..e924030ce
--- /dev/null
+++ b/python/bench/__main__.py
@@ -0,0 +1,67 @@
+import random
+from uuid import uuid4
+
+from pyperf._runner import Runner
+from bench.dumps_json import (
+    create_nested_instance,
+    DeeplyNestedModel,
+    DeeplyNestedModelV1,
+)
+from langsmith.client import _dumps_json
+
+
+class MyClass:
+    def __init__(self):
+        self.vals = {}
+
+
+benchmarks = (
+    (
+        "dumps_dataclass_nested_200x10",
+        lambda x: _dumps_json({"input": x}),
+        create_nested_instance(200, 100),
+    ),
+    (
+        "dumps_pydantic_nested_200x10",
+        lambda x: _dumps_json({"input": x}),
+        create_nested_instance(200, 100, branch_constructor=DeeplyNestedModel),
+    ),
+    (
+        "dumps_pydanticv1_nested_200x10",
+        lambda x: _dumps_json({"input": x}),
+        create_nested_instance(200, 100, branch_constructor=DeeplyNestedModelV1),
+    ),
+    # Add random python class at the leaf
+    (
+        "dumps_dataclass_nested_py_leaf_200x10",
+        lambda x: _dumps_json({"input": x}),
+        create_nested_instance(200, 100, leaf_constructor=MyClass),
+    ),
+    (
+        "dumps_pydantic_nested_py_leaf_200x10",
+        lambda x: _dumps_json({"input": x}),
+        create_nested_instance(
+            200, 100, branch_constructor=DeeplyNestedModel, leaf_constructor=MyClass
+        ),
+    ),
+    (
+        "dumps_pydanticv1_nested_py_leaf_200x10",
+        lambda x: _dumps_json({"input": x}),
+        create_nested_instance(
+            200, 100, branch_constructor=DeeplyNestedModelV1, leaf_constructor=MyClass
+        ),
+    ),
+    (
+        "dumps_class_nested_py_leaf_200x10",
+        lambda x: _dumps_json({"input": x}),
+        create_nested_instance(
+            200, 100, branch_constructor=MyClass, leaf_constructor=MyClass
+        ),
+    ),
+)
+
+
+r = Runner()
+
+for name, fn, input_ in benchmarks:
+    r.bench_func(name, fn, input)
diff --git a/python/bench/dumps_json.py b/python/bench/dumps_json.py
new file mode 100644
index 000000000..b015a8d04
--- /dev/null
+++ b/python/bench/dumps_json.py
@@ -0,0 +1,52 @@
+from dataclasses import dataclass, field
+from typing import Any, Callable, Dict, Optional
+
+from pydantic import BaseModel, Field
+from pydantic.v1 import BaseModel as BaseModelV1
+from pydantic.v1 import Field as FieldV1
+
+
+def _default():
+    return {"some_val": "😈"}
+
+
+@dataclass
+class DeeplyNested:
+    """An object."""
+
+    vals: Dict[str, Any] = field(default_factory=_default)
+
+
+class DeeplyNestedModel(BaseModel):
+
+    vals: Dict[str, Any] = Field(default_factory=_default)
+
+
+class DeeplyNestedModelV1(BaseModelV1):
+
+    vals: Dict[str, Any] = FieldV1(default_factory=_default)
+
+
+def create_nested_instance(
+    depth: int = 5,
+    width: int = 5,
+    branch_constructor: Optional[Callable] = DeeplyNested,
+    leaf_constructor: Optional[Callable] = None,
+) -> DeeplyNested:
+    top_level = DeeplyNested()
+    current_level = top_level
+    root_constructor = leaf_constructor or DeeplyNested
+    for i in range(depth):
+        for j in range(width):
+            key = f"key_{i}_{j}"
+            if i < depth - 1:
+                value = branch_constructor()
+                current_level.vals[key] = value
+                if j == 0:
+                    next_level = value
+            else:
+                current_level.vals[key] = root_constructor()
+
+        if i < depth - 1:
+            current_level = next_level
+    return top_level
diff --git a/python/poetry.lock b/python/poetry.lock
index e95cacc4d..b148979fe 100644
--- a/python/poetry.lock
+++ b/python/poetry.lock
@@ -799,13 +799,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.47.1"
+version = "1.48.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.47.1-py3-none-any.whl", hash = "sha256:34277583bf268bb2494bc03f48ac123788c5e2a914db1d5a23d5edc29d35c825"},
-    {file = "openai-1.47.1.tar.gz", hash = "sha256:62c8f5f478f82ffafc93b33040f8bb16a45948306198bd0cba2da2ecd9cf7323"},
+    {file = "openai-1.48.0-py3-none-any.whl", hash = "sha256:7c4af223f0bf615ce4a12453729952c9a8b04ffe8c78aa77981b12fd970149cf"},
+    {file = "openai-1.48.0.tar.gz", hash = "sha256:1d3b69ea62c287c4885a6f3ce840768564cd5f52c60ac5f890fef80d43cc4799"},
 ]
 
 [package.dependencies]
@@ -983,6 +983,22 @@ files = [
 [package.extras]
 test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
+[[package]]
+name = "py-spy"
+version = "0.3.14"
+description = "Sampling profiler for Python programs"
+optional = false
+python-versions = "*"
+files = [
+    {file = "py_spy-0.3.14-py2.py3-none-macosx_10_7_x86_64.whl", hash = "sha256:5b342cc5feb8d160d57a7ff308de153f6be68dcf506ad02b4d67065f2bae7f45"},
+    {file = "py_spy-0.3.14-py2.py3-none-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl", hash = "sha256:fe7efe6c91f723442259d428bf1f9ddb9c1679828866b353d539345ca40d9dd2"},
+    {file = "py_spy-0.3.14-py2.py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:590905447241d789d9de36cff9f52067b6f18d8b5e9fb399242041568d414461"},
+    {file = "py_spy-0.3.14-py2.py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fd6211fe7f587b3532ba9d300784326d9a6f2b890af7bf6fff21a029ebbc812b"},
+    {file = "py_spy-0.3.14-py2.py3-none-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:3e8e48032e71c94c3dd51694c39e762e4bbfec250df5bf514adcdd64e79371e0"},
+    {file = "py_spy-0.3.14-py2.py3-none-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:f59b0b52e56ba9566305236375e6fc68888261d0d36b5addbe3cf85affbefc0e"},
+    {file = "py_spy-0.3.14-py2.py3-none-win_amd64.whl", hash = "sha256:8f5b311d09f3a8e33dbd0d44fc6e37b715e8e0c7efefafcda8bfd63b31ab5a31"},
+]
+
 [[package]]
 name = "pydantic"
 version = "2.9.2"
@@ -1107,6 +1123,23 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pyperf"
+version = "2.7.0"
+description = "Python module to run and analyze benchmarks"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pyperf-2.7.0-py3-none-any.whl", hash = "sha256:dce63053b916b73d8736a77404309328f938851b5c2c5e8493cde910ce37e362"},
+    {file = "pyperf-2.7.0.tar.gz", hash = "sha256:4201c6601032f374e9c900c6d2544a2f5891abedc1a96eec0e7b2338a6247589"},
+]
+
+[package.dependencies]
+psutil = ">=5.9.0"
+
+[package.extras]
+dev = ["importlib-metadata", "tox"]
+
 [[package]]
 name = "pytest"
 version = "7.4.4"
@@ -1599,6 +1632,50 @@ typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 [package.extras]
 standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
+[[package]]
+name = "uvloop"
+version = "0.20.0"
+description = "Fast implementation of asyncio event loop on top of libuv"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "uvloop-0.20.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:9ebafa0b96c62881d5cafa02d9da2e44c23f9f0cd829f3a32a6aff771449c996"},
+    {file = "uvloop-0.20.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:35968fc697b0527a06e134999eef859b4034b37aebca537daeb598b9d45a137b"},
+    {file = "uvloop-0.20.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b16696f10e59d7580979b420eedf6650010a4a9c3bd8113f24a103dfdb770b10"},
+    {file = "uvloop-0.20.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9b04d96188d365151d1af41fa2d23257b674e7ead68cfd61c725a422764062ae"},
+    {file = "uvloop-0.20.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:94707205efbe809dfa3a0d09c08bef1352f5d3d6612a506f10a319933757c006"},
+    {file = "uvloop-0.20.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:89e8d33bb88d7263f74dc57d69f0063e06b5a5ce50bb9a6b32f5fcbe655f9e73"},
+    {file = "uvloop-0.20.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:e50289c101495e0d1bb0bfcb4a60adde56e32f4449a67216a1ab2750aa84f037"},
+    {file = "uvloop-0.20.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:e237f9c1e8a00e7d9ddaa288e535dc337a39bcbf679f290aee9d26df9e72bce9"},
+    {file = "uvloop-0.20.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:746242cd703dc2b37f9d8b9f173749c15e9a918ddb021575a0205ec29a38d31e"},
+    {file = "uvloop-0.20.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:82edbfd3df39fb3d108fc079ebc461330f7c2e33dbd002d146bf7c445ba6e756"},
+    {file = "uvloop-0.20.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:80dc1b139516be2077b3e57ce1cb65bfed09149e1d175e0478e7a987863b68f0"},
+    {file = "uvloop-0.20.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:4f44af67bf39af25db4c1ac27e82e9665717f9c26af2369c404be865c8818dcf"},
+    {file = "uvloop-0.20.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:4b75f2950ddb6feed85336412b9a0c310a2edbcf4cf931aa5cfe29034829676d"},
+    {file = "uvloop-0.20.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:77fbc69c287596880ecec2d4c7a62346bef08b6209749bf6ce8c22bbaca0239e"},
+    {file = "uvloop-0.20.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6462c95f48e2d8d4c993a2950cd3d31ab061864d1c226bbf0ee2f1a8f36674b9"},
+    {file = "uvloop-0.20.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:649c33034979273fa71aa25d0fe120ad1777c551d8c4cd2c0c9851d88fcb13ab"},
+    {file = "uvloop-0.20.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:3a609780e942d43a275a617c0839d85f95c334bad29c4c0918252085113285b5"},
+    {file = "uvloop-0.20.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:aea15c78e0d9ad6555ed201344ae36db5c63d428818b4b2a42842b3870127c00"},
+    {file = "uvloop-0.20.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:f0e94b221295b5e69de57a1bd4aeb0b3a29f61be6e1b478bb8a69a73377db7ba"},
+    {file = "uvloop-0.20.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:fee6044b64c965c425b65a4e17719953b96e065c5b7e09b599ff332bb2744bdf"},
+    {file = "uvloop-0.20.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:265a99a2ff41a0fd56c19c3838b29bf54d1d177964c300dad388b27e84fd7847"},
+    {file = "uvloop-0.20.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b10c2956efcecb981bf9cfb8184d27d5d64b9033f917115a960b83f11bfa0d6b"},
+    {file = "uvloop-0.20.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:e7d61fe8e8d9335fac1bf8d5d82820b4808dd7a43020c149b63a1ada953d48a6"},
+    {file = "uvloop-0.20.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:2beee18efd33fa6fdb0976e18475a4042cd31c7433c866e8a09ab604c7c22ff2"},
+    {file = "uvloop-0.20.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:d8c36fdf3e02cec92aed2d44f63565ad1522a499c654f07935c8f9d04db69e95"},
+    {file = "uvloop-0.20.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:a0fac7be202596c7126146660725157d4813aa29a4cc990fe51346f75ff8fde7"},
+    {file = "uvloop-0.20.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9d0fba61846f294bce41eb44d60d58136090ea2b5b99efd21cbdf4e21927c56a"},
+    {file = "uvloop-0.20.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:95720bae002ac357202e0d866128eb1ac82545bcf0b549b9abe91b5178d9b541"},
+    {file = "uvloop-0.20.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:36c530d8fa03bfa7085af54a48f2ca16ab74df3ec7108a46ba82fd8b411a2315"},
+    {file = "uvloop-0.20.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:e97152983442b499d7a71e44f29baa75b3b02e65d9c44ba53b10338e98dedb66"},
+    {file = "uvloop-0.20.0.tar.gz", hash = "sha256:4603ca714a754fc8d9b197e325db25b2ea045385e8a3ad05d3463de725fdf469"},
+]
+
+[package.extras]
+docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
+test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"]
+
 [[package]]
 name = "vcrpy"
 version = "6.0.1"
@@ -1855,4 +1932,4 @@ vcr = []
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<4.0"
-content-hash = "546941bdd68403dda7ee3a67954b3741133c4f80a1a9a810ff450959278021d0"
+content-hash = "ddb18eaf3d73ff28ea0b914362b022803e81f6087c3b9d0e4bc433618094a64f"
diff --git a/python/pyproject.toml b/python/pyproject.toml
index 098431c0e..36dd36c54 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -57,6 +57,9 @@ fastapi = "^0.110.1"
 uvicorn = "^0.29.0"
 pytest-rerunfailures = "^14.0"
 pytest-socket = "^0.7.0"
+uvloop = "^0.20.0"
+pyperf = "^2.7.0"
+py-spy = "^0.3.14"
 
 [tool.poetry.group.lint.dependencies]
 openai = "^1.10"
@@ -103,6 +106,7 @@ convention = "google"
 "langsmith/schemas.py" = ["E501"]
 "tests/evaluation/__init__.py" = ["E501"]
 "tests/*" = ["D", "UP"]
+"bench/*" = ["D", "UP", "T"]
 "docs/*" = ["T", "D"]
 
 [tool.ruff.format]

From f7f8f95500f3b88788c47a862fb04d5d455ee9eb Mon Sep 17 00:00:00 2001
From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
Date: Thu, 26 Sep 2024 22:08:49 -0700
Subject: [PATCH 2/5] Add workflows

---
 .github/actions/poetry_setup/action.yml | 88 +++++++++++++++++++++++++
 .github/workflows/py-baseline.yml       | 37 +++++++++++
 .github/workflows/py-bench.yml          |  8 +--
 .github/workflows/python_test.yml       | 16 ++---
 python/Makefile                         | 15 ++++-
 python/bench/__main__.py                | 49 ++++++--------
 python/bench/create_run_tree.py         |  9 +++
 python/bench/dumps_json.py              | 17 ++++-
 8 files changed, 190 insertions(+), 49 deletions(-)
 create mode 100644 .github/actions/poetry_setup/action.yml
 create mode 100644 .github/workflows/py-baseline.yml
 create mode 100644 python/bench/create_run_tree.py

diff --git a/.github/actions/poetry_setup/action.yml b/.github/actions/poetry_setup/action.yml
new file mode 100644
index 000000000..df04e1e71
--- /dev/null
+++ b/.github/actions/poetry_setup/action.yml
@@ -0,0 +1,88 @@
+# An action for setting up poetry install with caching.
+# Using a custom action since the default action does not
+# take poetry install groups into account.
+# Action code from:
+# https://github.com/actions/setup-python/issues/505#issuecomment-1273013236
+name: poetry-install-with-caching
+description: Poetry install with support for caching of dependency groups.
+
+inputs:
+  python-version:
+    description: Python version, supporting MAJOR.MINOR only
+    required: true
+
+  poetry-version:
+    description: Poetry version
+    required: true
+
+  cache-key:
+    description: Cache key to use for manual handling of caching
+    required: true
+
+runs:
+  using: composite
+  steps:
+    - uses: actions/setup-python@v5
+      name: Setup python ${{ inputs.python-version }}
+      id: setup-python
+      with:
+        python-version: ${{ inputs.python-version }}
+
+    - uses: actions/cache@v3
+      id: cache-bin-poetry
+      name: Cache Poetry binary - Python ${{ inputs.python-version }}
+      env:
+        SEGMENT_DOWNLOAD_TIMEOUT_MIN: "1"
+      with:
+        path: |
+          /opt/pipx/venvs/poetry
+        # This step caches the poetry installation, so make sure it's keyed on the poetry version as well.
+        key: bin-poetry-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }}-${{ inputs.poetry-version }}
+
+    - name: Refresh shell hashtable and fixup softlinks
+      if: steps.cache-bin-poetry.outputs.cache-hit == 'true'
+      shell: bash
+      env:
+        POETRY_VERSION: ${{ inputs.poetry-version }}
+        PYTHON_VERSION: ${{ inputs.python-version }}
+      run: |
+        set -eux
+
+        # Refresh the shell hashtable, to ensure correct `which` output.
+        hash -r
+
+        # `actions/cache@v3` doesn't always seem able to correctly unpack softlinks.
+        # Delete and recreate the softlinks pipx expects to have.
+        rm /opt/pipx/venvs/poetry/bin/python
+        cd /opt/pipx/venvs/poetry/bin
+        ln -s "$(which "python$PYTHON_VERSION")" python
+        chmod +x python
+        cd /opt/pipx_bin/
+        ln -s /opt/pipx/venvs/poetry/bin/poetry poetry
+        chmod +x poetry
+
+        # Ensure everything got set up correctly.
+        /opt/pipx/venvs/poetry/bin/python --version
+        /opt/pipx_bin/poetry --version
+
+    - name: Install poetry
+      if: steps.cache-bin-poetry.outputs.cache-hit != 'true'
+      shell: bash
+      env:
+        POETRY_VERSION: ${{ inputs.poetry-version }}
+        PYTHON_VERSION: ${{ inputs.python-version }}
+      # Install poetry using the python version installed by setup-python step.
+      run: pipx install "poetry==$POETRY_VERSION" --python '${{ steps.setup-python.outputs.python-path }}' --verbose
+
+    - name: Restore pip and poetry cached dependencies
+      uses: actions/cache@v3
+      env:
+        SEGMENT_DOWNLOAD_TIMEOUT_MIN: "4"
+      with:
+        path: |
+          ~/.cache/pip
+          ~/.cache/pypoetry/virtualenvs
+          ~/.cache/pypoetry/cache
+          ~/.cache/pypoetry/artifacts
+          ./.venv
+        key: py-deps-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }}-poetry-${{ inputs.poetry-version }}-${{ inputs.cache-key }}-${{ hashFiles('./poetry.lock') }}
diff --git a/.github/workflows/py-baseline.yml b/.github/workflows/py-baseline.yml
new file mode 100644
index 000000000..4b1998847
--- /dev/null
+++ b/.github/workflows/py-baseline.yml
@@ -0,0 +1,37 @@
+name: py-baseline
+
+on:
+  workflow_dispatch:
+  push:
+    branches: [main]
+    paths:
+      - "python/langsmith/**"
+
+env:
+  POETRY_VERSION: "1.7.1"
+
+jobs:
+  benchmark:
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: python
+    steps:
+      - uses: actions/checkout@v4
+      - run: SHA=$(git rev-parse HEAD) && echo "SHA=$SHA" >> $GITHUB_ENV
+      - name: Set up Python 3.11 + Poetry ${{ env.POETRY_VERSION }}
+        uses: "./.github/actions/poetry_setup"
+        with:
+          python-version: "3.11"
+          poetry-version: ${{ env.POETRY_VERSION }}
+          cache-key: py-benchi
+      - name: Install dependencies
+        run: poetry install --with dev
+      - name: Run benchmarks
+        run: OUTPUT=out/benchmark-baseline.json make -s benchmark
+      - name: Save outputs
+        uses: actions/cache/save@v4
+        with:
+          key: ${{ runner.os }}-benchmark-baseline-${{ env.SHA }}
+          path: |
+            python/out/benchmark-baseline.json
diff --git a/.github/workflows/py-bench.yml b/.github/workflows/py-bench.yml
index 38d80aa73..20ce118d1 100644
--- a/.github/workflows/py-bench.yml
+++ b/.github/workflows/py-bench.yml
@@ -1,9 +1,9 @@
-name: bench
+name: py-bench
 
 on:
   pull_request:
     paths:
-      - "libs/**"
+      - "python/langsmith/**"
 
 env:
   POETRY_VERSION: "1.7.1"
@@ -26,7 +26,7 @@ jobs:
         with:
           python-version: "3.11"
           poetry-version: ${{ env.POETRY_VERSION }}
-          cache-key: bench
+          cache-key: py-bench
       - name: Install dependencies
         run: poetry install --with dev
       - name: Download baseline
@@ -37,7 +37,7 @@ jobs:
             ${{ runner.os }}-benchmark-baseline-
           fail-on-cache-miss: true
           path: |
-            libs/langgraph/out/benchmark-baseline.json
+            python/out/benchmark-baseline.json
       - name: Run benchmarks
         id: benchmark
         run: |
diff --git a/.github/workflows/python_test.yml b/.github/workflows/python_test.yml
index 98020f18e..d207b112b 100644
--- a/.github/workflows/python_test.yml
+++ b/.github/workflows/python_test.yml
@@ -29,18 +29,12 @@ jobs:
         working-directory: python
     steps:
       - uses: actions/checkout@v3
-      - uses: actions/setup-python@v5
-        name: Setup python ${{ matrix.python-version }}
-        id: setup-python
+      - name: Set up Python ${{ matrix.python-version }} + Poetry ${{ env.POETRY_VERSION }}
+        uses: "./.github/actions/poetry_setup"
         with:
           python-version: ${{ matrix.python-version }}
-          cache: "pip"
-      - name: Install poetry
-        shell: bash
-        env:
-          PYTHON_VERSION: ${{ matrix.python-version }}
-        # Install poetry using the python version installed by setup-python step.
-        run: pipx install "poetry==$POETRY_VERSION" --python '${{ steps.setup-python.outputs.python-path }}' --verbose
+          poetry-version: ${{ env.POETRY_VERSION }}
+          cache-key: build-and-test
       - name: Install dependencies
         run: |
           poetry install --with dev,lint
@@ -51,4 +45,4 @@ jobs:
         run: make lint
       - name: Run Unit tests ${{ matrix.python-version }}
         run: make tests
-        shell: bash
\ No newline at end of file
+        shell: bash
diff --git a/python/Makefile b/python/Makefile
index e40f8944b..4ef65ad35 100644
--- a/python/Makefile
+++ b/python/Makefile
@@ -1,4 +1,17 @@
-.PHONY: tests lint format build publish doctest integration_tests integration_tests_fast evals
+.PHONY: tests lint format build publish doctest integration_tests integration_tests_fast evals benchmark benchmark-fast
+
+
+OUTPUT ?= out/benchmark.json
+
+benchmark:
+	mkdir -p out
+	rm -f $(OUTPUT)
+	poetry run python -m bench -o $(OUTPUT) --rigorous
+
+benchmark-fast:
+	mkdir -p out
+	rm -f $(OUTPUT)
+	poetry run python -m bench -o $(OUTPUT) --fast
 
 tests:
 	 PYTHONDEVMODE=1 PYTHONASYNCIODEBUG=1 poetry run python -m pytest --disable-socket --allow-unix-socket -n auto --durations=10 tests/unit_tests
diff --git a/python/bench/__main__.py b/python/bench/__main__.py
index e924030ce..1efc071ef 100644
--- a/python/bench/__main__.py
+++ b/python/bench/__main__.py
@@ -1,11 +1,10 @@
-import random
-from uuid import uuid4
-
 from pyperf._runner import Runner
+
+from bench.create_run_tree import create_run_trees
 from bench.dumps_json import (
-    create_nested_instance,
     DeeplyNestedModel,
     DeeplyNestedModelV1,
+    create_nested_instance,
 )
 from langsmith.client import _dumps_json
 
@@ -17,46 +16,36 @@ def __init__(self):
 
 benchmarks = (
     (
-        "dumps_dataclass_nested_200x10",
-        lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 100),
-    ),
-    (
-        "dumps_pydantic_nested_200x10",
-        lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 100, branch_constructor=DeeplyNestedModel),
+        "create_20_000_run_trees",
+        create_run_trees,
+        20_000,
     ),
     (
-        "dumps_pydanticv1_nested_200x10",
+        "dumps_class_nested_py_branch_and_leaf_200x250",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 100, branch_constructor=DeeplyNestedModelV1),
+        create_nested_instance(
+            200, 250, branch_constructor=MyClass, leaf_constructor=MyClass
+        ),
     ),
-    # Add random python class at the leaf
     (
-        "dumps_dataclass_nested_py_leaf_200x10",
+        "dumps_class_nested_py_leaf_200x250",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 100, leaf_constructor=MyClass),
+        create_nested_instance(200, 250, leaf_constructor=MyClass),
     ),
     (
-        "dumps_pydantic_nested_py_leaf_200x10",
+        "dumps_dataclass_nested_200x250",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(
-            200, 100, branch_constructor=DeeplyNestedModel, leaf_constructor=MyClass
-        ),
+        create_nested_instance(200, 250),
     ),
     (
-        "dumps_pydanticv1_nested_py_leaf_200x10",
+        "dumps_pydantic_nested_200x250",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(
-            200, 100, branch_constructor=DeeplyNestedModelV1, leaf_constructor=MyClass
-        ),
+        create_nested_instance(200, 250, branch_constructor=DeeplyNestedModel),
     ),
     (
-        "dumps_class_nested_py_leaf_200x10",
+        "dumps_pydanticv1_nested_200x250",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(
-            200, 100, branch_constructor=MyClass, leaf_constructor=MyClass
-        ),
+        create_nested_instance(200, 250, branch_constructor=DeeplyNestedModelV1),
     ),
 )
 
@@ -64,4 +53,4 @@ def __init__(self):
 r = Runner()
 
 for name, fn, input_ in benchmarks:
-    r.bench_func(name, fn, input)
+    r.bench_func(name, fn, input_)
diff --git a/python/bench/create_run_tree.py b/python/bench/create_run_tree.py
new file mode 100644
index 000000000..29cc84f44
--- /dev/null
+++ b/python/bench/create_run_tree.py
@@ -0,0 +1,9 @@
+from unittest.mock import patch
+
+from langsmith import RunTree
+
+
+def create_run_trees(N: int):
+    with patch("langsmith.client.requests.Session", autospec=True):
+        for i in range(N):
+            RunTree(name=str(i)).post()
diff --git a/python/bench/dumps_json.py b/python/bench/dumps_json.py
index b015a8d04..afbe603a4 100644
--- a/python/bench/dumps_json.py
+++ b/python/bench/dumps_json.py
@@ -1,4 +1,7 @@
+import uuid
 from dataclasses import dataclass, field
+from datetime import datetime
+from decimal import Decimal
 from typing import Any, Callable, Dict, Optional
 
 from pydantic import BaseModel, Field
@@ -7,7 +10,17 @@
 
 
 def _default():
-    return {"some_val": "😈"}
+
+    return {
+        "some_val": "😈",
+        "uuid_val": uuid.uuid4(),
+        "datetime_val": datetime.now(),
+        "list_val": [1, 2, 3],
+        "decimal_val": Decimal("3.14"),
+        "set_val": {1, 2, 3},
+        "tuple_val": (4, 5, 6),
+        "bytes_val": b"hello world",
+    }
 
 
 @dataclass
@@ -18,12 +31,10 @@ class DeeplyNested:
 
 
 class DeeplyNestedModel(BaseModel):
-
     vals: Dict[str, Any] = Field(default_factory=_default)
 
 
 class DeeplyNestedModelV1(BaseModelV1):
-
     vals: Dict[str, Any] = FieldV1(default_factory=_default)
 
 

From 69693ff9e92ef59197d3907bb03b81fd7a0d4891 Mon Sep 17 00:00:00 2001
From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
Date: Thu, 26 Sep 2024 22:20:23 -0700
Subject: [PATCH 3/5] Update

---
 python/bench/__main__.py   | 20 ++++++++++----------
 python/bench/dumps_json.py |  4 +++-
 2 files changed, 13 insertions(+), 11 deletions(-)

diff --git a/python/bench/__main__.py b/python/bench/__main__.py
index 1efc071ef..2b28b148b 100644
--- a/python/bench/__main__.py
+++ b/python/bench/__main__.py
@@ -21,31 +21,31 @@ def __init__(self):
         20_000,
     ),
     (
-        "dumps_class_nested_py_branch_and_leaf_200x250",
+        "dumps_class_nested_py_branch_and_leaf_200x150",
         lambda x: _dumps_json({"input": x}),
         create_nested_instance(
-            200, 250, branch_constructor=MyClass, leaf_constructor=MyClass
+            200, 150, branch_constructor=MyClass, leaf_constructor=MyClass
         ),
     ),
     (
-        "dumps_class_nested_py_leaf_200x250",
+        "dumps_class_nested_py_leaf_200x150",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 250, leaf_constructor=MyClass),
+        create_nested_instance(200, 150, leaf_constructor=MyClass),
     ),
     (
-        "dumps_dataclass_nested_200x250",
+        "dumps_dataclass_nested_200x150",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 250),
+        create_nested_instance(200, 150),
     ),
     (
-        "dumps_pydantic_nested_200x250",
+        "dumps_pydantic_nested_200x150",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 250, branch_constructor=DeeplyNestedModel),
+        create_nested_instance(200, 150, branch_constructor=DeeplyNestedModel),
     ),
     (
-        "dumps_pydanticv1_nested_200x250",
+        "dumps_pydanticv1_nested_200x150",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 250, branch_constructor=DeeplyNestedModelV1),
+        create_nested_instance(200, 150, branch_constructor=DeeplyNestedModelV1),
     ),
 )
 
diff --git a/python/bench/dumps_json.py b/python/bench/dumps_json.py
index afbe603a4..5a8c0092f 100644
--- a/python/bench/dumps_json.py
+++ b/python/bench/dumps_json.py
@@ -7,6 +7,7 @@
 from pydantic import BaseModel, Field
 from pydantic.v1 import BaseModel as BaseModelV1
 from pydantic.v1 import Field as FieldV1
+import numpy as np
 
 
 def _default():
@@ -15,11 +16,12 @@ def _default():
         "some_val": "😈",
         "uuid_val": uuid.uuid4(),
         "datetime_val": datetime.now(),
-        "list_val": [1, 2, 3],
+        "list_val": [238928376271863487] * 5,
         "decimal_val": Decimal("3.14"),
         "set_val": {1, 2, 3},
         "tuple_val": (4, 5, 6),
         "bytes_val": b"hello world",
+        "arr": np.random.random(10),
     }
 
 

From a856fdfd0c6b4c84e058cb063ab59abedc348804 Mon Sep 17 00:00:00 2001
From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
Date: Thu, 26 Sep 2024 22:39:43 -0700
Subject: [PATCH 4/5] lint

---
 python/bench/dumps_json.py | 26 ++++++++++++++++++++++++--
 1 file changed, 24 insertions(+), 2 deletions(-)

diff --git a/python/bench/dumps_json.py b/python/bench/dumps_json.py
index 5a8c0092f..8ed4d147c 100644
--- a/python/bench/dumps_json.py
+++ b/python/bench/dumps_json.py
@@ -4,14 +4,13 @@
 from decimal import Decimal
 from typing import Any, Callable, Dict, Optional
 
+import numpy as np
 from pydantic import BaseModel, Field
 from pydantic.v1 import BaseModel as BaseModelV1
 from pydantic.v1 import Field as FieldV1
-import numpy as np
 
 
 def _default():
-
     return {
         "some_val": "😈",
         "uuid_val": uuid.uuid4(),
@@ -63,3 +62,26 @@ def create_nested_instance(
         if i < depth - 1:
             current_level = next_level
     return top_level
+
+
+if __name__ == "__main__":
+    import time
+
+    import uvloop
+
+    from langsmith.client import _dumps_json
+
+    class MyClass:
+        def __init__(self):
+            self.vals = {}
+
+    def run():
+        res = create_nested_instance(200, 150, leaf_constructor=MyClass)
+        start_time = time.time()
+        res = _dumps_json({"input": res})
+        end_time = time.time()
+        print(f"Size: {len(res) / 1024:.2f} KB")
+        print(f"Time taken: {end_time - start_time:.2f} seconds")
+
+    uvloop.install()
+    run()

From f34e86f6dbef9724a0c48a4dd127f31c6fe2dcd3 Mon Sep 17 00:00:00 2001
From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
Date: Thu, 26 Sep 2024 22:57:49 -0700
Subject: [PATCH 5/5] Rm uvloop

---
 python/bench/__main__.py   |  30 ++++-
 python/bench/dumps_json.py |   3 -
 python/poetry.lock         | 238 +++++++++++++++----------------------
 python/pyproject.toml      |   1 -
 4 files changed, 122 insertions(+), 150 deletions(-)

diff --git a/python/bench/__main__.py b/python/bench/__main__.py
index 2b28b148b..c3e206af9 100644
--- a/python/bench/__main__.py
+++ b/python/bench/__main__.py
@@ -15,10 +15,20 @@ def __init__(self):
 
 
 benchmarks = (
+    (
+        "create_5_000_run_trees",
+        create_run_trees,
+        5_000,
+    ),
+    (
+        "create_10_000_run_trees",
+        create_run_trees,
+        10_000,
+    ),
     (
         "create_20_000_run_trees",
         create_run_trees,
-        20_000,
+        10_000,
     ),
     (
         "dumps_class_nested_py_branch_and_leaf_200x150",
@@ -28,9 +38,14 @@ def __init__(self):
         ),
     ),
     (
-        "dumps_class_nested_py_leaf_200x150",
+        "dumps_class_nested_py_leaf_50x100",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 150, leaf_constructor=MyClass),
+        create_nested_instance(50, 100, leaf_constructor=MyClass),
+    ),
+    (
+        "dumps_class_nested_py_leaf_200x400",
+        lambda x: _dumps_json({"input": x}),
+        create_nested_instance(200, 400, leaf_constructor=MyClass),
     ),
     (
         "dumps_dataclass_nested_200x150",
@@ -38,9 +53,14 @@ def __init__(self):
         create_nested_instance(200, 150),
     ),
     (
-        "dumps_pydantic_nested_200x150",
+        "dumps_pydantic_nested_200x400",
+        lambda x: _dumps_json({"input": x}),
+        create_nested_instance(200, 400, branch_constructor=DeeplyNestedModel),
+    ),
+    (
+        "dumps_pydantic_nested_50x100",
         lambda x: _dumps_json({"input": x}),
-        create_nested_instance(200, 150, branch_constructor=DeeplyNestedModel),
+        create_nested_instance(50, 100, branch_constructor=DeeplyNestedModel),
     ),
     (
         "dumps_pydanticv1_nested_200x150",
diff --git a/python/bench/dumps_json.py b/python/bench/dumps_json.py
index 8ed4d147c..9937fc062 100644
--- a/python/bench/dumps_json.py
+++ b/python/bench/dumps_json.py
@@ -67,8 +67,6 @@ def create_nested_instance(
 if __name__ == "__main__":
     import time
 
-    import uvloop
-
     from langsmith.client import _dumps_json
 
     class MyClass:
@@ -83,5 +81,4 @@ def run():
         print(f"Size: {len(res) / 1024:.2f} KB")
         print(f"Time taken: {end_time - start_time:.2f} seconds")
 
-    uvloop.install()
     run()
diff --git a/python/poetry.lock b/python/poetry.lock
index b148979fe..861e0f392 100644
--- a/python/poetry.lock
+++ b/python/poetry.lock
@@ -799,13 +799,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.48.0"
+version = "1.50.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.48.0-py3-none-any.whl", hash = "sha256:7c4af223f0bf615ce4a12453729952c9a8b04ffe8c78aa77981b12fd970149cf"},
-    {file = "openai-1.48.0.tar.gz", hash = "sha256:1d3b69ea62c287c4885a6f3ce840768564cd5f52c60ac5f890fef80d43cc4799"},
+    {file = "openai-1.50.0-py3-none-any.whl", hash = "sha256:8545b3e37aa28a39e5177adbb6142f3e2b2b9e2889ae002c0ba785d917e466e2"},
+    {file = "openai-1.50.0.tar.gz", hash = "sha256:fc774e36ad96839b9fc14f1097093527b8abd1348ed824e25818309820afa344"},
 ]
 
 [package.dependencies]
@@ -1632,50 +1632,6 @@ typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 [package.extras]
 standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
-[[package]]
-name = "uvloop"
-version = "0.20.0"
-description = "Fast implementation of asyncio event loop on top of libuv"
-optional = false
-python-versions = ">=3.8.0"
-files = [
-    {file = "uvloop-0.20.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:9ebafa0b96c62881d5cafa02d9da2e44c23f9f0cd829f3a32a6aff771449c996"},
-    {file = "uvloop-0.20.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:35968fc697b0527a06e134999eef859b4034b37aebca537daeb598b9d45a137b"},
-    {file = "uvloop-0.20.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b16696f10e59d7580979b420eedf6650010a4a9c3bd8113f24a103dfdb770b10"},
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 ]
 
 [package.dependencies]
@@ -1932,4 +1888,4 @@ vcr = []
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<4.0"
-content-hash = "ddb18eaf3d73ff28ea0b914362b022803e81f6087c3b9d0e4bc433618094a64f"
+content-hash = "efc464f40b1618531c35a40a249abccadcbd52c081f8f36ea06a6abd796ecfd9"
diff --git a/python/pyproject.toml b/python/pyproject.toml
index 9bd0ce39f..0a47ed049 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -57,7 +57,6 @@ fastapi = "^0.110.1"
 uvicorn = "^0.29.0"
 pytest-rerunfailures = "^14.0"
 pytest-socket = "^0.7.0"
-uvloop = "^0.20.0"
 pyperf = "^2.7.0"
 py-spy = "^0.3.14"