Repository: cohere-ai/cohere-compass-sdk
Pull request #95: feat(examples): Add "examples" sub-project
Author: login: corafid
Created: 2025-03-04T20:51:21Z | Merged: 2025-03-05T00:54:18Z

Frequently, we need to write example code for using the SDK or share it with our clients. To save our time, and ensure we always have high-quality code to share with customers, I created a sub-folder called "examples" that make use of the SDK to achieve various things. Currently, it only contains a simple example, but will add more in follow up contribution, and more examples are expected to come in the future.


Diff:
diff --git a/.gitignore b/.gitignore
index d5e4f15..0a19790 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,174 @@
-**/__pycache__
\ No newline at end of file
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 89ae3f4..c9775d9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,6 +8,11 @@ repos:
       # Run the formatter.
       - id: ruff-format
   - repo: https://github.com/RobertCraigie/pyright-python
-    rev: v1.1.390
+    rev: v1.1.396
     hooks:
       - id: pyright
+        name: pyright (root)
+        exclude: '^examples/'
+      - id: pyright
+        name: pyright (examples)
+        files: '^examples/'
diff --git a/.vscode/settings.json b/.vscode/settings.json
index bd83df8..724446e 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,9 +1,4 @@
 {
-    "workbench.colorCustomizations": {
-        "titleBar.activeBackground": "#A06C00",
-        "titleBar.inactiveBackground": "#A06C00"
-    },
-    "window.title": "📦 Compass SDK 📦",
     "python.testing.pytestArgs": [
         "tests"
     ],
diff --git a/cohere-compass-sdk.code-workspace b/cohere-compass-sdk.code-workspace
new file mode 100644
index 0000000..9ccd3ba
--- /dev/null
+++ b/cohere-compass-sdk.code-workspace
@@ -0,0 +1,19 @@
+{
+	"folders": [
+		{
+			"path": ".",
+			"settings": {
+				"python.pythonPath": "./.venv/bin/python"
+			}
+		},
+		{
+			"path": "examples",
+			"settings": {
+				"python.pythonPath": "./.venv/bin/python"
+			}
+		}
+	],
+	"settings": {
+		"window.title": "📦 Compass SDK 📦"
+	}
+}
\ No newline at end of file
diff --git a/cohere/__init__.py b/cohere/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/cohere/py.typed b/cohere/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/examples/.gitignore b/examples/.gitignore
new file mode 100644
index 0000000..0a19790
--- /dev/null
+++ b/examples/.gitignore
@@ -0,0 +1,174 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
diff --git a/examples/.vscode/launch.json b/examples/.vscode/launch.json
new file mode 100644
index 0000000..7906d1c
--- /dev/null
+++ b/examples/.vscode/launch.json
@@ -0,0 +1,28 @@
+// This file was generated automatically by generate_vscode_launch.py script. You can
+// run the script again to update this file with new launch configurations.
+{
+    "version": "0.2.0",
+    "configurations": [
+        {
+            "name": "Debug search_documents",
+            "type": "debugpy",
+            "request": "launch",
+            "program": "${workspaceFolder}/compass_sdk_examples/search_documents.py",
+            "console": "integratedTerminal"
+        },
+        {
+            "name": "Debug list_indexes",
+            "type": "debugpy",
+            "request": "launch",
+            "program": "${workspaceFolder}/compass_sdk_examples/list_indexes.py",
+            "console": "integratedTerminal"
+        },
+        {
+            "name": "Debug create_index",
+            "type": "debugpy",
+            "request": "launch",
+            "program": "${workspaceFolder}/compass_sdk_examples/create_index.py",
+            "console": "integratedTerminal"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/examples/.vscode/tasks.json b/examples/.vscode/tasks.json
new file mode 100644
index 0000000..48d6cd7
--- /dev/null
+++ b/examples/.vscode/tasks.json
@@ -0,0 +1,11 @@
+{
+    "version": "2.0.0",
+    "tasks": [
+        {
+            "label": "Generate launch.json",
+            "type": "shell",
+            "command": "python3 ./generate_vscode_launch.py",
+            "problemMatcher": []
+        }
+    ]
+}
\ No newline at end of file
diff --git a/examples/README.md b/examples/README.md
new file mode 100644
index 0000000..eea9326
--- /dev/null
+++ b/examples/README.md
@@ -0,0 +1,41 @@
+# compass-sdk-examples
+
+## Overview
+
+This package contains various examples for interacting with the Compass SDK. The
+examples provided can mostly be run directly or with minor modifications.
+
+## Getting Started
+
+Like the `compass-sdk`, this package uses `poetry` for dependency management. To start
+using it, execute:
+
+```
+poetry sync
+```
+
+This package references the `compass-sdk` locally (i.e. installed via `poetry add -e
+../`), so you might need to execute `poetry sync` on the parent folder as well.
+
+Note: If you don't have `poetry`, head over to the [poetry installation
+page](https://python-poetry.org/docs/#installation).
+
+Next, you need to update your .env file with the URLs for the target Compass API
+and Parser you want to run the examples against. Optionally, you could also set
+the bearer tokens if your Compass instance has multi-tenancy enabled. Example
+.env file below:
+
+```
+COMPASS_API_URL=http://<your compass API URL>/
+COMPASS_API_BEARER_TOKEN=
+COMPASS_PARSER_URL=http://<your compass parser URL>/
+COMPASS_PARSER_BEARER_TOKEN=
+```
+
+## Running Examples
+
+To run an example, e.g. `list_indexes.py`, simply execute the following command:
+
+```
+poetry run python -m cohere_sdk_examples.list_indexes
+```
diff --git a/examples/compass_sdk_examples/create_index.py b/examples/compass_sdk_examples/create_index.py
new file mode 100644
index 0000000..1eb79dc
--- /dev/null
+++ b/examples/compass_sdk_examples/create_index.py
@@ -0,0 +1,19 @@
+from compass_sdk_examples.utils import get_compass_api, get_compass_parser
+
+
+def main():
+    client = get_compass_api()
+
+    print("Creating index 'cohere-papers'...")
+    client.create_index(index_name="cohere-papers")
+    print("Index 'cohere-papers' created.")
+
+    print("Inserting documents into index 'cohere-papers'...")
+    parser = get_compass_parser()
+    docs = parser.process_folder(folder_path="./sample_docs")
+    client.insert_docs(index_name="cohere-papers", docs=iter(docs))
+    print("Documents inserted into index 'cohere-papers'.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/compass_sdk_examples/list_indexes.py b/examples/compass_sdk_examples/list_indexes.py
new file mode 100644
index 0000000..f050a7e
--- /dev/null
+++ b/examples/compass_sdk_examples/list_indexes.py
@@ -0,0 +1,13 @@
+from compass_sdk_examples.utils import get_compass_api
+
+
+def main():
+    client = get_compass_api()
+    print("Making a call to list indexes...")
+    response = client.list_indexes()
+    print("Printing response...")
+    print(response)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/compass_sdk_examples/search_documents.py b/examples/compass_sdk_examples/search_documents.py
new file mode 100644
index 0000000..b2c9ff3
--- /dev/null
+++ b/examples/compass_sdk_examples/search_documents.py
@@ -0,0 +1,12 @@
+from compass_sdk_examples.utils import get_compass_api
+
+
+def main():
+    client = get_compass_api()
+    # feel free to change the index name and query.
+    response = client.search_documents(index_name="cohere-papers", query="test")
+    print(response.model_dump_json(indent=2))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/compass_sdk_examples/utils.py b/examples/compass_sdk_examples/utils.py
new file mode 100644
index 0000000..72f52d7
--- /dev/null
+++ b/examples/compass_sdk_examples/utils.py
@@ -0,0 +1,48 @@
+import os
+
+import dotenv
+from cohere.compass.clients import CompassClient, CompassParserClient
+
+dotenv.load_dotenv()  # type: ignore
+
+
+def get_compass_api():
+    """
+    Create and return a CompassClient instance.
+
+    Args:
+        api_base_url (str): The base URL of the Compass API.
+        bearer_token (str, optional): The bearer token for auth. Defaults to None.
+
+    Returns:
+        CompassClient: An instance of CompassClient.
+
+    """
+    api_url = os.getenv("COMPASS_API_URL")
+    if not api_url:
+        raise ValueError(
+            "COMPASS_API_URL environment variable must be set in your .env file."
+        )
+    bearer_token = os.getenv("COMPASS_API_BEARER_TOKEN")
+    return CompassClient(index_url=api_url, bearer_token=bearer_token)
+
+
+def get_compass_parser():
+    """
+    Create and return an instance of CompassParserClient.
+
+    Args:
+        parser_base_url (str): The base URL of the parser service.
+        bearer_token (str, optional): The bearer token for auth. Defaults to None.
+
+    Returns:
+        CompassParserClient: An instance of CompassParserClient.
+
+    """
+    parser_url = os.getenv("COMPASS_PARSER_URL")
+    if not parser_url:
+        raise ValueError(
+            "COMPASS_PARSER_URL environment variable must be set in your .env file."
+        )
+    bearer_token = os.getenv("COMPASS_PARSER_BEARER_TOKEN")
+    return CompassParserClient(parser_url=parser_url, bearer_token=bearer_token)
diff --git a/examples/generate_vscode_launch.py b/examples/generate_vscode_launch.py
new file mode 100755
index 0000000..53c0086
--- /dev/null
+++ b/examples/generate_vscode_launch.py
@@ -0,0 +1,47 @@
+#!/bin/env python3
+
+import json
+import os
+from typing import Any
+
+# Configuration parameters
+TARGET_FOLDER = "compass_sdk_examples"
+OUTPUT_FILE = ".vscode/launch.json"
+
+# Ensure the .vscode folder exists
+os.makedirs(".vscode", exist_ok=True)
+
+# Find all Python modules in the target folder
+modules = [
+    f
+    for f in os.listdir(TARGET_FOLDER)
+    if f.endswith(".py") and f != "__init__.py" and f != "utils.py"
+]
+
+# Generate launch configurations
+launch_config: dict[str, Any] = {"version": "0.2.0", "configurations": []}
+
+for mod in modules:
+    module_name = mod[:-3]  # Remove .py extension
+    launch_config["configurations"].append(
+        {
+            "name": f"Debug {module_name}",
+            "type": "debugpy",
+            "request": "launch",
+            "program": f"${{workspaceFolder}}/{TARGET_FOLDER}/{mod}",
+            "console": "integratedTerminal",
+        }
+    )
+
+# Write to launch.json
+with open(OUTPUT_FILE, "w") as f:
+    print(
+        """
+// This file was generated automatically by generate_vscode_launch.py script. You can
+// run the script again to update this file with new launch configurations.
+""".strip(),
+        file=f,
+    )
+    json.dump(launch_config, f, indent=4)
+
+print(f"Updated {OUTPUT_FILE} with {len(modules)} configurations.")
diff --git a/examples/poetry.lock b/examples/poetry.lock
new file mode 100644
index 0000000..a55e258
--- /dev/null
+++ b/examples/poetry.lock
@@ -0,0 +1,648 @@
+# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
+[[package]]
+name = "certifi"
+version = "2025.1.31"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
+    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.1"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
+    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
+    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e218488cd232553829be0664c2292d3af2eeeb94b32bea483cf79ac6a694e037"},
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+version = "4.12.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
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+version = "2.3.0"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
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+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[metadata]
+lock-version = "2.1"
+python-versions = ">=3.9,<4.0"
+content-hash = "2a7fc1e02f4a3b2b2f83f8cf6fb3e5e56001ba8bc485119371bd2947c7ba0f2b"
diff --git a/examples/pyproject.toml b/examples/pyproject.toml
new file mode 100644
index 0000000..2e3f1a3
--- /dev/null
+++ b/examples/pyproject.toml
@@ -0,0 +1,61 @@
+[project]
+name = "compass-sdk-examples"
+version = "0.1.0"
+description = "Various examples of how to use the Compass SDK"
+authors = [
+    {name = "Your Name",email = "you@example.com"}
+]
+readme = "README.md"
+requires-python = ">=3.9,<4.0"
+dependencies = [
+    "compass-sdk @ ../",
+    "pytest-dotenv (>=0.5.2,<0.6.0)"
+]
+
+
+[build-system]
+requires = ["poetry-core>=2.0.0,<3.0.0"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.poetry.dependencies]
+compass-sdk = {path = "../", develop = true}
+
+[tool.poetry.group.dev.dependencies]
+pyright = "^1.1.396"
+ruff = "^0.9.9"
+
+[project.scripts]
+create_index = 'compass_sdk_examples.create_index:main'
+list_indexes = 'compass_sdk_examples.list_indexes:main'
+search_documents = 'compass_sdk_examples.search_documents:main'
+
+
+[tool.pyright]
+reportMissingImports = false
+typeCheckingMode = "strict"
+venv = ".venv"
+venvPath = "."
+
+[tool.ruff]
+line-length = 88
+target-version = "py39"
+
+[tool.ruff.lint]
+extend-select = [
+    "C90", # mccabe (for code complexity)
+    "D",   # pydocstyle
+    "E",   # pycodestyle errors
+    "W",   # pycodestyle warnings
+    "I",   # isort
+    "Q",   # flakes8-quotes
+    "RUF", # Ruff-specific
+    "UP",  # pyupgrade
+]
+ignore = [
+    "D100", # ignore missing docstring in module
+    "D103", # ignore missing docstring in public function
+    "D104", # ignore missing docstring in public package
+    "D212", # ignore multi-line docstring summary should start at the first line	
+]
+isort = { known-first-party = ["compass_sdk_examples"] }
+mccabe = { max-complexity = 15 }
diff --git a/examples/sample_docs/cohere-paper-1.pdf b/examples/sample_docs/cohere-paper-1.pdf
new file mode 100644
index 0000000..293bd08
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diff --git a/examples/sample_docs/cohere-paper-2.pdf b/examples/sample_docs/cohere-paper-2.pdf
new file mode 100644
index 0000000..b5c685b
Binary files /dev/null and b/examples/sample_docs/cohere-paper-2.pdf differ
diff --git a/examples/sample_docs/cohere-paper-3.pdf b/examples/sample_docs/cohere-paper-3.pdf
new file mode 100644
index 0000000..31a0dab
Binary files /dev/null and b/examples/sample_docs/cohere-paper-3.pdf differ


Reviews:
user: login: benrules3
state: COMMENTED
author_association: CONTRIBUTOR
submitted_at: 2025-03-04T22:44:55Z
user: login: corafid
state: COMMENTED
author_association: MEMBER
submitted_at: 2025-03-05T00:20:27Z
user: login: corafid
state: COMMENTED
author_association: MEMBER
submitted_at: 2025-03-05T00:21:09Z
user: login: corafid
state: COMMENTED
author_association: MEMBER
submitted_at: 2025-03-05T00:22:38Z
user: login: corafid
state: COMMENTED
author_association: MEMBER
submitted_at: 2025-03-05T00:28:07Z
user: login: luca-cohere
state: APPROVED
author_association: CONTRIBUTOR
submitted_at: 2025-03-05T00:39:14Z

Review comments:
diff_hunk: @@ -0,0 +1,41 @@
+# compass-sdk-examples
+
+## Overview
+
+This package contains various examples for interacting with the Compass SDK. The
+examples provided can mostly be run directly or with minor modifications.
+
+## Getting Started
+
+Like the `compass-sdk`, this package uses `poetry` for dependency management. To start
+using it, execute:
+
+```
+poetry sync
+```
+
+This package references the `compass-sdk` locally (i.e. installed via `poetry add -e
+../`), so you might need to execute `poetry sync` on the parent folder as well.
+
+Note: If you don't have `poetry`, head over to the [poetry installation
+page](https://python-poetry.org/docs/#installation).
+
+Next, you need to update your .env file with the URLs for the target Compass API
+and Parser you want to run the examples against. Optionally, you could also set
+the bearer tokens if your Compass instance has multi-tenancy enabled. Example
+.env file below:
+
+```
+COMPASS_API_URL=http://rafid-gpu/api/
path: examples/README.md
user: login: benrules3
body: may want a more general name in here for the sample URL 
created_at: 2025-03-04T22:35:46Z
author_association: CONTRIBUTOR
diff_hunk: @@ -0,0 +1,174 @@
+# Byte-compiled / optimized / DLL files
path: examples/.gitignore
user: login: benrules3
body: These are significant gitignore files, is this related the examples somehow? 
created_at: 2025-03-04T22:37:17Z
author_association: CONTRIBUTOR
diff_hunk: @@ -0,0 +1,59 @@
+[project]
+name = "compass-sdk-examples"
+version = "0.1.0"
+description = "Various examples of how to use the Compass SDK"
+authors = [
+    {name = "Your Name",email = "you@example.com"}
+]
+readme = "README.md"
+requires-python = ">=3.9,<4.0"
+dependencies = [
+    "compass-sdk @ file:///home/rafid_cohere_com/Workspace/cohere-compass-sdk",
path: examples/pyproject.toml
user: login: benrules3
body: Probably want a git dep rather than the workspace `compass-sdk = { git = "https://github.com/cohere-ai/cohere-compass-sdk.git" }`
created_at: 2025-03-04T22:44:29Z
author_association: CONTRIBUTOR
diff_hunk: @@ -0,0 +1,41 @@
+# compass-sdk-examples
+
+## Overview
+
+This package contains various examples for interacting with the Compass SDK. The
+examples provided can mostly be run directly or with minor modifications.
+
+## Getting Started
+
+Like the `compass-sdk`, this package uses `poetry` for dependency management. To start
+using it, execute:
+
+```
+poetry sync
+```
+
+This package references the `compass-sdk` locally (i.e. installed via `poetry add -e
+../`), so you might need to execute `poetry sync` on the parent folder as well.
+
+Note: If you don't have `poetry`, head over to the [poetry installation
+page](https://python-poetry.org/docs/#installation).
+
+Next, you need to update your .env file with the URLs for the target Compass API
+and Parser you want to run the examples against. Optionally, you could also set
+the bearer tokens if your Compass instance has multi-tenancy enabled. Example
+.env file below:
+
+```
+COMPASS_API_URL=http://rafid-gpu/api/
path: examples/README.md
user: login: corafid
body: Sure.
created_at: 2025-03-05T00:20:27Z
author_association: MEMBER
diff_hunk: @@ -0,0 +1,174 @@
+# Byte-compiled / optimized / DLL files
path: examples/.gitignore
user: login: corafid
body: These are just the standard .gitignore file for Python from GitHub.
created_at: 2025-03-05T00:21:09Z
author_association: MEMBER
diff_hunk: @@ -0,0 +1,59 @@
+[project]
+name = "compass-sdk-examples"
+version = "0.1.0"
+description = "Various examples of how to use the Compass SDK"
+authors = [
+    {name = "Your Name",email = "you@example.com"}
+]
+readme = "README.md"
+requires-python = ">=3.9,<4.0"
+dependencies = [
+    "compass-sdk @ file:///home/rafid_cohere_com/Workspace/cohere-compass-sdk",
path: examples/pyproject.toml
user: login: corafid
body: Hmm.. weird why it did it like this. I gave it a relative path. I will check it.

And no, we don't want to target against the git repo, we want to target against the local file, to allow the developer to write examples that works against the local code.
created_at: 2025-03-05T00:22:38Z
author_association: MEMBER
diff_hunk: @@ -0,0 +1,59 @@
+[project]
+name = "compass-sdk-examples"
+version = "0.1.0"
+description = "Various examples of how to use the Compass SDK"
+authors = [
+    {name = "Your Name",email = "you@example.com"}
+]
+readme = "README.md"
+requires-python = ">=3.9,<4.0"
+dependencies = [
+    "compass-sdk @ file:///home/rafid_cohere_com/Workspace/cohere-compass-sdk",
path: examples/pyproject.toml
user: login: corafid
body: So, it looks like `poetry` automatically converts the given relative path to absolute python when you do something like `poetry add <rel path>`, and one had to manually edit the pyproject.toml file to ensure relative paths. Not great, but at least it works.
created_at: 2025-03-05T00:28:07Z
author_association: MEMBER

PR comments:
user: login: luca-cohere
created_at: 2025-03-05T00:34:47Z
body: I would prefer to pass command line parameters for index name and and folder or make this arguments more explicit variables, so who is consuming the example can see the things they have to tweak.
author_association: CONTRIBUTOR
user: login: luca-cohere
created_at: 2025-03-05T00:39:04Z
body: Discussed offline, new PR for the change requested
author_association: CONTRIBUTOR
user: login: corafid
created_at: 2025-03-05T23:17:37Z
body: > Discussed offline, new PR for the change requested

https://github.com/cohere-ai/cohere-compass-sdk/pull/97

author_association: MEMBER