diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 000000000..150b3b509 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,56 @@ +files: '.*\.py$' +fail_fast: true +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.6.0 + hooks: + - id: check-toml + files: \.toml$ + - id: check-yaml + files: \.yaml$ + - id: check-json + files: \.json$ + exclude: ^python\/\.vscode\/.* + - id: end-of-file-fixer + files: \.py$ + - id: mixed-line-ending + files: \.py$ + - id: debug-statements + files: ^python\/semantic_kernel\/.*\.py$ + - id: check-ast + name: Check Valid Python Samples + types: ["python"] + - repo: https://github.com/nbQA-dev/nbQA + rev: 1.8.5 + hooks: + - id: nbqa-check-ast + name: Check Valid Python Notebooks + types: ["jupyter"] + - repo: https://github.com/asottile/pyupgrade + rev: v3.17.0 + hooks: + - id: pyupgrade + args: [--py310-plus] + - repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.9.6 + hooks: + - id: ruff + args: [ --fix, --exit-non-zero-on-fix ] + - id: ruff-format + + - repo: https://github.com/PyCQA/bandit + rev: 1.7.10 + hooks: + - id: bandit + name: bandit + files: ^clients/python/semantic-kernel-memory-plugin/.*\.py$ + args: ["-c", "clients/python/semantic-kernel-memory-plugin/pyproject.toml"] + additional_dependencies: ["bandit[toml]"] + + - repo: https://github.com/google/addlicense + rev: 55a521bf81c24480094950caa3566548fa63875e + hooks: + - id: addlicense + # Update this pattern to match your actual file locations + files: (^|/).*\.py$ + args: [ "-c", "Microsoft", "-l" , "mit", "-v" ] \ No newline at end of file diff --git a/clients/python/README.md b/clients/python/README.md new file mode 100644 index 000000000..93cb71378 --- /dev/null +++ b/clients/python/README.md @@ -0,0 +1,98 @@ +# Microsoft Kernel Memory Python Libraries 🐍 + +This directory contains three Python packages that provide different ways to interact with Microsoft Kernel Memory: + +## 📦 kernel-memory-client + +An autogenerated Python client library for interacting with the Kernel Memory API. This client provides low-level access to all Kernel Memory endpoints and operations. + +```python +from kernel_memory_client import Client + +# Create a client +client = Client(base_url="http://localhost:9001") + +# Use the client to interact with Kernel Memory +# ... +``` + +### Generation Info + +The client was autogenerated using the OpenAPI specification (`swagger.json`) and the `openapi-python-client` tool: + +```shell +# Install the openapi-python-client tool +pipx install openapi-python-client + +# Generate the client +cd clients/python/kernel-memory-cli +openapi-python-client generate --path ../../swagger.json --config openapi-python-generator-config.yml --overwrrite +``` + +**Note:** License information and code formatting are automatically handled by pre-commit hooks in the repository. Make sure to install and run pre-commit after generating the client to ensure proper formatting and license headers are applied. + +**Note:** The following patch was applied to fix the document upload functionality: + +```patch +# clients/python/kernel-memory-client/kernel_memory_client/models/upload_document_body.py +@@ -1,11 +1,3 @@ + files: Union[Unset, tuple[None, bytes, str]] = UNSET + if not isinstance(self.files, Unset): +- _temp_files = [] +- for files_item_data in self.files: +- files_item = files_item_data.to_tuple() +- +- _temp_files.append(files_item) +- files = (None, json.dumps(_temp_files).encode(), "application/json") +- ++ files = files +``` + +## 🖥️ kernel-memory-cli + +A command-line interface for Microsoft Kernel Memory that provides an easy way to interact with Kernel Memory services from the terminal. + +```bash +# Install the CLI +pip install kernel-memory-cli + +# Configure the CLI +kernel-memory config --base-url http://localhost:9001 + +# Upload a document +kernel-memory upload mydocument.pdf + +# Search for information +kernel-memory search "my query" + +# Ask questions about your documents +kernel-memory ask "What does my document say about machine learning?" +``` + +The CLI offers intuitive commands for configuring connections, uploading documents, searching content, and asking questions about your indexed documents. + +## 🔌 semantic-kernel-memory-plugin + +A plugin that integrates Kernel Memory with Semantic Kernel, allowing you to use Kernel Memory's document processing and retrieval capabilities within your Semantic Kernel applications. + +```python +from semantic_kernel import Kernel +from semantic_kernel_memory_plugin.memory_plugin import MemoryPlugin +from kernel_memory_client import Client, AuthenticatedClient + +# Create a Semantic Kernel instance +kernel = Kernel() + +# Add the Kernel Memory plugin + +memory_client = AuthenticatedClient( + base_url="http://localhost:9001") + +memory_plugin = MemoryPlugin(memory_client=memory_client) +kernel.add_plugin(memory_plugin) + +# Now use Kernel Memory capabilities in your Semantic Kernel app +# ... +``` + +This plugin bridges the powerful memory capabilities of Kernel Memory with the flexible AI orchestration of Semantic Kernel. \ No newline at end of file diff --git a/clients/python/kernel-memory-cli/README.md b/clients/python/kernel-memory-cli/README.md new file mode 100644 index 000000000..6d8f0f3e0 --- /dev/null +++ b/clients/python/kernel-memory-cli/README.md @@ -0,0 +1,128 @@ +# Kernel Memory CLI + +A command line interface for Microsoft Kernel Memory based on python. + +## Installation + +```bash +pip install kernel-memory-cli +``` + +## Getting Started + +Before using Kernel Memory CLI, you need to configure it: + +```bash +kernel-memory config --base-url http://localhost:9001 +``` + +If you need authentication: + +```bash +kernel-memory config --base-url http://your-api-url --token your-api-token +``` + +## Commands + +### Configuration + +- Set up the CLI: + ```bash + kernel-memory config --base-url [--token ] [--default-index ] + ``` + +- View current configuration: + ```bash + kernel-memory show + ``` + +### Working with Documents + +- Upload a document: + ```bash + kernel-memory upload [--index ] [--document-id ] [--tags ] + ``` + +- Search document snippets: + ```bash + kernel-memory search "your search query" [--index ] [--limit 3] [--filter-tags ] + ``` + +- Ask questions: + ```bash + kernel-memory ask "your question" [--index ] [--filter-tags ] + ``` + +- List available indices: + ```bash + kernel-memory list + ``` + +![Help](./docs/help.png) +![List](./docs/list.png) + +## Advanced Usage Examples + +### Custom Processing Pipeline + +You can customize the document processing pipeline using the `--steps` option when uploading: + +```bash +kernel-memory upload --steps extract --steps partition --steps gen_embeddings --steps save_records mydocs-NASA-news.pdf +``` + +This command uploads a PDF document about NASA news and processes it through these specific pipeline steps: +1. `extract` - Extracts text content from the PDF +2. `partition` - Divides the content into manageable chunks +3. `gen_embeddings` - Generates vector embeddings for each chunk +4. `save_records` - Saves the processed chunks in the index + +![Upload](./docs/upload.png) + +### Searching for Information + +To search for specific information in your documents: + +```bash +kernel-memory search "Tell me the latest news about Artemis (a Nasa project)" +``` + +This command performs a semantic search in your index and returns the most relevant document snippets related to the Artemis project. Each result shows: +- Document ID +- Relevant content snippet +- Relevance score +- Associated tags (if available) + +![Search](./docs/search.png) + +### Asking Questions + +For more advanced question answering: + +```bash +kernel-memory ask "Tell me the latest news about Artemis (a Nasa project)" +``` + +Unlike the search command that returns raw snippets, the `ask` command: +1. Retrieves the most relevant information about the Artemis project +2. Generates a comprehensive answer synthesizing the information +3. Provides citations to the source documents +4. Creates a cohesive response that directly answers your question + +![Ask](./docs/ask.png) + +## Environment Variables + +You can configure the CLI using environment variables: + +- `KM_BASE_URL` - Base URL for the API +- `KM_TOKEN` - Authentication token +- `KM_TOKEN_PREFIX` - Prefix for the token +- `KM_DEFAULT_INDEX` - Default index to use +- `KM_TIMEOUT` - Request timeout in seconds +- `KM_VERIFY_SSL` - Whether to verify SSL certificates +- `KM_CONFIG_PATH` - Path to config file + +## License + +[MIT License](LICENSE) \ No newline at end of file diff --git a/clients/python/kernel-memory-cli/docs/ask.png b/clients/python/kernel-memory-cli/docs/ask.png new file mode 100644 index 000000000..1b68f4434 Binary files /dev/null and b/clients/python/kernel-memory-cli/docs/ask.png differ diff --git a/clients/python/kernel-memory-cli/docs/help.png b/clients/python/kernel-memory-cli/docs/help.png new file mode 100644 index 000000000..35e691476 Binary files /dev/null and b/clients/python/kernel-memory-cli/docs/help.png differ diff --git a/clients/python/kernel-memory-cli/docs/list.png b/clients/python/kernel-memory-cli/docs/list.png new file mode 100644 index 000000000..8498ba8fc Binary files /dev/null and b/clients/python/kernel-memory-cli/docs/list.png differ diff --git a/clients/python/kernel-memory-cli/docs/search.png b/clients/python/kernel-memory-cli/docs/search.png new file mode 100644 index 000000000..0ad460a7e Binary files /dev/null and b/clients/python/kernel-memory-cli/docs/search.png differ diff --git a/clients/python/kernel-memory-cli/docs/upload.png b/clients/python/kernel-memory-cli/docs/upload.png new file mode 100644 index 000000000..54daf0f4c Binary files /dev/null and b/clients/python/kernel-memory-cli/docs/upload.png differ diff --git a/clients/python/kernel-memory-cli/kernel_memory_cli/__init__.py b/clients/python/kernel-memory-cli/kernel_memory_cli/__init__.py new file mode 100644 index 000000000..3a0c33d59 --- /dev/null +++ b/clients/python/kernel-memory-cli/kernel_memory_cli/__init__.py @@ -0,0 +1,18 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. diff --git a/clients/python/kernel-memory-cli/kernel_memory_cli/main.py b/clients/python/kernel-memory-cli/kernel_memory_cli/main.py new file mode 100644 index 000000000..f4daf25fe --- /dev/null +++ b/clients/python/kernel-memory-cli/kernel_memory_cli/main.py @@ -0,0 +1,485 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +import json +import os +from pathlib import Path +from typing import Any +import typer +import httpx +from typing import Annotated +from kernel_memory_client.client import Client, AuthenticatedClient +from kernel_memory_client.types import File +from kernel_memory_client.models.upload_document_body import UploadDocumentBody +from kernel_memory_client.models.upload_document_body_tags import UploadDocumentBodyTags +from kernel_memory_client.models.search_query import SearchQuery +from kernel_memory_client.models.memory_query import MemoryQuery +from kernel_memory_client.models.search_query_filters_type_0_item import ( + SearchQueryFiltersType0Item, +) +from kernel_memory_client.models.memory_query_filters_type_0_item import ( + MemoryQueryFiltersType0Item, +) +from kernel_memory_client.api.microsoft_kernel_memory_service_assembly.upload_document import ( + sync as upload_document, +) +from kernel_memory_client.api.microsoft_kernel_memory_service_assembly.search_document_snippets import ( + sync as search_document_snippets, +) +from kernel_memory_client.api.microsoft_kernel_memory_service_assembly.answer_question import ( + sync as answer_question, +) +from kernel_memory_client.api.microsoft_kernel_memory_service_assembly.list_indexes import ( + sync as list_indexes, +) +import mimetypes + +#!/usr/bin/env python3 +""" +Kernel Memory CLI + +A command line interface for Microsoft Kernel Memory. +""" + +app = typer.Typer(help="Kernel Memory CLI") + +CONFIG_PATH = Path( + os.environ.get( + "KM_CONFIG_PATH", Path.home() / ".config" / "kernel-memory" / "config.json" + ) +) + + +def load_config(config_file: Path | None = None) -> dict[str, Any]: + """Load configuration from file or environment variables.""" + config = { + "base_url": os.environ.get("KM_BASE_URL", "http://localhost:9001"), + "token": os.environ.get("KM_TOKEN", ""), + "prefix": os.environ.get("KM_TOKEN_PREFIX", ""), + "default_index": os.environ.get("KM_DEFAULT_INDEX", "default"), + "timeout": float(os.environ.get("KM_TIMEOUT", "30")), + "verify_ssl": os.environ.get("KM_VERIFY_SSL", "true").lower() == "true", + } + + if config_file and config_file.exists(): + try: + with open(config_file) as f: + file_config = json.load(f) + config.update(file_config) + except Exception as e: + typer.echo(f"Error loading config file: {e}", err=True) + + return config + + +def create_client(config: dict[str, Any]) -> Client | AuthenticatedClient: + """Create and configure a client based on the provided configuration.""" + base_url = config.get("base_url") + timeout = httpx.Timeout(config.get("timeout", 30)) + verify_ssl = config.get("verify_ssl", True) + + token = config.get("token") + if token: + return AuthenticatedClient( + base_url=base_url, + token=token, + prefix=config.get("prefix", ""), + timeout=timeout, + verify_ssl=verify_ssl, + ) + else: + return Client( + base_url=base_url, + timeout=timeout, + verify_ssl=verify_ssl, + ) + + +@app.command() +def config( + base_url: Annotated[ + str | None, typer.Option(help="Base URL for the API") + ] = "http://localhost:9001", + prefix: Annotated[str | None, typer.Option(help="Token prefix (empty)")] = "", + default_index: Annotated[ + str | None, typer.Option(help="Default index to use") + ] = "default", + token: Annotated[str | None, typer.Option(help="Authentication token")] = None, + timeout: Annotated[ + float | None, typer.Option(help="Request timeout in seconds") + ] = None, + verify_ssl: Annotated[ + bool | None, typer.Option(help="Verify SSL certificates") + ] = None, + config_file: Annotated[ + Path | None, typer.Option(help="Path to config file") + ] = None, +) -> None: + """Configure the Kernel Memory CLI.""" + config_file = config_file or CONFIG_PATH + + # Ensure directory exists + config_file.parent.mkdir(parents=True, exist_ok=True) + + # Load existing config or create new one + if config_file.exists(): + try: + with open(config_file) as f: + config = json.load(f) + except Exception: + config = {} + else: + config = {} + + # Update config with provided values + if base_url is not None: + config["base_url"] = base_url + if token is not None: + config["token"] = token + if prefix is not None: + config["prefix"] = prefix + if default_index is not None: + config["default_index"] = default_index + if timeout is not None: + config["timeout"] = timeout + if verify_ssl is not None: + config["verify_ssl"] = verify_ssl + + # Save config + with open(config_file, "w") as f: + json.dump(config, f, indent=2) + + typer.echo(f"Configuration saved to {config_file}") + + +@app.command(name="show") +def show_config( + config_file: Annotated[ + Path | None, typer.Option(help="Path to config file") + ] = CONFIG_PATH, +) -> None: + """Show the current Kernel Memory CLI configuration.""" + try: + if not config_file.exists(): + typer.echo(f"Configuration file not found: {config_file}") + return + + with open(config_file) as f: + config = json.load(f) + + typer.echo(f"Current configuration ({config_file}):") + for key, value in config.items(): + if key == "token" and value: + value = f"{value[:5]}..." if len(value) > 5 else "***" + typer.echo(f" {key}: {value}") + + except Exception as e: + typer.echo(f"Error reading configuration: {e}", err=True) + + +@app.command() +def upload( + file_paths: Annotated[ + list[Path], typer.Argument(help="Path to the file(s) to upload") + ], + index: Annotated[str | None, typer.Option(help="The index to upload to")] = None, + document_id: Annotated[str | None, typer.Option(help="The document ID")] = None, + tags: Annotated[ + list[str] | None, typer.Option(help="Tags in format key:value") + ] = None, + steps: Annotated[list[str] | None, typer.Option(help="Pipeline steps")] = None, + config_file: Annotated[ + Path | None, typer.Option(help="Path to config file") + ] = CONFIG_PATH, +) -> None: + """Upload a document or documents to Kernel Memory.""" + config = load_config(config_file) + client = create_client(config) + + if not index: + index = config.get("default_index", "") + if not index: + typer.echo( + "Error: No index specified. Use --index or set a default index in config.", + err=True, + ) + raise typer.Exit(1) + + for path in file_paths: + if path.is_dir(): + # Handle directory upload + for file in path.glob("**/*"): + if file.is_file(): + _upload_single_file(client, file, index, document_id, tags, steps) + else: + # Handle single file upload + _upload_single_file(client, path, index, document_id, tags, steps) + + +def _upload_single_file( + client: Client | AuthenticatedClient, + file_path: Path, + index: str, + document_id: str | None = None, + tags: list[str] | None = None, + steps: list[str] | None = None, +) -> None: + """Upload a single file to Kernel Memory.""" + try: + # Parse tags into dict format + tags_dict = {} + + if tags: + for tag in tags: + if ":" in tag: + key, value = tag.split(":", 1) + tags_dict[key] = value + else: + tags_dict[tag] = "true" + + tags = UploadDocumentBodyTags.from_dict(tags_dict) + + # Create the upload document body + with open(file_path, "rb") as f: + mime_type = mimetypes.guess_type(file_path)[0] or "application/octet-stream" + + file = File(file_name=file_path.name, payload=f, mime_type=mime_type) + + upload_body = UploadDocumentBody( + files=[file], # Use the proper file model + index=index, + document_id=document_id or str(file_path), + tags=tags, + steps=steps or [], + ) + + result = upload_document(client=client, body=upload_body) + + if result and hasattr(result, "document_id"): + typer.echo( + f"✅ Uploaded {file_path} - Document ID: {result.document_id}" + ) + else: + typer.echo(f"✅ Uploaded {file_path}") + except Exception as e: + typer.echo(f"❌ Error uploading {file_path}: {e}", err=True) + + +@app.command() +def search( + query: Annotated[str, typer.Argument(help="The search query")], + index: Annotated[str | None, typer.Option(help="The index to search in")] = None, + limit: Annotated[int, typer.Option(help="Maximum number of results")] = 3, + min_relevance: Annotated[float, typer.Option(help="Minimum relevance score")] = 0.0, + filter_tags: Annotated[ + list[str] | None, typer.Option(help="Filter by tags in format key:value") + ] = None, + config_file: Annotated[ + Path | None, typer.Option(help="Path to config file") + ] = CONFIG_PATH, +) -> None: + """Search for document snippets in Kernel Memory.""" + config = load_config(config_file) + client = create_client(config) + + if not index: + index = config.get("default_index", "") + if not index: + typer.echo( + "Error: No index specified. Use --index or set a default index in config.", + err=True, + ) + raise typer.Exit(1) + + try: + filters = [] + if filter_tags: + for tag in filter_tags: + if ":" in tag: + key, value = tag.split(":", 1) + else: + key, value = tag, "true" + filters.append(SearchQueryFiltersType0Item(key=key, value=value)) + + search_query = SearchQuery( + query=query, + index=index, + limit=limit, + min_relevance=min_relevance, + filters=filters if filters else None, + ) + + result = search_document_snippets(client=client, body=search_query) + + if result and result.results: + typer.echo( + typer.style(f"Search results for: '{query}'", fg="blue", bold=True) + ) + for i, item in enumerate(result.results, 1): + # Citation objects have partitions that contain relevance score + relevance = ( + item.partitions[0].relevance + if item.partitions and hasattr(item.partitions[0], "relevance") + else 0.0 + ) + + # Add colored header for each result + typer.echo(f"\n{typer.style('─' * 50, fg='bright_black')}") + typer.echo( + typer.style(f"Result {i}", fg="green", bold=True) + + typer.style(f" (Relevance: {relevance:.4f})", fg="cyan") + ) + typer.echo(f"{typer.style('─' * 50, fg='bright_black')}") + + # Document ID with label + typer.echo( + typer.style("Document ID: ", fg="bright_black", bold=True) + + typer.style(item.document_id, fg="yellow") + ) + + # Content with label + content_text = ( + item.partitions[0].text if item.partitions else "No content" + ) + typer.echo( + typer.style("Content: ", fg="bright_black", bold=True) + + typer.style(content_text, fg="white") + ) + + # Tags with label if available + if ( + item.partitions + and hasattr(item.partitions[0], "tags") + and item.partitions[0].tags + ): + tags_str = ", ".join( + [ + f"{k}={v}" + for k, v in item.partitions[ + 0 + ].tags.additional_properties.items() + ] + ) + typer.echo( + typer.style("Tags: ", fg="bright_black", bold=True) + + typer.style(tags_str, fg="magenta") + ) + else: + typer.echo(typer.style("No results found.", fg="red", bold=True)) + except Exception as e: + typer.echo(f"❌ Error searching: {e}, {e.with_traceback()}", err=True) + + +@app.command() +def ask( + question: Annotated[str, typer.Argument(help="The question to ask")], + index: Annotated[str | None, typer.Option(help="The index to search in")] = None, + filter_tags: Annotated[ + list[str] | None, typer.Option(help="Filter by tags in format key:value") + ] = None, + config_file: Annotated[ + Path | None, typer.Option(help="Path to config file") + ] = CONFIG_PATH, +) -> None: + """Ask a question to Kernel Memory.""" + config = load_config(config_file) + client = create_client(config) + + if not index: + index = config.get("default_index", "") + if not index: + typer.echo( + "Error: No index specified. Use --index or set a default index in config.", + err=True, + ) + raise typer.Exit(1) + + try: + filters = [] + if filter_tags: + for tag in filter_tags: + if ":" in tag: + key, value = tag.split(":", 1) + else: + key, value = tag, "true" + filters.append(MemoryQueryFiltersType0Item(key=key, value=value)) + + memory_query = MemoryQuery( + question=question, + index=index, + filters=filters if filters else None, + ) + + result = answer_question(client=client, body=memory_query) + + if result: + typer.echo(typer.style("Question: ", fg="blue", bold=True) + question) + + if hasattr(result, "text") and result.text: + typer.echo( + typer.style("\nAnswer: ", fg="green", bold=True) + result.text + ) + + if hasattr(result, "relevant_sources") and result.relevant_sources: + typer.echo(typer.style("\nSources:", fg="yellow", bold=True)) + for i, citation in enumerate(result.relevant_sources, 1): + typer.echo( + f" {typer.style(str(i) + '.', fg='yellow')} Document: {typer.style(citation.document_id, fg='cyan')}" + ) + if hasattr(citation, "text") and citation.text: + typer.echo( + f" Extract: {typer.style(f'"{citation.text}"', fg='white')}" + ) + else: + typer.echo("No answer found.") + except Exception as e: + typer.echo(f"❌ Error asking question: {e}", err=True) + + +@app.command(name="list") +def list_indices( + config_file: Annotated[ + Path | None, typer.Option(help="Path to config file") + ] = CONFIG_PATH, +) -> None: + """List all available indices in Kernel Memory.""" + config = load_config(config_file) + client = create_client(config) + + try: + result = list_indexes(client=client) + + if result and result.results: + typer.echo(typer.style("Available indices:", fg="blue", bold=True)) + for index_detail in result.results: + if index_detail.name: + typer.echo(f" - {typer.style(index_detail.name, fg='green')}") + else: + typer.echo(typer.style("No indices found.", fg="red", bold=True)) + except Exception as e: + typer.echo(f"❌ Error listing 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IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. diff --git a/clients/python/kernel-memory-client/.gitignore b/clients/python/kernel-memory-client/.gitignore new file mode 100644 index 000000000..79a2c3d73 --- /dev/null +++ b/clients/python/kernel-memory-client/.gitignore @@ -0,0 +1,23 @@ +__pycache__/ +build/ +dist/ +*.egg-info/ +.pytest_cache/ + +# pyenv +.python-version + +# Environments +.env +.venv + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# JetBrains +.idea/ + +/coverage.xml +/.coverage diff --git a/clients/python/kernel-memory-client/README.md b/clients/python/kernel-memory-client/README.md new file mode 100644 index 000000000..bfd70cac8 --- /dev/null +++ b/clients/python/kernel-memory-client/README.md @@ -0,0 +1,124 @@ +# kernel-memory-client +A client library for accessing Microsoft.KernelMemory.ServiceAssembly + +## Usage +First, create a client: + +```python +from kernel_memory_client import Client + +client = Client(base_url="https://api.example.com") +``` + +If the endpoints you're going to hit require authentication, use `AuthenticatedClient` instead: + +```python +from kernel_memory_client import AuthenticatedClient + +client = AuthenticatedClient(base_url="https://api.example.com", token="SuperSecretToken") +``` + +Now call your endpoint and use your models: + +```python +from kernel_memory_client.models import MyDataModel +from kernel_memory_client.api.my_tag import get_my_data_model +from kernel_memory_client.types import Response + +with client as client: + my_data: MyDataModel = get_my_data_model.sync(client=client) + # or if you need more info (e.g. status_code) + response: Response[MyDataModel] = get_my_data_model.sync_detailed(client=client) +``` + +Or do the same thing with an async version: + +```python +from kernel_memory_client.models import MyDataModel +from kernel_memory_client.api.my_tag import get_my_data_model +from kernel_memory_client.types import Response + +async with client as client: + my_data: MyDataModel = await get_my_data_model.asyncio(client=client) + response: Response[MyDataModel] = await get_my_data_model.asyncio_detailed(client=client) +``` + +By default, when you're calling an HTTPS API it will attempt to verify that SSL is working correctly. Using certificate verification is highly recommended most of the time, but sometimes you may need to authenticate to a server (especially an internal server) using a custom certificate bundle. + +```python +client = AuthenticatedClient( + base_url="https://internal_api.example.com", + token="SuperSecretToken", + verify_ssl="/path/to/certificate_bundle.pem", +) +``` + +You can also disable certificate validation altogether, but beware that **this is a security risk**. + +```python +client = AuthenticatedClient( + base_url="https://internal_api.example.com", + token="SuperSecretToken", + verify_ssl=False +) +``` + +Things to know: +1. Every path/method combo becomes a Python module with four functions: + 1. `sync`: Blocking request that returns parsed data (if successful) or `None` + 1. `sync_detailed`: Blocking request that always returns a `Request`, optionally with `parsed` set if the request was successful. + 1. `asyncio`: Like `sync` but async instead of blocking + 1. `asyncio_detailed`: Like `sync_detailed` but async instead of blocking + +1. All path/query params, and bodies become method arguments. +1. If your endpoint had any tags on it, the first tag will be used as a module name for the function (my_tag above) +1. Any endpoint which did not have a tag will be in `kernel_memory_client.api.default` + +## Advanced customizations + +There are more settings on the generated `Client` class which let you control more runtime behavior, check out the docstring on that class for more info. You can also customize the underlying `httpx.Client` or `httpx.AsyncClient` (depending on your use-case): + +```python +from kernel_memory_client import Client + +def log_request(request): + print(f"Request event hook: {request.method} {request.url} - Waiting for response") + +def log_response(response): + request = response.request + print(f"Response event hook: {request.method} {request.url} - Status {response.status_code}") + +client = Client( + base_url="https://api.example.com", + httpx_args={"event_hooks": {"request": [log_request], "response": [log_response]}}, +) + +# Or get the underlying httpx client to modify directly with client.get_httpx_client() or client.get_async_httpx_client() +``` + +You can even set the httpx client directly, but beware that this will override any existing settings (e.g., base_url): + +```python +import httpx +from kernel_memory_client import Client + +client = Client( + base_url="https://api.example.com", +) +# Note that base_url needs to be re-set, as would any shared cookies, headers, etc. +client.set_httpx_client(httpx.Client(base_url="https://api.example.com", proxies="http://localhost:8030")) +``` + +## Building / publishing this package +This project uses [Poetry](https://python-poetry.org/) to manage dependencies and packaging. Here are the basics: +1. Update the metadata in pyproject.toml (e.g. authors, version) +1. If you're using a private repository, configure it with Poetry + 1. `poetry config repositories. ` + 1. `poetry config http-basic. ` +1. Publish the client with `poetry publish --build -r ` or, if for public PyPI, just `poetry publish --build` + +If you want to install this client into another project without publishing it (e.g. for development) then: +1. If that project **is using Poetry**, you can simply do `poetry add ` from that project +1. If that project is not using Poetry: + 1. Build a wheel with `poetry build -f wheel` + 1. Install that wheel from the other project `pip install ` diff --git a/clients/python/kernel-memory-client/kernel_memory_client/__init__.py b/clients/python/kernel-memory-client/kernel_memory_client/__init__.py new file mode 100644 index 000000000..e6b95b69f --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/__init__.py @@ -0,0 +1,27 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +"""A client library for accessing Microsoft.KernelMemory.ServiceAssembly""" + +from .client import AuthenticatedClient, Client + +__all__ = ( + "AuthenticatedClient", + "Client", +) diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/__init__.py b/clients/python/kernel-memory-client/kernel_memory_client/api/__init__.py new file mode 100644 index 000000000..b3ae5d601 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/__init__.py @@ -0,0 +1,20 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +"""Contains methods for accessing the API""" diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/__init__.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/__init__.py new file mode 100644 index 000000000..982d858e4 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/__init__.py @@ -0,0 +1,20 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +"""Contains endpoint functions for accessing the API""" diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/answer_question.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/answer_question.py new file mode 100644 index 000000000..9a061459e --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/answer_question.py @@ -0,0 +1,204 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from http import HTTPStatus +from typing import Any + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.memory_answer import MemoryAnswer +from ...models.memory_query import MemoryQuery +from ...models.problem_details import ProblemDetails +from ...types import Response + + +def _get_kwargs( + *, + body: MemoryQuery, +) -> dict[str, Any]: + headers: dict[str, Any] = {} + + _kwargs: dict[str, Any] = { + "method": "post", + "url": "/ask", + } + + _body = body.to_dict() + + _kwargs["json"] = _body + headers["Content-Type"] = "application/json" + + _kwargs["headers"] = headers + return _kwargs + + +def _parse_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> MemoryAnswer | ProblemDetails | None: + if response.status_code == 200: + response_200 = MemoryAnswer.from_dict(response.json()) + + return response_200 + if response.status_code == 401: + response_401 = ProblemDetails.from_dict(response.json()) + + return response_401 + if response.status_code == 403: + response_403 = ProblemDetails.from_dict(response.json()) + + return response_403 + if response.status_code == 503: + response_503 = ProblemDetails.from_dict(response.json()) + + return response_503 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Response[MemoryAnswer | ProblemDetails]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: AuthenticatedClient | Client, + body: MemoryQuery, +) -> Response[MemoryAnswer | ProblemDetails]: + """Use the memories extracted from the files uploaded to generate an answer. The query can include + filters to use only a subset of the memories available. + + Answer a user question using the internal knowledge base. + + Args: + body (MemoryQuery): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[MemoryAnswer, ProblemDetails]] + """ + + kwargs = _get_kwargs( + body=body, + ) + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: AuthenticatedClient | Client, + body: MemoryQuery, +) -> MemoryAnswer | ProblemDetails | None: + """Use the memories extracted from the files uploaded to generate an answer. The query can include + filters to use only a subset of the memories available. + + Answer a user question using the internal knowledge base. + + Args: + body (MemoryQuery): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[MemoryAnswer, ProblemDetails] + """ + + return sync_detailed( + client=client, + body=body, + ).parsed + + +async def asyncio_detailed( + *, + client: AuthenticatedClient | Client, + body: MemoryQuery, +) -> Response[MemoryAnswer | ProblemDetails]: + """Use the memories extracted from the files uploaded to generate an answer. The query can include + filters to use only a subset of the memories available. + + Answer a user question using the internal knowledge base. + + Args: + body (MemoryQuery): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[MemoryAnswer, ProblemDetails]] + """ + + kwargs = _get_kwargs( + body=body, + ) + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: AuthenticatedClient | Client, + body: MemoryQuery, +) -> MemoryAnswer | ProblemDetails | None: + """Use the memories extracted from the files uploaded to generate an answer. The query can include + filters to use only a subset of the memories available. + + Answer a user question using the internal knowledge base. + + Args: + body (MemoryQuery): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[MemoryAnswer, ProblemDetails] + """ + + return ( + await asyncio_detailed( + client=client, + body=body, + ) + ).parsed diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/check_document_status.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/check_document_status.py new file mode 100644 index 000000000..b6d14dfb0 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/check_document_status.py @@ -0,0 +1,229 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from http import HTTPStatus +from typing import Any + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.data_pipeline_status import DataPipelineStatus +from ...models.problem_details import ProblemDetails +from ...types import UNSET, Response, Unset + + +def _get_kwargs( + *, + index: Unset | str = UNSET, + document_id: str, +) -> dict[str, Any]: + params: dict[str, Any] = {} + + params["index"] = index + + params["documentId"] = document_id + + params = {k: v for k, v in params.items() if v is not UNSET and v is not None} + + _kwargs: dict[str, Any] = { + "method": "get", + "url": "/upload-status", + "params": params, + } + + return _kwargs + + +def _parse_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> DataPipelineStatus | ProblemDetails | None: + if response.status_code == 200: + response_200 = DataPipelineStatus.from_dict(response.json()) + + return response_200 + if response.status_code == 400: + response_400 = ProblemDetails.from_dict(response.json()) + + return response_400 + if response.status_code == 401: + response_401 = ProblemDetails.from_dict(response.json()) + + return response_401 + if response.status_code == 403: + response_403 = ProblemDetails.from_dict(response.json()) + + return response_403 + if response.status_code == 404: + response_404 = ProblemDetails.from_dict(response.json()) + + return response_404 + if response.status_code == 413: + response_413 = ProblemDetails.from_dict(response.json()) + + return response_413 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Response[DataPipelineStatus | ProblemDetails]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, + document_id: str, +) -> Response[DataPipelineStatus | ProblemDetails]: + """Check the status of a file upload in progress. When uploading a document, which can consist of + multiple files, each file goes through multiple steps. The status include details about which steps + are completed. + + Check the status of a file upload in progress. + + Args: + index (Union[Unset, str]): + document_id (str): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[DataPipelineStatus, ProblemDetails]] + """ + + kwargs = _get_kwargs( + index=index, + document_id=document_id, + ) + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, + document_id: str, +) -> DataPipelineStatus | ProblemDetails | None: + """Check the status of a file upload in progress. When uploading a document, which can consist of + multiple files, each file goes through multiple steps. The status include details about which steps + are completed. + + Check the status of a file upload in progress. + + Args: + index (Union[Unset, str]): + document_id (str): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[DataPipelineStatus, ProblemDetails] + """ + + return sync_detailed( + client=client, + index=index, + document_id=document_id, + ).parsed + + +async def asyncio_detailed( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, + document_id: str, +) -> Response[DataPipelineStatus | ProblemDetails]: + """Check the status of a file upload in progress. When uploading a document, which can consist of + multiple files, each file goes through multiple steps. The status include details about which steps + are completed. + + Check the status of a file upload in progress. + + Args: + index (Union[Unset, str]): + document_id (str): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[DataPipelineStatus, ProblemDetails]] + """ + + kwargs = _get_kwargs( + index=index, + document_id=document_id, + ) + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, + document_id: str, +) -> DataPipelineStatus | ProblemDetails | None: + """Check the status of a file upload in progress. When uploading a document, which can consist of + multiple files, each file goes through multiple steps. The status include details about which steps + are completed. + + Check the status of a file upload in progress. + + Args: + index (Union[Unset, str]): + document_id (str): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[DataPipelineStatus, ProblemDetails] + """ + + return ( + await asyncio_detailed( + client=client, + index=index, + document_id=document_id, + ) + ).parsed diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/delete_document_by_id.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/delete_document_by_id.py new file mode 100644 index 000000000..6838b2370 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/delete_document_by_id.py @@ -0,0 +1,213 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from http import HTTPStatus +from typing import Any + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.delete_accepted import DeleteAccepted +from ...models.problem_details import ProblemDetails +from ...types import UNSET, Response, Unset + + +def _get_kwargs( + *, + index: Unset | str = UNSET, + document_id: str, +) -> dict[str, Any]: + params: dict[str, Any] = {} + + params["index"] = index + + params["documentId"] = document_id + + params = {k: v for k, v in params.items() if v is not UNSET and v is not None} + + _kwargs: dict[str, Any] = { + "method": "delete", + "url": "/documents", + "params": params, + } + + return _kwargs + + +def _parse_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> DeleteAccepted | ProblemDetails | None: + if response.status_code == 202: + response_202 = DeleteAccepted.from_dict(response.json()) + + return response_202 + if response.status_code == 401: + response_401 = ProblemDetails.from_dict(response.json()) + + return response_401 + if response.status_code == 403: + response_403 = ProblemDetails.from_dict(response.json()) + + return response_403 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Response[DeleteAccepted | ProblemDetails]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, + document_id: str, +) -> Response[DeleteAccepted | ProblemDetails]: + """Delete a document from the knowledge base. When deleting a document, which can consist of multiple + files, all the memories previously extracted are deleted too. + + Delete a document from the knowledge base. + + Args: + index (Union[Unset, str]): + document_id (str): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[DeleteAccepted, ProblemDetails]] + """ + + kwargs = _get_kwargs( + index=index, + document_id=document_id, + ) + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, + document_id: str, +) -> DeleteAccepted | ProblemDetails | None: + """Delete a document from the knowledge base. When deleting a document, which can consist of multiple + files, all the memories previously extracted are deleted too. + + Delete a document from the knowledge base. + + Args: + index (Union[Unset, str]): + document_id (str): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[DeleteAccepted, ProblemDetails] + """ + + return sync_detailed( + client=client, + index=index, + document_id=document_id, + ).parsed + + +async def asyncio_detailed( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, + document_id: str, +) -> Response[DeleteAccepted | ProblemDetails]: + """Delete a document from the knowledge base. When deleting a document, which can consist of multiple + files, all the memories previously extracted are deleted too. + + Delete a document from the knowledge base. + + Args: + index (Union[Unset, str]): + document_id (str): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[DeleteAccepted, ProblemDetails]] + """ + + kwargs = _get_kwargs( + index=index, + document_id=document_id, + ) + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, + document_id: str, +) -> DeleteAccepted | ProblemDetails | None: + """Delete a document from the knowledge base. When deleting a document, which can consist of multiple + files, all the memories previously extracted are deleted too. + + Delete a document from the knowledge base. + + Args: + index (Union[Unset, str]): + document_id (str): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[DeleteAccepted, ProblemDetails] + """ + + return ( + await asyncio_detailed( + client=client, + index=index, + document_id=document_id, + ) + ).parsed diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/delete_index_by_name.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/delete_index_by_name.py new file mode 100644 index 000000000..85e9f495e --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/delete_index_by_name.py @@ -0,0 +1,198 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from http import HTTPStatus +from typing import Any + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.delete_accepted import DeleteAccepted +from ...models.problem_details import ProblemDetails +from ...types import UNSET, Response, Unset + + +def _get_kwargs( + *, + index: Unset | str = UNSET, +) -> dict[str, Any]: + params: dict[str, Any] = {} + + params["index"] = index + + params = {k: v for k, v in params.items() if v is not UNSET and v is not None} + + _kwargs: dict[str, Any] = { + "method": "delete", + "url": "/indexes", + "params": params, + } + + return _kwargs + + +def _parse_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> DeleteAccepted | ProblemDetails | None: + if response.status_code == 202: + response_202 = DeleteAccepted.from_dict(response.json()) + + return response_202 + if response.status_code == 401: + response_401 = ProblemDetails.from_dict(response.json()) + + return response_401 + if response.status_code == 403: + response_403 = ProblemDetails.from_dict(response.json()) + + return response_403 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Response[DeleteAccepted | ProblemDetails]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, +) -> Response[DeleteAccepted | ProblemDetails]: + """Delete a container of documents (aka 'index') from the knowledge base. Indexes are collections of + memories extracted from the documents uploaded. + + Delete a container of documents (aka 'index') from the knowledge base. + + Args: + index (Union[Unset, str]): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[DeleteAccepted, ProblemDetails]] + """ + + kwargs = _get_kwargs( + index=index, + ) + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, +) -> DeleteAccepted | ProblemDetails | None: + """Delete a container of documents (aka 'index') from the knowledge base. Indexes are collections of + memories extracted from the documents uploaded. + + Delete a container of documents (aka 'index') from the knowledge base. + + Args: + index (Union[Unset, str]): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[DeleteAccepted, ProblemDetails] + """ + + return sync_detailed( + client=client, + index=index, + ).parsed + + +async def asyncio_detailed( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, +) -> Response[DeleteAccepted | ProblemDetails]: + """Delete a container of documents (aka 'index') from the knowledge base. Indexes are collections of + memories extracted from the documents uploaded. + + Delete a container of documents (aka 'index') from the knowledge base. + + Args: + index (Union[Unset, str]): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[DeleteAccepted, ProblemDetails]] + """ + + kwargs = _get_kwargs( + index=index, + ) + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: AuthenticatedClient | Client, + index: Unset | str = UNSET, +) -> DeleteAccepted | ProblemDetails | None: + """Delete a container of documents (aka 'index') from the knowledge base. Indexes are collections of + memories extracted from the documents uploaded. + + Delete a container of documents (aka 'index') from the knowledge base. + + Args: + index (Union[Unset, str]): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[DeleteAccepted, ProblemDetails] + """ + + return ( + await asyncio_detailed( + client=client, + index=index, + ) + ).parsed diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/list_indexes.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/list_indexes.py new file mode 100644 index 000000000..9d29b74bd --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/list_indexes.py @@ -0,0 +1,166 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from http import HTTPStatus +from typing import Any + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.index_collection import IndexCollection +from ...models.problem_details import ProblemDetails +from ...types import Response + + +def _get_kwargs() -> dict[str, Any]: + _kwargs: dict[str, Any] = { + "method": "get", + "url": "/indexes", + } + + return _kwargs + + +def _parse_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> IndexCollection | ProblemDetails | None: + if response.status_code == 200: + response_200 = IndexCollection.from_dict(response.json()) + + return response_200 + if response.status_code == 401: + response_401 = ProblemDetails.from_dict(response.json()) + + return response_401 + if response.status_code == 403: + response_403 = ProblemDetails.from_dict(response.json()) + + return response_403 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Response[IndexCollection | ProblemDetails]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: AuthenticatedClient | Client, +) -> Response[IndexCollection | ProblemDetails]: + """Get the list of containers (aka 'indexes') from the knowledge base. Each index has a unique name. + Indexes are collections of memories extracted from the documents uploaded. + + Get the list of containers (aka 'indexes') from the knowledge base. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[IndexCollection, ProblemDetails]] + """ + + kwargs = _get_kwargs() + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: AuthenticatedClient | Client, +) -> IndexCollection | ProblemDetails | None: + """Get the list of containers (aka 'indexes') from the knowledge base. Each index has a unique name. + Indexes are collections of memories extracted from the documents uploaded. + + Get the list of containers (aka 'indexes') from the knowledge base. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[IndexCollection, ProblemDetails] + """ + + return sync_detailed( + client=client, + ).parsed + + +async def asyncio_detailed( + *, + client: AuthenticatedClient | Client, +) -> Response[IndexCollection | ProblemDetails]: + """Get the list of containers (aka 'indexes') from the knowledge base. Each index has a unique name. + Indexes are collections of memories extracted from the documents uploaded. + + Get the list of containers (aka 'indexes') from the knowledge base. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[IndexCollection, ProblemDetails]] + """ + + kwargs = _get_kwargs() + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: AuthenticatedClient | Client, +) -> IndexCollection | ProblemDetails | None: + """Get the list of containers (aka 'indexes') from the knowledge base. Each index has a unique name. + Indexes are collections of memories extracted from the documents uploaded. + + Get the list of containers (aka 'indexes') from the knowledge base. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[IndexCollection, ProblemDetails] + """ + + return ( + await asyncio_detailed( + client=client, + ) + ).parsed diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/search_document_snippets.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/search_document_snippets.py new file mode 100644 index 000000000..d3dbdf211 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/search_document_snippets.py @@ -0,0 +1,200 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from http import HTTPStatus +from typing import Any + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.problem_details import ProblemDetails +from ...models.search_query import SearchQuery +from ...models.search_result import SearchResult +from ...types import Response + + +def _get_kwargs( + *, + body: SearchQuery, +) -> dict[str, Any]: + headers: dict[str, Any] = {} + + _kwargs: dict[str, Any] = { + "method": "post", + "url": "/search", + } + + _body = body.to_dict() + + _kwargs["json"] = _body + headers["Content-Type"] = "application/json" + + _kwargs["headers"] = headers + return _kwargs + + +def _parse_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> ProblemDetails | SearchResult | None: + if response.status_code == 200: + response_200 = SearchResult.from_dict(response.json()) + + return response_200 + if response.status_code == 401: + response_401 = ProblemDetails.from_dict(response.json()) + + return response_401 + if response.status_code == 403: + response_403 = ProblemDetails.from_dict(response.json()) + + return response_403 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Response[ProblemDetails | SearchResult]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: AuthenticatedClient | Client, + body: SearchQuery, +) -> Response[ProblemDetails | SearchResult]: + """Search the knowledge base for relevant snippets of text. The search can include filters to use only + a subset of the knowledge base. + + Search the knowledge base for relevant snippets of text. + + Args: + body (SearchQuery): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[ProblemDetails, SearchResult]] + """ + + kwargs = _get_kwargs( + body=body, + ) + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: AuthenticatedClient | Client, + body: SearchQuery, +) -> ProblemDetails | SearchResult | None: + """Search the knowledge base for relevant snippets of text. The search can include filters to use only + a subset of the knowledge base. + + Search the knowledge base for relevant snippets of text. + + Args: + body (SearchQuery): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[ProblemDetails, SearchResult] + """ + + return sync_detailed( + client=client, + body=body, + ).parsed + + +async def asyncio_detailed( + *, + client: AuthenticatedClient | Client, + body: SearchQuery, +) -> Response[ProblemDetails | SearchResult]: + """Search the knowledge base for relevant snippets of text. The search can include filters to use only + a subset of the knowledge base. + + Search the knowledge base for relevant snippets of text. + + Args: + body (SearchQuery): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[ProblemDetails, SearchResult]] + """ + + kwargs = _get_kwargs( + body=body, + ) + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: AuthenticatedClient | Client, + body: SearchQuery, +) -> ProblemDetails | SearchResult | None: + """Search the knowledge base for relevant snippets of text. The search can include filters to use only + a subset of the knowledge base. + + Search the knowledge base for relevant snippets of text. + + Args: + body (SearchQuery): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[ProblemDetails, SearchResult] + """ + + return ( + await asyncio_detailed( + client=client, + body=body, + ) + ).parsed diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/service_health.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/service_health.py new file mode 100644 index 000000000..c3d49d925 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/service_health.py @@ -0,0 +1,158 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from http import HTTPStatus +from typing import Any, cast + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.problem_details import ProblemDetails +from ...types import Response + + +def _get_kwargs() -> dict[str, Any]: + _kwargs: dict[str, Any] = { + "method": "get", + "url": "/health", + } + + return _kwargs + + +def _parse_response(*, client: AuthenticatedClient | Client, response: httpx.Response) -> ProblemDetails | str | None: + if response.status_code == 200: + response_200 = cast(str, response.json()) + return response_200 + if response.status_code == 401: + response_401 = ProblemDetails.from_dict(response.json()) + + return response_401 + if response.status_code == 403: + response_403 = ProblemDetails.from_dict(response.json()) + + return response_403 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Response[ProblemDetails | str]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: AuthenticatedClient | Client, +) -> Response[ProblemDetails | str]: + """Show if the service is healthy. + + Show if the service is healthy. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[ProblemDetails, str]] + """ + + kwargs = _get_kwargs() + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: AuthenticatedClient | Client, +) -> ProblemDetails | str | None: + """Show if the service is healthy. + + Show if the service is healthy. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[ProblemDetails, str] + """ + + return sync_detailed( + client=client, + ).parsed + + +async def asyncio_detailed( + *, + client: AuthenticatedClient | Client, +) -> Response[ProblemDetails | str]: + """Show if the service is healthy. + + Show if the service is healthy. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[ProblemDetails, str]] + """ + + kwargs = _get_kwargs() + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: AuthenticatedClient | Client, +) -> ProblemDetails | str | None: + """Show if the service is healthy. + + Show if the service is healthy. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[ProblemDetails, str] + """ + + return ( + await asyncio_detailed( + client=client, + ) + ).parsed diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/service_status.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/service_status.py new file mode 100644 index 000000000..f902722fc --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/service_status.py @@ -0,0 +1,158 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from http import HTTPStatus +from typing import Any, cast + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.problem_details import ProblemDetails +from ...types import Response + + +def _get_kwargs() -> dict[str, Any]: + _kwargs: dict[str, Any] = { + "method": "get", + "url": "/", + } + + return _kwargs + + +def _parse_response(*, client: AuthenticatedClient | Client, response: httpx.Response) -> ProblemDetails | str | None: + if response.status_code == 200: + response_200 = cast(str, response.json()) + return response_200 + if response.status_code == 401: + response_401 = ProblemDetails.from_dict(response.json()) + + return response_401 + if response.status_code == 403: + response_403 = ProblemDetails.from_dict(response.json()) + + return response_403 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Response[ProblemDetails | str]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: AuthenticatedClient | Client, +) -> Response[ProblemDetails | str]: + """Show the service status and uptime. + + Show the service status and uptime. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[ProblemDetails, str]] + """ + + kwargs = _get_kwargs() + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: AuthenticatedClient | Client, +) -> ProblemDetails | str | None: + """Show the service status and uptime. + + Show the service status and uptime. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[ProblemDetails, str] + """ + + return sync_detailed( + client=client, + ).parsed + + +async def asyncio_detailed( + *, + client: AuthenticatedClient | Client, +) -> Response[ProblemDetails | str]: + """Show the service status and uptime. + + Show the service status and uptime. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[ProblemDetails, str]] + """ + + kwargs = _get_kwargs() + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: AuthenticatedClient | Client, +) -> ProblemDetails | str | None: + """Show the service status and uptime. + + Show the service status and uptime. + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[ProblemDetails, str] + """ + + return ( + await asyncio_detailed( + client=client, + ) + ).parsed diff --git a/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/upload_document.py b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/upload_document.py new file mode 100644 index 000000000..30aae6c58 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/api/microsoft_kernel_memory_service_assembly/upload_document.py @@ -0,0 +1,214 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from http import HTTPStatus +from typing import Any, cast + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.problem_details import ProblemDetails +from ...models.upload_accepted import UploadAccepted +from ...models.upload_document_body import UploadDocumentBody +from ...types import Response + + +def _get_kwargs( + *, + body: UploadDocumentBody, +) -> dict[str, Any]: + headers: dict[str, Any] = {} + + _kwargs: dict[str, Any] = { + "method": "post", + "url": "/upload", + } + + _body = body.to_multipart() + + _kwargs["files"] = _body + + _kwargs["headers"] = headers + return _kwargs + + +def _parse_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Any | ProblemDetails | UploadAccepted | None: + if response.status_code == 200: + response_200 = cast(Any, None) + return response_200 + if response.status_code == 202: + response_202 = UploadAccepted.from_dict(response.json()) + + return response_202 + if response.status_code == 400: + response_400 = ProblemDetails.from_dict(response.json()) + + return response_400 + if response.status_code == 401: + response_401 = ProblemDetails.from_dict(response.json()) + + return response_401 + if response.status_code == 403: + response_403 = ProblemDetails.from_dict(response.json()) + + return response_403 + if response.status_code == 503: + response_503 = ProblemDetails.from_dict(response.json()) + + return response_503 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: AuthenticatedClient | Client, response: httpx.Response +) -> Response[Any | ProblemDetails | UploadAccepted]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: AuthenticatedClient | Client, + body: UploadDocumentBody, +) -> Response[Any | ProblemDetails | UploadAccepted]: + """Upload a new document to the knowledge base + + Upload a document consisting of one or more files to extract memories from. The extraction process + happens asynchronously. If a document with the same ID already exists, it will be overwritten and + the memories previously extracted will be updated. + + Args: + body (UploadDocumentBody): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[Any, ProblemDetails, UploadAccepted]] + """ + + kwargs = _get_kwargs( + body=body, + ) + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: AuthenticatedClient | Client, + body: UploadDocumentBody, +) -> Any | ProblemDetails | UploadAccepted | None: + """Upload a new document to the knowledge base + + Upload a document consisting of one or more files to extract memories from. The extraction process + happens asynchronously. If a document with the same ID already exists, it will be overwritten and + the memories previously extracted will be updated. + + Args: + body (UploadDocumentBody): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[Any, ProblemDetails, UploadAccepted] + """ + + return sync_detailed( + client=client, + body=body, + ).parsed + + +async def asyncio_detailed( + *, + client: AuthenticatedClient | Client, + body: UploadDocumentBody, +) -> Response[Any | ProblemDetails | UploadAccepted]: + """Upload a new document to the knowledge base + + Upload a document consisting of one or more files to extract memories from. The extraction process + happens asynchronously. If a document with the same ID already exists, it will be overwritten and + the memories previously extracted will be updated. + + Args: + body (UploadDocumentBody): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[Any, ProblemDetails, UploadAccepted]] + """ + + kwargs = _get_kwargs( + body=body, + ) + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: AuthenticatedClient | Client, + body: UploadDocumentBody, +) -> Any | ProblemDetails | UploadAccepted | None: + """Upload a new document to the knowledge base + + Upload a document consisting of one or more files to extract memories from. The extraction process + happens asynchronously. If a document with the same ID already exists, it will be overwritten and + the memories previously extracted will be updated. + + Args: + body (UploadDocumentBody): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[Any, ProblemDetails, UploadAccepted] + """ + + return ( + await asyncio_detailed( + client=client, + body=body, + ) + ).parsed diff --git a/clients/python/kernel-memory-client/kernel_memory_client/client.py b/clients/python/kernel-memory-client/kernel_memory_client/client.py new file mode 100644 index 000000000..425daf2ec --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/client.py @@ -0,0 +1,287 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +import ssl +from typing import Any + +import httpx +from attrs import define, evolve, field + + +@define +class Client: + """A class for keeping track of data related to the API + + The following are accepted as keyword arguments and will be used to construct httpx Clients internally: + + ``base_url``: The base URL for the API, all requests are made to a relative path to this URL + + ``cookies``: A dictionary of cookies to be sent with every request + + ``headers``: A dictionary of headers to be sent with every request + + ``timeout``: The maximum amount of a time a request can take. API functions will raise + httpx.TimeoutException if this is exceeded. + + ``verify_ssl``: Whether or not to verify the SSL certificate of the API server. This should be True in production, + but can be set to False for testing purposes. + + ``follow_redirects``: Whether or not to follow redirects. Default value is False. + + ``httpx_args``: A dictionary of additional arguments to be passed to the ``httpx.Client`` and ``httpx.AsyncClient`` constructor. + + + Attributes: + raise_on_unexpected_status: Whether or not to raise an errors.UnexpectedStatus if the API returns a + status code that was not documented in the source OpenAPI document. Can also be provided as a keyword + argument to the constructor. + """ + + raise_on_unexpected_status: bool = field(default=False, kw_only=True) + _base_url: str = field(alias="base_url") + _cookies: dict[str, str] = field(factory=dict, kw_only=True, alias="cookies") + _headers: dict[str, str] = field(factory=dict, kw_only=True, alias="headers") + _timeout: httpx.Timeout | None = field(default=None, kw_only=True, alias="timeout") + _verify_ssl: str | bool | ssl.SSLContext = field(default=True, kw_only=True, alias="verify_ssl") + _follow_redirects: bool = field(default=False, kw_only=True, alias="follow_redirects") + _httpx_args: dict[str, Any] = field(factory=dict, kw_only=True, alias="httpx_args") + _client: httpx.Client | None = field(default=None, init=False) + _async_client: httpx.AsyncClient | None = field(default=None, init=False) + + def with_headers(self, headers: dict[str, str]) -> "Client": + """Get a new client matching this one with additional headers""" + if self._client is not None: + self._client.headers.update(headers) + if self._async_client is not None: + self._async_client.headers.update(headers) + return evolve(self, headers={**self._headers, **headers}) + + def with_cookies(self, cookies: dict[str, str]) -> "Client": + """Get a new client matching this one with additional cookies""" + if self._client is not None: + self._client.cookies.update(cookies) + if self._async_client is not None: + self._async_client.cookies.update(cookies) + return evolve(self, cookies={**self._cookies, **cookies}) + + def with_timeout(self, timeout: httpx.Timeout) -> "Client": + """Get a new client matching this one with a new timeout (in seconds)""" + if self._client is not None: + self._client.timeout = timeout + if self._async_client is not None: + self._async_client.timeout = timeout + return evolve(self, timeout=timeout) + + def set_httpx_client(self, client: httpx.Client) -> "Client": + """Manually set the underlying httpx.Client + + **NOTE**: This will override any other settings on the client, including cookies, headers, and timeout. + """ + self._client = client + return self + + def get_httpx_client(self) -> httpx.Client: + """Get the underlying httpx.Client, constructing a new one if not previously set""" + if self._client is None: + self._client = httpx.Client( + base_url=self._base_url, + cookies=self._cookies, + headers=self._headers, + timeout=self._timeout, + verify=self._verify_ssl, + follow_redirects=self._follow_redirects, + **self._httpx_args, + ) + return self._client + + def __enter__(self) -> "Client": + """Enter a context manager for self.client—you cannot enter twice (see httpx docs)""" + self.get_httpx_client().__enter__() + return self + + def __exit__(self, *args: Any, **kwargs: Any) -> None: + """Exit a context manager for internal httpx.Client (see httpx docs)""" + self.get_httpx_client().__exit__(*args, **kwargs) + + def set_async_httpx_client(self, async_client: httpx.AsyncClient) -> "Client": + """Manually the underlying httpx.AsyncClient + + **NOTE**: This will override any other settings on the client, including cookies, headers, and timeout. + """ + self._async_client = async_client + return self + + def get_async_httpx_client(self) -> httpx.AsyncClient: + """Get the underlying httpx.AsyncClient, constructing a new one if not previously set""" + if self._async_client is None: + self._async_client = httpx.AsyncClient( + base_url=self._base_url, + cookies=self._cookies, + headers=self._headers, + timeout=self._timeout, + verify=self._verify_ssl, + follow_redirects=self._follow_redirects, + **self._httpx_args, + ) + return self._async_client + + async def __aenter__(self) -> "Client": + """Enter a context manager for underlying httpx.AsyncClient—you cannot enter twice (see httpx docs)""" + await self.get_async_httpx_client().__aenter__() + return self + + async def __aexit__(self, *args: Any, **kwargs: Any) -> None: + """Exit a context manager for underlying httpx.AsyncClient (see httpx docs)""" + await self.get_async_httpx_client().__aexit__(*args, **kwargs) + + +@define +class AuthenticatedClient: + """A Client which has been authenticated for use on secured endpoints + + The following are accepted as keyword arguments and will be used to construct httpx Clients internally: + + ``base_url``: The base URL for the API, all requests are made to a relative path to this URL + + ``cookies``: A dictionary of cookies to be sent with every request + + ``headers``: A dictionary of headers to be sent with every request + + ``timeout``: The maximum amount of a time a request can take. API functions will raise + httpx.TimeoutException if this is exceeded. + + ``verify_ssl``: Whether or not to verify the SSL certificate of the API server. This should be True in production, + but can be set to False for testing purposes. + + ``follow_redirects``: Whether or not to follow redirects. Default value is False. + + ``httpx_args``: A dictionary of additional arguments to be passed to the ``httpx.Client`` and ``httpx.AsyncClient`` constructor. + + + Attributes: + raise_on_unexpected_status: Whether or not to raise an errors.UnexpectedStatus if the API returns a + status code that was not documented in the source OpenAPI document. Can also be provided as a keyword + argument to the constructor. + token: The token to use for authentication + prefix: The prefix to use for the Authorization header + auth_header_name: The name of the Authorization header + """ + + raise_on_unexpected_status: bool = field(default=False, kw_only=True) + _base_url: str = field(alias="base_url") + _cookies: dict[str, str] = field(factory=dict, kw_only=True, alias="cookies") + _headers: dict[str, str] = field(factory=dict, kw_only=True, alias="headers") + _timeout: httpx.Timeout | None = field(default=None, kw_only=True, alias="timeout") + _verify_ssl: str | bool | ssl.SSLContext = field(default=True, kw_only=True, alias="verify_ssl") + _follow_redirects: bool = field(default=False, kw_only=True, alias="follow_redirects") + _httpx_args: dict[str, Any] = field(factory=dict, kw_only=True, alias="httpx_args") + _client: httpx.Client | None = field(default=None, init=False) + _async_client: httpx.AsyncClient | None = field(default=None, init=False) + + token: str + prefix: str = "" + auth_header_name: str = "Authorization" + + def with_headers(self, headers: dict[str, str]) -> "AuthenticatedClient": + """Get a new client matching this one with additional headers""" + if self._client is not None: + self._client.headers.update(headers) + if self._async_client is not None: + self._async_client.headers.update(headers) + return evolve(self, headers={**self._headers, **headers}) + + def with_cookies(self, cookies: dict[str, str]) -> "AuthenticatedClient": + """Get a new client matching this one with additional cookies""" + if self._client is not None: + self._client.cookies.update(cookies) + if self._async_client is not None: + self._async_client.cookies.update(cookies) + return evolve(self, cookies={**self._cookies, **cookies}) + + def with_timeout(self, timeout: httpx.Timeout) -> "AuthenticatedClient": + """Get a new client matching this one with a new timeout (in seconds)""" + if self._client is not None: + self._client.timeout = timeout + if self._async_client is not None: + self._async_client.timeout = timeout + return evolve(self, timeout=timeout) + + def set_httpx_client(self, client: httpx.Client) -> "AuthenticatedClient": + """Manually set the underlying httpx.Client + + **NOTE**: This will override any other settings on the client, including cookies, headers, and timeout. + """ + self._client = client + return self + + def get_httpx_client(self) -> httpx.Client: + """Get the underlying httpx.Client, constructing a new one if not previously set""" + if self._client is None: + self._headers[self.auth_header_name] = f"{self.prefix} {self.token}" if self.prefix else self.token + self._client = httpx.Client( + base_url=self._base_url, + cookies=self._cookies, + headers=self._headers, + timeout=self._timeout, + verify=self._verify_ssl, + follow_redirects=self._follow_redirects, + **self._httpx_args, + ) + return self._client + + def __enter__(self) -> "AuthenticatedClient": + """Enter a context manager for self.client—you cannot enter twice (see httpx docs)""" + self.get_httpx_client().__enter__() + return self + + def __exit__(self, *args: Any, **kwargs: Any) -> None: + """Exit a context manager for internal httpx.Client (see httpx docs)""" + self.get_httpx_client().__exit__(*args, **kwargs) + + def set_async_httpx_client(self, async_client: httpx.AsyncClient) -> "AuthenticatedClient": + """Manually the underlying httpx.AsyncClient + + **NOTE**: This will override any other settings on the client, including cookies, headers, and timeout. + """ + self._async_client = async_client + return self + + def get_async_httpx_client(self) -> httpx.AsyncClient: + """Get the underlying httpx.AsyncClient, constructing a new one if not previously set""" + if self._async_client is None: + self._headers[self.auth_header_name] = f"{self.prefix} {self.token}" if self.prefix else self.token + self._async_client = httpx.AsyncClient( + base_url=self._base_url, + cookies=self._cookies, + headers=self._headers, + timeout=self._timeout, + verify=self._verify_ssl, + follow_redirects=self._follow_redirects, + **self._httpx_args, + ) + return self._async_client + + async def __aenter__(self) -> "AuthenticatedClient": + """Enter a context manager for underlying httpx.AsyncClient—you cannot enter twice (see httpx docs)""" + await self.get_async_httpx_client().__aenter__() + return self + + async def __aexit__(self, *args: Any, **kwargs: Any) -> None: + """Exit a context manager for underlying httpx.AsyncClient (see httpx docs)""" + await self.get_async_httpx_client().__aexit__(*args, **kwargs) diff --git a/clients/python/kernel-memory-client/kernel_memory_client/errors.py b/clients/python/kernel-memory-client/kernel_memory_client/errors.py new file mode 100644 index 000000000..fce901bba --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/errors.py @@ -0,0 +1,35 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +"""Contains shared errors types that can be raised from API functions""" + + +class UnexpectedStatus(Exception): + """Raised by api functions when the response status an undocumented status and Client.raise_on_unexpected_status is True""" + + def __init__(self, status_code: int, content: bytes): + self.status_code = status_code + self.content = content + + super().__init__( + f"Unexpected status code: {status_code}\n\nResponse content:\n{content.decode(errors='ignore')}" + ) + + +__all__ = ["UnexpectedStatus"] diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/__init__.py b/clients/python/kernel-memory-client/kernel_memory_client/models/__init__.py new file mode 100644 index 000000000..c51398585 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/__init__.py @@ -0,0 +1,68 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +"""Contains all the data models used in inputs/outputs""" + +from .citation import Citation +from .data_pipeline_status import DataPipelineStatus +from .data_pipeline_status_tags_type_0 import DataPipelineStatusTagsType0 +from .delete_accepted import DeleteAccepted +from .index_collection import IndexCollection +from .index_details import IndexDetails +from .memory_answer import MemoryAnswer +from .memory_query import MemoryQuery +from .memory_query_args_type_0 import MemoryQueryArgsType0 +from .memory_query_filters_type_0_item import MemoryQueryFiltersType0Item +from .partition import Partition +from .partition_tags_type_0 import PartitionTagsType0 +from .problem_details import ProblemDetails +from .search_query import SearchQuery +from .search_query_args_type_0 import SearchQueryArgsType0 +from .search_query_filters_type_0_item import SearchQueryFiltersType0Item +from .search_result import SearchResult +from .stream_states import StreamStates +from .token_usage import TokenUsage +from .upload_accepted import UploadAccepted +from .upload_document_body import UploadDocumentBody +from .upload_document_body_tags import UploadDocumentBodyTags + +__all__ = ( + "Citation", + "DataPipelineStatus", + "DataPipelineStatusTagsType0", + "DeleteAccepted", + "IndexCollection", + "IndexDetails", + "MemoryAnswer", + "MemoryQuery", + "MemoryQueryArgsType0", + "MemoryQueryFiltersType0Item", + "Partition", + "PartitionTagsType0", + "ProblemDetails", + "SearchQuery", + "SearchQueryArgsType0", + "SearchQueryFiltersType0Item", + "SearchResult", + "StreamStates", + "TokenUsage", + "UploadAccepted", + "UploadDocumentBody", + "UploadDocumentBodyTags", +) diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/citation.py b/clients/python/kernel-memory-client/kernel_memory_client/models/citation.py new file mode 100644 index 000000000..4aa06c816 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/citation.py @@ -0,0 +1,235 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import TYPE_CHECKING, Any, TypeVar, Union, cast + +from attrs import define as _attrs_define + +from ..types import UNSET, Unset + +if TYPE_CHECKING: + from ..models.partition import Partition + + +T = TypeVar("T", bound="Citation") + + +@_attrs_define +class Citation: + """ + Attributes: + link (Union[None, Unset, str]): + index (Union[None, Unset, str]): + document_id (Union[None, Unset, str]): + file_id (Union[None, Unset, str]): + source_content_type (Union[None, Unset, str]): + source_name (Union[None, Unset, str]): + source_url (Union[None, Unset, str]): + partitions (Union[None, Unset, list['Partition']]): + """ + + link: None | Unset | str = UNSET + index: None | Unset | str = UNSET + document_id: None | Unset | str = UNSET + file_id: None | Unset | str = UNSET + source_content_type: None | Unset | str = UNSET + source_name: None | Unset | str = UNSET + source_url: None | Unset | str = UNSET + partitions: None | Unset | list["Partition"] = UNSET + + def to_dict(self) -> dict[str, Any]: + link: None | Unset | str + if isinstance(self.link, Unset): + link = UNSET + else: + link = self.link + + index: None | Unset | str + if isinstance(self.index, Unset): + index = UNSET + else: + index = self.index + + document_id: None | Unset | str + if isinstance(self.document_id, Unset): + document_id = UNSET + else: + document_id = self.document_id + + file_id: None | Unset | str + if isinstance(self.file_id, Unset): + file_id = UNSET + else: + file_id = self.file_id + + source_content_type: None | Unset | str + if isinstance(self.source_content_type, Unset): + source_content_type = UNSET + else: + source_content_type = self.source_content_type + + source_name: None | Unset | str + if isinstance(self.source_name, Unset): + source_name = UNSET + else: + source_name = self.source_name + + source_url: None | Unset | str + if isinstance(self.source_url, Unset): + source_url = UNSET + else: + source_url = self.source_url + + partitions: None | Unset | list[dict[str, Any]] + if isinstance(self.partitions, Unset): + partitions = UNSET + elif isinstance(self.partitions, list): + partitions = [] + for partitions_type_0_item_data in self.partitions: + partitions_type_0_item = partitions_type_0_item_data.to_dict() + partitions.append(partitions_type_0_item) + + else: + partitions = self.partitions + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if link is not UNSET: + field_dict["link"] = link + if index is not UNSET: + field_dict["index"] = index + if document_id is not UNSET: + field_dict["documentId"] = document_id + if file_id is not UNSET: + field_dict["fileId"] = file_id + if source_content_type is not UNSET: + field_dict["sourceContentType"] = source_content_type + if source_name is not UNSET: + field_dict["sourceName"] = source_name + if source_url is not UNSET: + field_dict["sourceUrl"] = source_url + if partitions is not UNSET: + field_dict["partitions"] = partitions + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + from ..models.partition import Partition + + d = dict(src_dict) + + def _parse_link(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + link = _parse_link(d.pop("link", UNSET)) + + def _parse_index(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + index = _parse_index(d.pop("index", UNSET)) + + def _parse_document_id(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + document_id = _parse_document_id(d.pop("documentId", UNSET)) + + def _parse_file_id(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + file_id = _parse_file_id(d.pop("fileId", UNSET)) + + def _parse_source_content_type(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + source_content_type = _parse_source_content_type(d.pop("sourceContentType", UNSET)) + + def _parse_source_name(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + source_name = _parse_source_name(d.pop("sourceName", UNSET)) + + def _parse_source_url(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + source_url = _parse_source_url(d.pop("sourceUrl", UNSET)) + + def _parse_partitions(data: object) -> None | Unset | list["Partition"]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + partitions_type_0 = [] + _partitions_type_0 = data + for partitions_type_0_item_data in _partitions_type_0: + partitions_type_0_item = Partition.from_dict(partitions_type_0_item_data) + + partitions_type_0.append(partitions_type_0_item) + + return partitions_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list["Partition"]], data) + + partitions = _parse_partitions(d.pop("partitions", UNSET)) + + citation = cls( + link=link, + index=index, + document_id=document_id, + file_id=file_id, + source_content_type=source_content_type, + source_name=source_name, + source_url=source_url, + partitions=partitions, + ) + + return citation diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/data_pipeline_status.py b/clients/python/kernel-memory-client/kernel_memory_client/models/data_pipeline_status.py new file mode 100644 index 000000000..521783d92 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/data_pipeline_status.py @@ -0,0 +1,272 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +import datetime +from collections.abc import Mapping +from typing import TYPE_CHECKING, Any, TypeVar, Union, cast + +from attrs import define as _attrs_define +from dateutil.parser import isoparse + +from ..types import UNSET, Unset + +if TYPE_CHECKING: + from ..models.data_pipeline_status_tags_type_0 import DataPipelineStatusTagsType0 + + +T = TypeVar("T", bound="DataPipelineStatus") + + +@_attrs_define +class DataPipelineStatus: + """ + Attributes: + completed (Union[Unset, bool]): + empty (Union[Unset, bool]): + index (Union[None, Unset, str]): + document_id (Union[None, Unset, str]): + tags (Union['DataPipelineStatusTagsType0', None, Unset]): + creation (Union[Unset, datetime.datetime]): + last_update (Union[Unset, datetime.datetime]): + steps (Union[None, Unset, list[str]]): + remaining_steps (Union[None, Unset, list[str]]): + completed_steps (Union[None, Unset, list[str]]): + """ + + completed: Unset | bool = UNSET + empty: Unset | bool = UNSET + index: None | Unset | str = UNSET + document_id: None | Unset | str = UNSET + tags: Union["DataPipelineStatusTagsType0", None, Unset] = UNSET + creation: Unset | datetime.datetime = UNSET + last_update: Unset | datetime.datetime = UNSET + steps: None | Unset | list[str] = UNSET + remaining_steps: None | Unset | list[str] = UNSET + completed_steps: None | Unset | list[str] = UNSET + + def to_dict(self) -> dict[str, Any]: + from ..models.data_pipeline_status_tags_type_0 import DataPipelineStatusTagsType0 + + completed = self.completed + + empty = self.empty + + index: None | Unset | str + if isinstance(self.index, Unset): + index = UNSET + else: + index = self.index + + document_id: None | Unset | str + if isinstance(self.document_id, Unset): + document_id = UNSET + else: + document_id = self.document_id + + tags: None | Unset | dict[str, Any] + if isinstance(self.tags, Unset): + tags = UNSET + elif isinstance(self.tags, DataPipelineStatusTagsType0): + tags = self.tags.to_dict() + else: + tags = self.tags + + creation: Unset | str = UNSET + if not isinstance(self.creation, Unset): + creation = self.creation.isoformat() + + last_update: Unset | str = UNSET + if not isinstance(self.last_update, Unset): + last_update = self.last_update.isoformat() + + steps: None | Unset | list[str] + if isinstance(self.steps, Unset): + steps = UNSET + elif isinstance(self.steps, list): + steps = self.steps + + else: + steps = self.steps + + remaining_steps: None | Unset | list[str] + if isinstance(self.remaining_steps, Unset): + remaining_steps = UNSET + elif isinstance(self.remaining_steps, list): + remaining_steps = self.remaining_steps + + else: + remaining_steps = self.remaining_steps + + completed_steps: None | Unset | list[str] + if isinstance(self.completed_steps, Unset): + completed_steps = UNSET + elif isinstance(self.completed_steps, list): + completed_steps = self.completed_steps + + else: + completed_steps = self.completed_steps + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if completed is not UNSET: + field_dict["completed"] = completed + if empty is not UNSET: + field_dict["empty"] = empty + if index is not UNSET: + field_dict["index"] = index + if document_id is not UNSET: + field_dict["document_id"] = document_id + if tags is not UNSET: + field_dict["tags"] = tags + if creation is not UNSET: + field_dict["creation"] = creation + if last_update is not UNSET: + field_dict["last_update"] = last_update + if steps is not UNSET: + field_dict["steps"] = steps + if remaining_steps is not UNSET: + field_dict["remaining_steps"] = remaining_steps + if completed_steps is not UNSET: + field_dict["completed_steps"] = completed_steps + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + from ..models.data_pipeline_status_tags_type_0 import DataPipelineStatusTagsType0 + + d = dict(src_dict) + completed = d.pop("completed", UNSET) + + empty = d.pop("empty", UNSET) + + def _parse_index(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + index = _parse_index(d.pop("index", UNSET)) + + def _parse_document_id(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + document_id = _parse_document_id(d.pop("document_id", UNSET)) + + def _parse_tags(data: object) -> Union["DataPipelineStatusTagsType0", None, Unset]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, dict): + raise TypeError() + tags_type_0 = DataPipelineStatusTagsType0.from_dict(data) + + return tags_type_0 + except: # noqa: E722 + pass + return cast(Union["DataPipelineStatusTagsType0", None, Unset], data) + + tags = _parse_tags(d.pop("tags", UNSET)) + + _creation = d.pop("creation", UNSET) + creation: Unset | datetime.datetime + if isinstance(_creation, Unset): + creation = UNSET + else: + creation = isoparse(_creation) + + _last_update = d.pop("last_update", UNSET) + last_update: Unset | datetime.datetime + if isinstance(_last_update, Unset): + last_update = UNSET + else: + last_update = isoparse(_last_update) + + def _parse_steps(data: object) -> None | Unset | list[str]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + steps_type_0 = cast(list[str], data) + + return steps_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list[str]], data) + + steps = _parse_steps(d.pop("steps", UNSET)) + + def _parse_remaining_steps(data: object) -> None | Unset | list[str]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + remaining_steps_type_0 = cast(list[str], data) + + return remaining_steps_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list[str]], data) + + remaining_steps = _parse_remaining_steps(d.pop("remaining_steps", UNSET)) + + def _parse_completed_steps(data: object) -> None | Unset | list[str]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + completed_steps_type_0 = cast(list[str], data) + + return completed_steps_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list[str]], data) + + completed_steps = _parse_completed_steps(d.pop("completed_steps", UNSET)) + + data_pipeline_status = cls( + completed=completed, + empty=empty, + index=index, + document_id=document_id, + tags=tags, + creation=creation, + last_update=last_update, + steps=steps, + remaining_steps=remaining_steps, + completed_steps=completed_steps, + ) + + return data_pipeline_status diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/data_pipeline_status_tags_type_0.py b/clients/python/kernel-memory-client/kernel_memory_client/models/data_pipeline_status_tags_type_0.py new file mode 100644 index 000000000..3d31a2056 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/data_pipeline_status_tags_type_0.py @@ -0,0 +1,70 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar, cast + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +T = TypeVar("T", bound="DataPipelineStatusTagsType0") + + +@_attrs_define +class DataPipelineStatusTagsType0: + """ """ + + additional_properties: dict[str, list[str]] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> dict[str, Any]: + field_dict: dict[str, Any] = {} + for prop_name, prop in self.additional_properties.items(): + field_dict[prop_name] = prop + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + data_pipeline_status_tags_type_0 = cls() + + additional_properties = {} + for prop_name, prop_dict in d.items(): + additional_property = cast(list[str], prop_dict) + + additional_properties[prop_name] = additional_property + + data_pipeline_status_tags_type_0.additional_properties = additional_properties + return data_pipeline_status_tags_type_0 + + @property + def additional_keys(self) -> list[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> list[str]: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: list[str]) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/delete_accepted.py b/clients/python/kernel-memory-client/kernel_memory_client/models/delete_accepted.py new file mode 100644 index 000000000..afbc243f7 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/delete_accepted.py @@ -0,0 +1,110 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar, Union, cast + +from attrs import define as _attrs_define + +from ..types import UNSET, Unset + +T = TypeVar("T", bound="DeleteAccepted") + + +@_attrs_define +class DeleteAccepted: + """ + Attributes: + index (Union[None, Unset, str]): + document_id (Union[None, Unset, str]): + message (Union[None, Unset, str]): + """ + + index: None | Unset | str = UNSET + document_id: None | Unset | str = UNSET + message: None | Unset | str = UNSET + + def to_dict(self) -> dict[str, Any]: + index: None | Unset | str + if isinstance(self.index, Unset): + index = UNSET + else: + index = self.index + + document_id: None | Unset | str + if isinstance(self.document_id, Unset): + document_id = UNSET + else: + document_id = self.document_id + + message: None | Unset | str + if isinstance(self.message, Unset): + message = UNSET + else: + message = self.message + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if index is not UNSET: + field_dict["index"] = index + if document_id is not UNSET: + field_dict["documentId"] = document_id + if message is not UNSET: + field_dict["message"] = message + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + + def _parse_index(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + index = _parse_index(d.pop("index", UNSET)) + + def _parse_document_id(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + document_id = _parse_document_id(d.pop("documentId", UNSET)) + + def _parse_message(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + message = _parse_message(d.pop("message", UNSET)) + + delete_accepted = cls( + index=index, + document_id=document_id, + message=message, + ) + + return delete_accepted diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/index_collection.py b/clients/python/kernel-memory-client/kernel_memory_client/models/index_collection.py new file mode 100644 index 000000000..225e2c33f --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/index_collection.py @@ -0,0 +1,95 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import TYPE_CHECKING, Any, TypeVar, Union, cast + +from attrs import define as _attrs_define + +from ..types import UNSET, Unset + +if TYPE_CHECKING: + from ..models.index_details import IndexDetails + + +T = TypeVar("T", bound="IndexCollection") + + +@_attrs_define +class IndexCollection: + """ + Attributes: + results (Union[None, Unset, list['IndexDetails']]): + """ + + results: None | Unset | list["IndexDetails"] = UNSET + + def to_dict(self) -> dict[str, Any]: + results: None | Unset | list[dict[str, Any]] + if isinstance(self.results, Unset): + results = UNSET + elif isinstance(self.results, list): + results = [] + for results_type_0_item_data in self.results: + results_type_0_item = results_type_0_item_data.to_dict() + results.append(results_type_0_item) + + else: + results = self.results + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if results is not UNSET: + field_dict["results"] = results + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + from ..models.index_details import IndexDetails + + d = dict(src_dict) + + def _parse_results(data: object) -> None | Unset | list["IndexDetails"]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + results_type_0 = [] + _results_type_0 = data + for results_type_0_item_data in _results_type_0: + results_type_0_item = IndexDetails.from_dict(results_type_0_item_data) + + results_type_0.append(results_type_0_item) + + return results_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list["IndexDetails"]], data) + + results = _parse_results(d.pop("results", UNSET)) + + index_collection = cls( + results=results, + ) + + return index_collection diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/index_details.py b/clients/python/kernel-memory-client/kernel_memory_client/models/index_details.py new file mode 100644 index 000000000..e342859ca --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/index_details.py @@ -0,0 +1,70 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar, Union, cast + +from attrs import define as _attrs_define + +from ..types import UNSET, Unset + +T = TypeVar("T", bound="IndexDetails") + + +@_attrs_define +class IndexDetails: + """ + Attributes: + name (Union[None, Unset, str]): + """ + + name: None | Unset | str = UNSET + + def to_dict(self) -> dict[str, Any]: + name: None | Unset | str + if isinstance(self.name, Unset): + name = UNSET + else: + name = self.name + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if name is not UNSET: + field_dict["name"] = name + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + + def _parse_name(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + name = _parse_name(d.pop("name", UNSET)) + + index_details = cls( + name=name, + ) + + return index_details diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/memory_answer.py b/clients/python/kernel-memory-client/kernel_memory_client/models/memory_answer.py new file mode 100644 index 000000000..f2fc60d4d --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/memory_answer.py @@ -0,0 +1,221 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import TYPE_CHECKING, Any, TypeVar, Union, cast + +from attrs import define as _attrs_define + +from ..models.stream_states import StreamStates +from ..types import UNSET, Unset + +if TYPE_CHECKING: + from ..models.citation import Citation + from ..models.token_usage import TokenUsage + + +T = TypeVar("T", bound="MemoryAnswer") + + +@_attrs_define +class MemoryAnswer: + """ + Attributes: + stream_state (Union[Unset, StreamStates]): + question (Union[None, Unset, str]): + no_result (Union[Unset, bool]): + no_result_reason (Union[None, Unset, str]): + text (Union[None, Unset, str]): + token_usage (Union[None, Unset, list['TokenUsage']]): + relevant_sources (Union[None, Unset, list['Citation']]): + """ + + stream_state: Unset | StreamStates = UNSET + question: None | Unset | str = UNSET + no_result: Unset | bool = UNSET + no_result_reason: None | Unset | str = UNSET + text: None | Unset | str = UNSET + token_usage: None | Unset | list["TokenUsage"] = UNSET + relevant_sources: None | Unset | list["Citation"] = UNSET + + def to_dict(self) -> dict[str, Any]: + stream_state: Unset | str = UNSET + if not isinstance(self.stream_state, Unset): + stream_state = self.stream_state.value + + question: None | Unset | str + if isinstance(self.question, Unset): + question = UNSET + else: + question = self.question + + no_result = self.no_result + + no_result_reason: None | Unset | str + if isinstance(self.no_result_reason, Unset): + no_result_reason = UNSET + else: + no_result_reason = self.no_result_reason + + text: None | Unset | str + if isinstance(self.text, Unset): + text = UNSET + else: + text = self.text + + token_usage: None | Unset | list[dict[str, Any]] + if isinstance(self.token_usage, Unset): + token_usage = UNSET + elif isinstance(self.token_usage, list): + token_usage = [] + for token_usage_type_0_item_data in self.token_usage: + token_usage_type_0_item = token_usage_type_0_item_data.to_dict() + token_usage.append(token_usage_type_0_item) + + else: + token_usage = self.token_usage + + relevant_sources: None | Unset | list[dict[str, Any]] + if isinstance(self.relevant_sources, Unset): + relevant_sources = UNSET + elif isinstance(self.relevant_sources, list): + relevant_sources = [] + for relevant_sources_type_0_item_data in self.relevant_sources: + relevant_sources_type_0_item = relevant_sources_type_0_item_data.to_dict() + relevant_sources.append(relevant_sources_type_0_item) + + else: + relevant_sources = self.relevant_sources + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if stream_state is not UNSET: + field_dict["streamState"] = stream_state + if question is not UNSET: + field_dict["question"] = question + if no_result is not UNSET: + field_dict["noResult"] = no_result + if no_result_reason is not UNSET: + field_dict["noResultReason"] = no_result_reason + if text is not UNSET: + field_dict["text"] = text + if token_usage is not UNSET: + field_dict["tokenUsage"] = token_usage + if relevant_sources is not UNSET: + field_dict["relevantSources"] = relevant_sources + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + from ..models.citation import Citation + from ..models.token_usage import TokenUsage + + d = dict(src_dict) + _stream_state = d.pop("streamState", UNSET) + stream_state: Unset | StreamStates + if isinstance(_stream_state, Unset): + stream_state = UNSET + else: + stream_state = StreamStates(_stream_state) + + def _parse_question(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + question = _parse_question(d.pop("question", UNSET)) + + no_result = d.pop("noResult", UNSET) + + def _parse_no_result_reason(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + no_result_reason = _parse_no_result_reason(d.pop("noResultReason", UNSET)) + + def _parse_text(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + text = _parse_text(d.pop("text", UNSET)) + + def _parse_token_usage(data: object) -> None | Unset | list["TokenUsage"]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + token_usage_type_0 = [] + _token_usage_type_0 = data + for token_usage_type_0_item_data in _token_usage_type_0: + token_usage_type_0_item = TokenUsage.from_dict(token_usage_type_0_item_data) + + token_usage_type_0.append(token_usage_type_0_item) + + return token_usage_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list["TokenUsage"]], data) + + token_usage = _parse_token_usage(d.pop("tokenUsage", UNSET)) + + def _parse_relevant_sources(data: object) -> None | Unset | list["Citation"]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + relevant_sources_type_0 = [] + _relevant_sources_type_0 = data + for relevant_sources_type_0_item_data in _relevant_sources_type_0: + relevant_sources_type_0_item = Citation.from_dict(relevant_sources_type_0_item_data) + + relevant_sources_type_0.append(relevant_sources_type_0_item) + + return relevant_sources_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list["Citation"]], data) + + relevant_sources = _parse_relevant_sources(d.pop("relevantSources", UNSET)) + + memory_answer = cls( + stream_state=stream_state, + question=question, + no_result=no_result, + no_result_reason=no_result_reason, + text=text, + token_usage=token_usage, + relevant_sources=relevant_sources, + ) + + return memory_answer diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/memory_query.py b/clients/python/kernel-memory-client/kernel_memory_client/models/memory_query.py new file mode 100644 index 000000000..276003612 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/memory_query.py @@ -0,0 +1,187 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import TYPE_CHECKING, Any, TypeVar, Union, cast + +from attrs import define as _attrs_define + +from ..types import UNSET, Unset + +if TYPE_CHECKING: + from ..models.memory_query_args_type_0 import MemoryQueryArgsType0 + from ..models.memory_query_filters_type_0_item import MemoryQueryFiltersType0Item + + +T = TypeVar("T", bound="MemoryQuery") + + +@_attrs_define +class MemoryQuery: + """ + Attributes: + index (Union[None, Unset, str]): + question (Union[None, Unset, str]): + filters (Union[None, Unset, list['MemoryQueryFiltersType0Item']]): + min_relevance (Union[Unset, float]): + stream (Union[Unset, bool]): + args (Union['MemoryQueryArgsType0', None, Unset]): + """ + + index: None | Unset | str = UNSET + question: None | Unset | str = UNSET + filters: None | Unset | list["MemoryQueryFiltersType0Item"] = UNSET + min_relevance: Unset | float = UNSET + stream: Unset | bool = UNSET + args: Union["MemoryQueryArgsType0", None, Unset] = UNSET + + def to_dict(self) -> dict[str, Any]: + from ..models.memory_query_args_type_0 import MemoryQueryArgsType0 + + index: None | Unset | str + if isinstance(self.index, Unset): + index = UNSET + else: + index = self.index + + question: None | Unset | str + if isinstance(self.question, Unset): + question = UNSET + else: + question = self.question + + filters: None | Unset | list[dict[str, Any]] + if isinstance(self.filters, Unset): + filters = UNSET + elif isinstance(self.filters, list): + filters = [] + for filters_type_0_item_data in self.filters: + filters_type_0_item = filters_type_0_item_data.to_dict() + filters.append(filters_type_0_item) + + else: + filters = self.filters + + min_relevance = self.min_relevance + + stream = self.stream + + args: None | Unset | dict[str, Any] + if isinstance(self.args, Unset): + args = UNSET + elif isinstance(self.args, MemoryQueryArgsType0): + args = self.args.to_dict() + else: + args = self.args + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if index is not UNSET: + field_dict["index"] = index + if question is not UNSET: + field_dict["question"] = question + if filters is not UNSET: + field_dict["filters"] = filters + if min_relevance is not UNSET: + field_dict["minRelevance"] = min_relevance + if stream is not UNSET: + field_dict["stream"] = stream + if args is not UNSET: + field_dict["args"] = args + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + from ..models.memory_query_args_type_0 import MemoryQueryArgsType0 + from ..models.memory_query_filters_type_0_item import MemoryQueryFiltersType0Item + + d = dict(src_dict) + + def _parse_index(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + index = _parse_index(d.pop("index", UNSET)) + + def _parse_question(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + question = _parse_question(d.pop("question", UNSET)) + + def _parse_filters(data: object) -> None | Unset | list["MemoryQueryFiltersType0Item"]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + filters_type_0 = [] + _filters_type_0 = data + for filters_type_0_item_data in _filters_type_0: + filters_type_0_item = MemoryQueryFiltersType0Item.from_dict(filters_type_0_item_data) + + filters_type_0.append(filters_type_0_item) + + return filters_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list["MemoryQueryFiltersType0Item"]], data) + + filters = _parse_filters(d.pop("filters", UNSET)) + + min_relevance = d.pop("minRelevance", UNSET) + + stream = d.pop("stream", UNSET) + + def _parse_args(data: object) -> Union["MemoryQueryArgsType0", None, Unset]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, dict): + raise TypeError() + args_type_0 = MemoryQueryArgsType0.from_dict(data) + + return args_type_0 + except: # noqa: E722 + pass + return cast(Union["MemoryQueryArgsType0", None, Unset], data) + + args = _parse_args(d.pop("args", UNSET)) + + memory_query = cls( + index=index, + question=question, + filters=filters, + min_relevance=min_relevance, + stream=stream, + args=args, + ) + + return memory_query diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/memory_query_args_type_0.py b/clients/python/kernel-memory-client/kernel_memory_client/models/memory_query_args_type_0.py new file mode 100644 index 000000000..d6c72b8d5 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/memory_query_args_type_0.py @@ -0,0 +1,63 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +T = TypeVar("T", bound="MemoryQueryArgsType0") + + +@_attrs_define +class MemoryQueryArgsType0: + """ """ + + additional_properties: dict[str, Any] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> dict[str, Any]: + field_dict: dict[str, Any] = {} + field_dict.update(self.additional_properties) + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + memory_query_args_type_0 = cls() + + memory_query_args_type_0.additional_properties = d + return memory_query_args_type_0 + + @property + def additional_keys(self) -> list[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> Any: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: Any) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/memory_query_filters_type_0_item.py b/clients/python/kernel-memory-client/kernel_memory_client/models/memory_query_filters_type_0_item.py new file mode 100644 index 000000000..4d9104b6c --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/memory_query_filters_type_0_item.py @@ -0,0 +1,70 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar, cast + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +T = TypeVar("T", bound="MemoryQueryFiltersType0Item") + + +@_attrs_define +class MemoryQueryFiltersType0Item: + """ """ + + additional_properties: dict[str, list[str]] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> dict[str, Any]: + field_dict: dict[str, Any] = {} + for prop_name, prop in self.additional_properties.items(): + field_dict[prop_name] = prop + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + memory_query_filters_type_0_item = cls() + + additional_properties = {} + for prop_name, prop_dict in d.items(): + additional_property = cast(list[str], prop_dict) + + additional_properties[prop_name] = additional_property + + memory_query_filters_type_0_item.additional_properties = additional_properties + return memory_query_filters_type_0_item + + @property + def additional_keys(self) -> list[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> list[str]: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: list[str]) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/partition.py b/clients/python/kernel-memory-client/kernel_memory_client/models/partition.py new file mode 100644 index 000000000..774020925 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/partition.py @@ -0,0 +1,153 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +import datetime +from collections.abc import Mapping +from typing import TYPE_CHECKING, Any, TypeVar, Union, cast + +from attrs import define as _attrs_define +from dateutil.parser import isoparse + +from ..types import UNSET, Unset + +if TYPE_CHECKING: + from ..models.partition_tags_type_0 import PartitionTagsType0 + + +T = TypeVar("T", bound="Partition") + + +@_attrs_define +class Partition: + """ + Attributes: + text (Union[None, Unset, str]): + relevance (Union[Unset, float]): + partition_number (Union[Unset, int]): + section_number (Union[Unset, int]): + last_update (Union[Unset, datetime.datetime]): + tags (Union['PartitionTagsType0', None, Unset]): + """ + + text: None | Unset | str = UNSET + relevance: Unset | float = UNSET + partition_number: Unset | int = UNSET + section_number: Unset | int = UNSET + last_update: Unset | datetime.datetime = UNSET + tags: Union["PartitionTagsType0", None, Unset] = UNSET + + def to_dict(self) -> dict[str, Any]: + from ..models.partition_tags_type_0 import PartitionTagsType0 + + text: None | Unset | str + if isinstance(self.text, Unset): + text = UNSET + else: + text = self.text + + relevance = self.relevance + + partition_number = self.partition_number + + section_number = self.section_number + + last_update: Unset | str = UNSET + if not isinstance(self.last_update, Unset): + last_update = self.last_update.isoformat() + + tags: None | Unset | dict[str, Any] + if isinstance(self.tags, Unset): + tags = UNSET + elif isinstance(self.tags, PartitionTagsType0): + tags = self.tags.to_dict() + else: + tags = self.tags + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if text is not UNSET: + field_dict["text"] = text + if relevance is not UNSET: + field_dict["relevance"] = relevance + if partition_number is not UNSET: + field_dict["partitionNumber"] = partition_number + if section_number is not UNSET: + field_dict["sectionNumber"] = section_number + if last_update is not UNSET: + field_dict["lastUpdate"] = last_update + if tags is not UNSET: + field_dict["tags"] = tags + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + from ..models.partition_tags_type_0 import PartitionTagsType0 + + d = dict(src_dict) + + def _parse_text(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + text = _parse_text(d.pop("text", UNSET)) + + relevance = d.pop("relevance", UNSET) + + partition_number = d.pop("partitionNumber", UNSET) + + section_number = d.pop("sectionNumber", UNSET) + + _last_update = d.pop("lastUpdate", UNSET) + last_update: Unset | datetime.datetime + if isinstance(_last_update, Unset): + last_update = UNSET + else: + last_update = isoparse(_last_update) + + def _parse_tags(data: object) -> Union["PartitionTagsType0", None, Unset]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, dict): + raise TypeError() + tags_type_0 = PartitionTagsType0.from_dict(data) + + return tags_type_0 + except: # noqa: E722 + pass + return cast(Union["PartitionTagsType0", None, Unset], data) + + tags = _parse_tags(d.pop("tags", UNSET)) + + partition = cls( + text=text, + relevance=relevance, + partition_number=partition_number, + section_number=section_number, + last_update=last_update, + tags=tags, + ) + + return partition diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/partition_tags_type_0.py b/clients/python/kernel-memory-client/kernel_memory_client/models/partition_tags_type_0.py new file mode 100644 index 000000000..9f1c5d42d --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/partition_tags_type_0.py @@ -0,0 +1,70 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar, cast + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +T = TypeVar("T", bound="PartitionTagsType0") + + +@_attrs_define +class PartitionTagsType0: + """ """ + + additional_properties: dict[str, list[str]] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> dict[str, Any]: + field_dict: dict[str, Any] = {} + for prop_name, prop in self.additional_properties.items(): + field_dict[prop_name] = prop + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + partition_tags_type_0 = cls() + + additional_properties = {} + for prop_name, prop_dict in d.items(): + additional_property = cast(list[str], prop_dict) + + additional_properties[prop_name] = additional_property + + partition_tags_type_0.additional_properties = additional_properties + return partition_tags_type_0 + + @property + def additional_keys(self) -> list[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> list[str]: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: list[str]) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/problem_details.py b/clients/python/kernel-memory-client/kernel_memory_client/models/problem_details.py new file mode 100644 index 000000000..847188647 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/problem_details.py @@ -0,0 +1,170 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar, Union, cast + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +from ..types import UNSET, Unset + +T = TypeVar("T", bound="ProblemDetails") + + +@_attrs_define +class ProblemDetails: + """ + Attributes: + type_ (Union[None, Unset, str]): + title (Union[None, Unset, str]): + status (Union[None, Unset, int]): + detail (Union[None, Unset, str]): + instance (Union[None, Unset, str]): + """ + + type_: None | Unset | str = UNSET + title: None | Unset | str = UNSET + status: None | Unset | int = UNSET + detail: None | Unset | str = UNSET + instance: None | Unset | str = UNSET + additional_properties: dict[str, Any] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> dict[str, Any]: + type_: None | Unset | str + if isinstance(self.type_, Unset): + type_ = UNSET + else: + type_ = self.type_ + + title: None | Unset | str + if isinstance(self.title, Unset): + title = UNSET + else: + title = self.title + + status: None | Unset | int + if isinstance(self.status, Unset): + status = UNSET + else: + status = self.status + + detail: None | Unset | str + if isinstance(self.detail, Unset): + detail = UNSET + else: + detail = self.detail + + instance: None | Unset | str + if isinstance(self.instance, Unset): + instance = UNSET + else: + instance = self.instance + + field_dict: dict[str, Any] = {} + field_dict.update(self.additional_properties) + field_dict.update({}) + if type_ is not UNSET: + field_dict["type"] = type_ + if title is not UNSET: + field_dict["title"] = title + if status is not UNSET: + field_dict["status"] = status + if detail is not UNSET: + field_dict["detail"] = detail + if instance is not UNSET: + field_dict["instance"] = instance + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + + def _parse_type_(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + type_ = _parse_type_(d.pop("type", UNSET)) + + def _parse_title(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + title = _parse_title(d.pop("title", UNSET)) + + def _parse_status(data: object) -> None | Unset | int: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, int], data) + + status = _parse_status(d.pop("status", UNSET)) + + def _parse_detail(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + detail = _parse_detail(d.pop("detail", UNSET)) + + def _parse_instance(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + instance = _parse_instance(d.pop("instance", UNSET)) + + problem_details = cls( + type_=type_, + title=title, + status=status, + detail=detail, + instance=instance, + ) + + problem_details.additional_properties = d + return problem_details + + @property + def additional_keys(self) -> list[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> Any: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: Any) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/search_query.py b/clients/python/kernel-memory-client/kernel_memory_client/models/search_query.py new file mode 100644 index 000000000..df9a6fa4a --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/search_query.py @@ -0,0 +1,187 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import TYPE_CHECKING, Any, TypeVar, Union, cast + +from attrs import define as _attrs_define + +from ..types import UNSET, Unset + +if TYPE_CHECKING: + from ..models.search_query_args_type_0 import SearchQueryArgsType0 + from ..models.search_query_filters_type_0_item import SearchQueryFiltersType0Item + + +T = TypeVar("T", bound="SearchQuery") + + +@_attrs_define +class SearchQuery: + """ + Attributes: + index (Union[None, Unset, str]): + query (Union[None, Unset, str]): + filters (Union[None, Unset, list['SearchQueryFiltersType0Item']]): + min_relevance (Union[Unset, float]): + limit (Union[Unset, int]): + args (Union['SearchQueryArgsType0', None, Unset]): + """ + + index: None | Unset | str = UNSET + query: None | Unset | str = UNSET + filters: None | Unset | list["SearchQueryFiltersType0Item"] = UNSET + min_relevance: Unset | float = UNSET + limit: Unset | int = UNSET + args: Union["SearchQueryArgsType0", None, Unset] = UNSET + + def to_dict(self) -> dict[str, Any]: + from ..models.search_query_args_type_0 import SearchQueryArgsType0 + + index: None | Unset | str + if isinstance(self.index, Unset): + index = UNSET + else: + index = self.index + + query: None | Unset | str + if isinstance(self.query, Unset): + query = UNSET + else: + query = self.query + + filters: None | Unset | list[dict[str, Any]] + if isinstance(self.filters, Unset): + filters = UNSET + elif isinstance(self.filters, list): + filters = [] + for filters_type_0_item_data in self.filters: + filters_type_0_item = filters_type_0_item_data.to_dict() + filters.append(filters_type_0_item) + + else: + filters = self.filters + + min_relevance = self.min_relevance + + limit = self.limit + + args: None | Unset | dict[str, Any] + if isinstance(self.args, Unset): + args = UNSET + elif isinstance(self.args, SearchQueryArgsType0): + args = self.args.to_dict() + else: + args = self.args + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if index is not UNSET: + field_dict["index"] = index + if query is not UNSET: + field_dict["query"] = query + if filters is not UNSET: + field_dict["filters"] = filters + if min_relevance is not UNSET: + field_dict["minRelevance"] = min_relevance + if limit is not UNSET: + field_dict["limit"] = limit + if args is not UNSET: + field_dict["args"] = args + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + from ..models.search_query_args_type_0 import SearchQueryArgsType0 + from ..models.search_query_filters_type_0_item import SearchQueryFiltersType0Item + + d = dict(src_dict) + + def _parse_index(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + index = _parse_index(d.pop("index", UNSET)) + + def _parse_query(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + query = _parse_query(d.pop("query", UNSET)) + + def _parse_filters(data: object) -> None | Unset | list["SearchQueryFiltersType0Item"]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + filters_type_0 = [] + _filters_type_0 = data + for filters_type_0_item_data in _filters_type_0: + filters_type_0_item = SearchQueryFiltersType0Item.from_dict(filters_type_0_item_data) + + filters_type_0.append(filters_type_0_item) + + return filters_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list["SearchQueryFiltersType0Item"]], data) + + filters = _parse_filters(d.pop("filters", UNSET)) + + min_relevance = d.pop("minRelevance", UNSET) + + limit = d.pop("limit", UNSET) + + def _parse_args(data: object) -> Union["SearchQueryArgsType0", None, Unset]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, dict): + raise TypeError() + args_type_0 = SearchQueryArgsType0.from_dict(data) + + return args_type_0 + except: # noqa: E722 + pass + return cast(Union["SearchQueryArgsType0", None, Unset], data) + + args = _parse_args(d.pop("args", UNSET)) + + search_query = cls( + index=index, + query=query, + filters=filters, + min_relevance=min_relevance, + limit=limit, + args=args, + ) + + return search_query diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/search_query_args_type_0.py b/clients/python/kernel-memory-client/kernel_memory_client/models/search_query_args_type_0.py new file mode 100644 index 000000000..b1b8a3322 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/search_query_args_type_0.py @@ -0,0 +1,63 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +T = TypeVar("T", bound="SearchQueryArgsType0") + + +@_attrs_define +class SearchQueryArgsType0: + """ """ + + additional_properties: dict[str, Any] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> dict[str, Any]: + field_dict: dict[str, Any] = {} + field_dict.update(self.additional_properties) + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + search_query_args_type_0 = cls() + + search_query_args_type_0.additional_properties = d + return search_query_args_type_0 + + @property + def additional_keys(self) -> list[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> Any: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: Any) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/search_query_filters_type_0_item.py b/clients/python/kernel-memory-client/kernel_memory_client/models/search_query_filters_type_0_item.py new file mode 100644 index 000000000..cec14c293 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/search_query_filters_type_0_item.py @@ -0,0 +1,70 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar, cast + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +T = TypeVar("T", bound="SearchQueryFiltersType0Item") + + +@_attrs_define +class SearchQueryFiltersType0Item: + """ """ + + additional_properties: dict[str, list[str]] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> dict[str, Any]: + field_dict: dict[str, Any] = {} + for prop_name, prop in self.additional_properties.items(): + field_dict[prop_name] = prop + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + search_query_filters_type_0_item = cls() + + additional_properties = {} + for prop_name, prop_dict in d.items(): + additional_property = cast(list[str], prop_dict) + + additional_properties[prop_name] = additional_property + + search_query_filters_type_0_item.additional_properties = additional_properties + return search_query_filters_type_0_item + + @property + def additional_keys(self) -> list[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> list[str]: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: list[str]) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/search_result.py b/clients/python/kernel-memory-client/kernel_memory_client/models/search_result.py new file mode 100644 index 000000000..fef165ac0 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/search_result.py @@ -0,0 +1,124 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import TYPE_CHECKING, Any, TypeVar, Union, cast + +from attrs import define as _attrs_define + +from ..types import UNSET, Unset + +if TYPE_CHECKING: + from ..models.citation import Citation + + +T = TypeVar("T", bound="SearchResult") + + +@_attrs_define +class SearchResult: + """ + Attributes: + query (Union[None, Unset, str]): + no_result (Union[Unset, bool]): + results (Union[None, Unset, list['Citation']]): + """ + + query: None | Unset | str = UNSET + no_result: Unset | bool = UNSET + results: None | Unset | list["Citation"] = UNSET + + def to_dict(self) -> dict[str, Any]: + query: None | Unset | str + if isinstance(self.query, Unset): + query = UNSET + else: + query = self.query + + no_result = self.no_result + + results: None | Unset | list[dict[str, Any]] + if isinstance(self.results, Unset): + results = UNSET + elif isinstance(self.results, list): + results = [] + for results_type_0_item_data in self.results: + results_type_0_item = results_type_0_item_data.to_dict() + results.append(results_type_0_item) + + else: + results = self.results + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if query is not UNSET: + field_dict["query"] = query + if no_result is not UNSET: + field_dict["noResult"] = no_result + if results is not UNSET: + field_dict["results"] = results + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + from ..models.citation import Citation + + d = dict(src_dict) + + def _parse_query(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + query = _parse_query(d.pop("query", UNSET)) + + no_result = d.pop("noResult", UNSET) + + def _parse_results(data: object) -> None | Unset | list["Citation"]: + if data is None: + return data + if isinstance(data, Unset): + return data + try: + if not isinstance(data, list): + raise TypeError() + results_type_0 = [] + _results_type_0 = data + for results_type_0_item_data in _results_type_0: + results_type_0_item = Citation.from_dict(results_type_0_item_data) + + results_type_0.append(results_type_0_item) + + return results_type_0 + except: # noqa: E722 + pass + return cast(Union[None, Unset, list["Citation"]], data) + + results = _parse_results(d.pop("results", UNSET)) + + search_result = cls( + query=query, + no_result=no_result, + results=results, + ) + + return search_result diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/stream_states.py b/clients/python/kernel-memory-client/kernel_memory_client/models/stream_states.py new file mode 100644 index 000000000..7e4279deb --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/stream_states.py @@ -0,0 +1,30 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from enum import Enum + + +class StreamStates(str, Enum): + APPEND = "append" + ERROR = "error" + LAST = "last" + RESET = "reset" + + def __str__(self) -> str: + return str(self.value) diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/token_usage.py b/clients/python/kernel-memory-client/kernel_memory_client/models/token_usage.py new file mode 100644 index 000000000..a6f48f7a1 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/token_usage.py @@ -0,0 +1,227 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +import datetime +from collections.abc import Mapping +from typing import Any, TypeVar, Union, cast + +from attrs import define as _attrs_define +from dateutil.parser import isoparse + +from ..types import UNSET, Unset + +T = TypeVar("T", bound="TokenUsage") + + +@_attrs_define +class TokenUsage: + """ + Attributes: + timestamp (Union[Unset, datetime.datetime]): + service_type (Union[None, Unset, str]): + model_type (Union[None, Unset, str]): + model_name (Union[None, Unset, str]): + tokenizer_tokens_in (Union[None, Unset, int]): + tokenizer_tokens_out (Union[None, Unset, int]): + service_tokens_in (Union[None, Unset, int]): + service_tokens_out (Union[None, Unset, int]): + service_reasoning_tokens (Union[None, Unset, int]): + """ + + timestamp: Unset | datetime.datetime = UNSET + service_type: None | Unset | str = UNSET + model_type: None | Unset | str = UNSET + model_name: None | Unset | str = UNSET + tokenizer_tokens_in: None | Unset | int = UNSET + tokenizer_tokens_out: None | Unset | int = UNSET + service_tokens_in: None | Unset | int = UNSET + service_tokens_out: None | Unset | int = UNSET + service_reasoning_tokens: None | Unset | int = UNSET + + def to_dict(self) -> dict[str, Any]: + timestamp: Unset | str = UNSET + if not isinstance(self.timestamp, Unset): + timestamp = self.timestamp.isoformat() + + service_type: None | Unset | str + if isinstance(self.service_type, Unset): + service_type = UNSET + else: + service_type = self.service_type + + model_type: None | Unset | str + if isinstance(self.model_type, Unset): + model_type = UNSET + else: + model_type = self.model_type + + model_name: None | Unset | str + if isinstance(self.model_name, Unset): + model_name = UNSET + else: + model_name = self.model_name + + tokenizer_tokens_in: None | Unset | int + if isinstance(self.tokenizer_tokens_in, Unset): + tokenizer_tokens_in = UNSET + else: + tokenizer_tokens_in = self.tokenizer_tokens_in + + tokenizer_tokens_out: None | Unset | int + if isinstance(self.tokenizer_tokens_out, Unset): + tokenizer_tokens_out = UNSET + else: + tokenizer_tokens_out = self.tokenizer_tokens_out + + service_tokens_in: None | Unset | int + if isinstance(self.service_tokens_in, Unset): + service_tokens_in = UNSET + else: + service_tokens_in = self.service_tokens_in + + service_tokens_out: None | Unset | int + if isinstance(self.service_tokens_out, Unset): + service_tokens_out = UNSET + else: + service_tokens_out = self.service_tokens_out + + service_reasoning_tokens: None | Unset | int + if isinstance(self.service_reasoning_tokens, Unset): + service_reasoning_tokens = UNSET + else: + service_reasoning_tokens = self.service_reasoning_tokens + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if timestamp is not UNSET: + field_dict["timestamp"] = timestamp + if service_type is not UNSET: + field_dict["serviceType"] = service_type + if model_type is not UNSET: + field_dict["modelType"] = model_type + if model_name is not UNSET: + field_dict["modelName"] = model_name + if tokenizer_tokens_in is not UNSET: + field_dict["tokenizerTokensIn"] = tokenizer_tokens_in + if tokenizer_tokens_out is not UNSET: + field_dict["tokenizerTokensOut"] = tokenizer_tokens_out + if service_tokens_in is not UNSET: + field_dict["serviceTokensIn"] = service_tokens_in + if service_tokens_out is not UNSET: + field_dict["serviceTokensOut"] = service_tokens_out + if service_reasoning_tokens is not UNSET: + field_dict["serviceReasoningTokens"] = service_reasoning_tokens + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + _timestamp = d.pop("timestamp", UNSET) + timestamp: Unset | datetime.datetime + if isinstance(_timestamp, Unset): + timestamp = UNSET + else: + timestamp = isoparse(_timestamp) + + def _parse_service_type(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + service_type = _parse_service_type(d.pop("serviceType", UNSET)) + + def _parse_model_type(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + model_type = _parse_model_type(d.pop("modelType", UNSET)) + + def _parse_model_name(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + model_name = _parse_model_name(d.pop("modelName", UNSET)) + + def _parse_tokenizer_tokens_in(data: object) -> None | Unset | int: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, int], data) + + tokenizer_tokens_in = _parse_tokenizer_tokens_in(d.pop("tokenizerTokensIn", UNSET)) + + def _parse_tokenizer_tokens_out(data: object) -> None | Unset | int: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, int], data) + + tokenizer_tokens_out = _parse_tokenizer_tokens_out(d.pop("tokenizerTokensOut", UNSET)) + + def _parse_service_tokens_in(data: object) -> None | Unset | int: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, int], data) + + service_tokens_in = _parse_service_tokens_in(d.pop("serviceTokensIn", UNSET)) + + def _parse_service_tokens_out(data: object) -> None | Unset | int: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, int], data) + + service_tokens_out = _parse_service_tokens_out(d.pop("serviceTokensOut", UNSET)) + + def _parse_service_reasoning_tokens(data: object) -> None | Unset | int: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, int], data) + + service_reasoning_tokens = _parse_service_reasoning_tokens(d.pop("serviceReasoningTokens", UNSET)) + + token_usage = cls( + timestamp=timestamp, + service_type=service_type, + model_type=model_type, + model_name=model_name, + tokenizer_tokens_in=tokenizer_tokens_in, + tokenizer_tokens_out=tokenizer_tokens_out, + service_tokens_in=service_tokens_in, + service_tokens_out=service_tokens_out, + service_reasoning_tokens=service_reasoning_tokens, + ) + + return token_usage diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/upload_accepted.py b/clients/python/kernel-memory-client/kernel_memory_client/models/upload_accepted.py new file mode 100644 index 000000000..70f718517 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/upload_accepted.py @@ -0,0 +1,110 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar, Union, cast + +from attrs import define as _attrs_define + +from ..types import UNSET, Unset + +T = TypeVar("T", bound="UploadAccepted") + + +@_attrs_define +class UploadAccepted: + """ + Attributes: + index (Union[None, Unset, str]): + document_id (Union[None, Unset, str]): + message (Union[None, Unset, str]): + """ + + index: None | Unset | str = UNSET + document_id: None | Unset | str = UNSET + message: None | Unset | str = UNSET + + def to_dict(self) -> dict[str, Any]: + index: None | Unset | str + if isinstance(self.index, Unset): + index = UNSET + else: + index = self.index + + document_id: None | Unset | str + if isinstance(self.document_id, Unset): + document_id = UNSET + else: + document_id = self.document_id + + message: None | Unset | str + if isinstance(self.message, Unset): + message = UNSET + else: + message = self.message + + field_dict: dict[str, Any] = {} + field_dict.update({}) + if index is not UNSET: + field_dict["index"] = index + if document_id is not UNSET: + field_dict["documentId"] = document_id + if message is not UNSET: + field_dict["message"] = message + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + + def _parse_index(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + index = _parse_index(d.pop("index", UNSET)) + + def _parse_document_id(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + document_id = _parse_document_id(d.pop("documentId", UNSET)) + + def _parse_message(data: object) -> None | Unset | str: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + message = _parse_message(d.pop("message", UNSET)) + + upload_accepted = cls( + index=index, + document_id=document_id, + message=message, + ) + + return upload_accepted diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/upload_document_body.py b/clients/python/kernel-memory-client/kernel_memory_client/models/upload_document_body.py new file mode 100644 index 000000000..e275b341a --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/upload_document_body.py @@ -0,0 +1,181 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +import json +from collections.abc import Mapping +from io import BytesIO +from typing import TYPE_CHECKING, Any, TypeVar, Union, cast + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +from ..types import UNSET, File, FileJsonType, Unset + +if TYPE_CHECKING: + from ..models.upload_document_body_tags import UploadDocumentBodyTags + +T = TypeVar("T", bound="UploadDocumentBody") + + +@_attrs_define +class UploadDocumentBody: + """ + Attributes: + index (Union[Unset, str]): Name of the index where to store memories generated by the files. + document_id (Union[Unset, str]): Unique ID used for import pipeline and document ID. + tags (Union[Unset, UploadDocumentBodyTags]): Tags to apply to the memories extracted from the files. + steps (Union[Unset, list[str]]): How to process the files, e.g. how to extract/chunk etc. + files (Union[Unset, list[File]]): Files to process and extract memories from. + """ + + index: Unset | str = UNSET + document_id: Unset | str = UNSET + tags: Union[Unset, "UploadDocumentBodyTags"] = UNSET + steps: Unset | list[str] = UNSET + files: Unset | list[File] = UNSET + additional_properties: dict[str, Any] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> dict[str, Any]: + index = self.index + + document_id = self.document_id + + tags: Unset | dict[str, Any] = UNSET + if not isinstance(self.tags, Unset): + tags = self.tags.to_dict() + + steps: Unset | list[str] = UNSET + if not isinstance(self.steps, Unset): + steps = self.steps + + files: Unset | list[FileJsonType] = UNSET + if not isinstance(self.files, Unset): + files = [] + for files_item_data in self.files: + files_item = files_item_data.to_tuple() + + files.append(files_item) + + field_dict: dict[str, Any] = {} + field_dict.update(self.additional_properties) + field_dict.update({}) + if index is not UNSET: + field_dict["index"] = index + if document_id is not UNSET: + field_dict["documentId"] = document_id + if tags is not UNSET: + field_dict["tags"] = tags + if steps is not UNSET: + field_dict["steps"] = steps + if files is not UNSET: + field_dict["files"] = files + + return field_dict + + def to_multipart(self) -> dict[str, Any]: + index = self.index if isinstance(self.index, Unset) else (None, str(self.index).encode(), "text/plain") + + document_id = ( + self.document_id + if isinstance(self.document_id, Unset) + else (None, str(self.document_id).encode(), "text/plain") + ) + + tags: Unset | tuple[None, bytes, str] = UNSET + if not isinstance(self.tags, Unset): + tags = (None, json.dumps(self.tags.to_dict()).encode(), "application/json") + + steps: Unset | tuple[None, bytes, str] = UNSET + if not isinstance(self.steps, Unset): + _temp_steps = self.steps + steps = (None, json.dumps(_temp_steps).encode(), "application/json") + + files: Unset | tuple[None, bytes, str] = UNSET + if not isinstance(self.files, Unset): + files = files + + field_dict: dict[str, Any] = {} + for prop_name, prop in self.additional_properties.items(): + field_dict[prop_name] = (None, str(prop).encode(), "text/plain") + + field_dict.update({}) + if index is not UNSET: + field_dict["index"] = index + if document_id is not UNSET: + field_dict["documentId"] = document_id + if tags is not UNSET: + field_dict["tags"] = tags + if steps is not UNSET: + field_dict["steps"] = steps + if files is not UNSET: + field_dict["files"] = files + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + from ..models.upload_document_body_tags import UploadDocumentBodyTags + + d = dict(src_dict) + index = d.pop("index", UNSET) + + document_id = d.pop("documentId", UNSET) + + _tags = d.pop("tags", UNSET) + tags: Unset | UploadDocumentBodyTags + if isinstance(_tags, Unset): + tags = UNSET + else: + tags = UploadDocumentBodyTags.from_dict(_tags) + + steps = cast(list[str], d.pop("steps", UNSET)) + + files = [] + _files = d.pop("files", UNSET) + for files_item_data in _files or []: + files_item = File(payload=BytesIO(files_item_data)) + + files.append(files_item) + + upload_document_body = cls( + index=index, + document_id=document_id, + tags=tags, + steps=steps, + files=files, + ) + + upload_document_body.additional_properties = d + return upload_document_body + + @property + def additional_keys(self) -> list[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> Any: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: Any) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/clients/python/kernel-memory-client/kernel_memory_client/models/upload_document_body_tags.py b/clients/python/kernel-memory-client/kernel_memory_client/models/upload_document_body_tags.py new file mode 100644 index 000000000..e4a18aeff --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/models/upload_document_body_tags.py @@ -0,0 +1,63 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from collections.abc import Mapping +from typing import Any, TypeVar + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +T = TypeVar("T", bound="UploadDocumentBodyTags") + + +@_attrs_define +class UploadDocumentBodyTags: + """Tags to apply to the memories extracted from the files.""" + + additional_properties: dict[str, str] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> dict[str, Any]: + field_dict: dict[str, Any] = {} + field_dict.update(self.additional_properties) + + return field_dict + + @classmethod + def from_dict(cls: type[T], src_dict: Mapping[str, Any]) -> T: + d = dict(src_dict) + upload_document_body_tags = cls() + + upload_document_body_tags.additional_properties = d + return upload_document_body_tags + + @property + def additional_keys(self) -> list[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> str: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: str) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/clients/python/kernel-memory-client/kernel_memory_client/py.typed b/clients/python/kernel-memory-client/kernel_memory_client/py.typed new file mode 100644 index 000000000..1aad32711 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/py.typed @@ -0,0 +1 @@ +# Marker file for PEP 561 \ No newline at end of file diff --git a/clients/python/kernel-memory-client/kernel_memory_client/types.py b/clients/python/kernel-memory-client/kernel_memory_client/types.py new file mode 100644 index 000000000..f5d6ffb63 --- /dev/null +++ b/clients/python/kernel-memory-client/kernel_memory_client/types.py @@ -0,0 +1,65 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +"""Contains some shared types for properties""" + +from collections.abc import MutableMapping +from http import HTTPStatus +from typing import BinaryIO, Generic, Literal, Optional, TypeVar + +from attrs import define + + +class Unset: + def __bool__(self) -> Literal[False]: + return False + + +UNSET: Unset = Unset() + +FileJsonType = tuple[Optional[str], BinaryIO, Optional[str]] + + +@define +class File: + """Contains information for file uploads""" + + payload: BinaryIO + file_name: str | None = None + mime_type: str | None = None + + def to_tuple(self) -> FileJsonType: + """Return a tuple representation that httpx will accept for multipart/form-data""" + return self.file_name, self.payload, self.mime_type + + +T = TypeVar("T") + + +@define +class Response(Generic[T]): + """A response from an endpoint""" + + status_code: HTTPStatus + content: bytes + headers: MutableMapping[str, str] + parsed: T | None + + +__all__ = ["UNSET", "File", "FileJsonType", "Response", "Unset"] diff --git a/clients/python/kernel-memory-client/poetry.toml b/clients/python/kernel-memory-client/poetry.toml new file mode 100644 index 000000000..ab1033bd3 --- /dev/null +++ b/clients/python/kernel-memory-client/poetry.toml @@ -0,0 +1,2 @@ +[virtualenvs] +in-project = true diff --git a/clients/python/kernel-memory-client/pyproject.toml b/clients/python/kernel-memory-client/pyproject.toml new file mode 100644 index 000000000..c7b9f4309 --- /dev/null +++ b/clients/python/kernel-memory-client/pyproject.toml @@ -0,0 +1,27 @@ +[tool.poetry] +name = "kernel-memory-client" +version = "1.0" +description = "A client library for accessing Microsoft.KernelMemory.ServiceAssembly" +authors = [] +readme = "README.md" +packages = [ + {include = "kernel_memory_client"}, +] +include = ["CHANGELOG.md", "kernel_memory_client/py.typed"] + + +[tool.poetry.dependencies] +python = "^3.9" +httpx = ">=0.20.0,<0.29.0" +attrs = ">=22.2.0" +python-dateutil = "^2.8.0" + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" + +[tool.ruff] +line-length = 120 + +[tool.ruff.lint] +select = ["F", "I", "UP"] diff --git a/clients/python/openapi-python-generator-config.yml b/clients/python/openapi-python-generator-config.yml new file mode 100644 index 000000000..61bb6ee8e --- /dev/null +++ b/clients/python/openapi-python-generator-config.yml @@ -0,0 +1,8 @@ +project_name_override: kernel-memory-client +package_name_override: kernel_memory_client + +# Use post_hooks to modify the prefix in AuthenticatedClient +post_hooks: + - "sed -i 's/prefix: str = \"Bearer\"/prefix: str = \"\"/' kernel_memory_client/client.py" + - "ruff check . --fix" + - "ruff format ." \ No newline at end of file diff --git a/clients/python/semantic-kernel-memory-plugin/README.md b/clients/python/semantic-kernel-memory-plugin/README.md new file mode 100644 index 000000000..bfdb34ce1 --- /dev/null +++ b/clients/python/semantic-kernel-memory-plugin/README.md @@ -0,0 +1,161 @@ +# 🔌 Semantic Kernel Memory Plugin + +[![Python](https://img.shields.io/badge/Python-3.12+-blue.svg)](https://www.python.org/downloads/) +[![Semantic Kernel](https://img.shields.io/badge/Semantic%20Kernel-1.23.1+-green.svg)](https://github.com/microsoft/semantic-kernel) + +A Python plugin that seamlessly integrates Microsoft Kernel Memory with Semantic Kernel, enabling powerful document ingestion, retrieval, and knowledge search capabilities in your AI applications. + +## 📋 Overview + +This plugin bridges Kernel Memory's document management capabilities with Semantic Kernel's orchestration framework, allowing your AI applications to: + +- 🔍 Search across indexed documents with semantic relevance +- 🏷️ Filter search results using custom tags +- 🧩 Integrate memory capabilities within Semantic Kernel pipelines + +## 🚀 Installation + +```bash +# Using pip +pip install semantic-kernel-memory-plugin + +# Using Poetry +poetry add semantic-kernel-memory-plugin +``` + +## 🔧 Usage + +### Basic Setup + +```python +import asyncio +from semantic_kernel import Kernel +from semantic_kernel_memory_plugin.memory_plugin import MemoryPlugin +from kernel_memory_client import AuthenticatedClient + +# Create a Semantic Kernel instance +kernel = Kernel() + +# Initialize the Kernel Memory client +memory_client = AuthenticatedClient( + base_url="http://localhost:9001", + token="your-api-key", + verify_ssl=True +) + +# Add the Kernel Memory plugin to your kernel +kernel.add_plugin( + MemoryPlugin(memory_client=memory_client), + plugin_name="Memory" +) +``` + +### Using with Chat Completion + +```python +import asyncio +from semantic_kernel import Kernel +from semantic_kernel.connectors.ai.open_ai import AzureChatCompletion +from semantic_kernel.connectors.ai.function_choice_behavior import FunctionChoiceBehavior +from semantic_kernel.contents.chat_history import ChatHistory +from semantic_kernel.connectors.ai.open_ai.prompt_execution_settings.azure_chat_prompt_execution_settings import ( + AzureChatPromptExecutionSettings, +) + +# Setup kernel with chat completion service +kernel = Kernel() +chat_completion = AzureChatCompletion( + deployment_name="gpt-4o", + api_key="your-api-key", + base_url="https://your-endpoint.openai.azure.com/" +) +kernel.add_service(chat_completion) + +# Configure execution settings to allow function calling +execution_settings = AzureChatPromptExecutionSettings() +execution_settings.function_choice_behavior = FunctionChoiceBehavior.Auto() + +# Create a history of the conversation +history = ChatHistory() +history.add_user_message( + "Please search for information in index my-index: 'What is quantum computing?'" +) + +# Get the response from the AI +result = await chat_completion.get_chat_message_content( + chat_history=history, + settings=execution_settings, + kernel=kernel, +) + +print("Assistant > " + str(result)) +``` + +## ⚙️ Configuration Options + +The `MemoryPlugin` class accepts several configuration parameters: + +| Parameter | Description | Default | +|-----------|-------------|---------| +| `memory_client` | The Kernel Memory client or service URL | Required | +| `default_index` | Default Memory Index to use | `""` (empty string) | +| `default_retrieval_tags` | Default tags to require when searching | `{}` | + +## 🔎 Search Function + +The plugin provides a `search` function and is automatically used by semantic-kernel: + +```python +# Example usage in a prompt +history.add_user_message( + "Please search for the following information in index my-index: 'What is quantum computing?'" +) + +# The AI will automatically use the memory.search function with appropriate parameters +``` + +## Example + +```shell +python -m tests.test_memory_plugin + +Starting the Memory Plugin test... +http://localhost:9001 +Searching for: What is the latest Nasa news from project Artemis? +query: What is the latest Nasa news from project Artemis? +index: default +minRelevance: 0.0 +limit: 1 +tags: None +SearchResult(query='What is the latest Nasa news from project Artemis?', no_result=False, results=[Citation(link='default/20250323.115649.fec26b5981d34d7e8a04df03d7fd2047/416e1c4e75574fb38b47209de5c97e65', index='default', document_id='20250323.115649.fec26b5981d34d7e8a04df03d7fd2047', file_id='416e1c4e75574fb38b47209de5c97e65', source_content_type='application/pdf', source_name='mydocs-NASA-news.pdf', source_url='/download?index=default&documentId=20250323.115649.fec26b5981d34d7e8a04df03d7fd2047&filename=mydocs-NASA-news.pdf', partitions=[Partition(text='Skip to main content\nJul 28, 2023\nMEDIA ADVISORY M23-095\nNASA Invites Media to See Recovery Craft for\nArtemis Moon Mission\n(/sites/default/files/thumbnails/image/ksc-20230725-ph-fmx01_0003orig.jpg)\nAboard the USS John P. Murtha, NASA and Department of Defense personnel practice recovery operations for Artemis II in July. A\ncrew module test article is used to help verify the recovery team will be ready to recovery the Artemis II crew and the Orion spacecraft.\nCredits: NASA/Frank Michaux\nMedia are invited to see the new test version of NASA’s Orion spacecraft and the hardware teams will use\nto recover the capsule and astronauts upon their return from space during the Artemis II\n(http://www.nasa.gov/artemis-ii) mission. The event will take place at 11 a.m. PDT on Wednesday, Aug. 2,\nat Naval Base San Diego.\nPersonnel involved in recovery operations from NASA, the U.S. Navy, and the U.S. Air Force will be\navailable to speak with media.\nU.S. media interested in attending must RSVP by 4\xa0p.m., Monday, July 31, to the Naval Base San Diego\nPublic Affairs (mailto:nbsd.pao@us.navy.mil) or 619-556-7359.\nOrion Spacecraft (/exploration/systems/orion/index.html)\nNASA Invites Media to See Recovery Craft for Artemis Moon Miss... https://www.nasa.gov/press-release/nasa-invites-media-to-see-recov...\n1 of 3 7/28/23, 4:51 PMTeams are currently conducting the first in a series of tests in the Pacific Ocean to demonstrate and\nevaluate the processes, procedures, and hardware for recovery operations (https://www.nasa.gov\n/exploration/systems/ground/index.html) for crewed Artemis missions. The tests will help prepare the\nteam for Artemis II, NASA’s first crewed mission under Artemis that will send four astronauts in Orion\naround the Moon to checkout systems ahead of future lunar missions.\nThe Artemis II crew – NASA astronauts Reid Wiseman, Victor Glover, and Christina Koch, and CSA\n(Canadian Space Agency) astronaut Jeremy Hansen – will participate in recovery testing at sea next year.\nFor more information about Artemis, visit:\nhttps://www.nasa.gov/artemis (https://www.nasa.gov/artemis)\n-end-\nRachel Kraft\nHeadquarters, Washington\n202-358-1100\nrachel.h.kraft@nasa.gov (mailto:rachel.h.kraft@nasa.gov)\nMadison Tuttle\nKennedy Space Center, Florida\n321-298-5868\nmadison.e.tuttle@nasa.gov (mailto:madison.e.tuttle@nasa.gov)\nLast Updated: Jul 28, 2023\nEditor: Claire O’Shea\nTags:\xa0 Artemis (/artemisprogram),Ground Systems (http://www.nasa.gov/exploration/systems/ground\n/index.html),Kennedy Space Center (/centers/kennedy/home/index.html),Moon to Mars (/topics/moon-to-\nmars/),Orion Spacecraft (/exploration/systems/orion/index.html)\nNASA Invites Media to See Recovery Craft for Artemis Moon Miss... https://www.nasa.gov/press-release/nasa-invites-media-to-see-recov...\n2 of 3 7/28/23, 4:51 PM', relevance=0.487779, partition_number=0, section_number=0, last_update=datetime.datetime(2025, 3, 23, 11, 56, 50, tzinfo=tzutc()), tags=PartitionTagsType0(additional_properties={'__document_id': ['20250323.115649.fec26b5981d34d7e8a04df03d7fd2047'], '__file_type': ['application/pdf'], '__file_id': ['416e1c4e75574fb38b47209de5c97e65'], '__file_part': ['3e75b559d5ab43dd97409c91e7d0336f'], '__part_n': ['0'], '__sect_n': ['0']}))])]) + +Assistant > Here's the latest NASA news regarding the Artemis project: + +- **Title:** NASA Invites Media to See Recovery Craft for Artemis Moon Mission + +- **Date:** July 28, 2023 + +- **Summary:** NASA, in cooperation with the Department of Defense, is practicing recovery operations for the Artemis II mission aboard the USS John P. Murtha. This involves using a crew module test article to verify readiness for recovering the Artemis II crew and the Orion spacecraft. Media has been invited to see the test version of NASA’s Orion spacecraft and the hardware that will be used to recover the capsule and astronauts upon their return during the Artemis II mission. + +- **Location:** Naval Base San Diego. + +- **Personnel Involved:** Personnel from NASA, the U.S. Navy, and the U.S. Air Force, including astronauts Reid Wiseman, Victor Glover, Christina Koch from NASA, and Jeremy Hansen from the Canadian Space Agency. + +- **For More Information:** Visit [NASA's Artemis website](https://www.nasa.gov/artemis). + +If you want more detailed information, you can [download the document](https://www.nasa.gov/press-release/nasa-invites-media-to-see-recov) containing this news. +``` + +## 📄 Requirements + +- Python 3.12 or higher +- `semantic-kernel` 1.23.1 or higher +- `kernel-memory-client` + +## 🤝 Contributing + +Contributions are welcome! 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@@ -0,0 +1,19 @@ +[tool.poetry] +name = "semantic-kernel-memory-plugin" +version = "0.1.0" +description = "" +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.12" +semantic-kernel = "^1.23.1" +kernel-memory-client = {path = "../kernel-memory-client"} + + +[tool.poetry.group.dev.dependencies] +black = "^25.1.0" +pytest = "^8.3.5" + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/clients/python/semantic-kernel-memory-plugin/semantic_kernel_memory_plugin/__init__.py b/clients/python/semantic-kernel-memory-plugin/semantic_kernel_memory_plugin/__init__.py new file mode 100644 index 000000000..3a0c33d59 --- /dev/null +++ b/clients/python/semantic-kernel-memory-plugin/semantic_kernel_memory_plugin/__init__.py @@ -0,0 +1,18 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. diff --git a/clients/python/semantic-kernel-memory-plugin/semantic_kernel_memory_plugin/memory_plugin.py b/clients/python/semantic-kernel-memory-plugin/semantic_kernel_memory_plugin/memory_plugin.py new file mode 100644 index 000000000..078e79a5d --- /dev/null +++ b/clients/python/semantic-kernel-memory-plugin/semantic_kernel_memory_plugin/memory_plugin.py @@ -0,0 +1,115 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +import json +from typing import Annotated + +from semantic_kernel.functions import kernel_function + +from kernel_memory_client import Client, AuthenticatedClient +from kernel_memory_client.models import SearchQuery, SearchQueryFiltersType0Item +from kernel_memory_client.api.microsoft_kernel_memory_service_assembly import ( + search_document_snippets, +) + + +class MemoryPlugin: + """ + Kernel Memory Plugin + + Recommended name: "memory" + + Functions: + * memory.search + """ + + def __init__( + self, + memory_client: Client | AuthenticatedClient | str, + default_index: str = "", + default_retrieval_tags: dict[str, list[str]] = None, + ): + """ + Initialize a new instance of the MemoryPlugin class. + + Args: + memory_client: The memory client or service URL + default_index: Default Memory Index to use when none is specified + default_retrieval_tags: Default Tags to require when searching memories + """ + self._default_index = default_index + self._default_retrieval_tags = default_retrieval_tags or {} + + # Initialize the memory client + if isinstance(memory_client, str): + self._memory = Client(base_url=memory_client) + else: + self._memory = memory_client + + @kernel_function( + name="search", description="Return up to N memories related to the input text" + ) + def search( + self, + query: Annotated[str, "The text to search in memory"], + index: Annotated[str, "Memories index container to search for information"], + min_relevance: Annotated[ + float, "Minimum relevance of the memories to return" + ] = 0.0, + limit: Annotated[int, "Maximum number of memories to return"] = 1, + tags: Annotated[ + dict[str, list[str]] | None, "Memories key-value tags to filter information" + ] = None, + ) -> str: + """ + Return up to N memories related to the input text. + + Returns: + str: JSON string containing the list of memories + """ + index = index or self._default_index + tags = tags or self._default_retrieval_tags + + # Create search filters from tags + filter_items = [] + if tags: + for key, values in tags.items(): + for value in values: + filter_items.append( + SearchQueryFiltersType0Item(key=key, value=value) + ) + + # Create the search query + search_query = SearchQuery( + index=index, + query=query, + filters=filter_items, + min_relevance=min_relevance, + limit=limit, + ) + + # Execute the search + result = search_document_snippets.sync(client=self._memory, body=search_query) + + # Check if we have results + if not result or not hasattr(result, "results") or len(result.results) == 0: + return json.dumps({"results": []}) + + # Return the results as JSON + return json.dumps(result.to_dict()) diff --git a/clients/python/semantic-kernel-memory-plugin/tests/__init__.py b/clients/python/semantic-kernel-memory-plugin/tests/__init__.py new file mode 100644 index 000000000..3a0c33d59 --- /dev/null +++ b/clients/python/semantic-kernel-memory-plugin/tests/__init__.py @@ -0,0 +1,18 @@ +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. diff --git a/clients/python/semantic-kernel-memory-plugin/tests/test_memory_plugin.py b/clients/python/semantic-kernel-memory-plugin/tests/test_memory_plugin.py new file mode 100644 index 000000000..366fbc387 --- /dev/null +++ b/clients/python/semantic-kernel-memory-plugin/tests/test_memory_plugin.py @@ -0,0 +1,97 @@ +#!/usr/bin/env python +# Copyright (c) 2025 Microsoft +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +import asyncio +from dotenv import load_dotenv +import os + +from semantic_kernel import Kernel +from semantic_kernel.connectors.ai.open_ai import AzureChatCompletion +from semantic_kernel.connectors.ai.function_choice_behavior import ( + FunctionChoiceBehavior, +) +from semantic_kernel.contents.chat_history import ChatHistory + +from semantic_kernel.connectors.ai.open_ai.prompt_execution_settings.azure_chat_prompt_execution_settings import ( + AzureChatPromptExecutionSettings, +) + +from semantic_kernel_memory_plugin.memory_plugin import MemoryPlugin +from kernel_memory_client import AuthenticatedClient +from dotenv import find_dotenv + + +async def main(): + load_dotenv(find_dotenv()) + + print("Starting the Memory Plugin test...") + print(os.environ.get("MEMORY_SERVICE_URL")) + print(os.environ.get("MEMORY_SERVICE_API_KEY")) + + memory_client = AuthenticatedClient( + base_url=os.environ.get("MEMORY_SERVICE_URL"), + token=os.environ.get("MEMORY_SERVICE_API_KEY"), + verify_ssl=False, + ) + + # Initialize the kernel + kernel = Kernel() + + # Add Azure OpenAI chat completion + chat_completion = AzureChatCompletion( + deployment_name="gpt-4o", + api_key=os.environ.get("AZURE_OPENAI_API_KEY"), + base_url=os.environ.get("AZURE_OPENAI_ENDPOINT"), + ) + kernel.add_service(chat_completion) + + # Add a plugin (the MemoryPlugin class is defined below) + kernel.add_plugin( + MemoryPlugin(memory_client=memory_client), + plugin_name="Memory", + ) + + # Enable planning + execution_settings = AzureChatPromptExecutionSettings() + execution_settings.function_choice_behavior = FunctionChoiceBehavior.Auto() + + # Create a history of the conversation + history = ChatHistory() + history.add_user_message( + "Please search for the following information in index default: 'What is the latest Nasa news from project Artemis?'" + ) + + # Get the response from the AI + result = await chat_completion.get_chat_message_content( + chat_history=history, + settings=execution_settings, + kernel=kernel, + ) + + # Print the results + print("Assistant > " + str(result)) + + # Add the message from the agent to the chat history + history.add_message(result) + + +# Run the main function +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/003-python-semantic-kernel-memory-plugin/docker-compose.yaml b/examples/003-python-semantic-kernel-memory-plugin/docker-compose.yaml new file mode 100644 index 000000000..4edc9394d --- /dev/null +++ b/examples/003-python-semantic-kernel-memory-plugin/docker-compose.yaml @@ -0,0 +1,23 @@ +services: + postgres: + build: + context: . + dockerfile: postgres.Dockerfile + environment: + POSTGRES_USER: postgres + POSTGRES_PASSWORD: kernelmemory + POSTGRES_DB: km + ports: + - "5432:5432" + volumes: + - postgres_data:/var/lib/postgresql/data + - ./vector_extension.sql:/docker-entrypoint-initdb.d/0-vector_extension.sql + kernel-memory: + image: kernelmemory/service + ports: + - "9001:9001" + volumes: + - ../../service/Service/appsettings.Development.json:/app/appsettings.Production.json + +volumes: + postgres_data: diff --git a/examples/003-python-semantic-kernel-memory-plugin/postgres.Dockerfile b/examples/003-python-semantic-kernel-memory-plugin/postgres.Dockerfile new file mode 100644 index 000000000..d58d8ccf9 --- /dev/null +++ b/examples/003-python-semantic-kernel-memory-plugin/postgres.Dockerfile @@ -0,0 +1,23 @@ +FROM postgres:15.0 + +ARG PG_MAJOR=15 +ENV PG_MAJOR=${PG_MAJOR} + +RUN apt-get update && \ + apt-mark hold locales && \ + apt-get install -y --no-install-recommends \ + build-essential \ + git \ + clang \ + llvm \ + postgresql-server-dev-$PG_MAJOR \ + && apt-mark unhold locales + +WORKDIR /tmp +RUN git config --global http.sslVerify false && \ + git clone --branch v0.8.0 https://github.com/pgvector/pgvector.git && \ + git config --global http.sslVerify true + +WORKDIR /tmp/pgvector +RUN make +RUN make install \ No newline at end of file diff --git a/examples/003-python-semantic-kernel-memory-plugin/vector_extension.sql b/examples/003-python-semantic-kernel-memory-plugin/vector_extension.sql new file mode 100644 index 000000000..64f04f61a --- /dev/null +++ b/examples/003-python-semantic-kernel-memory-plugin/vector_extension.sql @@ -0,0 +1 @@ +CREATE EXTENSION IF NOT EXISTS vector; \ No newline at end of file