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agentscope
src/agentscope/skill/_local_loader.py
.py
# -*- coding: utf-8 -*- """The local skill loader class.""" import asyncio import os import aiofiles import aiofiles.ospath import frontmatter from ._base import SkillLoaderBase from .._logging import logger from .._utils._common import _normalize_local_path from ..skill import Skill class LocalSkillLoader(SkillLoa...
173
5,609
agentscope
src/agentscope/skill/__init__.py
.py
# -*- coding: utf-8 -*- """The skill related classes and functions.""" from ._base import SkillLoaderBase, Skill from ._local_loader import LocalSkillLoader __all__ = [ "Skill", "SkillLoaderBase", "LocalSkillLoader", ]
12
233
agentscope
src/agentscope/workspace/_local_workspace.py
.py
# -*- coding: utf-8 -*- """The local workspace class.""" import asyncio import hashlib import json import os import re import shutil import sys from typing import AsyncIterator, Literal, TypedDict import frontmatter from ._utils import DEFAULT_WORKSPACE_INSTRUCTIONS from .._logging import logger from .._utils._commo...
995
35,491
agentscope
src/agentscope/workspace/_gateway_client.py
.py
# -*- coding: utf-8 -*- """Host-side client for the in-sandbox MCP gateway, driven through ``backend.exec_shell``. Three classes: * :class:`GatewayClient` β€” workspace-side facade over ``/health`` and ``/mcps``. Used by the sandboxed workspaces for top-level operations. * :class:`GatewayMCPClient` β€” an :class:`MCPCl...
789
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agentscope
src/agentscope/workspace/_utils.py
.py
# -*- coding: utf-8 -*- """Host-side helpers shared by workspace implementations. Constants for the standard workspace layout, plus pure functions for detecting the local ``agentscope`` version and reading scripts bundled with the package. No Docker / E2B SDK dependency lives here. This module is internal to ``agents...
153
6,323
agentscope
src/agentscope/workspace/_offload_protocol.py
.py
# -*- coding: utf-8 -*- """The offload protocol.""" from typing import Protocol from ..message import DataBlock, Msg, ToolResultBlock class Offloader(Protocol): """The offloader protocol.""" async def offload_data_block(self, block: DataBlock) -> DataBlock: """Persist a base64 data block to workspac...
60
1,567
agentscope
src/agentscope/workspace/_base.py
.py
# -*- coding: utf-8 -*- # pylint: disable=too-many-lines """WorkspaceBase β€” abstract interface and shared backend-driven impl. A workspace provides: - **Resources** β€” skills available to the agent. - **Tools** β€” MCPs and built-in tools for operating on resources. - **Offload** β€” persistence of compressed context and ...
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agentscope
src/agentscope/workspace/__init__.py
.py
# -*- coding: utf-8 -*- """The workspace module in agentscope.""" from ._base import WorkspaceBase from ._local_workspace import LocalWorkspace from ._offload_protocol import Offloader from ._docker import DockerBackend, DockerWorkspace from ._e2b import E2BWorkspace, E2BBackend from ._daytona import DaytonaBackend, ...
36
995
agentscope
src/agentscope/workspace/_gateway_shim.py
.py
# -*- coding: utf-8 -*- """Tiny Python script that runs inside the sandbox to relay a single HTTP request to the gateway, plus the host-side constants that drive it through :meth:`BackendBase.exec_shell`. Flow: host spawns ``python3 -c <SHIM_SCRIPT> ...`` via ``exec_shell``; the shim calls the gateway's loopback port ...
97
3,260
agentscope
src/agentscope/workspace/_sandboxed_base.py
.py
# -*- coding: utf-8 -*- """SandboxedWorkspaceBase β€” shared implementation for gateway-backed sandbox workspaces (Docker, E2B, K8s, …). Extends :class:`WorkspaceBase` with a template-method lifecycle around an in-sandbox MCP gateway. Subclasses only need to provide: - :meth:`_provision_backend` β€” attach/create the san...
529
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agentscope
src/agentscope/workspace/_k8s/_constants.py
.py
# -*- coding: utf-8 -*- """K8s-specific constants for :class:`K8sWorkspace`. Path layout (venv, script, log, helper) is derived on the base class from ``_gateway_home``. This module only carries defaults that cannot be derived: image, port, apt deps, workdir/gateway_home, and the K8s-name sanitiser. """ import re #:...
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agentscope
src/agentscope/workspace/_k8s/__init__.py
.py
# -*- coding: utf-8 -*- """Kubernetes-backed workspace package. Re-exports :class:`K8sWorkspace` and :class:`K8sBackend` so callers can write ``from agentscope.workspace._k8s import K8sWorkspace`` without having to poke at the underlying module layout. """ from ._k8s_workspace import K8sWorkspace from ._k8s_backend i...
13
379
agentscope
src/agentscope/workspace/_k8s/_k8s_workspace.py
.py
# -*- coding: utf-8 -*- """K8sWorkspace β€” sandboxed workspace backed by a Kubernetes Pod. Architecture ------------ Mirrors :class:`agentscope.workspace.DockerWorkspace` but swaps the Docker engine for the Kubernetes API (``kubernetes_asyncio``): * **Lifecycle.** ``initialize()`` looks up an existing Pod by label, ...
616
23,762
agentscope
src/agentscope/workspace/_k8s/_k8s_backend.py
.py
# -*- coding: utf-8 -*- """Kubernetes Pod :class:`BackendBase` implementation. Wraps the ``kubernetes_asyncio`` exec API and tar-stream file transfer into the three backend primitives (``exec_shell``, ``read_file``, ``write_file``) so that builtin tools (Bash, Read, Write, Edit, Grep, Glob) can operate inside a K8s Po...
411
14,682
agentscope
src/agentscope/workspace/_opensandbox/_constants.py
.py
# -*- coding: utf-8 -*- """Constants for :class:`OpenSandboxWorkspace`, mirroring the E2B and K8s ``_constants`` modules. Only defaults that cannot be derived on the base class live here: image, timeouts, gateway port, sandbox metadata key, plus the two sandbox-side anchors the workspace must set (``SANDBOX_WORKDIR`` ...
47
1,946
agentscope
src/agentscope/workspace/_opensandbox/__init__.py
.py
# -*- coding: utf-8 -*- """OpenSandbox-backed workspace. OpenSandbox support follows the E2B remote-sandbox model: one sandbox per workspace id, filesystem persistence inside the sandbox, and MCPs reached through the in-sandbox gateway. """ from ._opensandbox_backend import OpenSandboxBackend from ._opensandbox_works...
13
411
agentscope
src/agentscope/workspace/_opensandbox/_opensandbox_workspace.py
.py
# -*- coding: utf-8 -*- """OpenSandboxWorkspace -- sandboxed workspace backed by OpenSandbox.""" from __future__ import annotations import asyncio from datetime import timedelta import shlex from typing import TYPE_CHECKING, Literal from ..._logging import logger from ...mcp import MCPClient from .._sandboxed_base i...
393
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agentscope
src/agentscope/workspace/_opensandbox/_opensandbox_backend.py
.py
# -*- coding: utf-8 -*- """OpenSandbox :class:`BackendBase` implementation. Wraps the OpenSandbox SDK's ``commands.run`` and ``files.*`` APIs into the three backend primitives (``exec_shell``, ``read_file``, ``write_file``) so builtin tools can operate inside an OpenSandbox sandbox transparently. All derived filesyst...
278
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agentscope
src/agentscope/workspace/_applecontainer/_constants.py
.py
# -*- coding: utf-8 -*- """Apple-Container-specific constants for :class:`AppleContainerWorkspace`. Path layout (venv, script, log, helper) is derived on the base class from ``_gateway_home``. This module only carries defaults that cannot be derived: image, timeouts, port, container user, workdir. """ #: Default base...
28
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agentscope
src/agentscope/workspace/_applecontainer/__init__.py
.py
# -*- coding: utf-8 -*- """Apple-Container-backed workspace. Uses Apple's ``container`` CLI to run Linux containers as lightweight VMs on macOS 26+ with Apple silicon. MCP servers run *inside* the container behind a FastAPI gateway and are reached through :class:`GatewayClient` via :class:`AppleContainerBackend`. Req...
19
616
agentscope
src/agentscope/workspace/_applecontainer/_applecontainer_workspace.py
.py
# -*- coding: utf-8 -*- """AppleContainerWorkspace β€” sandboxed workspace backed by Apple's ``container`` CLI. Architecture ------------ Mirrors :class:`agentscope.workspace.E2BWorkspace` but swaps the E2B SDK for the ``container`` CLI: * **Lifecycle.** ``initialize()`` pulls the base image (if needed), creates and...
526
19,734
agentscope
src/agentscope/workspace/_applecontainer/_applecontainer_backend.py
.py
# -*- coding: utf-8 -*- """Apple Container :class:`BackendBase` implementation. Wraps the ``container`` CLI (``container exec``, ``container cp``) into the three backend primitives (``exec_shell``, ``read_file``, ``write_file``) so that builtin tools (Bash, Read, Write, Edit, Grep, Glob) can operate inside an Apple co...
216
7,288
agentscope
src/agentscope/workspace/_mcp_gateway/_mcp_gateway_app.py
.py
# -*- coding: utf-8 -*- """In-workspace MCP gateway β€” FastAPI router over agentscope MCPClients. Runs inside the workspace environment as a standalone script. It starts with an empty registry and never reads the workspace's ``.mcp`` file: the workspace is the authority on which MCPs exist, and registers them here on d...
245
7,935
agentscope
src/agentscope/workspace/_mcp_gateway/__main__.py
.py
# -*- coding: utf-8 -*- """``python -m agentscope.workspace._mcp_gateway`` entry point. Inside the workspace container the gateway is launched as:: python -m agentscope.workspace._mcp_gateway --config <path> --port <port> so this module simply forwards to :func:`_mcp_gateway_app.main`. """ from ._mcp_gateway_ap...
15
373
agentscope
src/agentscope/workspace/_mcp_gateway/__init__.py
.py
# -*- coding: utf-8 -*- """In-workspace MCP gateway package. The gateway is a single self-contained script that runs *inside* the workspace environment (Docker / E2B). It is copied into the container at image build time and executed by the workspace at startup. The script must remain importable without ``agentscope``...
12
433
agentscope
src/agentscope/workspace/_e2b/_constants.py
.py
# -*- coding: utf-8 -*- """E2B-specific constants for :class:`E2BWorkspace`. Path layout (venv, script, log, helper) is derived on the base class from ``_gateway_home``. This module only carries defaults that cannot be derived: template, timeouts, port, sandbox user, metadata key. """ #: Default E2B template. Matches...
29
1,062
agentscope
src/agentscope/workspace/_e2b/__init__.py
.py
# -*- coding: utf-8 -*- """E2B-backed workspace package. Re-exports :class:`E2BWorkspace` so callers can write ``from agentscope.workspace._e2b import E2BWorkspace`` without having to poke at the underlying module layout. """ from ._e2b_workspace import E2BWorkspace from ._e2b_backend import E2BBackend __all__ = ["E...
13
348
agentscope
src/agentscope/workspace/_e2b/_e2b_backend.py
.py
# -*- coding: utf-8 -*- """E2B sandbox :class:`BackendBase` implementation. Wraps the E2B SDK's ``commands.run`` and ``files.*`` APIs into the three backend primitives (``exec_shell``, ``read_file``, ``write_file``) so that builtin tools (Bash, Read, Write, Edit, Grep, Glob) can operate inside an E2B cloud sandbox tra...
164
5,852
agentscope
src/agentscope/workspace/_e2b/_e2b_workspace.py
.py
# -*- coding: utf-8 -*- """E2BWorkspace β€” sandboxed workspace backed by an E2B cloud sandbox. Architecture ------------ Mirrors :class:`agentscope.workspace.DockerWorkspace` but swaps the Docker engine for the E2B SDK (``e2b.AsyncSandbox``): * **Lifecycle.** ``initialize()`` looks up an existing sandbox by metadat...
363
15,501
agentscope
src/agentscope/workspace/_bubblewrap/_constants.py
.py
# -*- coding: utf-8 -*- """Constants for Bubblewrap-backed workspaces.""" DEFAULT_GATEWAY_PORT = None SANDBOX_WORKDIR = "/workspace" SANDBOX_TMPDIR = "/tmp" SANDBOX_CACHE_DIR = f"{SANDBOX_TMPDIR}/.agentscope-cache" GATEWAY_HOME = f"{SANDBOX_WORKDIR}/.agentscope" BWRAP_SMOKE_PROBE_ARGV = [ "bwrap", "--die-wit...
27
503
agentscope
src/agentscope/workspace/_bubblewrap/__init__.py
.py
# -*- coding: utf-8 -*- """Bubblewrap-backed workspace.""" from ._bubblewrap_backend import BubblewrapBackend from ._bubblewrap_workspace import BubblewrapWorkspace __all__ = ["BubblewrapBackend", "BubblewrapWorkspace"]
8
222
agentscope
src/agentscope/workspace/_bubblewrap/_bubblewrap_backend.py
.py
# -*- coding: utf-8 -*- """Bubblewrap :class:`BackendBase` implementation. The backend launches each command through ``bwrap`` with a stable host directory mounted at ``/workspace`` and a stable host temp directory mounted at ``/tmp``. Those two writable mounts are enough for the shared workspace implementation, gate...
604
21,462
agentscope
src/agentscope/workspace/_bubblewrap/_bubblewrap_workspace.py
.py
# -*- coding: utf-8 -*- # pylint: disable=protected-access,consider-using-with """BubblewrapWorkspace -- sandboxed workspace backed by ``bwrap``.""" from __future__ import annotations import asyncio import hashlib import os import secrets import shlex import shutil import socket import sys import tempfile from typing...
658
26,156
agentscope
src/agentscope/workspace/_docker/_docker_workspace.py
.py
# -*- coding: utf-8 -*- """DockerWorkspace β€” sandboxed workspace backed by a Docker container. * Container lifecycle (build + run + stop) via **aiodocker**. * MCP servers run inside the container behind a FastAPI gateway (see :mod:`agentscope.workspace._mcp_gateway`); the host reaches it through :class:`GatewayCli...
322
13,306
agentscope
src/agentscope/workspace/_docker/__init__.py
.py
# -*- coding: utf-8 -*- """Docker-backed workspace. The container image is built on demand from a content-hashed Dockerfile (see :mod:`._make_dockerfile`); a tag cache hit skips the build. MCP servers run *inside* the container behind a FastAPI gateway and are reached over HTTP β€” see :mod:`agentscope.workspace._gatewa...
14
476
agentscope
src/agentscope/workspace/_docker/_docker_backend.py
.py
# -*- coding: utf-8 -*- """Docker container :class:`BackendBase` implementation. Wraps the ``aiodocker`` container APIs (``exec``, ``get_archive``, ``put_archive``) into the three backend primitives (``exec_shell``, ``read_file``, ``write_file``) so that builtin tools (Bash, Read, Write, Edit, Grep, Glob) can operate ...
194
6,709
agentscope
src/agentscope/workspace/_docker/_make_dockerfile.py
.py
# -*- coding: utf-8 -*- """Dockerfile generation + build-context preparation for DockerWorkspace. The image is keyed by content hash of the Dockerfile text plus all files COPYed into it. If the tag already exists locally the build is skipped; otherwise the caller builds with the prepared context. The container instal...
197
7,279
agentscope
src/agentscope/workspace/_daytona/_constants.py
.py
# -*- coding: utf-8 -*- """Constants for :class:`DaytonaWorkspace`, mirroring the E2B and K8s ``_constants`` modules. Only defaults that cannot be derived on the shared sandbox base live here: SDK operation timeout, gateway port, sweeper interval, the sandbox label key used for reattachment, and the gateway home ancho...
33
1,357
agentscope
src/agentscope/workspace/_daytona/__init__.py
.py
# -*- coding: utf-8 -*- """Daytona-backed workspace package. Re-exports :class:`DaytonaWorkspace` so callers can write ``from agentscope.workspace._daytona import DaytonaWorkspace`` without having to poke at the underlying module layout. """ from ._daytona_backend import DaytonaBackend from ._daytona_workspace import...
16
399
agentscope
src/agentscope/workspace/_daytona/_daytona_workspace.py
.py
# -*- coding: utf-8 -*- """DaytonaWorkspace β€” sandboxed workspace backed by Daytona. Architecture ------------ Mirrors :class:`agentscope.workspace.E2BWorkspace` and :class:`agentscope.workspace.DockerWorkspace` at the AgentScope boundary, but swaps the provider runtime for the Daytona SDK: * **Lifecycle.** ``initia...
493
20,746
agentscope
src/agentscope/workspace/_daytona/_daytona_backend.py
.py
# -*- coding: utf-8 -*- """Daytona sandbox :class:`BackendBase` implementation. Wraps Daytona SDK ``process.exec`` and ``fs.*`` APIs into the three backend primitives (``exec_shell``, ``read_file``, ``write_file``) so that builtin tools (Bash, Read, Write, Edit, Grep, Glob) can operate inside a Daytona sandbox transpa...
168
6,121
agentscope
src/agentscope/message/_base.py
.py
# -*- coding: utf-8 -*- """The message class in agentscope.""" import base64 from datetime import datetime from typing import Literal, List, overload, Sequence, Self, TYPE_CHECKING, Any from pydantic import BaseModel, Field, model_validator from .._utils._common import _generate_id from ._block import ( TextBlock...
665
25,501
agentscope
src/agentscope/message/_block.py
.py
# -*- coding: utf-8 -*- """The content blocks of messages.""" from enum import StrEnum from typing import Literal, List, TypeAlias, Any from pydantic import BaseModel, Field, AnyUrl, field_serializer, ConfigDict from .._utils._common import _generate_id, _generate_timestamp from ..permission import PermissionRule cl...
236
8,418
agentscope
src/agentscope/message/__init__.py
.py
# -*- coding: utf-8 -*- """The message module in agentscope.""" from ._block import ( ContentBlock, ContentBlockTypes, TextBlock, ThinkingBlock, HintBlock, ToolCallBlock, ToolCallState, ToolResultBlock, ToolResultState, DataBlock, Base64Source, URLSource, ) from ._base i...
40
705
agentscope
src/agentscope/event/_event.py
.py
# -*- coding: utf-8 -*- """Event types for agent execution.""" from datetime import datetime from enum import StrEnum from typing import Any, Dict, Literal, List, TypeAlias from pydantic import BaseModel, Field, ConfigDict from typing_extensions import deprecated from .._utils._common import _generate_id from ..messa...
569
17,664
agentscope
src/agentscope/event/__init__.py
.py
# -*- coding: utf-8 -*- """The event module of agentscope.""" from ..types import ReplyFinishedReason from ._event import ( EventType, EventBase, ReplyStartEvent, ReplyEndReason, ReplyEndEvent, ModelCallStartEvent, ModelCallEndEvent, TextBlockStartEvent, TextBlockDeltaEvent, Tex...
78
1,828
agentscope
src/agentscope/credential/_openai.py
.py
# -*- coding: utf-8 -*- """The OpenAI credential.""" from typing import Literal, Type, TYPE_CHECKING from pydantic import ConfigDict, Field, SecretStr from ._base import CredentialBase if TYPE_CHECKING: from ..embedding import EmbeddingModelBase from ..model import ChatModelBase from ..tts import TTSMode...
65
1,731
agentscope
src/agentscope/credential/_moonshot.py
.py
# -*- coding: utf-8 -*- """The Moonshot AI credential.""" from typing import Literal, Type, TYPE_CHECKING from pydantic import ConfigDict, Field, SecretStr from ._base import CredentialBase if TYPE_CHECKING: from ..model import ChatModelBase _MOONSHOT_BASE_URL = "https://api.moonshot.cn/v1" class MoonshotCred...
42
1,050
agentscope
src/agentscope/credential/_deepseek.py
.py
# -*- coding: utf-8 -*- """The DeepSeek credential.""" from typing import Literal, Type, TYPE_CHECKING from pydantic import ConfigDict, Field, SecretStr from ._base import CredentialBase if TYPE_CHECKING: from ..model import ChatModelBase _DEEPSEEK_BASE_URL = "https://api.deepseek.com" class DeepSeekCredentia...
42
1,033
agentscope
src/agentscope/credential/_base.py
.py
# -*- coding: utf-8 -*- """The credential base class.""" from typing import TYPE_CHECKING, Type from pydantic import BaseModel, Field from .._utils._common import _generate_id if TYPE_CHECKING: from ..embedding import EmbeddingModelBase from ..model import ChatModelBase, ModelCard from ..tts import TTSMo...
97
3,179
agentscope
src/agentscope/credential/_ollama.py
.py
# -*- coding: utf-8 -*- """The Ollama credential.""" from typing import Literal, Type, TYPE_CHECKING from pydantic import ConfigDict, Field from ._base import CredentialBase if TYPE_CHECKING: from ..embedding import EmbeddingModelBase from ..model import ChatModelBase class OllamaCredential(CredentialBase)...
46
1,215
agentscope
src/agentscope/credential/__init__.py
.py
# -*- coding: utf-8 -*- """The credential module.""" from ._base import CredentialBase from ._anthropic import AnthropicCredential from ._dashscope import DashScopeCredential from ._deepseek import DeepSeekCredential from ._gemini import GeminiCredential from ._moonshot import MoonshotCredential from ._ollama import O...
28
708
agentscope
src/agentscope/credential/_factory.py
.py
# -*- coding: utf-8 -*- """The credential factory class.""" from typing import Annotated, Type, Union, get_args, get_type_hints from pydantic import TypeAdapter, Field from ._anthropic import AnthropicCredential from ._dashscope import DashScopeCredential from ._deepseek import DeepSeekCredential from ._gemini import...
117
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agentscope
src/agentscope/credential/_anthropic.py
.py
# -*- coding: utf-8 -*- """The Anthropic credential.""" from typing import Literal, Type, TYPE_CHECKING from pydantic import Field, SecretStr, ConfigDict from ._base import CredentialBase if TYPE_CHECKING: from ..model import ChatModelBase class AnthropicCredential(CredentialBase): """The Anthropic credent...
40
988
agentscope
src/agentscope/credential/_dashscope.py
.py
# -*- coding: utf-8 -*- """The DashScope credential.""" from typing import Literal, Type, TYPE_CHECKING from pydantic import ConfigDict, Field, SecretStr from ._base import CredentialBase if TYPE_CHECKING: from ..embedding import EmbeddingModelBase from ..model import ChatModelBase from ..tts import TTSM...
68
1,864
agentscope
src/agentscope/credential/_gemini.py
.py
# -*- coding: utf-8 -*- """The Google Gemini credential.""" from typing import Literal, Type, TYPE_CHECKING from pydantic import ConfigDict, Field, SecretStr from ._base import CredentialBase if TYPE_CHECKING: from ..embedding import EmbeddingModelBase from ..model import ChatModelBase from ..tts import ...
50
1,334
agentscope
src/agentscope/credential/_xai.py
.py
# -*- coding: utf-8 -*- """The xAI credential.""" from typing import Literal, Type, TYPE_CHECKING from pydantic import ConfigDict, Field, SecretStr from ._base import CredentialBase if TYPE_CHECKING: from ..model import ChatModelBase class XAICredential(CredentialBase): """The xAI credential model.""" ...
44
1,034
agentscope
src/agentscope/state/_state.py
.py
# -*- coding: utf-8 -*- """The agent state class.""" from typing import Any, Type from pydantic import BaseModel, Field, field_serializer, model_validator import aiofiles.os from .._utils._common import _generate_id from ._task import Task from ..message import ( TextBlock, DataBlock, Msg, ToolCallBl...
371
13,162
agentscope
src/agentscope/state/_task.py
.py
# -*- coding: utf-8 -*- """The task class.""" from datetime import datetime from typing import Any, Literal from pydantic import BaseModel, Field from .._utils._common import _generate_id class Task(BaseModel): """The agent task.""" subject: str """The subject of the task.""" description: str ...
40
991
agentscope
src/agentscope/state/__init__.py
.py
# -*- coding: utf-8 -*- """The agent state module in agentscope.""" from ._state import AgentState, TaskContext, ReplyContext, ToolContext from ._task import Task __all__ = [ "Task", "TaskContext", "ReplyContext", "ToolContext", "AgentState", ]
14
267
agentscope
src/agentscope/rag/__init__.py
.py
# -*- coding: utf-8 -*- """The retrieval-augmented generation (RAG) module in AgentScope.""" from ._chunker import ApproxTokenChunker, ChunkerBase from ._document import ( Section, Chunk, ) from ._parser import ( ImageParser, ParserBase, PDFParser, PPTParser, TextParser, WordParser, ...
52
975
agentscope
src/agentscope/rag/_document.py
.py
# -*- coding: utf-8 -*- """Data structures used in the RAG indexing pipeline. The indexing pipeline has two stages, each producing its own structured output: 1. :class:`Section` β€” produced by a :class:`ParserBase` from a raw file. Each ``Section`` represents one "natural boundary" of the source (a PDF page, a ...
103
3,876
agentscope
src/agentscope/rag/_knowledge.py
.py
# -*- coding: utf-8 -*- """Runtime handle for a single knowledge base. A :class:`KnowledgeBase` instance is the **single algorithmic source of truth** for talking to one knowledge base: it pairs an embedding model with a vector-store collection (optionally scoped by a payload ``metadata_filter``) and exposes the four ...
385
15,374
agentscope
src/agentscope/rag/_vdb/_elasticsearch.py
.py
# -*- coding: utf-8 -*- """Elasticsearch implementation of the vector store backend.""" from __future__ import annotations import hashlib from typing import TYPE_CHECKING, Any, Literal from .._document import Chunk from ._vector_store import ( DocumentSummary, VectorRecord, VectorSearchResult, VectorS...
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agentscope
src/agentscope/rag/_vdb/__init__.py
.py
# -*- coding: utf-8 -*- """The vector store classes in AgentScope.""" from ._vector_store import ( DocumentSummary, VectorRecord, VectorSearchResult, VectorStoreBase, ) from ._qdrant import QdrantStore from ._mongodb import MongoDBStore from ._milvus_lite import MilvusLiteStore from ._elasticsearch imp...
25
538
agentscope
src/agentscope/rag/_vdb/_vector_store.py
.py
# -*- coding: utf-8 -*- """Abstract base class for vector store backends. A :class:`VectorStoreBase` instance is the single connection point to one vector database deployment. It is created once at application startup, passed into ``create_app(vector_store=...)``, and shared across all requests for the lifetime of th...
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agentscope
src/agentscope/rag/_vdb/_milvus_lite.py
.py
# -*- coding: utf-8 -*- """Milvus Lite implementation of the vector store backend. Built on the official ``pymilvus`` ``MilvusClient`` API. Milvus Lite is started automatically when the URI points to a local ``.db`` file, so it is convenient for local development, tests, and small RAG workloads. """ import asyncio imp...
457
15,604
agentscope
src/agentscope/rag/_vdb/_qdrant.py
.py
# -*- coding: utf-8 -*- """Qdrant implementation of the vector store backend. Built on the official ``qdrant-client`` SDK using its fully asynchronous client (:class:`~qdrant_client.AsyncQdrantClient`), so all operations are non-blocking and safe to call from the application's event loop. The same class supports all ...
393
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agentscope
src/agentscope/rag/_vdb/_mongodb.py
.py
# -*- coding: utf-8 -*- """MongoDB implementation of the vector store backend. Built on ``pymongo.AsyncMongoClient`` and MongoDB Vector Search (``$vectorSearch``), so all operations are non-blocking and safe to call from the application's event loop. The same class supports MongoDB Atlas and self-hosted deployments t...
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agentscope
src/agentscope/rag/_chunker/_approx_token_chunker.py
.py
# -*- coding: utf-8 -*- """A chunker that splits text by an approximate token count. The token count is approximated as ``len(text.encode("utf-8")) // 4``, which avoids a hard dependency on any tokenizer library while staying within the right order of magnitude for most LLM tokenizers. """ from bisect import bisect_ri...
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agentscope
src/agentscope/rag/_chunker/_base.py
.py
# -*- coding: utf-8 -*- """Abstract base class for chunkers. A :class:`ChunkerBase` subclass takes the :class:`Section` list produced by a :class:`~agentscope.rag.ParserBase` and splits the content into final :class:`Chunk` objects suitable for embedding and storage in a vector database. Chunkers are **format-agnosti...
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agentscope
src/agentscope/rag/_chunker/__init__.py
.py
# -*- coding: utf-8 -*- """Chunker implementations for the RAG indexing pipeline.""" from ._approx_token_chunker import ApproxTokenChunker from ._base import ChunkerBase __all__ = [ "ApproxTokenChunker", "ChunkerBase", ]
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agentscope
src/agentscope/rag/_parser/_utils.py
.py
# -*- coding: utf-8 -*- """Shared helpers for binary parsers. Three small utilities used by :class:`PDFParser`, :class:`ImageParser`, and :class:`PPTParser`: - :func:`_guess_image_media_type` β€” sniff the IANA media type from raw image bytes by looking at the magic number. Used to populate the ``media_type`` fiel...
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agentscope
src/agentscope/rag/_parser/_base.py
.py
# -*- coding: utf-8 -*- """Abstract base class for file parsers. A :class:`ParserBase` subclass handles **one file format**. Its job is to read a file's raw bytes and produce a list of :class:`~agentscope.rag.Section` objects, each representing a natural boundary of the source (e.g. one PDF page, one PPTX slide, one ...
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agentscope
src/agentscope/rag/_parser/__init__.py
.py
# -*- coding: utf-8 -*- """File parser implementations for the RAG indexing pipeline.""" from ._base import ParserBase from ._image import ImageParser from ._pdf import PDFParser from ._ppt import PPTParser from ._text import TextParser from ._word import WordParser from ._excel import ExcelParser __all__ = [ "Pa...
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agentscope
src/agentscope/rag/_parser/_word.py
.py
# -*- coding: utf-8 -*- # pylint: disable=protected-access """Word (.docx) file parser. Walks the document element-by-element and emits one :class:`Section` per contiguous content block β€” adjacent paragraphs (and, by default, tables) are merged into a single text section; embedded images are emitted as their own :clas...
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agentscope
src/agentscope/rag/_parser/_text.py
.py
# -*- coding: utf-8 -*- """Plain-text file parser.""" import os from ...message import TextBlock from .._document import Section from ._base import ParserBase class TextParser(ParserBase): """Parser for plain-text file formats. Reads the entire file as UTF-8 text and returns a single :class:`Section`. ...
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agentscope
src/agentscope/rag/_parser/_image.py
.py
# -*- coding: utf-8 -*- """Image file parser. A single :class:`Section` carrying the raw image bytes as a base64-encoded :class:`DataBlock`. No OCR, no captioning β€” the section is the image, ready to flow through to a multimodal embedding model unchanged. """ import base64 from ...message import Base64Source, DataBl...
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agentscope
src/agentscope/rag/_parser/_excel.py
.py
# -*- coding: utf-8 -*- # pylint: disable=protected-access """Excel (.xlsx / .xls) file parser. Reads an Excel workbook sheet-by-sheet and emits :class:`Section` objects. Each sheet's tabular content is rendered as a single text section (in Markdown or JSON format); embedded images (when enabled) are emitted as their...
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agentscope
src/agentscope/rag/_parser/_pdf.py
.py
# -*- coding: utf-8 -*- """PDF file parser. One :class:`Section` per page so a downstream :class:`~agentscope.rag.ChunkerBase` never combines text across page boundaries. Each section's :attr:`Section.metadata` carries the page number (starting at 1) for later citation. """ import io from ...message import TextBlock...
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agentscope
src/agentscope/rag/_parser/_ppt.py
.py
# -*- coding: utf-8 -*- """PowerPoint (.pptx) file parser. Walks the deck slide-by-slide and emits one :class:`Section` per contiguous content block β€” adjacent text runs (and, by default, tables) are merged into a single text section; embedded images are emitted as their own :class:`DataBlock` sections. Each section'...
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agentscope
src/agentscope/exception/_base.py
.py
# -*- coding: utf-8 -*- """The base exception class in agentscope.""" class AgentOrientedException(Exception): """The base class for all agent-oriented exceptions. These exceptions are expect to the captured and exposed to the agent during runtime, so that agents can handle the error appropriately during ...
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agentscope
src/agentscope/exception/__init__.py
.py
# -*- coding: utf-8 -*- """The exception module in agentscope.""" from ._base import ( AgentOrientedException, DeveloperOrientedException, ) from ._tool import ( ToolInterruptedError, ToolNotFoundError, ToolJSONDecodeError, ToolGroupInactiveError, ) __all__ = [ "AgentOrientedException", ...
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agentscope
src/agentscope/exception/_tool.py
.py
# -*- coding: utf-8 -*- """The tool-related exceptions in agentscope.""" from ._base import AgentOrientedException class ToolNotFoundError(AgentOrientedException): """Exception raised when a tool was not found.""" class ToolInterruptedError(AgentOrientedException): """Exception raised when a tool calling w...
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agentscope
src/agentscope/tool/_constants.py
.py
# -*- coding: utf-8 -*- """Constants for tool permission system.""" DEFAULT_DANGEROUS_FILES = [ ".gitconfig", ".gitmodules", ".bashrc", ".bash_profile", ".zshrc", ".zprofile", ".profile", ".ssh/config", ".ssh/authorized_keys", ".netrc", ".npmrc", ".pypirc", ".env", ...
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agentscope
src/agentscope/tool/_utils.py
.py
# -*- coding: utf-8 -*- """The tool module utils.""" import inspect from typing import Any, Dict, Callable from docstring_parser import parse from pydantic import Field, create_model, ConfigDict def _remove_title_field(schema: dict) -> dict: """Remove the title field from the JSON schema to avoid misleading ...
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agentscope
src/agentscope/tool/_base.py
.py
# -*- coding: utf-8 -*- # pylint: disable=unused-argument """The tool protocol in agentscope.""" import inspect import os from abc import abstractmethod, ABC from pathlib import Path from typing import AsyncGenerator, Any, Callable, List from pydantic import BaseModel from ._constants import DEFAULT_DANGEROUS_FILES, ...
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agentscope
src/agentscope/tool/_tool_group.py
.py
# -*- coding: utf-8 -*- """The tool group class.""" from typing import Literal, Sequence from ..mcp import MCPClient from ._base import ToolBase from ..skill import SkillLoaderBase, Skill, LocalSkillLoader class ToolGroup: """A group of related tools, mcps, and skills that an agent can activate, deactivate a...
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agentscope
src/agentscope/tool/__init__.py
.py
# -*- coding: utf-8 -*- """The tool module in agentscope.""" from ._types import ToolChoice, Function, RegisteredTool from ._response import ToolResponse, ToolChunk from ._toolkit import Toolkit from ._base import ToolBase, ParamsBase, ToolMiddlewareBase from ._adapters import MCPTool, FunctionTool from ._builtin impo...
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agentscope
src/agentscope/tool/_types.py
.py
# -*- coding: utf-8 -*- """The types for the tool module in AgentScope.""" from copy import deepcopy from dataclasses import dataclass, field from typing import ( Literal, Type, Any, TypeAlias, Coroutine, AsyncGenerator, Generator, Awaitable, Callable, ) from pydantic import BaseMod...
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agentscope
src/agentscope/tool/_response.py
.py
# -*- coding: utf-8 -*- """The tool response class.""" import base64 import binascii from typing import List, Literal, Self from pydantic import BaseModel, Field from .._utils._common import _generate_id from ..message import DataBlock, TextBlock, Base64Source, ToolResultState def _merge_base64_chunks(existing: str...
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src/agentscope/tool/_adapters.py
.py
# -*- coding: utf-8 -*- """Adapters to convert functions and MCP tools to ToolProtocol.""" import inspect import json import re from contextlib import _AsyncGeneratorContextManager from datetime import timedelta from typing import Callable, Any, AsyncGenerator, Generator from mcp import ClientSession import mcp from ...
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agentscope
src/agentscope/tool/_toolkit.py
.py
# -*- coding: utf-8 -*- """The toolkit class for tool calls in AgentScope.""" import asyncio import inspect from collections import OrderedDict from typing import ( AsyncGenerator, Type, Generator, Sequence, ) import mcp from jinja2 import Template from pydantic import ( BaseModel, Field, c...
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agentscope
src/agentscope/tool/_task/_task_tool_base.py
.py
# -*- coding: utf-8 -*- """The task tool base class, providing unified interface and permission check for builtin task related tools.""" from typing import Any from .._base import ToolBase from ...permission import ( PermissionContext, PermissionDecision, PermissionBehavior, ) class _TaskToolBase(ToolBas...
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agentscope
src/agentscope/tool/_task/_list_task.py
.py
# -*- coding: utf-8 -*- """The task list tool class.""" from ._task_tool_base import _TaskToolBase from .._response import ToolChunk from .._base import ParamsBase from ...state import AgentState from ...exception import DeveloperOrientedException from ...message import TextBlock class _TaskListParams(ParamsBase): ...
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agentscope
src/agentscope/tool/_task/__init__.py
.py
# -*- coding: utf-8 -*- """Task planning tools for agents.""" from ._create_task import TaskCreate from ._get_task import TaskGet from ._list_task import TaskList from ._update_task import TaskUpdate __all__ = [ "TaskCreate", "TaskGet", "TaskList", "TaskUpdate", ]
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agentscope
src/agentscope/tool/_task/_create_task.py
.py
# -*- coding: utf-8 -*- """The creating task tool class.""" from typing import Any from pydantic import BaseModel, Field from ._task_tool_base import _TaskToolBase from .._response import ToolChunk from ...state import AgentState, Task from ...exception import DeveloperOrientedException from ...message import TextBlo...
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src/agentscope/tool/_task/_get_task.py
.py
# -*- coding: utf-8 -*- """The get task tool class.""" from pydantic import BaseModel, Field from ._task_tool_base import _TaskToolBase from .._response import ToolChunk from ...state import AgentState from ...exception import DeveloperOrientedException from ...message import TextBlock, ToolResultState class _TaskGe...
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src/agentscope/tool/_task/_update_task.py
.py
# -*- coding: utf-8 -*- """The task updated tool class.""" from typing import Literal from pydantic import BaseModel, Field from ._task_tool_base import _TaskToolBase from .._response import ToolChunk from ...state import AgentState from ...exception import DeveloperOrientedException from ...message import TextBlock,...
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src/agentscope/tool/_builtin/_meta.py
.py
# -*- coding: utf-8 -*- """The meta tool class.""" from typing import Any, List from pydantic import Field, create_model from jinja2 import Template from .._tool_group import ToolGroup from ...permission import ( PermissionContext, PermissionDecision, PermissionBehavior, ) from .._response import ToolChun...
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