repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mysql/schemas.py | libs/agno/agno/db/mysql/schemas.py | """Table schemas and related utils used by the MySQLDb class"""
from typing import Any
try:
from sqlalchemy.types import JSON, BigInteger, Boolean, Date, String, Text
except ImportError:
raise ImportError("`sqlalchemy` not installed. Please install it using `pip install sqlalchemy`")
SESSION_TABLE_SCHEMA = {... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mysql/mysql.py | libs/agno/agno/db/mysql/mysql.py | import time
from datetime import date, datetime, timedelta, timezone
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Sequence, Tuple, Union
from uuid import uuid4
if TYPE_CHECKING:
from agno.tracing.schemas import Span, Trace
from agno.db.base import BaseDb, SessionType
from agno.db.migrations.manage... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mysql/utils.py | libs/agno/agno/db/mysql/utils.py | """Utility functions for the MySQL database class."""
import time
from datetime import date, datetime, timedelta, timezone
from typing import Any, Dict, List, Optional
from uuid import uuid4
from agno.db.mysql.schemas import get_table_schema_definition
from agno.db.schemas.culture import CulturalKnowledge
from agno.u... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mysql/__init__.py | libs/agno/agno/db/mysql/__init__.py | from agno.db.mysql.async_mysql import AsyncMySQLDb
from agno.db.mysql.mysql import MySQLDb
__all__ = ["MySQLDb", "AsyncMySQLDb"]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mysql/async_mysql.py | libs/agno/agno/db/mysql/async_mysql.py | import time
from datetime import date, datetime, timedelta, timezone
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
from uuid import uuid4
if TYPE_CHECKING:
from agno.tracing.schemas import Span, Trace
from agno.db.base import AsyncBaseDb, SessionType
from agno.db.migrations.manager imp... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/json/utils.py | libs/agno/agno/db/json/utils.py | """Utility functions for the JSON database class."""
import time
from datetime import date, datetime, timedelta, timezone
from typing import Any, Dict, List, Optional
from uuid import uuid4
from agno.db.schemas.culture import CulturalKnowledge
from agno.db.utils import get_sort_value
from agno.utils.log import log_de... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/json/json_db.py | libs/agno/agno/db/json/json_db.py | import json
import os
import time
from datetime import date, datetime, timedelta, timezone
from pathlib import Path
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
from uuid import uuid4
if TYPE_CHECKING:
from agno.tracing.schemas import Span, Trace
from agno.db.base import BaseDb, Sessi... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/json/__init__.py | libs/agno/agno/db/json/__init__.py | from agno.db.json.json_db import JsonDb
__all__ = ["JsonDb"]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/migrations/__init__.py | libs/agno/agno/db/migrations/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/migrations/manager.py | libs/agno/agno/db/migrations/manager.py | import importlib
from typing import Optional, Union
from packaging import version as packaging_version
from packaging.version import Version
from agno.db.base import AsyncBaseDb, BaseDb
from agno.utils.log import log_error, log_info, log_warning
class MigrationManager:
"""Manager class to handle database migrat... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/migrations/v1_to_v2.py | libs/agno/agno/db/migrations/v1_to_v2.py | """Migration utility to migrate your Agno tables from v1 to v2"""
import gc
import json
from typing import Any, Dict, List, Optional, Union, cast
from sqlalchemy import text
from agno.db.base import BaseDb
from agno.db.schemas.memory import UserMemory
from agno.session import AgentSession, TeamSession, WorkflowSessi... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/migrations/versions/__init__.py | libs/agno/agno/db/migrations/versions/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/migrations/versions/v2_3_0.py | libs/agno/agno/db/migrations/versions/v2_3_0.py | """Migration v2.3.0: Schema updates for memories and PostgreSQL JSONB
Changes:
- Add created_at column to memories table (all databases)
- Add feedback column to memories table (all databases)
- Change JSON to JSONB for PostgreSQL
"""
import time
from typing import Any, List, Tuple
from agno.db.base import AsyncBase... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/in_memory/in_memory_db.py | libs/agno/agno/db/in_memory/in_memory_db.py | import time
from copy import deepcopy
from datetime import date, datetime, timedelta, timezone
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
from uuid import uuid4
from agno.db.base import BaseDb, SessionType
from agno.db.in_memory.utils import (
apply_sorting,
calculate_date_metric... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/in_memory/utils.py | libs/agno/agno/db/in_memory/utils.py | """Utility functions for the in-memory database class."""
import time
from datetime import date, datetime, timedelta, timezone
from typing import Any, Dict, List, Optional
from uuid import uuid4
from agno.db.schemas.culture import CulturalKnowledge
from agno.db.utils import get_sort_value
from agno.utils.log import l... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/in_memory/__init__.py | libs/agno/agno/db/in_memory/__init__.py | from agno.db.in_memory.in_memory_db import InMemoryDb
__all__ = ["InMemoryDb"]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mongo/schemas.py | libs/agno/agno/db/mongo/schemas.py | """MongoDB collection schemas and related utilities"""
from typing import Any, Dict, List
SESSION_COLLECTION_SCHEMA = [
{"key": "session_id", "unique": True},
{"key": "user_id"},
{"key": "session_type"},
{"key": "agent_id"},
{"key": "team_id"},
{"key": "workflow_id"},
{"key": "created_at"}... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mongo/async_mongo.py | libs/agno/agno/db/mongo/async_mongo.py | import asyncio
import time
from datetime import date, datetime, timedelta, timezone
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
from uuid import uuid4
if TYPE_CHECKING:
from agno.tracing.schemas import Span, Trace
from agno.db.base import AsyncBaseDb, SessionType
from agno.db.mongo.u... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mongo/mongo.py | libs/agno/agno/db/mongo/mongo.py | import time
from datetime import date, datetime, timedelta, timezone
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
from uuid import uuid4
if TYPE_CHECKING:
from agno.tracing.schemas import Span, Trace
from agno.db.base import BaseDb, SessionType
from agno.db.mongo.utils import (
ap... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mongo/utils.py | libs/agno/agno/db/mongo/utils.py | """Utility functions for the MongoDB database class."""
import json
import time
from datetime import date, datetime, timedelta, timezone
from typing import Any, Dict, List, Optional
from uuid import uuid4
from agno.db.mongo.schemas import get_collection_indexes
from agno.db.schemas.culture import CulturalKnowledge
fr... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/mongo/__init__.py | libs/agno/agno/db/mongo/__init__.py | from typing import TYPE_CHECKING
from agno.db.mongo.mongo import MongoDb
if TYPE_CHECKING:
from agno.db.mongo.async_mongo import AsyncMongoDb
__all__ = ["AsyncMongoDb", "MongoDb"]
def __getattr__(name: str):
"""Lazy import AsyncMongoDb only when accessed."""
if name == "AsyncMongoDb":
from agno... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/surrealdb/metrics.py | libs/agno/agno/db/surrealdb/metrics.py | from datetime import date, datetime, timedelta, timezone
from textwrap import dedent
from typing import Any, Callable, Dict, List, Optional, Union
from surrealdb import BlockingHttpSurrealConnection, BlockingWsSurrealConnection, RecordID
from agno.db.base import SessionType
from agno.db.surrealdb import utils
from ag... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/surrealdb/models.py | libs/agno/agno/db/surrealdb/models.py | from dataclasses import asdict
from datetime import date, datetime, timezone
from textwrap import dedent
from typing import Any, Dict, List, Literal, Optional, Sequence
from surrealdb import RecordID
from agno.db.base import SessionType
from agno.db.schemas.culture import CulturalKnowledge
from agno.db.schemas.evals ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/surrealdb/surrealdb.py | libs/agno/agno/db/surrealdb/surrealdb.py | from datetime import date, datetime, timedelta, timezone
from textwrap import dedent
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Sequence, Tuple, Union
if TYPE_CHECKING:
from agno.tracing.schemas import Span, Trace
from agno.db.base import BaseDb, SessionType
from agno.db.postgres.utils import (
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/surrealdb/utils.py | libs/agno/agno/db/surrealdb/utils.py | import dataclasses
from typing import Any, Dict, Optional, Sequence, TypeVar, Union, cast
from surrealdb import BlockingHttpSurrealConnection, BlockingWsSurrealConnection, Surreal
from agno.db.schemas.culture import CulturalKnowledge
from agno.utils.log import logger
RecordType = TypeVar("RecordType")
def build_cl... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/surrealdb/__init__.py | libs/agno/agno/db/surrealdb/__init__.py | from agno.db.surrealdb.surrealdb import SurrealDb
__all__ = ["SurrealDb"]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/surrealdb/queries.py | libs/agno/agno/db/surrealdb/queries.py | from textwrap import dedent
from typing import Any, Final, Literal, Optional
OPERATOR = Literal["=", "!=", "<=", ">=", "~", "IN", "CONTAINSANY"]
COUNT_QUERY: Final[str] = dedent("""
RETURN (
SELECT count(id) AS count
{group_fields}
FROM {table}
{where_clause}
{group_clause}... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/firestore/schemas.py | libs/agno/agno/db/firestore/schemas.py | """Firestore collection schemas and related utilities"""
from typing import Any, Dict, List
SESSION_COLLECTION_SCHEMA = [
{"key": "session_id"},
{"key": "user_id"},
{"key": "session_type"},
{"key": "agent_id"},
{"key": "team_id"},
{"key": "workflow_id"},
{"key": "created_at"},
{"key": ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/firestore/utils.py | libs/agno/agno/db/firestore/utils.py | """Utility functions for the Firestore database class."""
import json
import time
from datetime import date, datetime, timedelta, timezone
from typing import Any, Dict, List, Optional
from uuid import uuid4
from agno.db.firestore.schemas import get_collection_indexes
from agno.db.schemas.culture import CulturalKnowle... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/firestore/__init__.py | libs/agno/agno/db/firestore/__init__.py | from agno.db.firestore.firestore import FirestoreDb
__all__ = ["FirestoreDb"]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/firestore/firestore.py | libs/agno/agno/db/firestore/firestore.py | import json
import time
from datetime import date, datetime, timedelta, timezone
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
from uuid import uuid4
if TYPE_CHECKING:
from agno.tracing.schemas import Span, Trace
from agno.db.base import BaseDb, SessionType
from agno.db.firestore.utils... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/gcs_json/gcs_json_db.py | libs/agno/agno/db/gcs_json/gcs_json_db.py | import json
import time
from datetime import date, datetime, timedelta, timezone
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
from uuid import uuid4
if TYPE_CHECKING:
from agno.tracing.schemas import Span, Trace
from agno.db.base import BaseDb, SessionType
from agno.db.gcs_json.utils ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/gcs_json/utils.py | libs/agno/agno/db/gcs_json/utils.py | """Utility functions for the GCS JSON database class."""
import time
from datetime import date, datetime, timedelta, timezone
from typing import Any, Dict, List, Optional
from uuid import uuid4
from agno.db.schemas.culture import CulturalKnowledge
from agno.db.utils import get_sort_value
from agno.utils.log import lo... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/gcs_json/__init__.py | libs/agno/agno/db/gcs_json/__init__.py | from agno.db.gcs_json.gcs_json_db import GcsJsonDb
__all__ = ["GcsJsonDb"]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/async_postgres/__init__.py | libs/agno/agno/db/async_postgres/__init__.py | from agno.db.postgres import AsyncPostgresDb
__all__ = ["AsyncPostgresDb"]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/singlestore/singlestore.py | libs/agno/agno/db/singlestore/singlestore.py | import json
import time
from datetime import date, datetime, timedelta, timezone
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
from uuid import uuid4
if TYPE_CHECKING:
from agno.tracing.schemas import Span, Trace
from agno.db.base import BaseDb, SessionType
from agno.db.migrations.mana... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/singlestore/schemas.py | libs/agno/agno/db/singlestore/schemas.py | """Table schemas and related utils used by the SingleStoreDb class"""
from typing import Any
try:
from sqlalchemy.types import JSON, BigInteger, Boolean, Date, String, Text
except ImportError:
raise ImportError("`sqlalchemy` not installed. Please install it using `pip install sqlalchemy`")
SESSION_TABLE_SCHE... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/singlestore/utils.py | libs/agno/agno/db/singlestore/utils.py | """Utility functions for the SingleStore database class."""
import time
from datetime import date, datetime, timedelta, timezone
from typing import Any, Dict, List, Optional
from uuid import uuid4
from sqlalchemy import Engine
from agno.db.schemas.culture import CulturalKnowledge
from agno.db.singlestore.schemas imp... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/db/singlestore/__init__.py | libs/agno/agno/db/singlestore/__init__.py | from agno.db.singlestore.singlestore import SingleStoreDb
__all__ = ["SingleStoreDb"]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/knowledge.py | libs/agno/agno/knowledge/knowledge.py | import asyncio
import hashlib
import io
import time
from dataclasses import dataclass
from enum import Enum
from io import BytesIO
from os.path import basename
from pathlib import Path
from typing import Any, Dict, List, Optional, Set, Tuple, Union, cast, overload
from httpx import AsyncClient
from agno.db.base impor... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | true |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/utils.py | libs/agno/agno/knowledge/utils.py | from typing import Any, Dict, List, Optional
from agno.knowledge.reader.base import Reader
from agno.knowledge.reader.reader_factory import ReaderFactory
from agno.knowledge.types import ContentType
from agno.utils.log import log_debug
def _get_chunker_class(strategy_type):
"""Get the chunker class for a given s... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/__init__.py | libs/agno/agno/knowledge/__init__.py | from agno.knowledge.knowledge import Knowledge
__all__ = [
"Knowledge",
]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/types.py | libs/agno/agno/knowledge/types.py | from enum import Enum
from typing import Any
from pydantic import BaseModel
class ContentType(str, Enum):
"""Enum for content types supported by knowledge readers."""
# Generic types
FILE = "file"
URL = "url"
TEXT = "text"
TOPIC = "topic"
YOUTUBE = "youtube"
# Document file extensio... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/content.py | libs/agno/agno/knowledge/content.py | from dataclasses import dataclass
from enum import Enum
from typing import Any, Dict, List, Optional, Union
from agno.knowledge.reader import Reader
from agno.knowledge.remote_content.remote_content import RemoteContent
class ContentStatus(str, Enum):
"""Enumeration of possible content processing statuses."""
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reranker/infinity.py | libs/agno/agno/knowledge/reranker/infinity.py | from typing import Any, List, Optional
from urllib.parse import urlparse
from agno.knowledge.document import Document
from agno.knowledge.reranker.base import Reranker
from agno.utils.log import logger
try:
from infinity_client import AuthenticatedClient, Client
from infinity_client.api.default import rerank
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reranker/cohere.py | libs/agno/agno/knowledge/reranker/cohere.py | from typing import Any, Dict, List, Optional
from agno.knowledge.document import Document
from agno.knowledge.reranker.base import Reranker
from agno.utils.log import logger
try:
from cohere import Client as CohereClient
except ImportError:
raise ImportError("cohere not installed, please run pip install coher... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reranker/__init__.py | libs/agno/agno/knowledge/reranker/__init__.py | from agno.knowledge.reranker.base import Reranker
__all__ = ["Reranker"]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reranker/sentence_transformer.py | libs/agno/agno/knowledge/reranker/sentence_transformer.py | from typing import Any, Dict, List, Optional
from agno.knowledge.document import Document
from agno.knowledge.reranker.base import Reranker
from agno.utils.log import logger
try:
from sentence_transformers import CrossEncoder
except ImportError:
raise ImportError("`sentence-transformers` not installed, please... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reranker/base.py | libs/agno/agno/knowledge/reranker/base.py | from typing import List
from pydantic import BaseModel, ConfigDict
from agno.knowledge.document import Document
class Reranker(BaseModel):
"""Base class for rerankers"""
model_config = ConfigDict(arbitrary_types_allowed=True, populate_by_name=True)
def rerank(self, query: str, documents: List[Document... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/reader_factory.py | libs/agno/agno/knowledge/reader/reader_factory.py | import os
from typing import Any, Callable, Dict, List, Optional
from agno.knowledge.reader.base import Reader
class ReaderFactory:
"""Factory for creating and managing document readers with lazy loading."""
# Cache for instantiated readers
_reader_cache: Dict[str, Reader] = {}
@classmethod
def... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/field_labeled_csv_reader.py | libs/agno/agno/knowledge/reader/field_labeled_csv_reader.py | import asyncio
import csv
import io
from pathlib import Path
from typing import IO, Any, List, Optional, Union
try:
import aiofiles
except ImportError:
raise ImportError("`aiofiles` not installed. Please install it with `pip install aiofiles`")
from agno.knowledge.chunking.strategy import ChunkingStrategyType... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/web_search_reader.py | libs/agno/agno/knowledge/reader/web_search_reader.py | import asyncio
import random
import time
from dataclasses import dataclass, field
from typing import Dict, List, Literal, Optional, Set
from urllib.parse import urlparse
import httpx
from agno.knowledge.chunking.semantic import SemanticChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingSt... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/docx_reader.py | libs/agno/agno/knowledge/reader/docx_reader.py | import asyncio
from pathlib import Path
from typing import IO, Any, List, Optional, Union
from uuid import uuid4
from agno.knowledge.chunking.document import DocumentChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
from agno.... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/csv_reader.py | libs/agno/agno/knowledge/reader/csv_reader.py | import asyncio
import csv
import io
from pathlib import Path
from typing import IO, Any, List, Optional, Union
from uuid import uuid4
try:
import aiofiles
except ImportError:
raise ImportError("`aiofiles` not installed. Please install it with `pip install aiofiles`")
from agno.knowledge.chunking.row import Ro... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/youtube_reader.py | libs/agno/agno/knowledge/reader/youtube_reader.py | import asyncio
from typing import List, Optional
from agno.knowledge.chunking.recursive import RecursiveChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
from agno.knowledge.reader.base import Reader
from agno.knowledge.types ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/text_reader.py | libs/agno/agno/knowledge/reader/text_reader.py | import asyncio
import uuid
from pathlib import Path
from typing import IO, Any, List, Optional, Union
from agno.knowledge.chunking.fixed import FixedSizeChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
from agno.knowledge.rea... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/wikipedia_reader.py | libs/agno/agno/knowledge/reader/wikipedia_reader.py | import asyncio
from typing import List, Optional
from agno.knowledge.chunking.fixed import FixedSizeChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document import Document
from agno.knowledge.reader.base import Reader
from agno.knowledge.types import Co... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/pptx_reader.py | libs/agno/agno/knowledge/reader/pptx_reader.py | import asyncio
from pathlib import Path
from typing import IO, Any, List, Optional, Union
from uuid import uuid4
from agno.knowledge.chunking.document import DocumentChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
from agno.... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/pdf_reader.py | libs/agno/agno/knowledge/reader/pdf_reader.py | import asyncio
import re
from pathlib import Path
from typing import IO, Any, List, Optional, Tuple, Union
from uuid import uuid4
from agno.knowledge.chunking.document import DocumentChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Do... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/markdown_reader.py | libs/agno/agno/knowledge/reader/markdown_reader.py | import asyncio
import uuid
from pathlib import Path
from typing import IO, Any, List, Optional, Union
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
from agno.knowledge.reader.base import Reader
from agno.knowledge.types import Cont... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/json_reader.py | libs/agno/agno/knowledge/reader/json_reader.py | import asyncio
import json
from pathlib import Path
from typing import IO, Any, List, Optional, Union
from uuid import uuid4
from agno.knowledge.chunking.fixed import FixedSizeChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/s3_reader.py | libs/agno/agno/knowledge/reader/s3_reader.py | import asyncio
from io import BytesIO
from pathlib import Path
from typing import List, Optional
from agno.knowledge.chunking.fixed import FixedSizeChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
from agno.knowledge.reader.b... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/tavily_reader.py | libs/agno/agno/knowledge/reader/tavily_reader.py | import asyncio
from dataclasses import dataclass
from typing import Dict, List, Literal, Optional
from agno.knowledge.chunking.semantic import SemanticChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
from agno.knowledge.reade... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/firecrawl_reader.py | libs/agno/agno/knowledge/reader/firecrawl_reader.py | import asyncio
from dataclasses import dataclass
from typing import Dict, List, Literal, Optional
from agno.knowledge.chunking.semantic import SemanticChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
from agno.knowledge.reade... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/__init__.py | libs/agno/agno/knowledge/reader/__init__.py | from agno.knowledge.reader.base import Reader
from agno.knowledge.reader.reader_factory import ReaderFactory
__all__ = [
"Reader",
"ReaderFactory",
]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/base.py | libs/agno/agno/knowledge/reader/base.py | import asyncio
from dataclasses import dataclass, field
from typing import Any, List, Optional
from agno.knowledge.chunking.fixed import FixedSizeChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyFactory, ChunkingStrategyType
from agno.knowledge.document.base import Document
from ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/website_reader.py | libs/agno/agno/knowledge/reader/website_reader.py | import asyncio
import random
import time
from dataclasses import dataclass, field
from typing import Dict, List, Optional, Set, Tuple
from urllib.parse import urljoin, urlparse
import httpx
from agno.knowledge.chunking.semantic import SemanticChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, Chu... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/reader/arxiv_reader.py | libs/agno/agno/knowledge/reader/arxiv_reader.py | import asyncio
from typing import List, Optional
from agno.knowledge.chunking.fixed import FixedSizeChunking
from agno.knowledge.chunking.strategy import ChunkingStrategy, ChunkingStrategyType
from agno.knowledge.document.base import Document
from agno.knowledge.reader.base import Reader
from agno.knowledge.types impo... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/remote_content/remote_content.py | libs/agno/agno/knowledge/remote_content/remote_content.py | from dataclasses import dataclass
from typing import Optional, Union
from agno.cloud.aws.s3.bucket import S3Bucket
from agno.cloud.aws.s3.object import S3Object
@dataclass
class S3Content:
def __init__(
self,
bucket_name: Optional[str] = None,
bucket: Optional[S3Bucket] = None,
ke... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/remote_content/__init__.py | libs/agno/agno/knowledge/remote_content/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/document/__init__.py | libs/agno/agno/knowledge/document/__init__.py | from agno.knowledge.document.base import Document
__all__ = [
"Document",
]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/document/base.py | libs/agno/agno/knowledge/document/base.py | from dataclasses import dataclass, field
from typing import Any, Dict, List, Optional
from agno.knowledge.embedder import Embedder
@dataclass
class Document:
"""Dataclass for managing a document"""
content: str
id: Optional[str] = None
name: Optional[str] = None
meta_data: Dict[str, Any] = field... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/fireworks.py | libs/agno/agno/knowledge/embedder/fireworks.py | from dataclasses import dataclass
from os import getenv
from typing import Optional
from agno.knowledge.embedder.openai import OpenAIEmbedder
@dataclass
class FireworksEmbedder(OpenAIEmbedder):
id: str = "nomic-ai/nomic-embed-text-v1.5"
dimensions: int = 768
api_key: Optional[str] = getenv("FIREWORKS_API... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/ollama.py | libs/agno/agno/knowledge/embedder/ollama.py | from dataclasses import dataclass
from typing import Any, Dict, List, Optional, Tuple
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import log_error, logger
try:
import importlib.metadata as metadata
from ollama import AsyncClient as AsyncOllamaClient
from ollama import Client as ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/aws_bedrock.py | libs/agno/agno/knowledge/embedder/aws_bedrock.py | import json
from dataclasses import dataclass
from os import getenv
from typing import Any, Dict, List, Optional, Tuple
from agno.exceptions import AgnoError, ModelProviderError
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import log_error, log_warning
try:
from boto3 import client as Aws... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/nebius.py | libs/agno/agno/knowledge/embedder/nebius.py | from dataclasses import dataclass
from os import getenv
from typing import Optional
from agno.knowledge.embedder.openai import OpenAIEmbedder
@dataclass
class NebiusEmbedder(OpenAIEmbedder):
id: str = "BAAI/bge-en-icl"
dimensions: int = 1024
api_key: Optional[str] = getenv("NEBIUS_API_KEY")
base_url:... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/together.py | libs/agno/agno/knowledge/embedder/together.py | from dataclasses import dataclass
from os import getenv
from typing import Optional
from agno.knowledge.embedder.openai import OpenAIEmbedder
@dataclass
class TogetherEmbedder(OpenAIEmbedder):
id: str = "togethercomputer/m2-bert-80M-32k-retrieval"
dimensions: int = 768
api_key: Optional[str] = getenv("TO... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/vllm.py | libs/agno/agno/knowledge/embedder/vllm.py | import asyncio
from dataclasses import dataclass
from os import getenv
from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import logger
try:
from vllm import LLM # type: ignore
from vllm.outputs import EmbeddingRequestOutpu... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/google.py | libs/agno/agno/knowledge/embedder/google.py | from dataclasses import dataclass
from os import getenv
from typing import Any, Dict, List, Optional, Tuple
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import log_error, log_info, log_warning
try:
from google import genai
from google.genai import Client as GeminiClient
from googl... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/huggingface.py | libs/agno/agno/knowledge/embedder/huggingface.py | from dataclasses import dataclass
from os import getenv
from typing import Any, Dict, List, Optional, Tuple
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import log_error, log_warning
try:
from huggingface_hub import AsyncInferenceClient, InferenceClient
except ImportError:
log_error("... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/jina.py | libs/agno/agno/knowledge/embedder/jina.py | from dataclasses import dataclass
from os import getenv
from typing import Any, Dict, List, Optional, Tuple
from typing_extensions import Literal
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import logger
try:
import requests
except ImportError:
raise ImportError("`requests` not inst... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/langdb.py | libs/agno/agno/knowledge/embedder/langdb.py | from dataclasses import dataclass
from os import getenv
from typing import Optional
from agno.knowledge.embedder.openai import OpenAIEmbedder
@dataclass
class LangDBEmbedder(OpenAIEmbedder):
id: str = "text-embedding-ada-002"
dimensions: int = 1536
api_key: Optional[str] = getenv("LANGDB_API_KEY")
pr... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/cohere.py | libs/agno/agno/knowledge/embedder/cohere.py | import time
from dataclasses import dataclass
from typing import Any, Dict, List, Optional, Tuple, Union
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import log_debug, log_error, log_info, log_warning
try:
from cohere import AsyncClient as AsyncCohereClient
from cohere import Client a... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/__init__.py | libs/agno/agno/knowledge/embedder/__init__.py | from agno.knowledge.embedder.base import Embedder
__all__ = [
"Embedder",
]
| python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/sentence_transformer.py | libs/agno/agno/knowledge/embedder/sentence_transformer.py | from dataclasses import dataclass
from typing import Dict, List, Optional, Tuple, Union
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import logger
try:
from sentence_transformers import SentenceTransformer
except ImportError:
raise ImportError("`sentence-transformers` not installed, ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/azure_openai.py | libs/agno/agno/knowledge/embedder/azure_openai.py | from dataclasses import dataclass
from os import getenv
from typing import Any, Dict, List, Optional, Tuple
from typing_extensions import Literal
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import logger
try:
from openai import AsyncAzureOpenAI as AsyncAzureOpenAIClient
from openai ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/base.py | libs/agno/agno/knowledge/embedder/base.py | from dataclasses import dataclass
from typing import Dict, List, Optional, Tuple
@dataclass
class Embedder:
"""Base class for managing embedders"""
dimensions: Optional[int] = 1536
enable_batch: bool = False
batch_size: int = 100 # Number of texts to process in each API call
def get_embedding(s... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/voyageai.py | libs/agno/agno/knowledge/embedder/voyageai.py | from dataclasses import dataclass
from typing import Any, Dict, List, Optional, Tuple
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import logger
try:
from voyageai import AsyncClient as AsyncVoyageClient
from voyageai import Client as VoyageClient
from voyageai.object import Embed... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/mistral.py | libs/agno/agno/knowledge/embedder/mistral.py | from dataclasses import dataclass
from os import getenv
from typing import Any, Dict, List, Optional, Tuple
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import log_error, log_info, log_warning
try:
from mistralai import Mistral # type: ignore
from mistralai.models.embeddingresponse i... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/fastembed.py | libs/agno/agno/knowledge/embedder/fastembed.py | from dataclasses import dataclass
from typing import Dict, List, Optional, Tuple
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import logger
try:
import numpy as np
except ImportError:
raise ImportError("numpy not installed, use `pip install numpy`")
try:
from fastembed import T... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/embedder/openai.py | libs/agno/agno/knowledge/embedder/openai.py | from dataclasses import dataclass
from typing import Any, Dict, List, Optional, Tuple
from typing_extensions import Literal
from agno.knowledge.embedder.base import Embedder
from agno.utils.log import log_info, log_warning
try:
from openai import AsyncOpenAI
from openai import OpenAI as OpenAIClient
from... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/chunking/agentic.py | libs/agno/agno/knowledge/chunking/agentic.py | from typing import List, Optional, Union
from agno.knowledge.chunking.strategy import ChunkingStrategy
from agno.knowledge.document.base import Document
from agno.models.base import Model
from agno.models.defaults import DEFAULT_OPENAI_MODEL_ID
from agno.models.message import Message
from agno.models.utils import get_... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/chunking/fixed.py | libs/agno/agno/knowledge/chunking/fixed.py | from typing import List
from agno.knowledge.chunking.strategy import ChunkingStrategy
from agno.knowledge.document.base import Document
class FixedSizeChunking(ChunkingStrategy):
"""Chunking strategy that splits text into fixed-size chunks with optional overlap"""
def __init__(self, chunk_size: int = 5000, ... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/chunking/semantic.py | libs/agno/agno/knowledge/chunking/semantic.py | from typing import Any, Dict, List, Literal, Optional, Union
try:
import numpy as np
except ImportError:
raise ImportError("`numpy` not installed. Please install using `pip install numpy`")
try:
from chonkie import SemanticChunker
from chonkie.embeddings.base import BaseEmbeddings
except ImportError:
... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/chunking/document.py | libs/agno/agno/knowledge/chunking/document.py | from typing import List
from agno.knowledge.chunking.strategy import ChunkingStrategy
from agno.knowledge.document.base import Document
class DocumentChunking(ChunkingStrategy):
"""A chunking strategy that splits text based on document structure like paragraphs and sections"""
def __init__(self, chunk_size:... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/chunking/markdown.py | libs/agno/agno/knowledge/chunking/markdown.py | import os
import tempfile
from typing import List
try:
from unstructured.chunking.title import chunk_by_title # type: ignore
from unstructured.partition.md import partition_md # type: ignore
except ImportError:
raise ImportError("`unstructured` not installed. Please install it using `pip install unstruct... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/chunking/__init__.py | libs/agno/agno/knowledge/chunking/__init__.py | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false | |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/chunking/strategy.py | libs/agno/agno/knowledge/chunking/strategy.py | from abc import ABC, abstractmethod
from enum import Enum
from typing import List, Optional
from agno.knowledge.document.base import Document
class ChunkingStrategy(ABC):
"""Base class for chunking strategies"""
@abstractmethod
def chunk(self, document: Document) -> List[Document]:
raise NotImpl... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/chunking/recursive.py | libs/agno/agno/knowledge/chunking/recursive.py | import warnings
from typing import List
from agno.knowledge.chunking.strategy import ChunkingStrategy
from agno.knowledge.document.base import Document
class RecursiveChunking(ChunkingStrategy):
"""Chunking strategy that recursively splits text into chunks by finding natural break points"""
def __init__(sel... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
agno-agi/agno | https://github.com/agno-agi/agno/blob/26b9daa0fb760c3ad8384e1ba9218b1bce854535/libs/agno/agno/knowledge/chunking/row.py | libs/agno/agno/knowledge/chunking/row.py | from typing import List
from agno.knowledge.chunking.strategy import ChunkingStrategy
from agno.knowledge.document.base import Document
class RowChunking(ChunkingStrategy):
def __init__(self, skip_header: bool = False, clean_rows: bool = True):
self.skip_header = skip_header
self.clean_rows = cle... | python | Apache-2.0 | 26b9daa0fb760c3ad8384e1ba9218b1bce854535 | 2026-01-04T14:41:49.609528Z | false |
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