diff --git a/docs/src/installation.rst b/docs/src/installation.rst index 80a66135c..dbd936380 100644 --- a/docs/src/installation.rst +++ b/docs/src/installation.rst @@ -10,13 +10,9 @@ Installing ell .. code-block:: bash - pip install -U ell-ai + pip install -U ell-ai[all] - By default, this installs only the OpenAI client SDK. If you want to include the Anthropic client SDK, use the "anthropic" extra like so: - - .. code-block:: bash - - pip install -U 'ell-ai[anthropic]' + This installs ``ell``, ``ell-studio``, versioning and tracing with SQLite, and the default provider clients. 2. Verify installation: @@ -24,6 +20,77 @@ Installing ell python -c "import ell; print(ell.__version__)" +Custom Installation +------------------- + +You can create a custom ``ell`` installation with the following options. + +Install ``ell`` without storage or ``ell-studio`` and with the default OpenAI client: + +.. code-block:: bash + + pip install -U ell-ai + +Supported options: + +``anthropic`` +~~~~~~~~~~~~~ +Adds the Anthropic client. + +.. code-block:: bash + + pip install -U ell-ai[anthropic] + + +``groq`` +~~~~~~~~ +Adds the Groq client. + +.. code-block:: bash + + pip install -U ell-ai[groq] + + +``studio`` +~~~~~~~~~~ +Adds ``ell-studio``. + +.. code-block:: bash + + pip install -U ell-ai[studio] + + +``sqlite`` +~~~~~~~~~~ +SQLite storage for versioning and tracing. + +.. code-block:: bash + + pip install -U ell-ai[sqlite] + + +``postgres`` +~~~~~~~~~~~~ +Postgres storage for versioning and tracing. + +Include this option if you'd like to use ``ell-studio`` with Postgres. + +.. code-block:: bash + + pip install -U ell-ai[postgres] + +Combining options +~~~~~~~~~~~~~~~~~ + +All options are additive and can be combined as needed. + +Example: Install ``ell`` with ``ell-studio``, Postgres, and the Anthropic client: + +.. code-block:: bash + + pip install -U ell-ai[studio, postgres, anthropic] + + API Key Setup ------------- diff --git a/poetry.lock b/poetry.lock index a0168b5b5..29315d918 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. 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"^0.3.8" colorama = "^0.4.6" cattrs = "^23.2.3" openai = "^1.51.0" -anthropic = { version = "^0.34.2", optional = true } -groq = { version = "^0.11.0", optional = true } -sqlmodel = ">=0.0.21, <0.1.0" -uvicorn = "^0.30.3" requests = "^2.32.3" typing-extensions = "^4.12.2" black = "^24.8.0" pillow = "^10.4.0" psutil = "^5.9.0" +# Providers +anthropic = { version = "^0.34.2", optional = true } +groq = { version = "^0.11.0", optional = true } +# Storage +psycopg2 = { version = ">=2.7", optional = true } +sqlmodel = { version = ">=0.0.21, <0.1.0", optional = true } +# Studio +fastapi = { version = "^0.111.1", optional = true } +uvicorn = { version = "^0.30.3", optional = true } [tool.poetry.group.dev.dependencies] pytest = "^8.3.2" @@ -53,7 +57,18 @@ sphinx-rtd-theme = "^2.0.0" # causes poetry to mark it as optional = true (even if explicitly specified optional = false). anthropic = ["anthropic"] groq = ["groq"] -all = ["anthropic", "groq"] +sqlite = [ 'sqlmodel' ] +postgres = ['sqlmodel', 'psycopg2'] +studio = ['fastapi', 'uvicorn', 'sqlmodel'] +all = [ + "anthropic", + "groq", + # default storage dependencies + 'sqlmodel', + # allow running stduio by default + 'fastapi', + 'uvicorn', +] [build-system] requires = ["poetry-core>=1.0.0"] diff --git a/src/ell/configurator.py b/src/ell/configurator.py index 0fe15bdb1..f0a2d463b 100644 --- a/src/ell/configurator.py +++ b/src/ell/configurator.py @@ -1,14 +1,19 @@ from functools import lru_cache, wraps -from typing import Dict, Any, Optional, Tuple, Union, Type +from typing import Dict, Any, Optional, Tuple, Union, Type, TYPE_CHECKING import openai import logging from contextlib import contextmanager import threading from pydantic import BaseModel, ConfigDict, Field -from ell.store import Store from ell.provider import Provider from dataclasses import dataclass, field +if TYPE_CHECKING: + from ell.stores import Store +else: + Store = None + + _config_logger = logging.getLogger(__name__) @dataclass(frozen=True) @@ -175,8 +180,11 @@ def init( config.lazy_versioning = lazy_versioning if isinstance(store, str): - from ell.stores.sql import SQLiteStore - config.store = SQLiteStore(store) + try: + from ell.stores.sql import SQLiteStore + config.store = SQLiteStore(store) + except ImportError: + raise ImportError("Failed importing SQLiteStore. Install with `pip install -U ell-ai[all]`. More info: https://docs.ell.so/installation") else: config.store = store config.autocommit = autocommit or config.autocommit diff --git a/src/ell/lmp/_track.py b/src/ell/lmp/_track.py index 0ea8674e1..0e67fffce 100644 --- a/src/ell/lmp/_track.py +++ b/src/ell/lmp/_track.py @@ -1,25 +1,26 @@ import json import logging import threading -from ell.types import SerializedLMP, Invocation, InvocationTrace, InvocationContents -from ell.types.studio import LMPType, utc_now +from ell.types.lmp import LMPType from ell.util._warnings import _autocommit_warning import ell.util.closure from ell.configurator import config -from ell.types._lstr import _lstr import inspect import secrets -import time -from datetime import datetime from functools import wraps -from typing import Any, Callable, Dict, Iterable, Optional, OrderedDict, Tuple +from typing import Any, Callable, Dict, Optional from ell.util.serialization import get_immutable_vars from ell.util.serialization import compute_state_cache_key from ell.util.serialization import prepare_invocation_params +try: + from ell.stores.studio import SerializedLMP, Invocation, InvocationContents, utc_now +except ImportError: + SerializedLMP = Invocation = InvocationContents = utc_now = None + logger = logging.getLogger(__name__) # Thread-local storage for the invocation stack diff --git a/src/ell/lmp/complex.py b/src/ell/lmp/complex.py index eee137753..680cb8410 100644 --- a/src/ell/lmp/complex.py +++ b/src/ell/lmp/complex.py @@ -3,10 +3,10 @@ from ell.provider import EllCallParams from ell.types._lstr import _lstr from ell.types import Message, ContentBlock -from ell.types.message import LMP, InvocableLM, LMPParams, MessageOrDict, _lstr_generic -from ell.types.studio import LMPType +from ell.types.message import LMP, MessageOrDict +from ell.types.lmp import LMPType from ell.util._warnings import _no_api_key_warning, _warnings -from ell.util.verbosity import compute_color, model_usage_logger_pre +from ell.util.verbosity import model_usage_logger_pre from ell.util.verbosity import model_usage_logger_post_end, model_usage_logger_post_intermediate, model_usage_logger_post_start diff --git a/src/ell/lmp/tool.py b/src/ell/lmp/tool.py index ccdaa8d0e..fd6c074f9 100644 --- a/src/ell/lmp/tool.py +++ b/src/ell/lmp/tool.py @@ -1,6 +1,6 @@ from functools import wraps import json -from typing import Any, Callable, Optional +from typing import Any, Callable from pydantic import Field, create_model from pydantic.fields import FieldInfo @@ -9,11 +9,10 @@ # from ell.util.verbosity import compute_color, tool_usage_logger_pre from ell.configurator import config from ell.types._lstr import _lstr -from ell.types.studio import LMPType +from ell.types.lmp import LMPType import inspect -from ell.types.message import ContentBlock, InvocableTool, ToolResult, to_content_blocks - +from ell.types.message import ContentBlock, InvocableTool, ToolResult def tool(*, exempt_from_tracking: bool = False, **tool_kwargs): diff --git a/src/ell/stores/__init__.py b/src/ell/stores/__init__.py index e69de29bb..45ec0bd33 100644 --- a/src/ell/stores/__init__.py +++ b/src/ell/stores/__init__.py @@ -0,0 +1,4 @@ +try: + import sqlmodel +except ImportError: + raise ImportError("ell.stores has missing dependencies. Install them with `pip install -U ell-ai[sqlite]` or `pip install -U ell-ai[postgres]`. More info: https://docs.ell.so/installation/custom-installation") diff --git a/src/ell/stores/sql.py b/src/ell/stores/sql.py index 32d6afd36..3000ef02b 100644 --- a/src/ell/stores/sql.py +++ b/src/ell/stores/sql.py @@ -1,24 +1,17 @@ from datetime import datetime, timedelta -import json import os -from typing import Any, Optional, Dict, List, Set, Union -from pydantic import BaseModel +from typing import Any, Optional, Dict, List, Set from sqlmodel import Session, SQLModel, create_engine, select -import ell.store -import cattrs -import numpy as np +import ell.stores.store from sqlalchemy.sql import text -from ell.types import InvocationTrace, SerializedLMP, Invocation, InvocationContents -from ell.types._lstr import _lstr -from sqlalchemy import or_, func, and_, extract, FromClause -from sqlalchemy.types import TypeDecorator, VARCHAR -from ell.types.studio import SerializedLMPUses, utc_now +from ell.stores.studio import InvocationTrace, SerializedLMP, Invocation +from sqlalchemy import func, and_ from ell.util.serialization import pydantic_ltype_aware_cattr import gzip import json -class SQLStore(ell.store.Store): - def __init__(self, db_uri: str, blob_store: Optional[ell.store.BlobStore] = None): +class SQLStore(ell.stores.store.Store): + def __init__(self, db_uri: str, blob_store: Optional[ell.stores.store.BlobStore] = None): self.engine = create_engine(db_uri, json_serializer=lambda obj: json.dumps(pydantic_ltype_aware_cattr.unstructure(obj), sort_keys=True, default=repr, ensure_ascii=False)) @@ -218,7 +211,7 @@ def __init__(self, db_dir: str): blob_store = SQLBlobStore(db_dir) super().__init__(f'sqlite:///{db_path}', blob_store=blob_store) -class SQLBlobStore(ell.store.BlobStore): +class SQLBlobStore(ell.stores.store.BlobStore): def __init__(self, db_dir: str): self.db_dir = db_dir diff --git a/src/ell/store.py b/src/ell/stores/store.py similarity index 98% rename from src/ell/store.py rename to src/ell/stores/store.py index 841cca242..408513cef 100644 --- a/src/ell/store.py +++ b/src/ell/stores/store.py @@ -3,7 +3,7 @@ from datetime import datetime from typing import Any, Optional, Dict, List, Set, Union from ell.types._lstr import _lstr -from ell.types import SerializedLMP, Invocation +from ell.stores.studio import SerializedLMP, Invocation from ell.types.message import InvocableLM class BlobStore(ABC): diff --git a/src/ell/types/studio.py b/src/ell/stores/studio.py similarity index 97% rename from src/ell/types/studio.py rename to src/ell/stores/studio.py index da2464026..f02f68ed7 100644 --- a/src/ell/types/studio.py +++ b/src/ell/stores/studio.py @@ -4,9 +4,9 @@ import sqlalchemy.types as types +from ell.types.lmp import LMPType from ell.types.message import Any, Any, Field, Message, Optional -from sqlmodel import Column, Field, SQLModel from typing import Optional from dataclasses import dataclass from typing import Dict, List, Literal, Union, Any, Optional @@ -51,14 +51,6 @@ def UTCTimestampField(index:bool=False, **kwargs:Any): sa_column=Column(UTCTimestamp(timezone=True), index=index, **kwargs)) -class LMPType(str, enum.Enum): - LM = "LM" - TOOL = "TOOL" - MULTIMODAL = "MULTIMODAL" - OTHER = "OTHER" - - - class SerializedLMPBase(SQLModel): lmp_id: Optional[str] = Field(default=None, primary_key=True) name: str = Field(index=True) diff --git a/src/ell/studio/__init__.py b/src/ell/studio/__init__.py index e69de29bb..8f140adad 100644 --- a/src/ell/studio/__init__.py +++ b/src/ell/studio/__init__.py @@ -0,0 +1,5 @@ +try: + import fastapi + import ell.stores +except ImportError: + raise ImportError("ell.studio is missing dependencies. Install them with `pip install -U ell-ai[studio]. More info: https://docs.ell.so/installation/custom-installation") \ No newline at end of file diff --git a/src/ell/studio/datamodels.py b/src/ell/studio/datamodels.py index d115d99cc..521929f7e 100644 --- a/src/ell/studio/datamodels.py +++ b/src/ell/studio/datamodels.py @@ -1,7 +1,7 @@ from datetime import datetime from typing import List, Optional, Dict, Any from sqlmodel import SQLModel -from ell.types import SerializedLMPBase, InvocationBase, InvocationContentsBase +from ell.stores.studio import SerializedLMPBase, InvocationBase, InvocationContentsBase class SerializedLMPWithUses(SerializedLMPBase): diff --git a/src/ell/studio/server.py b/src/ell/studio/server.py index 54397c6cd..2879ea7a2 100644 --- a/src/ell/studio/server.py +++ b/src/ell/studio/server.py @@ -11,7 +11,7 @@ from ell.studio.connection_manager import ConnectionManager from ell.studio.datamodels import InvocationPublicWithConsumes, SerializedLMPWithUses -from ell.types import SerializedLMP +from ell.stores.studio import SerializedLMP from datetime import datetime, timedelta from sqlmodel import select diff --git a/src/ell/types/__init__.py b/src/ell/types/__init__.py index a1ba56e0f..8fd925665 100644 --- a/src/ell/types/__init__.py +++ b/src/ell/types/__init__.py @@ -17,19 +17,6 @@ _content_to_text_only, _content_to_text, ) -from ell.types.studio import ( - utc_now, - SerializedLMPUses, - UTCTimestampField, - LMPType, - SerializedLMPBase, - SerializedLMP, - InvocationTrace, - InvocationBase, - InvocationContentsBase, - InvocationContents, - Invocation, -) from ell.types._lstr import _lstr __all__ = [ @@ -46,16 +33,5 @@ "assistant", "_content_to_text_only", "_content_to_text", - "utc_now", - "SerializedLMPUses", - "UTCTimestampField", - "LMPType", - "SerializedLMPBase", - "SerializedLMP", - "InvocationTrace", - "InvocationBase", - "InvocationContentsBase", - "InvocationContents", - "Invocation", "_lstr", ] diff --git a/src/ell/types/lmp.py b/src/ell/types/lmp.py new file mode 100644 index 000000000..c67df8a0a --- /dev/null +++ b/src/ell/types/lmp.py @@ -0,0 +1,8 @@ +import enum + + +class LMPType(str, enum.Enum): + LM = "LM" + TOOL = "TOOL" + MULTIMODAL = "MULTIMODAL" + OTHER = "OTHER" diff --git a/src/ell/types/message.py b/src/ell/types/message.py index 93b8fc5c0..61acb4ad6 100644 --- a/src/ell/types/message.py +++ b/src/ell/types/message.py @@ -7,8 +7,7 @@ from io import BytesIO from PIL import Image as PILImage -from pydantic import BaseModel, ConfigDict, model_validator, field_serializer -from sqlmodel import Field +from pydantic import BaseModel, ConfigDict, Field, model_validator, field_serializer from concurrent.futures import ThreadPoolExecutor, as_completed diff --git a/tests/test_sql_store.py b/tests/test_sql_store.py index 0555d1d4f..dfdbcb2f9 100644 --- a/tests/test_sql_store.py +++ b/tests/test_sql_store.py @@ -1,11 +1,10 @@ import pytest -from datetime import datetime, timezone -from sqlmodel import Session, select from ell.stores.sql import SQLStore, SerializedLMP +from sqlmodel import Session, select from sqlalchemy import Engine, create_engine, func -from ell.types.studio import LMPType -from ell.types.studio import utc_now +from ell.types.lmp import LMPType +from ell.stores.studio import utc_now @pytest.fixture def in_memory_db():