diff --git a/.github/workflows/release-pypi.yml b/.github/workflows/release-pypi.yml index e363022..182770a 100644 --- a/.github/workflows/release-pypi.yml +++ b/.github/workflows/release-pypi.yml @@ -14,6 +14,7 @@ jobs: runs-on: ubuntu-latest permissions: id-token: write + steps: - uses: actions/checkout@v4 - run: pipx install poetry diff --git a/LICENSE b/LICENSE index f6177b0..5362d27 100644 --- a/LICENSE +++ b/LICENSE @@ -1,6 +1,6 @@ MIT License -Copyright (c) 2024 Mehdi Samsami +Copyright (c) 2025 Mehdi Samsami Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal diff --git a/README.md b/README.md index 21a81d6..bee15c7 100644 --- a/README.md +++ b/README.md @@ -10,7 +10,7 @@

- Latest Release + Latest Release PyPI Version @@ -41,16 +41,9 @@ pip install clonellm poetry add clonellm ``` -### GitHub +### uv ```bash -# Clone the repository -git clone https://github.com/msamsami/clonellm.git - -# Navigate into the project directory -cd clonellm - -# Install the package -pip install . +uv add clonellm ``` ## Usage @@ -179,6 +172,7 @@ clone = CloneLLM(model="gpt-4o", documents=documents, embedding=embedding, vecto Create a personalized profile using CloneLLM's `UserProfile`, which allows you to feed detailed personal information into your clone for more customized interactions: ```python from clonellm import UserProfile +from clonellm.models import PersonalityTraits profile = UserProfile( first_name="Mehdi", @@ -186,6 +180,13 @@ profile = UserProfile( city="Shiraz", country="Iran", expertise=["Data Science", "AI/ML", "Data Analytics"], + personality_traits=PersonalityTraits( + openness=0.8, + conscientiousness=0.7, + extraversion=0.6, + agreeableness=0.9, + neuroticism=0.5, + ), ) ``` @@ -210,7 +211,7 @@ import os os.environ["ANTHROPIC_API_KEY"] = "anthropic-api-key" clone = CloneLLM( - model="claude-3-opus-20240229", + model="claude-3-5-sonnet-latest", documents=documents, embedding=embedding, vector_store=RagVectorStore.Chroma, @@ -227,7 +228,7 @@ import os os.environ["HUGGINGFACE_API_KEY"] = "huggingface-api-key" clone = CloneLLM( - model="meta-llama/Llama-2-70b-chat", + model="meta-llama/Llama-3.3-70B-Instruct", documents=documents, embedding=embedding, memory=10, # Enable memory with maximum size of 10 @@ -256,8 +257,8 @@ os.environ["VERTEXAI_PROJECT"] = "hardy-device-28813" os.environ["VERTEXAI_LOCATION"] = "us-central1" os.environ["GOOGLE_APPLICATION_CREDENTIALS"] = "path/to/your/credentials.json" -embedding = LiteLLMEmbeddings(model="textembedding-gecko@001") -clone = CloneLLM(model="gemini-1.0-pro", documents=documents, embedding=embedding) +embedding = LiteLLMEmbeddings(model="text-embedding-005") +clone = CloneLLM(model="gemini-1.5-flash", documents=documents, embedding=embedding) for chunk in clone.stream("Describe yourself in 100 words"): print(chunk, end="", flush=True) @@ -277,7 +278,7 @@ os.environ["OPENAI_API_KEY"] = "openai-api-key" async def main(): documents = [...] - embedding = LiteLLMEmbeddings(model="text-embedding-ada-002") + embedding = LiteLLMEmbeddings(model="text-embedding-3-large") clone = CloneLLM(model="gpt-4o", documents=documents, embedding=embedding) await clone.afit() response = await clone.ainvoke("Tell me about your skills?") @@ -299,7 +300,7 @@ os.environ["OPENAI_API_KEY"] = "openai-api-key" async def main(): documents = [...] embedding = LiteLLMEmbeddings(model="text-embedding-3-small") - clone = CloneLLM(model="gpt-4o", documents=documents, embedding=embedding) + clone = CloneLLM(model="gpt-4o-mini", documents=documents, embedding=embedding) await clone.afit() async for chunk in clone.astream("How comfortable are you with remote work?"): print(chunk, end="", flush=True) diff --git a/examples/advanced_clone.py b/examples/advanced_clone.py index bb43b35..48f28a5 100644 --- a/examples/advanced_clone.py +++ b/examples/advanced_clone.py @@ -3,6 +3,7 @@ from langchain_community.document_loaders import DirectoryLoader, PyPDFLoader from clonellm import CloneLLM, LiteLLMEmbeddings, RagVectorStore, UserProfile +from clonellm.models import CommunicationSample, PersonalityTraits from examples.const import EXIT_COMMANDS, RESET_MEMORY_COMMANDS # !pip install clonellm[chroma] @@ -31,11 +32,26 @@ def main() -> None: country="USA", phone_number="+1234567890", email="jane.doe@example.com", + personality_traits=PersonalityTraits( + openness=0.8, + conscientiousness=0.7, + extraversion=0.6, + agreeableness=0.7, + neuroticism=0.6, + ), education_experience=[ {"Degree": "Bachelor's", "Field": "Computer Science", "Institution": "State University", "Year": 2018}, {"Degree": "Master's", "Field": "Data Science", "Institution": "Tech College", "Year": 2021}, ], expertise=["Python", "Data Analysis", "Data Science", "Machine Learning"], + communication_samples=[ + CommunicationSample( + context="Interview", + audience_type="Interviewer", + formality_level=0.5, + content="Hello, I am a Data Scientist and ML Engineer who is looking for a new job.", + ) + ], home_page="http://www.jane-doe.com", github_page="http://www.github.com/jane_doe", linkedin_page="http://www.linkedin.com/in/jane_doe", diff --git a/examples/advanced_clone_async.py b/examples/advanced_clone_async.py index 9e60051..26e1b00 100644 --- a/examples/advanced_clone_async.py +++ b/examples/advanced_clone_async.py @@ -4,6 +4,7 @@ from langchain_community.document_loaders import DirectoryLoader, PyPDFLoader from clonellm import CloneLLM, LiteLLMEmbeddings, RagVectorStore, UserProfile +from clonellm.models import CommunicationSample, PersonalityTraits from examples.const import EXIT_COMMANDS, RESET_MEMORY_COMMANDS # !pip install clonellm[chroma] @@ -32,11 +33,26 @@ async def main() -> None: country="USA", phone_number="+1234567890", email="jane.doe@example.com", + personality_traits=PersonalityTraits( + openness=0.8, + conscientiousness=0.7, + extraversion=0.6, + agreeableness=0.7, + neuroticism=0.6, + ), education_experience=[ {"Degree": "Bachelor's", "Field": "Computer Science", "Institution": "State University", "Year": 2018}, {"Degree": "Master's", "Field": "Data Science", "Institution": "Tech College", "Year": 2021}, ], expertise=["Python", "Data Analysis", "Data Science", "Machine Learning"], + communication_samples=[ + CommunicationSample( + context="Interview", + audience_type="Interviewer", + formality_level=0.5, + content="Hello, I am a Data Scientist and ML Engineer who is looking for a new job.", + ) + ], home_page="http://www.jane-doe.com", github_page="http://www.github.com/jane_doe", linkedin_page="http://www.linkedin.com/in/jane_doe", diff --git a/poetry.lock b/poetry.lock index 63b1f9d..c4a7d4a 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,110 +1,123 @@ # This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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index 9e9358e..bac235b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "poetry.core.masonry.api" [tool.poetry] name = "clonellm" -version = "0.2.4" +version = "0.3.0" description = "Python package to create an AI clone of yourself using LLMs." packages = [{ from = "src", include = "clonellm" }] include = ["src/clonellm/py.typed"] @@ -39,12 +39,12 @@ exclude=["tests", "examples"] namespace_packages = false files = ["src/clonellm/**/*.py"] check_untyped_defs = true -disable_error_code = ["empty-body"] +disable_error_code = ["empty-body", "unused-ignore"] strict = true [[tool.mypy.overrides]] module = [ - "litellm", + "litellm.*", "openai.lib.streaming", "opentelemetry.*", "google", diff --git a/requirements_dev.txt b/requirements-dev.txt similarity index 100% rename from requirements_dev.txt rename to requirements-dev.txt diff --git a/setup.py b/setup.py index 3766dbb..4c3647e 100644 --- a/setup.py +++ b/setup.py @@ -12,9 +12,6 @@ def get_requirements(filename: str) -> list[str]: return [p for line in open(filename).readlines() if (p := line.replace("\n", "").strip()) and not p.startswith("#")] -requirements = get_requirements("requirements.txt") -requirements_dev = get_requirements("requirements_dev.txt") - setup( name="clonellm", version=__version__, @@ -42,6 +39,6 @@ def get_requirements(filename: str) -> list[str]: "License :: OSI Approved :: MIT License", ], python_requires=">=3.10,<3.13", - install_requires=requirements, - extras_require={"chroma": ["langchain-chroma"], "faiss": ["faiss-cpu"], "dev": requirements_dev}, + install_requires=get_requirements("requirements.txt"), + extras_require={"chroma": ["langchain-chroma"], "faiss": ["faiss-cpu"]}, ) diff --git a/src/clonellm/__init__.py b/src/clonellm/__init__.py index 5845a34..33e75b0 100644 --- a/src/clonellm/__init__.py +++ b/src/clonellm/__init__.py @@ -1,5 +1,5 @@ __author__ = "Mehdi Samsami" -__version__ = "0.2.4" +__version__ = "0.3.0" from .core import CloneLLM from .embed import LiteLLMEmbeddings diff --git a/src/clonellm/_base.py b/src/clonellm/_base.py index 490c0f6..3c3b5de 100644 --- a/src/clonellm/_base.py +++ b/src/clonellm/_base.py @@ -1,7 +1,13 @@ from abc import ABCMeta from typing import Any, Optional, cast -from litellm import get_api_key, get_llm_provider +from litellm.utils import get_api_key + +try: + from litellm.utils import get_llm_provider # type: ignore[attr-defined] +except (ImportError, AttributeError): + from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider + __all__ = ("LiteLLMMixin",) diff --git a/src/clonellm/_prompt.py b/src/clonellm/_prompt.py index 690c7c1..aaa6b4a 100644 --- a/src/clonellm/_prompt.py +++ b/src/clonellm/_prompt.py @@ -18,7 +18,7 @@ ("system", "You are my human clone. Act as I would. Do not ask questions about me. If anyone asks, you are me."), ("system", "You are having a conversation with someone who wants to learn more about you."), ("system", "You MUST speak in first person. If you do not, you will be terminated."), - ("system", "NEVER expose that you are a clone or AI. If you do, you will be terminated."), + ("system", "NEVER expose that you are a clone or an AI. If you do, you will be terminated."), ( "system", ( @@ -26,14 +26,24 @@ "Keep your responses concise and to the point, reflecting how I typically communicate." ), ), - ("system", "Here is some relevant context you have related to the question: {context}"), + ("system", "Use the personality traits and communication samples (if provided) to know how to craft your responses."), + ("system", "Here is some relevant context you have related to the question:\n {context}"), ("system", "ALWAYS ensure your responses are aligned with the provided context (and personal information)."), ] ) user_profile_prompt = ChatPromptTemplate.from_messages( [ - ("system", "Here is all the known information about me: {user_profile}"), + ( + "system", + "\n".join( + [ + "Here is all the known information about me:", + "{user_profile}\n", + "Note that personality trait and formality level scores (if provided) are between 0.0 (minimum/low) and 1.0 (maximum/high).", + ] + ), + ) ] ) @@ -45,6 +55,6 @@ question_prompt = ChatPromptTemplate.from_messages( [ - ("human", "Question: {input}"), + ("human", "Question:\n {input}"), ] ) diff --git a/src/clonellm/core.py b/src/clonellm/core.py index e9ccda0..f875e00 100644 --- a/src/clonellm/core.py +++ b/src/clonellm/core.py @@ -291,10 +291,7 @@ def _check_is_fitted(self, from_update: bool = False) -> None: ): raise AttributeError("This CloneLLM instance is not fitted yet. Call `fit` using this method.") - def update( - self, - documents: list[Document | str], - ) -> Self: + def update(self, documents: list[Document | str]) -> Self: """Updates the CloneLLM with additional documents, either embedding them or updating the context. Args: @@ -312,10 +309,7 @@ def update( self.context = self._get_summarized_context(documents_) return self - async def aupdate( - self, - documents: list[Document | str], - ) -> Self: + async def aupdate(self, documents: list[Document | str]) -> Self: """Asynchronously updates the CloneLLM with additional documents, either embedding them or updating the context. Args: @@ -336,9 +330,9 @@ async def aupdate( @property def _user_profile(self) -> str: if isinstance(self.user_profile, BaseModel): - return self.user_profile.model_dump_json(exclude_none=True) + return self.user_profile.model_dump_json(indent=4, exclude_none=True) elif isinstance(self.user_profile, dict): - return json.dumps(self.user_profile, default=str) + return json.dumps(self.user_profile, indent=4, default=str) return str(self.user_profile) def _get_retriever(self, k: int = 1) -> VectorStoreRetriever: @@ -364,12 +358,13 @@ def _get_rag_chain_with_history(self) -> RunnableWithMessageHistory: first_step = RunnablePassthrough.assign(context=context) # type: ignore[arg-type] rag_chain = first_step | prompt | self._llm | StrOutputParser() - if self.memory in (True, -1): - max_memory_size = -1 - elif self.memory in (False, None, 0): + if not self.memory: max_memory_size = 0 + elif (isinstance(self.memory, bool) and self.memory) or self.memory == -1: + max_memory_size = -1 else: - max_memory_size = cast(int, self.memory) + max_memory_size = int(self.memory) + get_session_history_ = functools.partial(get_session_history, max_memory_size=max_memory_size) return RunnableWithMessageHistory( diff --git a/src/clonellm/models.py b/src/clonellm/models.py index 00aa6c6..60b04ca 100644 --- a/src/clonellm/models.py +++ b/src/clonellm/models.py @@ -1,9 +1,49 @@ import datetime from typing import Any, Optional -from pydantic import BaseModel +from pydantic import BaseModel, Field -__all__ = ("UserProfile",) +__all__ = ("PersonalityTraits", "CommunicationSample", "UserProfile") + + +class PersonalityTraits(BaseModel): + openness: float = Field(ge=0, le=1) + """ + Openness to experience, 0: not open, 1: very open. + """ + conscientiousness: float = Field(ge=0, le=1) + """ + Conscientiousness, 0: not conscientious, 1: very conscientious. + """ + extraversion: float = Field(ge=0, le=1) + """ + Extraversion, 0: not extraverted, 1: very extraverted. + """ + agreeableness: float = Field(ge=0, le=1) + """ + Agreeableness, 0: not agreeable, 1: very agreeable. + """ + neuroticism: float = Field(ge=0, le=1) + """ + Neuroticism, 0: not neurotic, 1: very neurotic. + """ + + +class CommunicationSample(BaseModel): + context: str + """ + Context of the communication, e.g., 'work', 'personal', 'social media', 'interview', 'meeting', etc. + """ + audience_type: str + """ + Type of the audience, e.g., 'colleague', 'friend', 'family member', 'client', 'boss', 'interviewer', etc. + """ + formality_level: float = Field(ge=0, le=1) + """ + Level of formality, 0: very informal, 1: very formal. + """ + content: str + """Communication content.""" class UserProfile(BaseModel): @@ -19,9 +59,11 @@ class UserProfile(BaseModel): country: Optional[str] = None phone_number: Optional[str] = None email: Optional[str] = None + personality_traits: Optional[PersonalityTraits] = None education_experience: Optional[Any] = None work_experience: Optional[Any] = None expertise: Optional[Any] = None + communication_samples: Optional[list[CommunicationSample]] = None home_page: Optional[str] = None github_page: Optional[str] = None linkedin_page: Optional[str] = None