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 |
|---|---|---|---|---|---|---|---|---|
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/chunkers/google_drive.py | embedchain/embedchain/chunkers/google_drive.py | from typing import Optional
from langchain.text_splitter import RecursiveCharacterTextSplitter
from embedchain.chunkers.base_chunker import BaseChunker
from embedchain.config.add_config import ChunkerConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class Googl... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/chunkers/gmail.py | embedchain/embedchain/chunkers/gmail.py | from typing import Optional
from langchain.text_splitter import RecursiveCharacterTextSplitter
from embedchain.chunkers.base_chunker import BaseChunker
from embedchain.config.add_config import ChunkerConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class Gmail... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/chunkers/notion.py | embedchain/embedchain/chunkers/notion.py | from typing import Optional
from langchain.text_splitter import RecursiveCharacterTextSplitter
from embedchain.chunkers.base_chunker import BaseChunker
from embedchain.config.add_config import ChunkerConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class Notio... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/chunkers/common_chunker.py | embedchain/embedchain/chunkers/common_chunker.py | from typing import Optional
from langchain.text_splitter import RecursiveCharacterTextSplitter
from embedchain.chunkers.base_chunker import BaseChunker
from embedchain.config.add_config import ChunkerConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class Commo... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/chunkers/openapi.py | embedchain/embedchain/chunkers/openapi.py | from typing import Optional
from langchain.text_splitter import RecursiveCharacterTextSplitter
from embedchain.chunkers.base_chunker import BaseChunker
from embedchain.config.add_config import ChunkerConfig
class OpenAPIChunker(BaseChunker):
def __init__(self, config: Optional[ChunkerConfig] = None):
if... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/helpers/json_serializable.py | embedchain/embedchain/helpers/json_serializable.py | import json
import logging
from string import Template
from typing import Any, Type, TypeVar, Union
T = TypeVar("T", bound="JSONSerializable")
# NOTE: Through inheritance, all of our classes should be children of JSONSerializable. (highest level)
# NOTE: The @register_deserializable decorator should be added to all u... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/helpers/callbacks.py | embedchain/embedchain/helpers/callbacks.py | import queue
from typing import Any, Union
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
from langchain.schema import LLMResult
STOP_ITEM = "[END]"
"""
This is a special item that is used to signal the end of the stream.
"""
class StreamingStdOutCallbackHandlerYield(StreamingStdOut... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/helpers/__init__.py | embedchain/embedchain/helpers/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/store/assistants.py | embedchain/embedchain/store/assistants.py | import logging
import os
import re
import tempfile
import time
import uuid
from pathlib import Path
from typing import cast
from openai import OpenAI
from openai.types.beta.threads import Message
from openai.types.beta.threads.text_content_block import TextContentBlock
from embedchain import Client, Pipeline
from emb... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/store/__init__.py | embedchain/embedchain/store/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/models/data_type.py | embedchain/embedchain/models/data_type.py | from enum import Enum
class DirectDataType(Enum):
"""
DirectDataType enum contains data types that contain raw data directly.
"""
TEXT = "text"
class IndirectDataType(Enum):
"""
IndirectDataType enum contains data types that contain references to data stored elsewhere.
"""
YOUTUBE_... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/models/embedding_functions.py | embedchain/embedchain/models/embedding_functions.py | from enum import Enum
class EmbeddingFunctions(Enum):
OPENAI = "OPENAI"
HUGGING_FACE = "HUGGING_FACE"
VERTEX_AI = "VERTEX_AI"
AWS_BEDROCK = "AWS_BEDROCK"
GPT4ALL = "GPT4ALL"
OLLAMA = "OLLAMA"
| python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/models/providers.py | embedchain/embedchain/models/providers.py | from enum import Enum
class Providers(Enum):
OPENAI = "OPENAI"
ANTHROPHIC = "ANTHPROPIC"
VERTEX_AI = "VERTEX_AI"
GPT4ALL = "GPT4ALL"
OLLAMA = "OLLAMA"
AZURE_OPENAI = "AZURE_OPENAI"
| python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/models/vector_dimensions.py | embedchain/embedchain/models/vector_dimensions.py | from enum import Enum
# vector length created by embedding fn
class VectorDimensions(Enum):
GPT4ALL = 384
OPENAI = 1536
VERTEX_AI = 768
HUGGING_FACE = 384
GOOGLE_AI = 768
MISTRAL_AI = 1024
NVIDIA_AI = 1024
COHERE = 384
OLLAMA = 384
AMAZON_TITAN_V1 = 1536
AMAZON_TITAN_V2 = 1... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/models/__init__.py | embedchain/embedchain/models/__init__.py | from .embedding_functions import EmbeddingFunctions # noqa: F401
from .providers import Providers # noqa: F401
from .vector_dimensions import VectorDimensions # noqa: F401
| python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/memory/message.py | embedchain/embedchain/memory/message.py | import logging
from typing import Any, Optional
from embedchain.helpers.json_serializable import JSONSerializable
logger = logging.getLogger(__name__)
class BaseMessage(JSONSerializable):
"""
The base abstract message class.
Messages are the inputs and outputs of Models.
"""
# The string conte... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/memory/utils.py | embedchain/embedchain/memory/utils.py | from typing import Any, Optional
def merge_metadata_dict(left: Optional[dict[str, Any]], right: Optional[dict[str, Any]]) -> Optional[dict[str, Any]]:
"""
Merge the metadatas of two BaseMessage types.
Args:
left (dict[str, Any]): metadata of human message
right (dict[str, Any]): metadata ... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/memory/__init__.py | embedchain/embedchain/memory/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/memory/base.py | embedchain/embedchain/memory/base.py | import json
import logging
import uuid
from typing import Any, Optional
from embedchain.core.db.database import get_session
from embedchain.core.db.models import ChatHistory as ChatHistoryModel
from embedchain.memory.message import ChatMessage
from embedchain.memory.utils import merge_metadata_dict
logger = logging.g... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/utils/cli.py | embedchain/embedchain/utils/cli.py | import os
import re
import shutil
import subprocess
import pkg_resources
from rich.console import Console
console = Console()
def get_pkg_path_from_name(template: str):
try:
# Determine the installation location of the embedchain package
package_path = pkg_resources.resource_filename("embedchain... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/utils/misc.py | embedchain/embedchain/utils/misc.py | import datetime
import itertools
import json
import logging
import os
import re
import string
from typing import Any
from schema import Optional, Or, Schema
from tqdm import tqdm
from embedchain.models.data_type import DataType
logger = logging.getLogger(__name__)
def parse_content(content, type):
implemented ... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/utils/evaluation.py | embedchain/embedchain/utils/evaluation.py | from enum import Enum
from typing import Optional
from pydantic import BaseModel
class EvalMetric(Enum):
CONTEXT_RELEVANCY = "context_relevancy"
ANSWER_RELEVANCY = "answer_relevancy"
GROUNDEDNESS = "groundedness"
class EvalData(BaseModel):
question: str
contexts: list[str]
answer: str
g... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/utils/__init__.py | embedchain/embedchain/utils/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/migrations/env.py | embedchain/embedchain/migrations/env.py | import os
from alembic import context
from sqlalchemy import engine_from_config, pool
from embedchain.core.db.models import Base
# this is the Alembic Config object, which provides
# access to the values within the .ini file in use.
config = context.config
target_metadata = Base.metadata
# other values from the co... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/migrations/versions/40a327b3debd_create_initial_migrations.py | embedchain/embedchain/migrations/versions/40a327b3debd_create_initial_migrations.py | """Create initial migrations
Revision ID: 40a327b3debd
Revises:
Create Date: 2024-02-18 15:29:19.409064
"""
from typing import Sequence, Union
import sqlalchemy as sa
from alembic import op
# revision identifiers, used by Alembic.
revision: str = "40a327b3debd"
down_revision: Union[str, None] = None
branch_labels:... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/clarifai.py | embedchain/embedchain/llm/clarifai.py | import logging
import os
from typing import Optional
from embedchain.config import BaseLlmConfig
from embedchain.helpers.json_serializable import register_deserializable
from embedchain.llm.base import BaseLlm
@register_deserializable
class ClarifaiLlm(BaseLlm):
def __init__(self, config: Optional[BaseLlmConfig]... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/anthropic.py | embedchain/embedchain/llm/anthropic.py | import logging
import os
from typing import Any, Optional
try:
from langchain_anthropic import ChatAnthropic
except ImportError:
raise ImportError("Please install the langchain-anthropic package by running `pip install langchain-anthropic`.")
from embedchain.config import BaseLlmConfig
from embedchain.helpers... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/nvidia.py | embedchain/embedchain/llm/nvidia.py | import os
from collections.abc import Iterable
from typing import Any, Optional, Union
from langchain.callbacks.manager import CallbackManager
from langchain.callbacks.stdout import StdOutCallbackHandler
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
try:
from langchain_nvidia_ai_... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/ollama.py | embedchain/embedchain/llm/ollama.py | import logging
from collections.abc import Iterable
from typing import Optional, Union
from langchain.callbacks.manager import CallbackManager
from langchain.callbacks.stdout import StdOutCallbackHandler
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
from langchain_community.llms.ollam... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/aws_bedrock.py | embedchain/embedchain/llm/aws_bedrock.py | import os
from typing import Optional
try:
from langchain_aws import BedrockLLM
except ModuleNotFoundError:
raise ModuleNotFoundError(
"The required dependencies for AWSBedrock are not installed." "Please install with `pip install langchain_aws`"
) from None
from embedchain.config import BaseLlmCo... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/together.py | embedchain/embedchain/llm/together.py | import importlib
import os
from typing import Any, Optional
try:
from langchain_together import ChatTogether
except ImportError:
raise ImportError(
"Please install the langchain_together package by running `pip install langchain_together==0.1.3`."
)
from embedchain.config import BaseLlmConfig
from... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/vllm.py | embedchain/embedchain/llm/vllm.py | from typing import Iterable, Optional, Union
from langchain.callbacks.manager import CallbackManager
from langchain.callbacks.stdout import StdOutCallbackHandler
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
from langchain_community.llms import VLLM as BaseVLLM
from embedchain.config... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/groq.py | embedchain/embedchain/llm/groq.py | import os
from typing import Any, Optional
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
from langchain.schema import HumanMessage, SystemMessage
try:
from langchain_groq import ChatGroq
except ImportError:
raise ImportError("Groq requires extra dependencies. Install with `pi... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/google.py | embedchain/embedchain/llm/google.py | import logging
import os
from collections.abc import Generator
from typing import Any, Optional, Union
try:
import google.generativeai as genai
except ImportError:
raise ImportError("GoogleLlm requires extra dependencies. Install with `pip install google-generativeai`") from None
from embedchain.config import... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/gpt4all.py | embedchain/embedchain/llm/gpt4all.py | import os
from collections.abc import Iterable
from pathlib import Path
from typing import Optional, Union
from langchain.callbacks.stdout import StdOutCallbackHandler
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
from embedchain.config import BaseLlmConfig
from embedchain.helpers.js... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/huggingface.py | embedchain/embedchain/llm/huggingface.py | import importlib
import logging
import os
from typing import Optional
from langchain_community.llms.huggingface_endpoint import HuggingFaceEndpoint
from langchain_community.llms.huggingface_hub import HuggingFaceHub
from langchain_community.llms.huggingface_pipeline import HuggingFacePipeline
from embedchain.config i... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/jina.py | embedchain/embedchain/llm/jina.py | import os
from typing import Optional
from langchain.schema import HumanMessage, SystemMessage
from langchain_community.chat_models import JinaChat
from embedchain.config import BaseLlmConfig
from embedchain.helpers.json_serializable import register_deserializable
from embedchain.llm.base import BaseLlm
@register_d... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/cohere.py | embedchain/embedchain/llm/cohere.py | import importlib
import os
from typing import Any, Optional
from langchain_cohere import ChatCohere
from embedchain.config import BaseLlmConfig
from embedchain.helpers.json_serializable import register_deserializable
from embedchain.llm.base import BaseLlm
@register_deserializable
class CohereLlm(BaseLlm):
def ... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/__init__.py | embedchain/embedchain/llm/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/azure_openai.py | embedchain/embedchain/llm/azure_openai.py | import logging
from typing import Optional
from embedchain.config import BaseLlmConfig
from embedchain.helpers.json_serializable import register_deserializable
from embedchain.llm.base import BaseLlm
logger = logging.getLogger(__name__)
@register_deserializable
class AzureOpenAILlm(BaseLlm):
def __init__(self, ... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/base.py | embedchain/embedchain/llm/base.py | import logging
import os
from collections.abc import Generator
from typing import Any, Optional
from langchain.schema import BaseMessage as LCBaseMessage
from embedchain.config import BaseLlmConfig
from embedchain.config.llm.base import (
DEFAULT_PROMPT,
DEFAULT_PROMPT_WITH_HISTORY_TEMPLATE,
DEFAULT_PROMP... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/mistralai.py | embedchain/embedchain/llm/mistralai.py | import os
from typing import Any, Optional
from embedchain.config import BaseLlmConfig
from embedchain.helpers.json_serializable import register_deserializable
from embedchain.llm.base import BaseLlm
@register_deserializable
class MistralAILlm(BaseLlm):
def __init__(self, config: Optional[BaseLlmConfig] = None):... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/vertex_ai.py | embedchain/embedchain/llm/vertex_ai.py | import importlib
import logging
from typing import Any, Optional
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
from langchain_google_vertexai import ChatVertexAI
from embedchain.config import BaseLlmConfig
from embedchain.helpers.json_serializable import register_deserializable
from ... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/openai.py | embedchain/embedchain/llm/openai.py | import json
import os
import warnings
from typing import Any, Callable, Dict, Optional, Type, Union
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
from langchain.schema import BaseMessage, HumanMessage, SystemMessage
from langchain_core.tools import BaseTool
from langchain_openai impor... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/llm/llama2.py | embedchain/embedchain/llm/llama2.py | import importlib
import os
from typing import Optional
from langchain_community.llms.replicate import Replicate
from embedchain.config import BaseLlmConfig
from embedchain.helpers.json_serializable import register_deserializable
from embedchain.llm.base import BaseLlm
@register_deserializable
class Llama2Llm(BaseLl... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/core/__init__.py | embedchain/embedchain/core/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/core/db/models.py | embedchain/embedchain/core/db/models.py | import uuid
from sqlalchemy import TIMESTAMP, Column, Integer, String, Text, func
from sqlalchemy.orm import declarative_base
Base = declarative_base()
metadata = Base.metadata
class DataSource(Base):
__tablename__ = "ec_data_sources"
id = Column(String, primary_key=True, default=lambda: str(uuid.uuid4()))... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/core/db/database.py | embedchain/embedchain/core/db/database.py | import os
from alembic import command
from alembic.config import Config
from sqlalchemy import create_engine
from sqlalchemy.engine.base import Engine
from sqlalchemy.orm import Session as SQLAlchemySession
from sqlalchemy.orm import scoped_session, sessionmaker
from .models import Base
class DatabaseManager:
d... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/core/db/__init__.py | embedchain/embedchain/core/db/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/app_config.py | embedchain/embedchain/config/app_config.py | from typing import Optional
from embedchain.helpers.json_serializable import register_deserializable
from .base_app_config import BaseAppConfig
@register_deserializable
class AppConfig(BaseAppConfig):
"""
Config to initialize an embedchain custom `App` instance, with extra config options.
"""
def _... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/base_config.py | embedchain/embedchain/config/base_config.py | from typing import Any
from embedchain.helpers.json_serializable import JSONSerializable
class BaseConfig(JSONSerializable):
"""
Base config.
"""
def __init__(self):
"""Initializes a configuration class for a class."""
pass
def as_dict(self) -> dict[str, Any]:
"""Return ... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/add_config.py | embedchain/embedchain/config/add_config.py | import builtins
import logging
from collections.abc import Callable
from importlib import import_module
from typing import Optional
from embedchain.config.base_config import BaseConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class ChunkerConfig(BaseConfig):
... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/base_app_config.py | embedchain/embedchain/config/base_app_config.py | import logging
from typing import Optional
from embedchain.config.base_config import BaseConfig
from embedchain.helpers.json_serializable import JSONSerializable
from embedchain.vectordb.base import BaseVectorDB
logger = logging.getLogger(__name__)
class BaseAppConfig(BaseConfig, JSONSerializable):
"""
Pare... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/__init__.py | embedchain/embedchain/config/__init__.py | # flake8: noqa: F401
from .add_config import AddConfig, ChunkerConfig
from .app_config import AppConfig
from .base_config import BaseConfig
from .cache_config import CacheConfig
from .embedder.base import BaseEmbedderConfig
from .embedder.base import BaseEmbedderConfig as EmbedderConfig
from .embedder.ollama import Ol... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/mem0_config.py | embedchain/embedchain/config/mem0_config.py | from typing import Any, Optional
from embedchain.config.base_config import BaseConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class Mem0Config(BaseConfig):
def __init__(self, api_key: str, top_k: Optional[int] = 10):
self.api_key = api_key
... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/cache_config.py | embedchain/embedchain/config/cache_config.py | from typing import Any, Optional
from embedchain.config.base_config import BaseConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class CacheSimilarityEvalConfig(BaseConfig):
"""
This is the evaluator to compare two embeddings according to their distance ... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vectordb/__init__.py | embedchain/embedchain/config/vectordb/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/llm/__init__.py | embedchain/embedchain/config/llm/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/llm/base.py | embedchain/embedchain/config/llm/base.py | import json
import logging
import re
from pathlib import Path
from string import Template
from typing import Any, Dict, Mapping, Optional, Union
import httpx
from embedchain.config.base_config import BaseConfig
from embedchain.helpers.json_serializable import register_deserializable
logger = logging.getLogger(__name... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vector_db/lancedb.py | embedchain/embedchain/config/vector_db/lancedb.py | from typing import Optional
from embedchain.config.vector_db.base import BaseVectorDbConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class LanceDBConfig(BaseVectorDbConfig):
def __init__(
self,
collection_name: Optional[str] = None,
... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vector_db/opensearch.py | embedchain/embedchain/config/vector_db/opensearch.py | from typing import Optional
from embedchain.config.vector_db.base import BaseVectorDbConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class OpenSearchDBConfig(BaseVectorDbConfig):
def __init__(
self,
opensearch_url: str,
http_auth: t... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vector_db/chroma.py | embedchain/embedchain/config/vector_db/chroma.py | from typing import Optional
from embedchain.config.vector_db.base import BaseVectorDbConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class ChromaDbConfig(BaseVectorDbConfig):
def __init__(
self,
collection_name: Optional[str] = None,
... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vector_db/base.py | embedchain/embedchain/config/vector_db/base.py | from typing import Optional
from embedchain.config.base_config import BaseConfig
class BaseVectorDbConfig(BaseConfig):
def __init__(
self,
collection_name: Optional[str] = None,
dir: str = "db",
host: Optional[str] = None,
port: Optional[str] = None,
**kwargs,
... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vector_db/pinecone.py | embedchain/embedchain/config/vector_db/pinecone.py | import os
from typing import Optional
from embedchain.config.vector_db.base import BaseVectorDbConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class PineconeDBConfig(BaseVectorDbConfig):
def __init__(
self,
index_name: Optional[str] = None,... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vector_db/weaviate.py | embedchain/embedchain/config/vector_db/weaviate.py | from typing import Optional
from embedchain.config.vector_db.base import BaseVectorDbConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class WeaviateDBConfig(BaseVectorDbConfig):
def __init__(
self,
collection_name: Optional[str] = None,
... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vector_db/elasticsearch.py | embedchain/embedchain/config/vector_db/elasticsearch.py | import os
from typing import Optional, Union
from embedchain.config.vector_db.base import BaseVectorDbConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class ElasticsearchDBConfig(BaseVectorDbConfig):
def __init__(
self,
collection_name: Opti... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vector_db/zilliz.py | embedchain/embedchain/config/vector_db/zilliz.py | import os
from typing import Optional
from embedchain.config.vector_db.base import BaseVectorDbConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class ZillizDBConfig(BaseVectorDbConfig):
def __init__(
self,
collection_name: Optional[str] = No... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/vector_db/qdrant.py | embedchain/embedchain/config/vector_db/qdrant.py | from typing import Optional
from embedchain.config.vector_db.base import BaseVectorDbConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class QdrantDBConfig(BaseVectorDbConfig):
"""
Config to initialize a qdrant client.
:param: url. qdrant url or list... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/evaluation/__init__.py | embedchain/embedchain/config/evaluation/__init__.py | from .base import ( # noqa: F401
AnswerRelevanceConfig,
ContextRelevanceConfig,
GroundednessConfig,
)
| python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/evaluation/base.py | embedchain/embedchain/config/evaluation/base.py | from typing import Optional
from embedchain.config.base_config import BaseConfig
ANSWER_RELEVANCY_PROMPT = """
Please provide $num_gen_questions questions from the provided answer.
You must provide the complete question, if are not able to provide the complete question, return empty string ("").
Please only provide o... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/embedder/ollama.py | embedchain/embedchain/config/embedder/ollama.py | from typing import Optional
from embedchain.config.embedder.base import BaseEmbedderConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class OllamaEmbedderConfig(BaseEmbedderConfig):
def __init__(
self,
model: Optional[str] = None,
bas... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/embedder/aws_bedrock.py | embedchain/embedchain/config/embedder/aws_bedrock.py | from typing import Any, Dict, Optional
from embedchain.config.embedder.base import BaseEmbedderConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class AWSBedrockEmbedderConfig(BaseEmbedderConfig):
def __init__(
self,
model: Optional[str] = No... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/embedder/google.py | embedchain/embedchain/config/embedder/google.py | from typing import Optional
from embedchain.config.embedder.base import BaseEmbedderConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class GoogleAIEmbedderConfig(BaseEmbedderConfig):
def __init__(
self,
model: Optional[str] = None,
d... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/embedder/__init__.py | embedchain/embedchain/config/embedder/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/config/embedder/base.py | embedchain/embedchain/config/embedder/base.py | from typing import Any, Dict, Optional, Union
import httpx
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class BaseEmbedderConfig:
def __init__(
self,
model: Optional[str] = None,
deployment_name: Optional[str] = None,
vector_di... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/deployment/gradio.app/app.py | embedchain/embedchain/deployment/gradio.app/app.py | import os
import gradio as gr
from embedchain import App
os.environ["OPENAI_API_KEY"] = "sk-xxx"
app = App()
def query(message, history):
return app.chat(message)
demo = gr.ChatInterface(query)
demo.launch()
| python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/deployment/modal.com/app.py | embedchain/embedchain/deployment/modal.com/app.py | from dotenv import load_dotenv
from fastapi import Body, FastAPI, responses
from modal import Image, Secret, Stub, asgi_app
from embedchain import App
load_dotenv(".env")
image = Image.debian_slim().pip_install(
"embedchain",
"lanchain_community==0.2.6",
"youtube-transcript-api==0.6.1",
"pytube==15.0... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/deployment/streamlit.io/app.py | embedchain/embedchain/deployment/streamlit.io/app.py | import streamlit as st
from embedchain import App
@st.cache_resource
def embedchain_bot():
return App()
st.title("💬 Chatbot")
st.caption("🚀 An Embedchain app powered by OpenAI!")
if "messages" not in st.session_state:
st.session_state.messages = [
{
"role": "assistant",
"c... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/deployment/render.com/app.py | embedchain/embedchain/deployment/render.com/app.py | from fastapi import FastAPI, responses
from pydantic import BaseModel
from embedchain import App
app = FastAPI(title="Embedchain FastAPI App")
embedchain_app = App()
class SourceModel(BaseModel):
source: str
class QuestionModel(BaseModel):
question: str
@app.post("/add")
async def add_source(source_mode... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/deployment/fly.io/app.py | embedchain/embedchain/deployment/fly.io/app.py | from dotenv import load_dotenv
from fastapi import FastAPI, responses
from pydantic import BaseModel
from embedchain import App
load_dotenv(".env")
app = FastAPI(title="Embedchain FastAPI App")
embedchain_app = App()
class SourceModel(BaseModel):
source: str
class QuestionModel(BaseModel):
question: str
... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/evaluation/__init__.py | embedchain/embedchain/evaluation/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/evaluation/base.py | embedchain/embedchain/evaluation/base.py | from abc import ABC, abstractmethod
from embedchain.utils.evaluation import EvalData
class BaseMetric(ABC):
"""Base class for a metric.
This class provides a common interface for all metrics.
"""
def __init__(self, name: str = "base_metric"):
"""
Initialize the BaseMetric.
"... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/evaluation/metrics/answer_relevancy.py | embedchain/embedchain/evaluation/metrics/answer_relevancy.py | import concurrent.futures
import logging
import os
from string import Template
from typing import Optional
import numpy as np
from openai import OpenAI
from tqdm import tqdm
from embedchain.config.evaluation.base import AnswerRelevanceConfig
from embedchain.evaluation.base import BaseMetric
from embedchain.utils.eval... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/evaluation/metrics/groundedness.py | embedchain/embedchain/evaluation/metrics/groundedness.py | import concurrent.futures
import logging
import os
from string import Template
from typing import Optional
import numpy as np
from openai import OpenAI
from tqdm import tqdm
from embedchain.config.evaluation.base import GroundednessConfig
from embedchain.evaluation.base import BaseMetric
from embedchain.utils.evaluat... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/evaluation/metrics/__init__.py | embedchain/embedchain/evaluation/metrics/__init__.py | from .answer_relevancy import AnswerRelevance # noqa: F401
from .context_relevancy import ContextRelevance # noqa: F401
from .groundedness import Groundedness # noqa: F401
| python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/evaluation/metrics/context_relevancy.py | embedchain/embedchain/evaluation/metrics/context_relevancy.py | import concurrent.futures
import os
from string import Template
from typing import Optional
import numpy as np
import pysbd
from openai import OpenAI
from tqdm import tqdm
from embedchain.config.evaluation.base import ContextRelevanceConfig
from embedchain.evaluation.base import BaseMetric
from embedchain.utils.evalu... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/clarifai.py | embedchain/embedchain/embedder/clarifai.py | import os
from typing import Optional, Union
from chromadb import EmbeddingFunction, Embeddings
from embedchain.config import BaseEmbedderConfig
from embedchain.embedder.base import BaseEmbedder
class ClarifaiEmbeddingFunction(EmbeddingFunction):
def __init__(self, config: BaseEmbedderConfig) -> None:
s... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/nvidia.py | embedchain/embedchain/embedder/nvidia.py | import logging
import os
from typing import Optional
from langchain_nvidia_ai_endpoints import NVIDIAEmbeddings
from embedchain.config import BaseEmbedderConfig
from embedchain.embedder.base import BaseEmbedder
from embedchain.models import VectorDimensions
logger = logging.getLogger(__name__)
class NvidiaEmbedder... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/ollama.py | embedchain/embedchain/embedder/ollama.py | import logging
from typing import Optional
try:
from ollama import Client
except ImportError:
raise ImportError("Ollama Embedder requires extra dependencies. Install with `pip install ollama`") from None
from langchain_community.embeddings import OllamaEmbeddings
from embedchain.config import OllamaEmbedderC... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/aws_bedrock.py | embedchain/embedchain/embedder/aws_bedrock.py | from typing import Optional
try:
from langchain_aws import BedrockEmbeddings
except ModuleNotFoundError:
raise ModuleNotFoundError(
"The required dependencies for AWSBedrock are not installed." "Please install with `pip install langchain_aws`"
) from None
from embedchain.config.embedder.aws_bedroc... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/google.py | embedchain/embedchain/embedder/google.py | from typing import Optional, Union
import google.generativeai as genai
from chromadb import EmbeddingFunction, Embeddings
from embedchain.config.embedder.google import GoogleAIEmbedderConfig
from embedchain.embedder.base import BaseEmbedder
from embedchain.models import VectorDimensions
class GoogleAIEmbeddingFunct... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/gpt4all.py | embedchain/embedchain/embedder/gpt4all.py | from typing import Optional
from embedchain.config import BaseEmbedderConfig
from embedchain.embedder.base import BaseEmbedder
from embedchain.models import VectorDimensions
class GPT4AllEmbedder(BaseEmbedder):
def __init__(self, config: Optional[BaseEmbedderConfig] = None):
super().__init__(config=confi... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/huggingface.py | embedchain/embedchain/embedder/huggingface.py | import os
from typing import Optional
from langchain_community.embeddings import HuggingFaceEmbeddings
try:
from langchain_huggingface import HuggingFaceEndpointEmbeddings
except ModuleNotFoundError:
raise ModuleNotFoundError(
"The required dependencies for HuggingFaceHub are not installed."
"... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/cohere.py | embedchain/embedchain/embedder/cohere.py | from typing import Optional
from langchain_cohere.embeddings import CohereEmbeddings
from embedchain.config import BaseEmbedderConfig
from embedchain.embedder.base import BaseEmbedder
from embedchain.models import VectorDimensions
class CohereEmbedder(BaseEmbedder):
def __init__(self, config: Optional[BaseEmbed... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/__init__.py | embedchain/embedchain/embedder/__init__.py | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false | |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/vertexai.py | embedchain/embedchain/embedder/vertexai.py | from typing import Optional
from langchain_google_vertexai import VertexAIEmbeddings
from embedchain.config import BaseEmbedderConfig
from embedchain.embedder.base import BaseEmbedder
from embedchain.models import VectorDimensions
class VertexAIEmbedder(BaseEmbedder):
def __init__(self, config: Optional[BaseEmb... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/azure_openai.py | embedchain/embedchain/embedder/azure_openai.py | from typing import Optional
from langchain_openai import AzureOpenAIEmbeddings
from embedchain.config import BaseEmbedderConfig
from embedchain.embedder.base import BaseEmbedder
from embedchain.models import VectorDimensions
class AzureOpenAIEmbedder(BaseEmbedder):
def __init__(self, config: Optional[BaseEmbedd... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/base.py | embedchain/embedchain/embedder/base.py | from collections.abc import Callable
from typing import Any, Optional
from embedchain.config.embedder.base import BaseEmbedderConfig
try:
from chromadb.api.types import Embeddable, EmbeddingFunction, Embeddings
except RuntimeError:
from embedchain.utils.misc import use_pysqlite3
use_pysqlite3()
from ... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/mistralai.py | embedchain/embedchain/embedder/mistralai.py | import os
from typing import Optional, Union
from chromadb import EmbeddingFunction, Embeddings
from embedchain.config import BaseEmbedderConfig
from embedchain.embedder.base import BaseEmbedder
from embedchain.models import VectorDimensions
class MistralAIEmbeddingFunction(EmbeddingFunction):
def __init__(self... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
mem0ai/mem0 | https://github.com/mem0ai/mem0/blob/69a552d8a85637452ea20382a6ac3991fd6d60b3/embedchain/embedchain/embedder/openai.py | embedchain/embedchain/embedder/openai.py | import os
import warnings
from typing import Optional
from chromadb.utils.embedding_functions import OpenAIEmbeddingFunction
from embedchain.config import BaseEmbedderConfig
from embedchain.embedder.base import BaseEmbedder
from embedchain.models import VectorDimensions
class OpenAIEmbedder(BaseEmbedder):
def _... | python | Apache-2.0 | 69a552d8a85637452ea20382a6ac3991fd6d60b3 | 2026-01-04T14:39:42.142319Z | false |
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