feat: mem0 ai memory block (#9285)

We want to have some more intelligent and less user managed memory
methods, so we add mem0


### Changes 🏗️

- Adds user_id to kwargs for blocks
- Add mem0 blocks

<!-- Concisely describe all of the changes made in this pull request:
-->

### Checklist 📋

- [x] document adding user_id to kwargs for blocks
- [x] Add run and agent Id as optional checkboxes that will be passed
down to mem0

#### For code changes:
- [x] I have clearly listed my changes in the PR description
- [x] I have made a test plan
- [ ] I have tested my changes according to the test plan:
  <!-- Put your test plan here: -->
- [ ] Build and submit an agent to @Torantulino and the marketplace for
a personal AI tutor based on recommendations from the mem0 team

---------

Co-authored-by: Aarushi <50577581+aarushik93@users.noreply.github.com>
Co-authored-by: Zamil Majdy <zamil.majdy@agpt.co>
pull/9344/head
Nicholas Tindle 2025-01-28 15:15:29 +00:00 committed by GitHub
parent e3190b6234
commit c5747c59d7
No known key found for this signature in database
GPG Key ID: B5690EEEBB952194
19 changed files with 729 additions and 6 deletions

View File

@ -141,6 +141,9 @@ EXA_API_KEY=
# E2B
E2B_API_KEY=
# Mem0
MEM0_API_KEY=
# Nvidia
NVIDIA_API_KEY=

View File

@ -508,6 +508,48 @@ class AddToListBlock(Block):
yield "updated_list", updated_list
class FindInListBlock(Block):
class Input(BlockSchema):
list: List[Any] = SchemaField(description="The list to search in.")
value: Any = SchemaField(description="The value to search for.")
class Output(BlockSchema):
index: int = SchemaField(description="The index of the value in the list.")
found: bool = SchemaField(
description="Whether the value was found in the list."
)
not_found_value: Any = SchemaField(
description="The value that was not found in the list."
)
def __init__(self):
super().__init__(
id="5e2c6d0a-1e37-489f-b1d0-8e1812b23333",
description="Finds the index of the value in the list.",
categories={BlockCategory.BASIC},
input_schema=FindInListBlock.Input,
output_schema=FindInListBlock.Output,
test_input=[
{"list": [1, 2, 3, 4, 5], "value": 3},
{"list": [1, 2, 3, 4, 5], "value": 6},
],
test_output=[
("index", 2),
("found", True),
("found", False),
("not_found_value", 6),
],
)
def run(self, input_data: Input, **kwargs) -> BlockOutput:
try:
yield "index", input_data.list.index(input_data.value)
yield "found", True
except ValueError:
yield "found", False
yield "not_found_value", input_data.value
class NoteBlock(Block):
class Input(BlockSchema):
text: str = SchemaField(description="The text to display in the sticky note.")

View File

@ -0,0 +1,338 @@
from typing import Any, Literal, Optional, Union
from mem0 import MemoryClient
from pydantic import BaseModel, SecretStr
from backend.data.block import Block, BlockOutput, BlockSchema
from backend.data.model import (
APIKeyCredentials,
CredentialsField,
CredentialsMetaInput,
SchemaField,
)
from backend.integrations.providers import ProviderName
TEST_CREDENTIALS = APIKeyCredentials(
id="ed55ac19-356e-4243-a6cb-bc599e9b716f",
provider="mem0",
api_key=SecretStr("mock-mem0-api-key"),
title="Mock Mem0 API key",
expires_at=None,
)
TEST_CREDENTIALS_INPUT = {
"provider": TEST_CREDENTIALS.provider,
"id": TEST_CREDENTIALS.id,
"type": TEST_CREDENTIALS.type,
"title": TEST_CREDENTIALS.title,
}
class Mem0Base:
"""Base class with shared utilities for Mem0 blocks"""
@staticmethod
def _get_client(credentials: APIKeyCredentials) -> MemoryClient:
"""Get initialized Mem0 client"""
return MemoryClient(api_key=credentials.api_key.get_secret_value())
Filter = dict[str, list[dict[str, str | dict[str, list[str]]]]]
class Conversation(BaseModel):
discriminator: Literal["conversation"]
messages: list[dict[str, str]]
class Content(BaseModel):
discriminator: Literal["content"]
content: str
class AddMemoryBlock(Block, Mem0Base):
"""Block for adding memories to Mem0
Always limited by user_id and optional graph_id and graph_exec_id"""
class Input(BlockSchema):
credentials: CredentialsMetaInput[
Literal[ProviderName.MEM0], Literal["api_key"]
] = CredentialsField(description="Mem0 API key credentials")
content: Union[Content, Conversation] = SchemaField(
discriminator="discriminator",
description="Content to add - either a string or list of message objects as output from an AI block",
default=Content(discriminator="content", content="I'm a vegetarian"),
)
metadata: dict[str, Any] = SchemaField(
description="Optional metadata for the memory", default={}
)
limit_memory_to_run: bool = SchemaField(
description="Limit the memory to the run", default=False
)
limit_memory_to_agent: bool = SchemaField(
description="Limit the memory to the agent", default=False
)
class Output(BlockSchema):
action: str = SchemaField(description="Action of the operation")
memory: str = SchemaField(description="Memory created")
error: str = SchemaField(description="Error message if operation fails")
def __init__(self):
super().__init__(
id="dce97578-86be-45a4-ae50-f6de33fc935a",
description="Add new memories to Mem0 with user segmentation",
input_schema=AddMemoryBlock.Input,
output_schema=AddMemoryBlock.Output,
test_input=[
{
"content": {
"discriminator": "conversation",
"messages": [{"role": "user", "content": "I'm a vegetarian"}],
},
"metadata": {"food": "vegetarian"},
"credentials": TEST_CREDENTIALS_INPUT,
},
{
"content": {
"discriminator": "content",
"content": "I am a vegetarian",
},
"metadata": {"food": "vegetarian"},
"credentials": TEST_CREDENTIALS_INPUT,
},
],
test_output=[("action", "NO_CHANGE"), ("action", "NO_CHANGE")],
test_credentials=TEST_CREDENTIALS,
test_mock={"_get_client": lambda credentials: MockMemoryClient()},
)
def run(
self,
input_data: Input,
*,
credentials: APIKeyCredentials,
user_id: str,
graph_id: str,
graph_exec_id: str,
**kwargs
) -> BlockOutput:
try:
client = self._get_client(credentials)
if isinstance(input_data.content, Conversation):
messages = input_data.content.messages
else:
messages = [{"role": "user", "content": input_data.content}]
params = {
"user_id": user_id,
"output_format": "v1.1",
"metadata": input_data.metadata,
}
if input_data.limit_memory_to_run:
params["run_id"] = graph_exec_id
if input_data.limit_memory_to_agent:
params["agent_id"] = graph_id
# Use the client to add memory
result = client.add(
messages,
**params,
)
if len(result.get("results", [])) > 0:
for result in result.get("results", []):
yield "action", result["event"]
yield "memory", result["memory"]
else:
yield "action", "NO_CHANGE"
except Exception as e:
yield "error", str(object=e)
class SearchMemoryBlock(Block, Mem0Base):
"""Block for searching memories in Mem0"""
class Input(BlockSchema):
credentials: CredentialsMetaInput[
Literal[ProviderName.MEM0], Literal["api_key"]
] = CredentialsField(description="Mem0 API key credentials")
query: str = SchemaField(
description="Search query",
advanced=False,
)
trigger: bool = SchemaField(
description="An unused field that is used to (re-)trigger the block when you have no other inputs",
default=False,
advanced=False,
)
categories_filter: list[str] = SchemaField(
description="Categories to filter by",
default=[],
advanced=True,
)
limit_memory_to_run: bool = SchemaField(
description="Limit the memory to the run", default=False
)
limit_memory_to_agent: bool = SchemaField(
description="Limit the memory to the agent", default=True
)
class Output(BlockSchema):
memories: Any = SchemaField(description="List of matching memories")
error: str = SchemaField(description="Error message if operation fails")
def __init__(self):
super().__init__(
id="bd7c84e3-e073-4b75-810c-600886ec8a5b",
description="Search memories in Mem0 by user",
input_schema=SearchMemoryBlock.Input,
output_schema=SearchMemoryBlock.Output,
test_input={
"query": "vegetarian preferences",
"credentials": TEST_CREDENTIALS_INPUT,
"top_k": 10,
"rerank": True,
},
test_output=[
("memories", [{"id": "test-memory", "content": "test content"}])
],
test_credentials=TEST_CREDENTIALS,
test_mock={"_get_client": lambda credentials: MockMemoryClient()},
)
def run(
self,
input_data: Input,
*,
credentials: APIKeyCredentials,
user_id: str,
graph_id: str,
graph_exec_id: str,
**kwargs
) -> BlockOutput:
try:
client = self._get_client(credentials)
filters: Filter = {
# This works with only one filter, so we can allow others to add on later
"AND": [
{"user_id": user_id},
]
}
if input_data.categories_filter:
filters["AND"].append(
{"categories": {"contains": input_data.categories_filter}}
)
if input_data.limit_memory_to_run:
filters["AND"].append({"run_id": graph_exec_id})
if input_data.limit_memory_to_agent:
filters["AND"].append({"agent_id": graph_id})
result: list[dict[str, Any]] = client.search(
input_data.query, version="v2", filters=filters
)
yield "memories", result
except Exception as e:
yield "error", str(e)
class GetAllMemoriesBlock(Block, Mem0Base):
"""Block for retrieving all memories from Mem0"""
class Input(BlockSchema):
credentials: CredentialsMetaInput[
Literal[ProviderName.MEM0], Literal["api_key"]
] = CredentialsField(description="Mem0 API key credentials")
trigger: bool = SchemaField(
description="An unused field that is used to trigger the block when you have no other inputs",
default=False,
advanced=False,
)
categories: Optional[list[str]] = SchemaField(
description="Filter by categories", default=None
)
limit_memory_to_run: bool = SchemaField(
description="Limit the memory to the run", default=False
)
limit_memory_to_agent: bool = SchemaField(
description="Limit the memory to the agent", default=False
)
class Output(BlockSchema):
memories: Any = SchemaField(description="List of memories")
error: str = SchemaField(description="Error message if operation fails")
def __init__(self):
super().__init__(
id="45aee5bf-4767-45d1-a28b-e01c5aae9fc1",
description="Retrieve all memories from Mem0 with pagination",
input_schema=GetAllMemoriesBlock.Input,
output_schema=GetAllMemoriesBlock.Output,
test_input={
"user_id": "test_user",
"credentials": TEST_CREDENTIALS_INPUT,
},
test_output=[
("memories", [{"id": "test-memory", "content": "test content"}]),
],
test_credentials=TEST_CREDENTIALS,
test_mock={"_get_client": lambda credentials: MockMemoryClient()},
)
def run(
self,
input_data: Input,
*,
credentials: APIKeyCredentials,
user_id: str,
graph_id: str,
graph_exec_id: str,
**kwargs
) -> BlockOutput:
try:
client = self._get_client(credentials)
filters: Filter = {
"AND": [
{"user_id": user_id},
]
}
if input_data.limit_memory_to_run:
filters["AND"].append({"run_id": graph_exec_id})
if input_data.limit_memory_to_agent:
filters["AND"].append({"agent_id": graph_id})
if input_data.categories:
filters["AND"].append(
{"categories": {"contains": input_data.categories}}
)
memories: list[dict[str, Any]] = client.get_all(
filters=filters,
version="v2",
)
yield "memories", memories
except Exception as e:
yield "error", str(e)
# Mock client for testing
class MockMemoryClient:
"""Mock Mem0 client for testing"""
def add(self, *args, **kwargs):
return {"memory_id": "test-memory-id", "status": "success"}
def search(self, *args, **kwargs) -> list[dict[str, str]]:
return [{"id": "test-memory", "content": "test content"}]
def get_all(self, *args, **kwargs) -> list[dict[str, str]]:
return [{"id": "test-memory", "content": "test content"}]

View File

@ -212,3 +212,43 @@ class CombineTextsBlock(Block):
def run(self, input_data: Input, **kwargs) -> BlockOutput:
combined_text = input_data.delimiter.join(input_data.input)
yield "output", combined_text
class TextSplitBlock(Block):
class Input(BlockSchema):
text: str = SchemaField(description="The text to split.")
delimiter: str = SchemaField(description="The delimiter to split the text by.")
strip: bool = SchemaField(
description="Whether to strip the text.", default=True
)
class Output(BlockSchema):
texts: list[str] = SchemaField(
description="The text split into a list of strings."
)
def __init__(self):
super().__init__(
id="d5ea33c8-a575-477a-b42f-2fe3be5055ec",
description="This block is used to split a text into a list of strings.",
categories={BlockCategory.TEXT},
input_schema=TextSplitBlock.Input,
output_schema=TextSplitBlock.Output,
test_input=[
{"text": "Hello, World!", "delimiter": ","},
{"text": "Hello, World!", "delimiter": ",", "strip": False},
],
test_output=[
("texts", ["Hello", "World!"]),
("texts", ["Hello", " World!"]),
],
)
def run(self, input_data: Input, **kwargs) -> BlockOutput:
if len(input_data.text) == 0:
yield "texts", []
else:
texts = input_data.text.split(input_data.delimiter)
if input_data.strip:
texts = [text.strip() for text in texts]
yield "texts", texts

View File

@ -398,6 +398,7 @@ class Block(ABC, Generic[BlockSchemaInputType, BlockSchemaOutputType]):
}
def execute(self, input_data: BlockInput, **kwargs) -> BlockOutput:
# Merge the input data with the extra execution arguments, preferring the args for security
if error := self.input_schema.validate_data(input_data):
raise ValueError(
f"Unable to execute block with invalid input data: {error}"

View File

@ -170,12 +170,15 @@ def execute_node(
log_metadata.info("Executed node with input", input=input_data_str)
update_execution(ExecutionStatus.RUNNING)
# Inject extra execution arguments for the blocks via kwargs
extra_exec_kwargs: dict = {
"graph_id": graph_id,
"node_id": node_id,
"graph_exec_id": graph_exec_id,
"node_exec_id": node_exec_id,
"user_id": user_id,
}
# Last-minute fetch credentials + acquire a system-wide read-write lock to prevent
# changes during execution. ⚠️ This means a set of credentials can only be used by
# one (running) block at a time; simultaneous execution of blocks using same

View File

@ -130,6 +130,13 @@ nvidia_credentials = APIKeyCredentials(
title="Use Credits for Nvidia",
expires_at=None,
)
mem0_credentials = APIKeyCredentials(
id="ed55ac19-356e-4243-a6cb-bc599e9b716f",
provider="mem0",
api_key=SecretStr(settings.secrets.mem0_api_key),
title="Use Credits for Mem0",
expires_at=None,
)
DEFAULT_CREDENTIALS = [
@ -148,6 +155,7 @@ DEFAULT_CREDENTIALS = [
exa_credentials,
e2b_credentials,
nvidia_credentials,
mem0_credentials,
]
@ -211,6 +219,8 @@ class IntegrationCredentialsStore:
all_credentials.append(e2b_credentials)
if settings.secrets.nvidia_api_key:
all_credentials.append(nvidia_credentials)
if settings.secrets.mem0_api_key:
all_credentials.append(mem0_credentials)
return all_credentials
def get_creds_by_id(self, user_id: str, credentials_id: str) -> Credentials | None:

View File

@ -19,6 +19,7 @@ class ProviderName(str, Enum):
JINA = "jina"
LINEAR = "linear"
MEDIUM = "medium"
MEM0 = "mem0"
NOTION = "notion"
NVIDIA = "nvidia"
OLLAMA = "ollama"

View File

@ -315,6 +315,7 @@ class Secrets(UpdateTrackingModel["Secrets"], BaseSettings):
exa_api_key: str = Field(default="", description="Exa API key")
e2b_api_key: str = Field(default="", description="E2B API key")
nvidia_api_key: str = Field(default="", description="Nvidia API key")
mem0_api_key: str = Field(default="", description="Mem0 API key")
linear_client_id: str = Field(default="", description="Linear client ID")
linear_client_secret: str = Field(default="", description="Linear client secret")

View File

@ -1,5 +1,6 @@
import logging
import time
import uuid
from typing import Sequence, cast
from backend.data import db
@ -104,7 +105,13 @@ def execute_block_test(block: Block):
log.info(f"{prefix} mock {mock_name} not found in block")
# Populate credentials argument(s)
extra_exec_kwargs = {}
extra_exec_kwargs: dict = {
"graph_id": uuid.uuid4(),
"node_id": uuid.uuid4(),
"graph_exec_id": uuid.uuid4(),
"node_exec_id": uuid.uuid4(),
"user_id": uuid.uuid4(),
}
input_model = cast(type[BlockSchema], block.input_schema)
credentials_input_fields = input_model.get_credentials_fields()
if len(credentials_input_fields) == 1 and isinstance(
@ -125,7 +132,9 @@ def execute_block_test(block: Block):
for output_name, output_data in block.execute(input_data, **extra_exec_kwargs):
if output_index >= len(block.test_output):
raise ValueError(f"{prefix} produced output more than expected")
raise ValueError(
f"{prefix} produced output more than expected {output_index} >= {len(block.test_output)}:\nOutput Expected:\t\t{block.test_output}\nFailed Output Produced:\t('{output_name}', {output_data})\nNote that this may not be the one that was unexpected, but it is the first that triggered the extra output warning"
)
ex_output_name, ex_output_data = block.test_output[output_index]
def compare(data, expected_data):
@ -142,7 +151,9 @@ def execute_block_test(block: Block):
log.info(f"{prefix} {mark} comparing `{data}` vs `{expected_data}`")
if not is_matching:
raise ValueError(
f"{prefix}: wrong output {data} vs {expected_data}"
f"{prefix}: wrong output {data} vs {expected_data}\n"
f"Output Expected:\t\t{block.test_output}\n"
f"Failed Output Produced:\t('{output_name}', {output_data})"
)
compare(output_data, ex_output_data)

View File

@ -1,4 +1,4 @@
# This file is automatically @generated by Poetry 2.0.0 and should not be changed by hand.
# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
[[package]]
name = "aio-pika"
@ -306,6 +306,18 @@ supabase = "^2.11.0"
type = "directory"
url = "../autogpt_libs"
[[package]]
name = "backoff"
version = "2.2.1"
description = "Function decoration for backoff and retry"
optional = false
python-versions = ">=3.7,<4.0"
groups = ["main"]
files = [
{file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
{file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
]
[[package]]
name = "black"
version = "24.10.0"
@ -1501,6 +1513,76 @@ googleapis-common-protos = ">=1.5.5"
grpcio = ">=1.70.0"
protobuf = ">=5.26.1,<6.0dev"
[[package]]
name = "grpcio-tools"
version = "1.68.0"
description = "Protobuf code generator for gRPC"
optional = false
python-versions = ">=3.8"
groups = ["main"]
files = [
{file = "grpcio_tools-1.68.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:9509a5c3ed3d54fa7ac20748d501cb86668f764605a0a68f275339ee0f1dc1a6"},
{file = "grpcio_tools-1.68.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:59a885091bf29700ba0e14a954d156a18714caaa2006a7f328b18e1ac4b1e721"},
{file = "grpcio_tools-1.68.0-cp310-cp310-manylinux_2_17_aarch64.whl", hash = "sha256:d3e678162e1d7a8720dc05fdd537fc8df082a50831791f7bb1c6f90095f8368b"},
{file = "grpcio_tools-1.68.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:10d03e3ad4af6284fd27cb14f5a3d52045913c1253e3e24a384ed91bc8adbfcd"},
{file = "grpcio_tools-1.68.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1769d7f529de1cc102f7fb900611e3c0b69bdb244fca1075b24d6e5b49024586"},
{file = "grpcio_tools-1.68.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:88640d95ee41921ac7352fa5fadca52a06d7e21fbe53e6a706a9a494f756be7d"},
{file = "grpcio_tools-1.68.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:e903d07bc65232aa9e7704c829aec263e1e139442608e473d7912417a9908e29"},
{file = "grpcio_tools-1.68.0-cp310-cp310-win32.whl", hash = "sha256:66b70b37184d40806844f51c2757c6b852511d4ea46a3bf2c7e931a47b455bc6"},
{file = "grpcio_tools-1.68.0-cp310-cp310-win_amd64.whl", hash = "sha256:b47ae076ffb29a68e517bc03552bef0d9c973f8e18adadff180b123e973a26ea"},
{file = "grpcio_tools-1.68.0-cp311-cp311-linux_armv7l.whl", hash = "sha256:f65942fab440e99113ce14436deace7554d5aa554ea18358e3a5f3fc47efe322"},
{file = "grpcio_tools-1.68.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:8fefc6d000e169a97336feded23ce614df3fb9926fc48c7a9ff8ea459d93b5b0"},
{file = "grpcio_tools-1.68.0-cp311-cp311-manylinux_2_17_aarch64.whl", hash = "sha256:6dd69c9f3ff85eee8d1f71adf7023c638ca8d465633244ac1b7f19bc3668612d"},
{file = "grpcio_tools-1.68.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7dc5195dc02057668cc22da1ff1aea1811f6fa0deb801b3194dec1fe0bab1cf0"},
{file = "grpcio_tools-1.68.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:849b12bec2320e49e988df104c92217d533e01febac172a4495caab36d9f0edc"},
{file = "grpcio_tools-1.68.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:766c2cd2e365e0fc0e559af56f2c2d144d95fd7cb8668a34d533e66d6435eb34"},
{file = "grpcio_tools-1.68.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:2ec3a2e0afa4866ccc5ba33c071aebaa619245dfdd840cbb74f2b0591868d085"},
{file = "grpcio_tools-1.68.0-cp311-cp311-win32.whl", hash = "sha256:80b733014eb40d920d836d782e5cdea0dcc90d251a2ffb35ab378ef4f8a42c14"},
{file = "grpcio_tools-1.68.0-cp311-cp311-win_amd64.whl", hash = "sha256:f95103e3e4e7fee7c6123bc9e4e925e07ad24d8d09d7c1c916fb6c8d1cb9e726"},
{file = "grpcio_tools-1.68.0-cp312-cp312-linux_armv7l.whl", hash = "sha256:dd9a654af8536b3de8525bff72a245fef62d572eabf96ac946fe850e707cb27d"},
{file = "grpcio_tools-1.68.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:0f77957e3a0916a0dd18d57ce6b49d95fc9a5cfed92310f226339c0fda5394f6"},
{file = "grpcio_tools-1.68.0-cp312-cp312-manylinux_2_17_aarch64.whl", hash = "sha256:92a09afe64fe26696595de2036e10967876d26b12c894cc9160f00152cacebe7"},
{file = "grpcio_tools-1.68.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:28ebdbad2ef16699d07400b65260240851049a75502eff69a59b127d3ab960f1"},
{file = "grpcio_tools-1.68.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d3150d784d8050b10dcf5eb06e04fb90747a1547fed3a062a608d940fe57066"},
{file = "grpcio_tools-1.68.0-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:261d98fd635595de42aadee848f9af46da6654d63791c888891e94f66c5d0682"},
{file = "grpcio_tools-1.68.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:061345c0079b9471f32230186ab01acb908ea0e577bc1699a8cf47acef8be4af"},
{file = "grpcio_tools-1.68.0-cp312-cp312-win32.whl", hash = "sha256:533ce6791a5ba21e35d74c6c25caf4776f5692785a170c01ea1153783ad5af31"},
{file = "grpcio_tools-1.68.0-cp312-cp312-win_amd64.whl", hash = "sha256:56842a0ce74b4b92eb62cd5ee00181b2d3acc58ba0c4fd20d15a5db51f891ba6"},
{file = "grpcio_tools-1.68.0-cp313-cp313-linux_armv7l.whl", hash = "sha256:1117a81592542f0c36575082daa6413c57ca39188b18a4c50ec7332616f4b97e"},
{file = "grpcio_tools-1.68.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:51e5a090849b30c99a2396d42140b8a3e558eff6cdfa12603f9582e2cd07724e"},
{file = "grpcio_tools-1.68.0-cp313-cp313-manylinux_2_17_aarch64.whl", hash = "sha256:4fe611d89a1836df8936f066d39c7eb03d4241806449ec45d4b8e1c843ae8011"},
{file = "grpcio_tools-1.68.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c10f3faa0cc4d89eb546f53b623837af23e86dc495d3b89510bcc0e0a6c0b8b2"},
{file = "grpcio_tools-1.68.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:46b537480b8fd2195d988120a28467601a2a3de2e504043b89fb90318e1eb754"},
{file = "grpcio_tools-1.68.0-cp313-cp313-musllinux_1_1_i686.whl", hash = "sha256:17d0c9004ea82b4213955a585401e80c30d4b37a1d4ace32ccdea8db4d3b7d43"},
{file = "grpcio_tools-1.68.0-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:2919faae04fe47bad57fc9b578aeaab527da260e851f321a253b6b11862254a8"},
{file = "grpcio_tools-1.68.0-cp313-cp313-win32.whl", hash = "sha256:ee86157ef899f58ba2fe1055cce0d33bd703e99aa6d5a0895581ac3969f06bfa"},
{file = "grpcio_tools-1.68.0-cp313-cp313-win_amd64.whl", hash = "sha256:d0470ffc6a93c86cdda48edd428d22e2fef17d854788d60d0d5f291038873157"},
{file = "grpcio_tools-1.68.0-cp38-cp38-linux_armv7l.whl", hash = "sha256:795f2cd76f68a12b0b5541b98187ba367dd69b49d359cf98b781ead742961370"},
{file = "grpcio_tools-1.68.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:57e29e78c33fb1b1d557fbe7650d722d1f2b0a9f53ea73beb8ea47e627b6000b"},
{file = "grpcio_tools-1.68.0-cp38-cp38-manylinux_2_17_aarch64.whl", hash = "sha256:700f171cd3293ee8d50cd43171562ff07b14fa8e49ee471cd91c6924c7da8644"},
{file = "grpcio_tools-1.68.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:196cd8a3a5963a4c9e424314df9eb573b305e6f958fe6508d26580ce01e7aa56"},
{file = "grpcio_tools-1.68.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cad40c3164ee9cef62524dea509449ea581b17ea493178beef051bf79b5103ca"},
{file = "grpcio_tools-1.68.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:ab93fab49fa1e699e577ff5fbb99aba660164d710d4c33cfe0aa9d06f585539f"},
{file = "grpcio_tools-1.68.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:511224a99726eb84db9ddb84dc8a75377c3eae797d835f99e80128ec618376d5"},
{file = "grpcio_tools-1.68.0-cp38-cp38-win32.whl", hash = "sha256:b4ca81770cd729a9ea536d871aacedbde2b732bb9bb83c9d993d63f58502153d"},
{file = "grpcio_tools-1.68.0-cp38-cp38-win_amd64.whl", hash = "sha256:6950725bf7a496f81d3ec3324334ffc9dbec743b510dd0e897f51f8627eeb6ac"},
{file = "grpcio_tools-1.68.0-cp39-cp39-linux_armv7l.whl", hash = "sha256:01ace351a51d7ee120963a4612b1f00e964462ec548db20d17f8902e238592c8"},
{file = "grpcio_tools-1.68.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5afd2f3f7257b52228a7808a2b4a765893d4d802d7a2377d9284853e67d045c6"},
{file = "grpcio_tools-1.68.0-cp39-cp39-manylinux_2_17_aarch64.whl", hash = "sha256:453ee3193d59c974c678d91f08786f43c25ef753651b0825dc3d008c31baf68d"},
{file = "grpcio_tools-1.68.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b094b22919b786ad73c20372ef5e546330e7cd2c6dc12293b7ed586975f35d38"},
{file = "grpcio_tools-1.68.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:26335eea976dfc1ff5d90b19c309a9425bd53868112a0507ad20f297f2c21d3e"},
{file = "grpcio_tools-1.68.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:c77ecc5164bb413a613bdac9091dcc29d26834a2ac42fcd1afdfcda9e3003e68"},
{file = "grpcio_tools-1.68.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:e31be6dc61496a59c1079b0a669f93dfcc2cdc4b1dbdc4374247cd09cee1329b"},
{file = "grpcio_tools-1.68.0-cp39-cp39-win32.whl", hash = "sha256:3aa40958355920ae2846c6fb5cadac4f2c8e33234a2982fef8101da0990e3968"},
{file = "grpcio_tools-1.68.0-cp39-cp39-win_amd64.whl", hash = "sha256:19bafb80948eda979b1b3a63c1567162d06249f43068a0e46a028a448e6f72d4"},
{file = "grpcio_tools-1.68.0.tar.gz", hash = "sha256:737804ec2225dd4cc27e633b4ca0e963b0795161bf678285fab6586e917fd867"},
]
[package.dependencies]
grpcio = ">=1.68.0"
protobuf = ">=5.26.1,<6.0dev"
setuptools = "*"
[[package]]
name = "h11"
version = "0.14.0"
@ -2067,6 +2149,41 @@ files = [
{file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
]
[[package]]
name = "mem0ai"
version = "0.1.44"
description = "Long-term memory for AI Agents"
optional = false
python-versions = "<4.0,>=3.9"
groups = ["main"]
files = [
{file = "mem0ai-0.1.44-py3-none-any.whl", hash = "sha256:32260a2cd935035a1b16ce04ad2e4510a5bd97618709466e2d06303e0eb8d9d4"},
{file = "mem0ai-0.1.44.tar.gz", hash = "sha256:93214272915d94f673d370bb8fe7a8bfc21806267e65700b471bec454dcdfa5c"},
]
[package.dependencies]
openai = ">=1.33.0,<2.0.0"
posthog = ">=3.5.0,<4.0.0"
pydantic = ">=2.7.3,<3.0.0"
pytz = ">=2024.1,<2025.0"
qdrant-client = ">=1.9.1,<2.0.0"
sqlalchemy = ">=2.0.31,<3.0.0"
[package.extras]
graph = ["langchain-community (>=0.3.1,<0.4.0)", "neo4j (>=5.23.1,<6.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)"]
[[package]]
name = "monotonic"
version = "1.6"
description = "An implementation of time.monotonic() for Python 2 & < 3.3"
optional = false
python-versions = "*"
groups = ["main"]
files = [
{file = "monotonic-1.6-py2.py3-none-any.whl", hash = "sha256:68687e19a14f11f26d140dd5c86f3dba4bf5df58003000ed467e0e2a69bca96c"},
{file = "monotonic-1.6.tar.gz", hash = "sha256:3a55207bcfed53ddd5c5bae174524062935efed17792e9de2ad0205ce9ad63f7"},
]
[[package]]
name = "moviepy"
version = "2.1.2"
@ -2619,6 +2736,26 @@ tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
[package.extras]
poetry-plugin = ["poetry (>=1.0,<3.0)"]
[[package]]
name = "portalocker"
version = "2.10.1"
description = "Wraps the portalocker recipe for easy usage"
optional = false
python-versions = ">=3.8"
groups = ["main"]
files = [
{file = "portalocker-2.10.1-py3-none-any.whl", hash = "sha256:53a5984ebc86a025552264b459b46a2086e269b21823cb572f8f28ee759e45bf"},
{file = "portalocker-2.10.1.tar.gz", hash = "sha256:ef1bf844e878ab08aee7e40184156e1151f228f103aa5c6bd0724cc330960f8f"},
]
[package.dependencies]
pywin32 = {version = ">=226", markers = "platform_system == \"Windows\""}
[package.extras]
docs = ["sphinx (>=1.7.1)"]
redis = ["redis"]
tests = ["pytest (>=5.4.1)", "pytest-cov (>=2.8.1)", "pytest-mypy (>=0.8.0)", "pytest-timeout (>=2.1.0)", "redis", "sphinx (>=6.0.0)", "types-redis"]
[[package]]
name = "postgrest"
version = "0.19.1"
@ -2637,6 +2774,31 @@ httpx = {version = ">=0.26,<0.29", extras = ["http2"]}
pydantic = ">=1.9,<3.0"
strenum = {version = ">=0.4.9,<0.5.0", markers = "python_version < \"3.11\""}
[[package]]
name = "posthog"
version = "3.8.3"
description = "Integrate PostHog into any python application."
optional = false
python-versions = "*"
groups = ["main"]
files = [
{file = "posthog-3.8.3-py2.py3-none-any.whl", hash = "sha256:7215c4d7649b0c87905b42f460403311564996d776ab48d39852f46539a50f22"},
{file = "posthog-3.8.3.tar.gz", hash = "sha256:263df03ea312d4b47a3d5ea393fdb22ff2ed78140d5ce9af9dd0618ae245a44b"},
]
[package.dependencies]
backoff = ">=1.10.0"
monotonic = ">=1.5"
python-dateutil = ">2.1"
requests = ">=2.7,<3.0"
six = ">=1.5"
[package.extras]
dev = ["black", "flake8", "flake8-print", "isort", "pre-commit"]
langchain = ["langchain (>=0.2.0)"]
sentry = ["django", "sentry-sdk"]
test = ["coverage", "django", "flake8", "freezegun (==0.3.15)", "langchain-community (>=0.2.0)", "langchain-openai (>=0.2.0)", "mock (>=2.0.0)", "pylint", "pytest", "pytest-asyncio", "pytest-timeout"]
[[package]]
name = "praw"
version = "7.8.1"
@ -3382,6 +3544,47 @@ files = [
{file = "python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13"},
]
[[package]]
name = "pytz"
version = "2024.2"
description = "World timezone definitions, modern and historical"
optional = false
python-versions = "*"
groups = ["main"]
files = [
{file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
{file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
]
[[package]]
name = "pywin32"
version = "308"
description = "Python for Window Extensions"
optional = false
python-versions = "*"
groups = ["main"]
markers = "platform_system == \"Windows\""
files = [
{file = "pywin32-308-cp310-cp310-win32.whl", hash = "sha256:796ff4426437896550d2981b9c2ac0ffd75238ad9ea2d3bfa67a1abd546d262e"},
{file = "pywin32-308-cp310-cp310-win_amd64.whl", hash = "sha256:4fc888c59b3c0bef905ce7eb7e2106a07712015ea1c8234b703a088d46110e8e"},
{file = "pywin32-308-cp310-cp310-win_arm64.whl", hash = "sha256:a5ab5381813b40f264fa3495b98af850098f814a25a63589a8e9eb12560f450c"},
{file = "pywin32-308-cp311-cp311-win32.whl", hash = "sha256:5d8c8015b24a7d6855b1550d8e660d8daa09983c80e5daf89a273e5c6fb5095a"},
{file = "pywin32-308-cp311-cp311-win_amd64.whl", hash = "sha256:575621b90f0dc2695fec346b2d6302faebd4f0f45c05ea29404cefe35d89442b"},
{file = "pywin32-308-cp311-cp311-win_arm64.whl", hash = "sha256:100a5442b7332070983c4cd03f2e906a5648a5104b8a7f50175f7906efd16bb6"},
{file = "pywin32-308-cp312-cp312-win32.whl", hash = "sha256:587f3e19696f4bf96fde9d8a57cec74a57021ad5f204c9e627e15c33ff568897"},
{file = "pywin32-308-cp312-cp312-win_amd64.whl", hash = "sha256:00b3e11ef09ede56c6a43c71f2d31857cf7c54b0ab6e78ac659497abd2834f47"},
{file = "pywin32-308-cp312-cp312-win_arm64.whl", hash = "sha256:9b4de86c8d909aed15b7011182c8cab38c8850de36e6afb1f0db22b8959e3091"},
{file = "pywin32-308-cp313-cp313-win32.whl", hash = "sha256:1c44539a37a5b7b21d02ab34e6a4d314e0788f1690d65b48e9b0b89f31abbbed"},
{file = "pywin32-308-cp313-cp313-win_amd64.whl", hash = "sha256:fd380990e792eaf6827fcb7e187b2b4b1cede0585e3d0c9e84201ec27b9905e4"},
{file = "pywin32-308-cp313-cp313-win_arm64.whl", hash = "sha256:ef313c46d4c18dfb82a2431e3051ac8f112ccee1a34f29c263c583c568db63cd"},
{file = "pywin32-308-cp37-cp37m-win32.whl", hash = "sha256:1f696ab352a2ddd63bd07430080dd598e6369152ea13a25ebcdd2f503a38f1ff"},
{file = "pywin32-308-cp37-cp37m-win_amd64.whl", hash = "sha256:13dcb914ed4347019fbec6697a01a0aec61019c1046c2b905410d197856326a6"},
{file = "pywin32-308-cp38-cp38-win32.whl", hash = "sha256:5794e764ebcabf4ff08c555b31bd348c9025929371763b2183172ff4708152f0"},
{file = "pywin32-308-cp38-cp38-win_amd64.whl", hash = "sha256:3b92622e29d651c6b783e368ba7d6722b1634b8e70bd376fd7610fe1992e19de"},
{file = "pywin32-308-cp39-cp39-win32.whl", hash = "sha256:7873ca4dc60ab3287919881a7d4f88baee4a6e639aa6962de25a98ba6b193341"},
{file = "pywin32-308-cp39-cp39-win_amd64.whl", hash = "sha256:71b3322d949b4cc20776436a9c9ba0eeedcbc9c650daa536df63f0ff111bb920"},
]
[[package]]
name = "pyyaml"
version = "6.0.2"
@ -3445,6 +3648,34 @@ files = [
{file = "pyyaml-6.0.2.tar.gz", hash = "sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e"},
]
[[package]]
name = "qdrant-client"
version = "1.12.2"
description = "Client library for the Qdrant vector search engine"
optional = false
python-versions = ">=3.9"
groups = ["main"]
files = [
{file = "qdrant_client-1.12.2-py3-none-any.whl", hash = "sha256:a0ae500a46a679ff3521ba3f1f1cf3d72b57090a768cec65fc317066bcbac1e6"},
{file = "qdrant_client-1.12.2.tar.gz", hash = "sha256:2777e09b3e89bb22bb490384d8b1fa8140f3915287884f18984f7031a346aba5"},
]
[package.dependencies]
grpcio = ">=1.41.0"
grpcio-tools = ">=1.41.0"
httpx = {version = ">=0.20.0", extras = ["http2"]}
numpy = [
{version = ">=1.21", markers = "python_version >= \"3.10\" and python_version < \"3.12\""},
{version = ">=1.26", markers = "python_version >= \"3.12\" and python_version < \"3.13\""},
]
portalocker = ">=2.7.0,<3.0.0"
pydantic = ">=1.10.8"
urllib3 = ">=1.26.14,<3"
[package.extras]
fastembed = ["fastembed (==0.5.0)"]
fastembed-gpu = ["fastembed-gpu (==0.5.0)"]
[[package]]
name = "realtime"
version = "2.2.0"
@ -3793,6 +4024,27 @@ files = [
{file = "serpent-1.41.tar.gz", hash = "sha256:0407035fe3c6644387d48cff1467d5aa9feff814d07372b78677ed0ee3ed7095"},
]
[[package]]
name = "setuptools"
version = "75.8.0"
description = "Easily download, build, install, upgrade, and uninstall Python packages"
optional = false
python-versions = ">=3.9"
groups = ["main"]
files = [
{file = "setuptools-75.8.0-py3-none-any.whl", hash = "sha256:e3982f444617239225d675215d51f6ba05f845d4eec313da4418fdbb56fb27e3"},
{file = "setuptools-75.8.0.tar.gz", hash = "sha256:c5afc8f407c626b8313a86e10311dd3f661c6cd9c09d4bf8c15c0e11f9f2b0e6"},
]
[package.extras]
check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
core = ["importlib_metadata (>=6)", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
cover = ["pytest-cov"]
doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
enabler = ["pytest-enabler (>=2.2)"]
test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
[[package]]
name = "sgmllib3k"
version = "1.0.0"
@ -4782,4 +5034,4 @@ type = ["pytest-mypy"]
[metadata]
lock-version = "2.1"
python-versions = ">=3.10,<3.13"
content-hash = "e67dceb1406873bcd28a0bcd105ff587b8ff808b438cbc7fdbf9e7086b4b4bb0"
content-hash = "38a5c750ddca1a6264fd98b7ee74d199c2bbf57d3acc189264bd9f8ec90febc2"

View File

@ -55,6 +55,7 @@ sqlalchemy = "^2.0.36"
psycopg2-binary = "^2.9.10"
google-cloud-storage = "^2.18.2"
launchdarkly-server-sdk = "^9.8.0"
mem0ai = "^0.1.44"
moviepy = "^2.1.2"
[tool.poetry.group.dev.dependencies]

View File

@ -44,7 +44,7 @@ async def execute_graph(
# Execution queue should be empty
logger.info("Waiting for execution to complete...")
result = await wait_execution(test_user.id, test_graph.id, graph_exec_id)
result = await wait_execution(test_user.id, test_graph.id, graph_exec_id, 30)
logger.info(f"Execution completed with {len(result)} results")
assert len(result) == num_execs
return graph_exec_id

View File

@ -109,6 +109,11 @@ export default function PrivatePage() {
"7f26de70-ba0d-494e-ba76-238e65e7b45f", // Jina
"66f20754-1b81-48e4-91d0-f4f0dd82145f", // Unreal Speech
"b5a0e27d-0c98-4df3-a4b9-10193e1f3c40", // Open Router
"6c0f5bd0-9008-4638-9d79-4b40b631803e", // FAL
"96153e04-9c6c-4486-895f-5bb683b1ecec", // Exa
"78d19fd7-4d59-4a16-8277-3ce310acf2b7", // E2B
"96b83908-2789-4dec-9968-18f0ece4ceb3", // Nvidia
"ed55ac19-356e-4243-a6cb-bc599e9b716f", // Mem0
],
[],
);

View File

@ -109,6 +109,11 @@ export default function PrivatePage() {
"7f26de70-ba0d-494e-ba76-238e65e7b45f", // Jina
"66f20754-1b81-48e4-91d0-f4f0dd82145f", // Unreal Speech
"b5a0e27d-0c98-4df3-a4b9-10193e1f3c40", // Open Router
"6c0f5bd0-9008-4638-9d79-4b40b631803e", // FAL
"96153e04-9c6c-4486-895f-5bb683b1ecec", // Exa
"78d19fd7-4d59-4a16-8277-3ce310acf2b7", // E2B
"96b83908-2789-4dec-9968-18f0ece4ceb3", // Nvidia
"ed55ac19-356e-4243-a6cb-bc599e9b716f", // Mem0
],
[],
);

View File

@ -69,6 +69,7 @@ export const providerIcons: Record<
ideogram: fallbackIcon,
linear: fallbackIcon,
medium: FaMedium,
mem0: fallbackIcon,
ollama: fallbackIcon,
openai: fallbackIcon,
openweathermap: fallbackIcon,

View File

@ -32,6 +32,7 @@ const providerDisplayNames: Record<CredentialsProviderName, string> = {
jina: "Jina",
linear: "Linear",
medium: "Medium",
mem0: "Mem0",
notion: "Notion",
nvidia: "Nvidia",
ollama: "Ollama",

View File

@ -121,6 +121,7 @@ export const PROVIDER_NAMES = {
JINA: "jina",
LINEAR: "linear",
MEDIUM: "medium",
MEM0: "mem0",
NOTION: "notion",
NVIDIA: "nvidia",
OLLAMA: "ollama",

View File

@ -102,6 +102,13 @@ Follow these steps to create and test a new block:
- **API request**: Send a GET request to the Wikipedia API.
- **Error handling**: Handle various exceptions that might occur during the API request and data processing. We don't need to catch all exceptions, only the ones we expect and can handle. The uncaught exceptions will be automatically yielded as `error` in the output. Any block that raises an exception (or yields an `error` output) will be marked as failed. Prefer raising exceptions over yielding `error`, as it will stop the execution immediately.
- **Yield**: Use `yield` to output the results. Prefer to output one result object at a time. If you are calling a function that returns a list, you can yield each item in the list separately. You can also yield the whole list as well, but do both rather than yielding the list. For example: If you were writing a block that outputs emails, you'd yield each email as a separate result object, but you could also yield the whole list as an additional single result object. Yielding output named `error` will break the execution right away and mark the block execution as failed.
- **kwargs**: The `kwargs` parameter is used to pass additional arguments to the block. It is not used in the example above, but it is available to the block. You can also have args as inline signatures in the run method ala `def run(self, input_data: Input, *, user_id: str, **kwargs) -> BlockOutput:`.
Available kwargs are:
- `user_id`: The ID of the user running the block.
- `graph_id`: The ID of the agent that is executing the block. This is the same for every version of the agent
- `graph_exec_id`: The ID of the execution of the agent. This changes every time the agent has a new "run"
- `node_exec_id`: The ID of the execution of the node. This changes every time the node is executed
- `node_id`: The ID of the node that is being executed. It changes every version of the graph, but not every time the node is executed.
### Field Types