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5 Commits

Author SHA1 Message Date
Devin AI
1e597ec68e Add test cassette for multimodal image format test
Co-Authored-By: Joe Moura <joao@crewai.com>
2025-04-10 11:12:19 +00:00
Devin AI
b16ad09ec7 This fixes the issue where multimodal agents fail to properly format image data when sending requests to LLMs. The image URL is now correctly structured as a multimodal input with proper type specifications according to the OpenAI API.
Co-Authored-By: Joe Moura <joao@crewai.com>
2025-04-10 11:11:38 +00:00
João Moura
98ccbeb4bd new version 2025-04-09 18:13:41 -07:00
Tony Kipkemboi
fbb156b9de Docs: Alphabetize sections, add YouTube video, improve layout (#2560) 2025-04-09 14:14:03 -07:00
Lorenze Jay
b73960cebe KISS: Refactor LiteAgent integration in flows to use Agents instead. … (#2556)
* KISS: Refactor LiteAgent integration in flows to use Agents instead. Update documentation and examples to reflect changes in class usage, including async support and structured output handling. Enhance tests for Agent functionality and ensure compatibility with new features.

* lint fix

* dropped for clarity
2025-04-09 11:54:45 -07:00
11 changed files with 336 additions and 64 deletions

View File

@@ -76,9 +76,7 @@
"concepts/testing",
"concepts/cli",
"concepts/tools",
"concepts/event-listener",
"concepts/langchain-tools",
"concepts/llamaindex-tools"
"concepts/event-listener"
]
},
{
@@ -97,7 +95,9 @@
"how-to/kickoff-async",
"how-to/kickoff-for-each",
"how-to/replay-tasks-from-latest-crew-kickoff",
"how-to/conditional-tasks"
"how-to/conditional-tasks",
"how-to/langchain-tools",
"how-to/llamaindex-tools"
]
},
{
@@ -196,6 +196,11 @@
"anchor": "Community",
"href": "https://community.crewai.com",
"icon": "discourse"
},
{
"anchor": "Tutorials",
"href": "https://www.youtube.com/@crewAIInc",
"icon": "youtube"
}
]
}

View File

@@ -4,6 +4,21 @@ description: Get started with CrewAI - Install, configure, and build your first
icon: wrench
---
## Video Tutorial
Watch this video tutorial for a step-by-step demonstration of the installation process:
<iframe
width="100%"
height="400"
src="https://www.youtube.com/embed/-kSOTtYzgEw"
title="CrewAI Installation Guide"
frameborder="0"
style={{ borderRadius: '10px' }}
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
allowfullscreen
></iframe>
## Text Tutorial
<Note>
**Python Version Requirements**

View File

@@ -1,6 +1,6 @@
[project]
name = "crewai"
version = "0.108.0"
version = "0.114.0"
description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
readme = "README.md"
requires-python = ">=3.10,<3.13"

View File

@@ -17,7 +17,7 @@ warnings.filterwarnings(
category=UserWarning,
module="pydantic.main",
)
__version__ = "0.108.0"
__version__ = "0.114.0"
__all__ = [
"Agent",
"Crew",

View File

@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
authors = [{ name = "Your Name", email = "you@example.com" }]
requires-python = ">=3.10,<3.13"
dependencies = [
"crewai[tools]>=0.108.0,<1.0.0"
"crewai[tools]>=0.114.0,<1.0.0"
]
[project.scripts]

View File

@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
authors = [{ name = "Your Name", email = "you@example.com" }]
requires-python = ">=3.10,<3.13"
dependencies = [
"crewai[tools]>=0.108.0,<1.0.0",
"crewai[tools]>=0.114.0,<1.0.0",
]
[project.scripts]

View File

@@ -5,7 +5,7 @@ description = "Power up your crews with {{folder_name}}"
readme = "README.md"
requires-python = ">=3.10,<3.13"
dependencies = [
"crewai[tools]>=0.108.0"
"crewai[tools]>=0.114.0"
]
[tool.crewai]

View File

@@ -819,8 +819,8 @@ class LLM(BaseLLM):
)
def _format_messages_for_provider(
self, messages: List[Dict[str, str]]
) -> List[Dict[str, str]]:
self, messages: List[Dict[str, Any]]
) -> List[Dict[str, Any]]:
"""Format messages according to provider requirements.
Args:
@@ -830,6 +830,7 @@ class LLM(BaseLLM):
Returns:
List of formatted messages according to provider requirements.
For Anthropic models, ensures first message has 'user' role.
For multimodal content, ensures proper formatting of image URLs.
Raises:
TypeError: If messages is None or contains invalid message format.
@@ -844,40 +845,71 @@ class LLM(BaseLLM):
"Invalid message format. Each message must be a dict with 'role' and 'content' keys"
)
formatted_messages = []
for msg in messages:
if isinstance(msg["content"], list):
formatted_content = []
for item in msg["content"]:
if isinstance(item, dict):
if item.get("type") == "text":
formatted_content.append({
"type": "text",
"text": item["text"]
})
elif item.get("type") == "image_url":
formatted_content.append({
"type": "image_url",
"image_url": item["image_url"]
})
else:
formatted_content.append(item)
else:
formatted_content.append({
"type": "text",
"text": str(item)
})
formatted_messages.append({
"role": msg["role"],
"content": formatted_content
})
else:
formatted_messages.append(msg)
# Handle O1 models specially
if "o1" in self.model.lower():
formatted_messages = []
for msg in messages:
result = []
for msg in formatted_messages:
# Convert system messages to assistant messages
if msg["role"] == "system":
formatted_messages.append(
result.append(
{"role": "assistant", "content": msg["content"]}
)
else:
formatted_messages.append(msg)
return formatted_messages
result.append(msg)
return result
# Handle Mistral models - they require the last message to have a role of 'user' or 'tool'
if "mistral" in self.model.lower():
# Check if the last message has a role of 'assistant'
if messages and messages[-1]["role"] == "assistant":
if formatted_messages and formatted_messages[-1]["role"] == "assistant":
# Add a dummy user message to ensure the last message has a role of 'user'
messages = (
messages.copy()
formatted_messages = (
formatted_messages.copy()
) # Create a copy to avoid modifying the original
messages.append({"role": "user", "content": "Please continue."})
return messages
formatted_messages.append({"role": "user", "content": "Please continue."})
return formatted_messages
# Handle Anthropic models
if not self.is_anthropic:
return messages
return formatted_messages
# Anthropic requires messages to start with 'user' role
if not messages or messages[0]["role"] == "system":
if not formatted_messages or formatted_messages[0]["role"] == "system":
# If first message is system or empty, add a placeholder user message
return [{"role": "user", "content": "."}, *messages]
return [{"role": "user", "content": "."}, *formatted_messages]
return messages
return formatted_messages
def _get_custom_llm_provider(self) -> Optional[str]:
"""

File diff suppressed because one or more lines are too long

View File

@@ -3820,6 +3820,88 @@ def test_multimodal_agent_live_image_analysis():
assert "error" not in result.raw.lower() # No error messages in response
def test_format_messages_for_provider_with_multimodal_content():
"""
Test that the _format_messages_for_provider method correctly formats multimodal content.
This specifically tests that image URLs are formatted as structured multimodal content
rather than plain text.
"""
llm = LLM(model="gpt-4o")
messages = [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Analyze this image:"
},
{
"type": "image_url",
"image_url": "https://example.com/test-image.jpg"
}
]
}
]
formatted_messages = llm._format_messages_for_provider(messages)
assert len(formatted_messages) == 1
assert formatted_messages[0]["role"] == "user"
assert isinstance(formatted_messages[0]["content"], list)
content = formatted_messages[0]["content"]
assert len(content) == 2
assert content[0]["type"] == "text"
assert content[0]["text"] == "Analyze this image:"
assert content[1]["type"] == "image_url"
assert "image_url" in content[1]
messages_with_string_url = [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Analyze this image:"
},
{
"type": "image_url",
"image_url": "https://example.com/test-image.jpg"
}
]
}
]
formatted_messages_string_url = llm._format_messages_for_provider(messages_with_string_url)
assert formatted_messages_string_url[0]["content"][1]["type"] == "image_url"
assert "image_url" in formatted_messages_string_url[0]["content"][1]
messages_with_dict_url = [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Analyze this image:"
},
{
"type": "image_url",
"image_url": {
"url": "https://example.com/test-image.jpg"
}
}
]
}
]
formatted_messages_dict_url = llm._format_messages_for_provider(messages_with_dict_url)
assert formatted_messages_dict_url[0]["content"][1]["type"] == "image_url"
assert "image_url" in formatted_messages_dict_url[0]["content"][1]
@pytest.mark.vcr(filter_headers=["authorization"])
def test_crew_with_failing_task_guardrails():
"""Test that crew properly handles failing guardrails and retries with validation feedback."""

102
uv.lock generated
View File

@@ -1,19 +1,42 @@
version = 1
revision = 1
requires-python = ">=3.10, <3.13"
resolution-markers = [
"python_full_version < '3.11' and sys_platform == 'darwin'",
"python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
"(python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version == '3.11.*' and sys_platform == 'darwin'",
"python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
"(python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and sys_platform == 'darwin'",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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"python_full_version >= '3.12.4' and sys_platform == 'darwin'",
"python_full_version >= '3.12.4' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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"python_full_version < '3.11' and platform_system == 'Darwin' and sys_platform == 'darwin'",
"python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
"(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version < '3.11' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
"python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
"python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
"python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
"(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version < '3.11' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
"(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version < '3.11' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version == '3.11.*' and platform_system == 'Darwin' and sys_platform == 'darwin'",
"python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
"(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
"python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
"python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
"python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
"(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version == '3.11.*' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
"(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version == '3.11.*' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system == 'Darwin' and sys_platform == 'darwin'",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
"(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
"(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
"(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version >= '3.12.4' and platform_system == 'Darwin' and sys_platform == 'darwin'",
"python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
"(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version >= '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
"python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
"python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
"python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
"(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
"(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
]
[[package]]
@@ -321,7 +344,7 @@ name = "build"
version = "1.2.2.post1"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "colorama", marker = "(os_name == 'nt' and platform_machine != 'aarch64' and sys_platform == 'linux') or (os_name == 'nt' and sys_platform != 'darwin' and sys_platform != 'linux')" },
{ name = "colorama", marker = "os_name == 'nt'" },
{ name = "importlib-metadata", marker = "python_full_version < '3.10.2'" },
{ name = "packaging" },
{ name = "pyproject-hooks" },
@@ -556,7 +579,7 @@ name = "click"
version = "8.1.8"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "colorama", marker = "sys_platform == 'win32'" },
{ name = "colorama", marker = "platform_system == 'Windows'" },
]
sdist = { url = "https://files.pythonhosted.org/packages/b9/2e/0090cbf739cee7d23781ad4b89a9894a41538e4fcf4c31dcdd705b78eb8b/click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a", size = 226593 }
wheels = [
@@ -607,7 +630,7 @@ wheels = [
[[package]]
name = "crewai"
version = "0.108.0"
version = "0.114.0"
source = { editable = "." }
dependencies = [
{ name = "appdirs" },
@@ -722,7 +745,6 @@ requires-dist = [
{ name = "tomli-w", specifier = ">=1.1.0" },
{ name = "uv", specifier = ">=0.4.25" },
]
provides-extras = ["tools", "embeddings", "agentops", "fastembed", "pdfplumber", "pandas", "openpyxl", "mem0", "docling", "aisuite"]
[package.metadata.requires-dev]
dev = [
@@ -2496,7 +2518,7 @@ version = "1.6.1"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "click" },
{ name = "colorama", marker = "sys_platform == 'win32'" },
{ name = "colorama", marker = "platform_system == 'Windows'" },
{ name = "ghp-import" },
{ name = "jinja2" },
{ name = "markdown" },
@@ -2677,7 +2699,7 @@ version = "2.10.2"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "pygments" },
{ name = "pywin32", marker = "sys_platform == 'win32'" },
{ name = "pywin32", marker = "platform_system == 'Windows'" },
{ name = "tqdm" },
]
sdist = { url = "https://files.pythonhosted.org/packages/3a/93/80ac75c20ce54c785648b4ed363c88f148bf22637e10c9863db4fbe73e74/mpire-2.10.2.tar.gz", hash = "sha256:f66a321e93fadff34585a4bfa05e95bd946cf714b442f51c529038eb45773d97", size = 271270 }
@@ -2924,7 +2946,7 @@ name = "nvidia-cudnn-cu12"
version = "9.1.0.70"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
{ name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
]
wheels = [
{ url = "https://files.pythonhosted.org/packages/9f/fd/713452cd72343f682b1c7b9321e23829f00b842ceaedcda96e742ea0b0b3/nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f", size = 664752741 },
@@ -2951,9 +2973,9 @@ name = "nvidia-cusolver-cu12"
version = "11.4.5.107"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
{ name = "nvidia-cusparse-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
{ name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
{ name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
{ name = "nvidia-cusparse-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
{ name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
]
wheels = [
{ url = "https://files.pythonhosted.org/packages/bc/1d/8de1e5c67099015c834315e333911273a8c6aaba78923dd1d1e25fc5f217/nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl", hash = "sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd", size = 124161928 },
@@ -2964,7 +2986,7 @@ name = "nvidia-cusparse-cu12"
version = "12.1.0.106"
source = { registry = "https://pypi.org/simple" }
dependencies = [
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