Update crew.py
Browse files
crew.py
CHANGED
|
@@ -25,6 +25,7 @@ IMAGE_ANALYSIS_MODEL = "gemini-2.5-flash-preview-04-17"
|
|
| 25 |
AUDIO_ANALYSIS_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 26 |
VIDEO_ANALYSIS_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 27 |
YOUTUBE_ANALYSIS_MODEL = "gemini-2.5-flash-preview-04-17"
|
|
|
|
| 28 |
CODE_GENERATION_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 29 |
CODE_EXECUTION_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 30 |
|
|
@@ -152,6 +153,33 @@ def run_crew(question, file_path):
|
|
| 152 |
return response.text
|
| 153 |
except Exception as e:
|
| 154 |
raise RuntimeError(f"Processing failed: {str(e)}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 155 |
|
| 156 |
@tool("YouTube Analysis Tool")
|
| 157 |
def youtube_analysis_tool(question: str, url: str) -> str:
|
|
@@ -178,7 +206,7 @@ def run_crew(question, file_path):
|
|
| 178 |
)
|
| 179 |
except Exception as e:
|
| 180 |
raise RuntimeError(f"Processing failed: {str(e)}")
|
| 181 |
-
|
| 182 |
@tool("Code Generation Tool")
|
| 183 |
def code_generation_tool(question: str, json_data: str) -> str:
|
| 184 |
"""Given a question and JSON data, generate and execute code to answer the question.
|
|
@@ -298,6 +326,17 @@ def run_crew(question, file_path):
|
|
| 298 |
verbose=True
|
| 299 |
)
|
| 300 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 301 |
code_generation_agent = Agent(
|
| 302 |
role="Code Generation Agent",
|
| 303 |
goal="Given a question and JSON data, generate and execute code to answer the question: {question}",
|
|
@@ -336,12 +375,13 @@ def run_crew(question, file_path):
|
|
| 336 |
agent=manager_agent,
|
| 337 |
description="Answer the following question. If needed, delegate to one of your coworkers: "
|
| 338 |
"- Web Search Agent requires a question only. "
|
| 339 |
-
"- Image Analysis Agent requires a question and
|
| 340 |
-
"- Audio Analysis Agent requires a question and
|
| 341 |
-
"- Video Analysis Agent requires a question and
|
|
|
|
| 342 |
"- YouTube Analysis Agent requires a question and **YouTube URL**. "
|
| 343 |
"- Code Generation Agent requires a question and **JSON data**. "
|
| 344 |
-
"- Code Execution Agent requires a question and
|
| 345 |
"Question: {question}",
|
| 346 |
expected_output="The answer to the question."
|
| 347 |
)
|
|
@@ -354,7 +394,8 @@ def run_crew(question, file_path):
|
|
| 354 |
audio_analysis_agent,
|
| 355 |
video_analysis_agent,
|
| 356 |
youtube_analysis_agent,
|
| 357 |
-
|
|
|
|
| 358 |
code_execution_agent],
|
| 359 |
manager_agent=manager_agent,
|
| 360 |
tasks=[manager_task],
|
|
|
|
| 25 |
AUDIO_ANALYSIS_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 26 |
VIDEO_ANALYSIS_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 27 |
YOUTUBE_ANALYSIS_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 28 |
+
DOCUMENT_ANALYSIS_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 29 |
CODE_GENERATION_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 30 |
CODE_EXECUTION_MODEL = "gemini-2.5-flash-preview-04-17"
|
| 31 |
|
|
|
|
| 153 |
return response.text
|
| 154 |
except Exception as e:
|
| 155 |
raise RuntimeError(f"Processing failed: {str(e)}")
|
| 156 |
+
|
| 157 |
+
@tool("Document Analysis Tool")
|
| 158 |
+
def document_analysis_tool(question: str, file_path: str) -> str:
|
| 159 |
+
"""Given a question and document file, analyze the document to answer the question.
|
| 160 |
+
|
| 161 |
+
Args:
|
| 162 |
+
question (str): Question about a document file
|
| 163 |
+
file_path (str): The document file path
|
| 164 |
+
|
| 165 |
+
Returns:
|
| 166 |
+
str: Answer to the question about the document file
|
| 167 |
+
|
| 168 |
+
Raises:
|
| 169 |
+
RuntimeError: If processing fails"""
|
| 170 |
+
try:
|
| 171 |
+
client = genai.Client(api_key=os.environ["GEMINI_API_KEY"])
|
| 172 |
+
|
| 173 |
+
file = client.files.upload(file=file_path)
|
| 174 |
+
|
| 175 |
+
response = client.models.generate_content(
|
| 176 |
+
model=DOCUMENT_ANALYSIS_MODEL,
|
| 177 |
+
contents=[file, question]
|
| 178 |
+
)
|
| 179 |
+
|
| 180 |
+
return response.text
|
| 181 |
+
except Exception as e:
|
| 182 |
+
raise RuntimeError(f"Processing failed: {str(e)}")
|
| 183 |
|
| 184 |
@tool("YouTube Analysis Tool")
|
| 185 |
def youtube_analysis_tool(question: str, url: str) -> str:
|
|
|
|
| 206 |
)
|
| 207 |
except Exception as e:
|
| 208 |
raise RuntimeError(f"Processing failed: {str(e)}")
|
| 209 |
+
|
| 210 |
@tool("Code Generation Tool")
|
| 211 |
def code_generation_tool(question: str, json_data: str) -> str:
|
| 212 |
"""Given a question and JSON data, generate and execute code to answer the question.
|
|
|
|
| 326 |
verbose=True
|
| 327 |
)
|
| 328 |
|
| 329 |
+
document_analysis_agent = Agent(
|
| 330 |
+
role="Document Analysis Agent",
|
| 331 |
+
goal="Given a question and document file, analyze the document and answer the question: {question}",
|
| 332 |
+
backstory="As an expert document analysis assistant, you analyze the document to answer the question.",
|
| 333 |
+
allow_delegation=False,
|
| 334 |
+
llm=AGENT_MODEL,
|
| 335 |
+
max_iter=2,
|
| 336 |
+
tools=[document_analysis_tool],
|
| 337 |
+
verbose=True
|
| 338 |
+
)
|
| 339 |
+
|
| 340 |
code_generation_agent = Agent(
|
| 341 |
role="Code Generation Agent",
|
| 342 |
goal="Given a question and JSON data, generate and execute code to answer the question: {question}",
|
|
|
|
| 375 |
agent=manager_agent,
|
| 376 |
description="Answer the following question. If needed, delegate to one of your coworkers: "
|
| 377 |
"- Web Search Agent requires a question only. "
|
| 378 |
+
"- Image Analysis Agent requires a question and **.png, .jpeg, .webp, .heic, or .heif image file**. "
|
| 379 |
+
"- Audio Analysis Agent requires a question and **.wav, .mp3, .aiff, .aac, .ogg, or .flac audio file**. "
|
| 380 |
+
"- Video Analysis Agent requires a question and **.mp4, .mpeg, .mov, .avi, .x-flv, .mpg, .webm, .wmv, or .3gpp video file**. "
|
| 381 |
+
"- Document Analysis Agent requires a question and **.pdf, .txt, .html, css, .js, .md, .xml, or .rtf document file**. "
|
| 382 |
"- YouTube Analysis Agent requires a question and **YouTube URL**. "
|
| 383 |
"- Code Generation Agent requires a question and **JSON data**. "
|
| 384 |
+
"- Code Execution Agent requires a question and **.py Python file**. "
|
| 385 |
"Question: {question}",
|
| 386 |
expected_output="The answer to the question."
|
| 387 |
)
|
|
|
|
| 394 |
audio_analysis_agent,
|
| 395 |
video_analysis_agent,
|
| 396 |
youtube_analysis_agent,
|
| 397 |
+
document_analysis_agent,
|
| 398 |
+
code_generation_agent,
|
| 399 |
code_execution_agent],
|
| 400 |
manager_agent=manager_agent,
|
| 401 |
tasks=[manager_task],
|