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790 changes: 649 additions & 141 deletions batch_runner.py

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12 changes: 12 additions & 0 deletions gemini_nothinking.sh
Original file line number Diff line number Diff line change
@@ -0,0 +1,12 @@
python batch_runner.py \
--dataset_file="source-data/agent_tasks_eval.jsonl" \
--batch_size=1 \
--run_name="agenttasks_eval_gemini-4.5-3-nothinking" \
--distribution="science" \
--model="gemini-3-pro-preview" \
--base_url="https://generativelanguage.googleapis.com/v1beta/openai/" \
--api_key="${GEMINI_API_KEY}" \
--num_workers=10 \
--max_turns=60 \
--verbose \
--ephemeral_system_prompt="You have access to a variety of tools to help you solve scientific, math, and technology problems presented to you. You can use them in sequence and build off of the results of prior tools you've used results. Always use the terminal or search tool if it can provide additional context, verify formulas, double check concepts and recent studies and understanding, doing all calculations, etc. You should only be confident in your own reasoning, knowledge, or calculations if you've exhaustively used all tools available to you to that can help you verify or validate your work. Always pip install any packages you need to use the python scripts you want to run. If you need to use a tool that isn't available, you can use the terminal tool to install or create it in many cases as well. Do not use the terminal tool to communicate with the user, as they cannot see your commands, only your final response after completing the task. If you require API keys please check which ones already exist in your environment variables in a way that does not read them."
50 changes: 20 additions & 30 deletions model_tools.py
Original file line number Diff line number Diff line change
Expand Up @@ -31,7 +31,9 @@
from typing import Dict, Any, List, Optional

from tools.web_tools import web_search_tool, web_extract_tool, web_crawl_tool, check_firecrawl_api_key
from tools.terminal_tool import terminal_tool, check_hecate_requirements, TERMINAL_TOOL_DESCRIPTION
from tools.simple_terminal_tool import simple_terminal_tool, check_requirements as check_simple_terminal_requirements, SIMPLE_TERMINAL_TOOL_DESCRIPTION
# Keep old terminal tool for backwards compatibility if needed
# from tools.terminal_tool import terminal_tool, check_hecate_requirements, TERMINAL_TOOL_DESCRIPTION
from tools.vision_tools import vision_analyze_tool, check_vision_requirements
from tools.mixture_of_agents_tool import mixture_of_agents_tool, check_moa_requirements
from tools.image_generation_tool import image_generate_tool, check_image_generation_requirements
Expand Down Expand Up @@ -111,7 +113,7 @@ def get_web_tool_definitions() -> List[Dict[str, Any]]:
def get_terminal_tool_definitions() -> List[Dict[str, Any]]:
"""
Get tool definitions for terminal tools in OpenAI's expected format.

Returns:
List[Dict]: List of terminal tool definitions compatible with OpenAI API
"""
Expand All @@ -120,36 +122,26 @@ def get_terminal_tool_definitions() -> List[Dict[str, Any]]:
"type": "function",
"function": {
"name": "terminal",
"description": TERMINAL_TOOL_DESCRIPTION,
"description": SIMPLE_TERMINAL_TOOL_DESCRIPTION,
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "The command to execute on the VM"
},
"input_keys": {
"type": "string",
"description": "Keystrokes to send to the most recent interactive session (e.g., 'hello\\n' for typing hello + Enter). If no active session exists, this will be ignored."
},
"background": {
"type": "boolean",
"description": "Whether to run the command in the background (default: false)",
"default": False
},
"idle_threshold": {
"type": "number",
"description": "Seconds to wait for output before considering session idle (default: 5.0)",
"default": 5.0,
"minimum": 0.1
},
"timeout": {
"type": "integer",
"description": "Command timeout in seconds (optional)",
"minimum": 1
}
},
"required": []
"required": ["command"]
}
}
}
Expand Down Expand Up @@ -262,11 +254,11 @@ def get_all_tool_names() -> List[str]:
# Web tools
if check_firecrawl_api_key():
tool_names.extend(["web_search", "web_extract", "web_crawl"])
# Terminal tools
if check_hecate_requirements():

# Terminal tools
if check_simple_terminal_requirements():
tool_names.extend(["terminal"])

# Vision tools
if check_vision_requirements():
tool_names.extend(["vision_analyze"])
Expand Down Expand Up @@ -346,11 +338,11 @@ def get_tool_definitions(
if check_firecrawl_api_key():
for tool in get_web_tool_definitions():
all_available_tools_map[tool["function"]["name"]] = tool
if check_hecate_requirements():

if check_simple_terminal_requirements():
for tool in get_terminal_tool_definitions():
all_available_tools_map[tool["function"]["name"]] = tool

if check_vision_requirements():
for tool in get_vision_tool_definitions():
all_available_tools_map[tool["function"]["name"]] = tool
Expand Down Expand Up @@ -494,12 +486,10 @@ def handle_terminal_function_call(function_name: str, function_args: Dict[str, A
"""
if function_name == "terminal":
command = function_args.get("command")
input_keys = function_args.get("input_keys")
background = function_args.get("background", False)
idle_threshold = function_args.get("idle_threshold", 5.0)
timeout = function_args.get("timeout")

return terminal_tool(command, input_keys, None, background, idle_threshold, timeout, task_id)
return simple_terminal_tool(command=command, background=background, timeout=timeout, task_id=task_id)

else:
return json.dumps({"error": f"Unknown terminal function: {function_name}"}, ensure_ascii=False)
Expand Down Expand Up @@ -681,10 +671,10 @@ def get_available_toolsets() -> Dict[str, Dict[str, Any]]:
"requirements": ["FIRECRAWL_API_KEY environment variable"]
},
"terminal_tools": {
"available": check_hecate_requirements(),
"tools": ["terminal_tool"],
"description": "Execute commands with optional interactive session support on Linux VMs",
"requirements": ["MORPH_API_KEY environment variable", "hecate package"]
"available": check_simple_terminal_requirements(),
"tools": ["simple_terminal_tool"],
"description": "Execute commands on secure Linux VMs without session persistence",
"requirements": ["MORPH_API_KEY environment variable"]
},
"vision_tools": {
"available": check_vision_requirements(),
Expand All @@ -711,13 +701,13 @@ def get_available_toolsets() -> Dict[str, Dict[str, Any]]:
def check_toolset_requirements() -> Dict[str, bool]:
"""
Check if all requirements for available toolsets are met.

Returns:
Dict: Status of each toolset's requirements
"""
return {
"web_tools": check_firecrawl_api_key(),
"terminal_tools": check_hecate_requirements(),
"terminal_tools": check_simple_terminal_requirements(),
"vision_tools": check_vision_requirements(),
"moa_tools": check_moa_requirements(),
"image_tools": check_image_generation_requirements()
Expand Down
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