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match = context_regex.search(response)
if not match:
return
g = match.groups()
self.context["resources-needed"]=g[0]
self.context["abilities-needed"]=g[1]
def split_objective(self):
directive = AgentOobaVars["directives"]["Split objective directive"].replace("_MAX_TASKS_", str(AgentOobaVars["max-tasks"]))
prompt = self.make_prompt(directive, include_objectives=True, context_objectives=True)
response = ooba_call(prompt, self.state).strip()
task_list_regex = re.compile('((^|\n)[\d]+\.)(.*?)(?=(\n[\d]+\..*)|($))', re.DOTALL)
match = task_list_regex.search(response)
task_list = []
while match:
g = match.groups()
task_list.append(g[2].strip())
if g[3]:
match = task_list_regex.search(g[3])
else:
break
return task_list
def assess_tools(self):
for tool_name in AgentOobaVars["tools"]:
if AgentOobaVars["tools"][tool_name]["active"]:
tool_str = f"Tool name: {tool_name}\nTool description: {AgentOobaVars['tools'][tool_name]['desc']}"
directive = AgentOobaVars["directives"]["Assess tool directive"].replace("_TOOL_NAME_", tool_name)
old = self.context["resources-available"]
self.add_resource_no_summary(f"You have the following tool available to you:\n{tool_str}")
prompt = self.make_prompt(directive, include_objectives=True, context_resources=True)
if 'yes' in ooba_call(prompt, self.state).strip().lower():
directive = AgentOobaVars["directives"]["Use tool directive"].replace("_TOOL_NAME_", tool_name)
prompt = self.make_prompt(directive, include_objectives=True, context_resources=True)
response = ooba_call(prompt, self.state).strip()
negative_responses = ["i cannot", "am unable"]
if not any([neg in response.lower() for neg in negative_responses]):
self.context["resources-available"]=old
return True, AgentOobaVars["tools"][tool_name]["tool"], response
self.context["resources-available"]=old
return False, None, None
def prompt_objective_context(self):
reverse_context = []
p_it = self
r = self.recursion_level
while p_it.parent:
child = p_it
p_it = p_it.parent
if AgentOobaVars["expanded-context"]:
parent_task_list_str = "\n".join([f"Objective {r-1}, Task {str(i+1)}: {p_it.tasks[i] if isinstance(p_it.tasks[i], str) else p_it.tasks[i].objective}" for i in range(len(p_it.tasks))])
reverse_context.append(f"We have developed the following numbered list of tasks that one must complete to achieve Objective {r-1}:\n{parent_task_list_str}\n\nThe current task that we are at among these is Objective {r-1}, Task {p_it.current_task_idx+1}. We will refer to Objective {r-1}, Task {p_it.current_task_idx+1} as Objective {r}.")
else:
reverse_context.append(f"In order to complete Objective {r-1}, one must complete Objective {r}. Objective {r} is: {child.objective}")
r -= 1
assert r == 1
reverse_context.append(f"Objective 1 is: {p_it.objective}")
reverse_context.reverse()
return "\n".join(reverse_context)
def add_resource(self, resource):
i = 0
while get_encoded_length(resource) > (AgentOobaVars["max-context"] / 4) and i < AgentOobaVars["max-summaries"]:
i += 1
docs = text_splitter.create_documents([resource])
summaries = []
for doc in docs:
directive = AgentOobaVars["directives"]["Summarize directive"].replace("_TEXT_", doc)
prompt = self.make_prompt(directive, include_objectives=False)
summaries.append(ooba_call(prompt, self.state).strip())
resource = "\n\n".join(summaries)
final_length = get_encoded_length(resource)
if final_length < AgentOobaVars["max-context"]:
if final_length > (AgentOobaVars["max-context"]/4):
directive = AgentOobaVars["directives"]["Summarize directive"].replace("_TEXT_", resource)
prompt = self.make_prompt(directive, include_objectives=False)
resource = ooba_call(prompt, self.state).strip()
self.add_resource_no_summary(resource)
def add_resource_no_summary(self, resource):
if not "resources-available" in self.context or self.context["resources-available"] == "None":
self.context["resources-available"] = resource
else:
self.context["resources-available"] += f"\n{resource}"
def try_objective(self):
tool_found, tool, tool_input = self.assess_tools()
if tool_found:
if (AgentOobaVars["tools"][tool.name]["execute"]):
used_tool_str = f"TOOL USED: \"{tool.name}\"\nINPUT: \"{tool_input}\"\nOUTPUT: \"{tool.run(tool_input)}\""
self.output.append(used_tool_str)
if self.parent:
self.parent.add_resource(used_tool_str)
else:
self.output.append(f"TOOL FOUND: \"{tool.name}\"\nINPUT: \"{tool_input}\"")
if self.assess_model_ability():
response = self.do_objective()
negative_responses = ["i cannot", "i am unable", "i'm unable"]
if not any([neg in response.lower() for neg in negative_responses]):
self.output.append(f"MODEL OUTPUT {response}")