Index

_ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | R | S | T | U | V | Z

_

__init__() (AbstractFeedback method) (AbstractModel method) (AbstractNode method) (AbstractOptimizer method) (AbstractPropagator method) (AutoGenLLM method) (DictIterable method) (ExceptionNode method) (ExecutionError method) (FIFOBuffer method) (FunctionFeedback method) (GradientInfo method) (Graph method) (GraphPropagator method) (Map method) (MessageNode method) (Module method) (Node method) (NodeContainer method) (NodeVizStyleGuide method) (NodeVizStyleGuideColorful method) (OPRO method) (Optimizer method) (OptoPrime method) (ParameterContainer method) (ParameterNode method) (ProblemInstance method) (Propagator method) (Seq method) (SeqIterable method) (stop_tracing method) (SumPropagator method) (TextGrad method) (TraceGraph method) (TraceMissingInputsError method) __new__() (AbstractFeedback method) (AbstractModel method) (AbstractNode method) (AbstractOptimizer method) (AbstractPropagator method) (AutoGenLLM method) (DictIterable method) (ExceptionNode method) (ExecutionError method) (FIFOBuffer method) (FunctionFeedback method) (GradientInfo method) (Graph method) (GraphPropagator method) (Map method) (MessageNode method) (Module method) (Node method) (NodeContainer method) (NodeVizStyleGuide method) (NodeVizStyleGuideColorful method) (OPRO method) (Optimizer method) (OptoPrime method) (ParameterContainer method) (ParameterNode method) (ProblemInstance method) (Propagator method) (Seq method) (SeqIterable method) (stop_tracing method) (SumPropagator method) (TextGrad method) (TraceGraph method) (TraceMissingInputsError method)

_backwarded (Node attribute) _constraint (Node attribute) _dependencies (Node attribute) _description (Node attribute) _feedback (Node attribute) _info (Node attribute) _nodes (Graph attribute)

A

AbstractFeedback (class in opto.trace.propagators.propagators) AbstractModel (class in opto.utils.llm) AbstractNode (class in opto.trace.nodes) AbstractOptimizer (class in opto.optimizers.optimizer) AbstractPropagator (class in opto.trace.propagators.propagators) add() (FIFOBuffer method) aggregate() (GraphPropagator method)

append() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) (Seq method) apply_op() (in module opto.trace.broadcast) auto_construct_oai_config_list_from_env() (in module opto.utils.llm) AutoGenLLM (class in opto.utils.llm)

B

backward() (ExceptionNode method) (MessageNode method) (Node method) (OPRO method) (Optimizer method) (OptoPrime method) (ParameterNode method) (TextGrad method)

C

call() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) call_llm() (OPRO method) (OptoPrime method) (TextGrad method) capitalize() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) children (AbstractNode property) (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) clear() (Graph method) (Map method) (Seq method)

clone() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) code (ProblemInstance attribute) constraints (ProblemInstance attribute) construct_prompt() (OPRO method) (OptoPrime method) construct_reduce_prompt() (in module opto.optimizers.textgrad) construct_tgd_prompt() (in module opto.optimizers.textgrad) construct_update_dict() (OPRO method) (OptoPrime method) contain() (in module opto.trace.utils) copy() (Map method) (Seq method) count() (Seq method) create() (AutoGenLLM method) create_feedback() (ExceptionNode method)

D

data (AbstractNode property) (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) default_objective (OPRO attribute) (OptoPrime attribute) default_prompt_symbols (OPRO attribute) (OptoPrime attribute) default_propagator() (OPRO method) (Optimizer method) (OptoPrime method) (TextGrad method)

description (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) detach() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) DictIterable (class in opto.trace.iterators) documentation (FunctionFeedback attribute) (ProblemInstance attribute)

E

empty() (TraceGraph method) eq() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) escape_json_nested_quotes() (in module opto.trace.utils) example_problem_template (OPRO attribute) (OptoPrime attribute) example_prompt (OPRO attribute) (OptoPrime attribute)

ExceptionNode (class in opto.trace.nodes) ExecutionError expand() (TraceGraph class method) expandable_dependencies (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) extend() (Seq method) extract_llm_suggestion() (OPRO method) (OptoPrime method)

F

feedback (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) (ProblemInstance attribute) FIFOBuffer (class in opto.optimizers.buffers) final_prompt (OPRO attribute) (OptoPrime attribute)

for_all_methods() (in module opto.trace.utils) format() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) forward() (Module method) fromkeys() (Map class method) FunctionFeedback (class in opto.optimizers.optoprime)

G

get() (Graph method) (Map method) get_attrs() (NodeVizStyleGuide method) (NodeVizStyleGuideColorful method) get_border_color() (NodeVizStyleGuideColorful method) get_color() (NodeVizStyleGuide method) (NodeVizStyleGuideColorful method) get_fun_name() (in module opto.optimizers.optoprime) get_label() (NodeVizStyleGuide method) (NodeVizStyleGuideColorful method) get_node_shape() (NodeVizStyleGuide method) (NodeVizStyleGuideColorful method) get_op_name() (in module opto.trace.nodes) get_short_value() (in module opto.optimizers.textgrad) get_style() (NodeVizStyleGuide method) (NodeVizStyleGuideColorful method) getattr() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method)

gradient (GradientInfo attribute) gradient_context (GradientInfo attribute) GRADIENT_MULTIPART_TEMPLATE (in module opto.optimizers.textgrad) GRADIENT_OF_RESULTS_INSTRUCTION (in module opto.optimizers.textgrad) GradientInfo (class in opto.optimizers.textgrad) Graph (class in opto.trace.nodes) graph (FunctionFeedback attribute) (TraceGraph attribute) GraphPropagator (class in opto.trace.propagators.graph_propagator) gt() (AbstractNode method) (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method)

H

hidden_dependencies (ExceptionNode property) (MessageNode property)

I

id (AbstractNode property) (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) identity() (in module opto.trace.operators) index() (Seq method) info (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) init_feedback() (GraphPropagator method) (Propagator method) (SumPropagator method) inputs (ExceptionNode property) (MessageNode property) (ProblemInstance attribute)

insert() (Seq method) instruction (ProblemInstance attribute) is_leaf (AbstractNode property) (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) is_root (AbstractNode property) (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) items() (ExceptionNode method) (Map method) (MessageNode method) (Node method) (ParameterNode method) iterate() (in module opto.trace.iterators)

J

join() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method)

K

keys() (ExceptionNode method) (Map method) (MessageNode method) (Node method) (ParameterNode method)

L

len() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) level (AbstractNode property) (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property)

load() (Module method) lower() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) lt() (AbstractNode method) (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method)

M

Map (class in opto.trace.containers) MessageNode (class in opto.trace.nodes) model (AbstractModel property) (AutoGenLLM property) model() (in module opto.trace.modules) module opto opto.optimizers opto.optimizers.buffers opto.optimizers.opro opto.optimizers.optimizer opto.optimizers.optoprime opto.optimizers.textgrad opto.optimizers.utils opto.trace opto.trace.broadcast opto.trace.bundle opto.trace.containers opto.trace.errors opto.trace.iterators opto.trace.modules opto.trace.nodes opto.trace.operators opto.trace.propagators opto.trace.propagators.graph_propagator opto.trace.propagators.propagators opto.trace.utils opto.utils opto.utils.llm opto.version

Module (class in opto.trace.modules)

N

name (AbstractNode property) (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) neq() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method)

Node (class in opto.trace.nodes) node() (in module opto.trace.nodes) node_to_function_feedback() (in module opto.optimizers.optoprime) NodeContainer (class in opto.trace.containers) NodeVizStyleGuide (class in opto.trace.nodes) NodeVizStyleGuideColorful (class in opto.trace.nodes)

O

OPRO (class in opto.optimizers.opro) Optimizer (class in opto.optimizers.optimizer) opto module opto.optimizers module opto.optimizers.buffers module opto.optimizers.opro module opto.optimizers.optimizer module opto.optimizers.optoprime module opto.optimizers.textgrad module opto.optimizers.utils module opto.trace module opto.trace.broadcast module opto.trace.bundle module opto.trace.containers module opto.trace.errors module

opto.trace.iterators module opto.trace.modules module opto.trace.nodes module opto.trace.operators module opto.trace.propagators module opto.trace.propagators.graph_propagator module opto.trace.propagators.propagators module opto.trace.utils module opto.utils module opto.utils.llm module opto.version module OptoPrime (class in opto.optimizers.optoprime) others (FunctionFeedback attribute) (ProblemInstance attribute) output (FunctionFeedback attribute) output_format_prompt (OPRO attribute) (OptoPrime attribute) outputs (ProblemInstance attribute)

P

parameter_dependencies (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) ParameterContainer (class in opto.trace.containers) ParameterNode (class in opto.trace.nodes) parameters() (Map method) (Module method) (ParameterContainer method) (Seq method) parameters_dict() (Map method) (Module method) (ParameterContainer method) (Seq method) parents (AbstractNode property) (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property) parse_eqs_to_dict() (in module opto.trace.utils) pop() (ExceptionNode method) (Map method) (MessageNode method) (Node method) (ParameterNode method) (Seq method)

popitem() (Map method) print_color() (in module opto.optimizers.utils) print_limit (NodeVizStyleGuide attribute) (NodeVizStyleGuideColorful attribute) problem_instance() (OPRO method) (OptoPrime method) problem_template (ProblemInstance attribute) ProblemInstance (class in opto.optimizers.optoprime) propagate() (AbstractPropagator method) (GraphPropagator method) (Propagator method) (SumPropagator method) propagator (AbstractOptimizer property) Propagator (class in opto.trace.propagators.propagators) propagator (OPRO property) (Optimizer property) (OptoPrime property) (TextGrad property) propose() (OPRO method) (Optimizer method) (OptoPrime method) (TextGrad method) py_name (AbstractNode property) (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property)

R

recursive_conversion() (in module opto.trace.broadcast) register() (Graph method) (GraphPropagator method) (Propagator method) (SumPropagator method) remove() (Seq method) remove_non_ascii() (in module opto.trace.utils) render_opt_step() (in module opto.trace.utils) replace() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method)

replace_symbols() (OPRO method) (OptoPrime method) repr_function_call() (in module opto.optimizers.optoprime) repr_node_constraint() (OPRO static method) (OptoPrime static method) repr_node_value() (OPRO static method) (OptoPrime static method) representation_prompt (OPRO attribute) (OptoPrime attribute) reverse() (Seq method) rm_node_attrs() (in module opto.optimizers.textgrad) roots (FunctionFeedback attribute) (Graph property)

S

save() (Module method) Seq (class in opto.trace.containers) SeqIterable (class in opto.trace.iterators) setdefault() (Map method) sort() (Seq method) split() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) step() (AbstractOptimizer method) (OPRO method) (Optimizer method) (OptoPrime method) (TextGrad method)

stop_tracing (class in opto.trace) strip() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) style (NodeVizStyleGuide attribute) (NodeVizStyleGuideColorful attribute) sum_feedback() (in module opto.trace.utils) summarize() (OPRO method) (OptoPrime method) SumPropagator (class in opto.trace.propagators.propagators) swapcase() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method)

T

test_json_quote_escaper() (in module opto.trace.utils) TextGrad (class in opto.optimizers.textgrad) title() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method) TRACE (Graph attribute) trace_graph (OPRO property) (Optimizer property) (OptoPrime property) (TextGrad property)

TraceGraph (class in opto.trace.propagators.graph_propagator) TraceMissingInputsError trainable (Node attribute) trainable_method() (in module opto.trace.containers) type (ExceptionNode property) (MessageNode property) (Node property) (ParameterNode property)

U

update() (Map method) (OPRO method) (Optimizer method) (OptoPrime method) (TextGrad method) upper() (ExceptionNode method) (MessageNode method) (Node method) (ParameterNode method)

user_feedback (FunctionFeedback attribute) (TraceGraph attribute) user_prompt_template (OPRO attribute) (OptoPrime attribute)

V

value (MessageNode attribute) values() (ExceptionNode method) (Map method) (MessageNode method) (Node method) (ParameterNode method)

variables (ProblemInstance attribute) visualize() (TraceGraph method)

Z

zero_feedback() (AbstractOptimizer method) (ExceptionNode method) (MessageNode method) (Node method) (OPRO method) (Optimizer method) (OptoPrime method) (ParameterNode method) (TextGrad method)