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🎯 Trace
💡Quick Start
🌐 Installation
⚡️ First: 5-Minute Basics
🚀 Next: Adaptive Agent
🤯 Finally: Emergent Behaviors
📚Tutorials
Basics
Optimization
Error Handling
Building Custom Optimizer
Batch Optimization
Agent Examples
Single Agent: Battleship
Multi-Agent: Negotiation Arena
NLP Examples
BigBench-Hard
Robotics Examples
Meta-World
FAQ
FAQ
📖 API Reference
opto
opto.optimizers
opto.optimizers.buffers
opto.optimizers.buffers.FIFOBuffer
opto.optimizers.opro
opto.optimizers.opro.OPRO
opto.optimizers.optimizer
opto.optimizers.optimizer.AbstractOptimizer
opto.optimizers.optimizer.Optimizer
opto.optimizers.optoprime
opto.optimizers.optoprime.get_fun_name
opto.optimizers.optoprime.node_to_function_feedback
opto.optimizers.optoprime.repr_function_call
opto.optimizers.optoprime.FunctionFeedback
opto.optimizers.optoprime.OptoPrime
opto.optimizers.optoprime.ProblemInstance
opto.optimizers.textgrad
opto.optimizers.textgrad.GRADIENT_MULTIPART_TEMPLATE
opto.optimizers.textgrad.GRADIENT_OF_RESULTS_INSTRUCTION
opto.optimizers.textgrad.construct_reduce_prompt
opto.optimizers.textgrad.construct_tgd_prompt
opto.optimizers.textgrad.get_short_value
opto.optimizers.textgrad.rm_node_attrs
opto.optimizers.textgrad.GradientInfo
opto.optimizers.textgrad.TextGrad
opto.optimizers.utils
opto.optimizers.utils.print_color
opto.trace
opto.trace.stop_tracing
opto.trace.broadcast
opto.trace.broadcast.apply_op
opto.trace.broadcast.recursive_conversion
opto.trace.bundle
opto.trace.containers
opto.trace.containers.trainable_method
opto.trace.containers.Map
opto.trace.containers.NodeContainer
opto.trace.containers.ParameterContainer
opto.trace.containers.Seq
opto.trace.errors
opto.trace.errors.ExecutionError
opto.trace.errors.TraceMissingInputsError
opto.trace.iterators
opto.trace.iterators.iterate
opto.trace.iterators.DictIterable
opto.trace.iterators.SeqIterable
opto.trace.modules
opto.trace.modules.model
opto.trace.modules.Module
opto.trace.nodes
opto.trace.nodes.get_op_name
opto.trace.nodes.node
opto.trace.nodes.AbstractNode
opto.trace.nodes.ExceptionNode
opto.trace.nodes.Graph
opto.trace.nodes.MessageNode
opto.trace.nodes.Node
opto.trace.nodes.NodeVizStyleGuide
opto.trace.nodes.NodeVizStyleGuideColorful
opto.trace.nodes.ParameterNode
opto.trace.operators
opto.trace.operators.identity
opto.trace.propagators
opto.trace.propagators.graph_propagator
opto.trace.propagators.propagators
opto.trace.utils
opto.trace.utils.contain
opto.trace.utils.escape_json_nested_quotes
opto.trace.utils.for_all_methods
opto.trace.utils.parse_eqs_to_dict
opto.trace.utils.remove_non_ascii
opto.trace.utils.render_opt_step
opto.trace.utils.sum_feedback
opto.trace.utils.test_json_quote_escaper
opto.utils
opto.utils.llm
opto.utils.llm.auto_construct_oai_config_list_from_env
opto.utils.llm.AbstractModel
opto.utils.llm.AutoGenLLM
opto.version
.rst
.pdf
opto.trace.containers.Map.keys
Contents
Map.keys()
opto.trace.containers.Map.keys
#
Map.
keys
(
)
→
a
set-like
object
providing
a
view
on
D's
keys
#
Contents
Map.keys()
