Class: DSPy::Storage::StorageManager
- Inherits:
-
Object
- Object
- DSPy::Storage::StorageManager
- Extended by:
- T::Sig
- Defined in:
- lib/dspy/storage/storage_manager.rb
Overview
High-level storage manager that integrates with the teleprompter system Provides easy saving/loading of optimization results
Defined Under Namespace
Classes: StorageConfig
Constant Summary collapse
- @@instance =
Global storage instance
T.let(nil, T.nilable(StorageManager))
Instance Attribute Summary collapse
-
#config ⇒ Object
readonly
Returns the value of attribute config.
-
#storage ⇒ Object
readonly
Returns the value of attribute storage.
Class Method Summary collapse
- .best(signature_class) ⇒ Object
- .configure(config) ⇒ Object
- .instance ⇒ Object
- .load(program_id) ⇒ Object
- .save(optimization_result, metadata: {}) ⇒ Object
Instance Method Summary collapse
- #cleanup_old_programs ⇒ Object
- #compare_programs(program_id_1, program_id_2) ⇒ Object
- #create_checkpoint(optimization_result, checkpoint_name, metadata: {}) ⇒ Object
- #find_programs(optimizer: nil, min_score: nil, max_age_days: nil, tags: [], signature_class: nil) ⇒ Object
- #get_best_program(signature_class) ⇒ Object
- #get_optimization_history ⇒ Object
-
#initialize(config: nil) ⇒ StorageManager
constructor
A new instance of StorageManager.
- #restore_checkpoint(checkpoint_name) ⇒ Object
- #save_optimization_result(optimization_result, tags: [], description: nil, metadata: {}) ⇒ Object
Constructor Details
#initialize(config: nil) ⇒ StorageManager
Returns a new instance of StorageManager.
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# File 'lib/dspy/storage/storage_manager.rb', line 60 def initialize(config: nil) @config = config || StorageConfig.new @storage = ProgramStorage.new( storage_path: @config.storage_path, create_directories: true ) end |
Instance Attribute Details
#config ⇒ Object (readonly)
Returns the value of attribute config.
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# File 'lib/dspy/storage/storage_manager.rb', line 54 def config @config end |
#storage ⇒ Object (readonly)
Returns the value of attribute storage.
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# File 'lib/dspy/storage/storage_manager.rb', line 57 def storage @storage end |
Class Method Details
.best(signature_class) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 325 def self.best(signature_class) instance.get_best_program(signature_class) end |
.configure(config) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 309 def self.configure(config) @@instance = new(config: config) end |
.instance ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 303 def self.instance @@instance ||= new end |
.load(program_id) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 320 def self.load(program_id) instance.storage.load_program(program_id) end |
.save(optimization_result, metadata: {}) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 315 def self.save(optimization_result, metadata: {}) instance.save_optimization_result(optimization_result, metadata: ) end |
Instance Method Details
#cleanup_old_programs ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 229 def cleanup_old_programs return 0 unless @config.max_stored_programs > 0 programs = @storage.list_programs return 0 if programs.size <= @config.max_stored_programs # Sort by score (keep best) and recency (keep recent) sorted_programs = programs.sort_by do |p| score_rank = p[:best_score] || 0 time_rank = Time.parse(p[:saved_at]).to_f / 1_000_000 # Convert to smaller number # Weighted combination: 70% score, 30% recency -(score_rank * 0.7 + time_rank * 0.3) end programs_to_delete = sorted_programs.drop(@config.max_stored_programs) deleted_count = 0 programs_to_delete.each do |program| if @storage.delete_program(program[:program_id]) deleted_count += 1 end end DSPy.log('storage.cleanup', **{ 'storage.deleted_count' => deleted_count, 'storage.remaining_count' => @config.max_stored_programs }) deleted_count end |
#compare_programs(program_id_1, program_id_2) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 268 def compare_programs(program_id_1, program_id_2) program1 = @storage.load_program(program_id_1) program2 = @storage.load_program(program_id_2) return nil unless program1 && program2 { program_1: { id: program1.program_id, score: program1.optimization_result[:best_score_value], optimizer: program1.optimization_result[:metadata]&.dig(:optimizer), saved_at: program1.saved_at.iso8601 }, program_2: { id: program2.program_id, score: program2.optimization_result[:best_score_value], optimizer: program2.optimization_result[:metadata]&.dig(:optimizer), saved_at: program2.saved_at.iso8601 }, comparison: { score_difference: (program1.optimization_result[:best_score_value] || 0) - (program2.optimization_result[:best_score_value] || 0), better_program: (program1.optimization_result[:best_score_value] || 0) > (program2.optimization_result[:best_score_value] || 0) ? program_id_1 : program_id_2, age_difference_hours: ((program1.saved_at - program2.saved_at) / 3600).round(2) } } end |
#create_checkpoint(optimization_result, checkpoint_name, metadata: {}) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 158 def create_checkpoint(optimization_result, checkpoint_name, metadata: {}) = .merge({ checkpoint: true, checkpoint_name: checkpoint_name, created_at: Time.now.iso8601 }) save_optimization_result( optimization_result, tags: ["checkpoint"], description: "Checkpoint: #{checkpoint_name}", metadata: ) end |
#find_programs(optimizer: nil, min_score: nil, max_age_days: nil, tags: [], signature_class: nil) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 110 def find_programs(optimizer: nil, min_score: nil, max_age_days: nil, tags: [], signature_class: nil) programs = @storage.list_programs programs.select do |program| # Filter by optimizer next false if optimizer && program[:optimizer] != optimizer # Filter by minimum score next false if min_score && (program[:best_score] || 0) < min_score # Filter by age if max_age_days saved_at = Time.parse(program[:saved_at]) age_days = (Time.now - saved_at) / (24 * 60 * 60) next false if age_days > max_age_days end # Filter by signature class next false if signature_class && program[:signature_class] != signature_class # Filter by tags (if any tags specified, program must have at least one) if .any? = program.dig(:metadata, :tags) || [] next false unless ( & ).any? end true end end |
#get_best_program(signature_class) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 142 def get_best_program(signature_class) matching_programs = find_programs(signature_class: signature_class) return nil if matching_programs.empty? best_program_info = matching_programs.max_by { |p| p[:best_score] || 0 } @storage.load_program(best_program_info[:program_id]) end |
#get_optimization_history ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 189 def get_optimization_history history = @storage.get_history # Calculate trends programs = history[:programs] || [] return history if programs.empty? # Group by optimizer by_optimizer = programs.group_by { |p| p[:optimizer] } optimizer_stats = by_optimizer.transform_values do |progs| scores = progs.map { |p| p[:best_score] }.compact { count: progs.size, avg_score: scores.sum.to_f / scores.size, best_score: scores.max, latest: progs.max_by { |p| Time.parse(p[:saved_at]) } } end # Calculate improvement trends sorted_programs = programs.sort_by { |p| Time.parse(p[:saved_at]) } recent_programs = sorted_programs.last(10) older_programs = sorted_programs.first([sorted_programs.size - 10, 1].max) recent_avg = recent_programs.map { |p| p[:best_score] }.compact.sum.to_f / recent_programs.size older_avg = older_programs.map { |p| p[:best_score] }.compact.sum.to_f / older_programs.size improvement_trend = older_avg > 0 ? ((recent_avg - older_avg) / older_avg * 100).round(2) : 0 history.merge({ optimizer_stats: optimizer_stats, trends: { improvement_percentage: improvement_trend, recent_avg_score: recent_avg.round(4), older_avg_score: older_avg.round(4) } }) end |
#restore_checkpoint(checkpoint_name) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 175 def restore_checkpoint(checkpoint_name) programs = find_programs(tags: ["checkpoint"]) checkpoint = programs.find do |p| # Check both top-level and nested metadata p[:checkpoint_name] == checkpoint_name || p.dig(:metadata, :checkpoint_name) == checkpoint_name end return nil unless checkpoint @storage.load_program(checkpoint[:program_id]) end |
#save_optimization_result(optimization_result, tags: [], description: nil, metadata: {}) ⇒ Object
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# File 'lib/dspy/storage/storage_manager.rb', line 77 def save_optimization_result(optimization_result, tags: [], description: nil, metadata: {}) return nil unless @config.auto_save program = optimization_result.respond_to?(:optimized_program) ? optimization_result.optimized_program : nil return nil unless program = .merge({ tags: , description: description, optimizer_class: optimization_result.class.name, saved_by: "StorageManager", optimization_timestamp: optimization_result.respond_to?(:metadata) ? optimization_result.[:optimization_timestamp] : nil }) @storage.save_program( program, optimization_result, metadata: ) end |