module_script.sh

#!/bin/bash

# Create DSPyGen dspy_modules required for the Bullwhip platform
echo "Creating DSPyGen modules for Bullwhip platform..."

# Example 1: Create a module to transform JSON data to a structured report
dspygen module new -cn JsonToStructuredReport -i json_data -o structured_report

# Example 2: Create a module for transforming unstructured text to a knowledge graph
dspygen module new -cn TextToKnowledgeGraph -i unstructured_text -o knowledge_graph

# Example 3: Create a module to extract key metrics from log files
dspygen module new -cn ExtractMetricsFromLogs -i log_files -o key_metrics

# Example 4: Create a module for converting speech to text commands
dspygen module new -cn SpeechToTextCommands -i speech_audio -o text_commands

# Example 5: Create a module for image classification tasks
dspygen module new -cn ImageClassifier -i image_data -o classification_labels

# Example 6: Create a module to summarize lengthy documents
dspygen module new -cn DocumentSummarizer -i long_document -o summary

# Example 7: Create a module to translate natural language queries to API requests
dspygen module new -cn NaturalLanguageToAPIRequest -i "natural_language,api_schema" -o "api_request"

# Example 8: Create a module for converting Excel data to SQL database entries
dspygen module new -cn ExcelToSQLDatabase -i excel_data -o sql_entries

# Example 9: Create a module for analyzing sentiment in social media posts
dspygen module new -cn SocialMediaSentimentAnalyzer -i social_media_posts -o sentiment_analysis

# Example 10: Create a module for generating chatbot responses from user input
dspygen module new -cn ChatbotResponseGenerator -i user_input -o chatbot_response

# Example 11: Create a module to detect anomalies in time-series data
dspygen module new -cn TimeSeriesAnomalyDetector -i time_series_data -o anomalies

# Example 12: Create a module for converting audio descriptions to text narratives
dspygen module new -cn AudioToTextNarrative -i audio_descriptions -o text_narratives

# Example 13: Create a module for parsing financial reports
dspygen module new -cn FinancialReportParser -i financial_report -o parsed_data

# Example 14: Create a module for translating code comments to documentation
dspygen module new -cn CodeCommentsToDocumentation -i code_comments -o documentation

# Example 15: Create a module to map geographical coordinates to location names
dspygen module new -cn GeoCoordinatesToLocation -i geo_coordinates -o location_names

# Example 16: Create a module for transforming sensor data to actionable insights
dspygen module new -cn SensorDataToInsights -i sensor_data -o actionable_insights

# Example 17: Create a module for classifying customer feedback into categories
dspygen module new -cn CustomerFeedbackClassifier -i customer_feedback -o feedback_categories

# Example 18: Create a module for extracting features from video streams
dspygen module new -cn VideoStreamFeatureExtractor -i video_streams -o features

# Example 19: Create a module to generate natural language explanations from data
dspygen module new -cn DataToNaturalLanguageExplanations -i data_points -o explanations

# Example 20: Create a module for predicting maintenance needs from machine data
dspygen module new -cn PredictiveMaintenance -i machine_data -o maintenance_predictions

# Example 21: Create a module for converting code to optimized bytecode
dspygen module new -cn CodeToBytecodeOptimizer -i source_code -o bytecode

# Example 22: Create a module for generating alerts from network traffic data
dspygen module new -cn NetworkTrafficAlertGenerator -i network_data -o alerts

# Example 23: Create a module for translating between different data formats
dspygen module new -cn DataFormatTranslator -i source_data -o target_data_format

# Example 24: Create a module for performing advanced data visualizations
dspygen module new -cn DataVisualizationGenerator -i raw_data -o visualizations

# Example 25: Create a module for automating email responses based on received messages
dspygen module new -cn AutomatedEmailResponder -i email_messages -o responses

echo "All DSPyGen modules created successfully for the Bullwhip platform."