diff options
Diffstat (limited to 'bash')
| -rwxr-xr-x | bash/computer | 295 | ||||
| -rwxr-xr-x | bash/exploration | 246 | ||||
| -rwxr-xr-x | bash/logging.sh | 146 | ||||
| -rwxr-xr-x | bash/metrics | 18 | ||||
| -rwxr-xr-x | bash/synthesis | 240 |
5 files changed, 945 insertions, 0 deletions
diff --git a/bash/computer b/bash/computer new file mode 100755 index 0000000..e5aa36d --- /dev/null +++ b/bash/computer @@ -0,0 +1,295 @@ +#!/bin/bash + +# Get the directory where this script is located +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" + +# Computer Dispatch System +# This script intelligently routes prompts to the most appropriate thinking mechanism +# or directly to Ollama based on complexity, question type, and user intent. +# +# APPLICATION LOGIC: +# The computer dispatch system implements an intelligent routing mechanism that +# analyzes user prompts and determines the optimal response strategy. The system +# operates through three distinct phases designed to maximize response quality: +# +# PHASE 1 - PROMPT ANALYSIS: +# - Analyzes prompt complexity, length, and question type +# - Identifies user intent and specific keywords +# - Determines if direct Ollama response is appropriate +# - Classifies prompts into response categories +# +# PHASE 2 - MECHANISM SELECTION: +# - Routes to appropriate thinking mechanism based on classification +# - Uses decision tree with keywords for clear cases +# - Considers prompt complexity and user intent +# - Falls back to direct Ollama for simple cases +# +# PHASE 3 - RESPONSE EXECUTION: +# - Executes the selected mechanism or direct Ollama call +# - Maintains transparency about the routing decision +# - Provides consistent output format regardless of mechanism +# - Logs the decision process for analysis +# +# DISPATCH MODELING: +# The system applies intelligent routing principles to AI response generation: +# - Prompt classification helps match complexity to appropriate mechanism +# - Keyword analysis identifies specific user needs and intent +# - Decision tree provides consistent, predictable routing logic +# - Direct Ollama routing handles simple cases efficiently +# - Transparency shows users how their prompt was processed +# - The system may improve response quality by using specialized mechanisms +# +# The dispatch process emphasizes efficiency and appropriateness, +# ensuring users get the best possible response for their specific needs. +# The system balances speed with depth based on prompt characteristics. + +# --- Model Configuration --- +DEFAULT_MODEL="gemma3n:e2b" + +# --- Defaults --- +DEFAULT_ROUNDS=2 + +# --- Argument Validation --- +if [ "$#" -lt 1 ]; then + echo -e "\n\tComputer" + echo -e "\tThis script intelligently routes prompts to the most appropriate thinking mechanism" + echo -e "\tor directly to Ollama based on complexity, question type, and user intent." + echo -e "\n\tUsage: $0 [-f <file_path>] [-d] \"<your prompt>\" [number_of_rounds]" + echo -e "\n\tExample: $0 -f ./input.txt \"Please analyze this text\" 2" + echo -e "\n\tIf number_of_rounds is not provided, the program will default to $DEFAULT_ROUNDS rounds." + echo -e "\n\t-f <file_path> (optional): Append the contents of the file to the prompt." + echo -e "\n\t-d (optional): Force direct Ollama response (bypass thinking mechanisms)." + echo -e "\n" + exit 1 +fi + +# --- Argument Parsing --- +FILE_PATH="" +FORCE_DIRECT=false +while getopts "f:d" opt; do + case $opt in + f) + FILE_PATH="$OPTARG" + ;; + d) + FORCE_DIRECT=true + ;; + *) + echo "Invalid option: -$OPTARG" >&2 + exit 1 + ;; + esac +done +shift $((OPTIND -1)) + +PROMPT="$1" +if [ -z "$2" ]; then + ROUNDS=$DEFAULT_ROUNDS +else + ROUNDS=$2 +fi + +# If file path is provided, append its contents to the prompt +if [ -n "$FILE_PATH" ]; then + if [ ! -f "$FILE_PATH" ]; then + echo "File not found: $FILE_PATH" >&2 + exit 1 + fi + FILE_CONTENTS=$(cat "$FILE_PATH") + PROMPT="$PROMPT\n[FILE CONTENTS]\n$FILE_CONTENTS\n[END FILE]" +fi + +# Source the logging system using absolute path +source "${SCRIPT_DIR}/logging.sh" + +# --- File Initialization --- +# Create a temporary directory if it doesn't exist +mkdir -p ~/tmp +# Create a unique file for this session based on the timestamp +SESSION_FILE=~/tmp/computer_$(date +%Y%m%d_%H%M%S).txt + +# Initialize timing +SESSION_ID=$(generate_session_id) +start_timer "$SESSION_ID" "computer" + +echo "Computer Dispatch Session Log: ${SESSION_FILE}" +echo "---------------------------------" + +# Store the initial user prompt in the session file +echo "USER PROMPT: ${PROMPT}" >> "${SESSION_FILE}" +echo "FORCE DIRECT: ${FORCE_DIRECT}" >> "${SESSION_FILE}" +echo "" >> "${SESSION_FILE}" + +# --- Prompt Analysis Function --- +analyze_prompt() { + local prompt="$1" + local analysis="" + + # Check for direct Ollama requests + if [[ "$prompt" =~ (direct|simple|quick|fast|straight) ]]; then + analysis="DIRECT" + return + fi + + # Check prompt length (simple heuristic for complexity) + local word_count=$(echo "$prompt" | wc -w) + + # Very short prompts (likely simple questions) + if [ "$word_count" -le 5 ]; then + analysis="DIRECT" + return + fi + + # Keyword-based classification + if [[ "$prompt" =~ (consensus|agree|disagree|vote|multiple|perspectives|opinions) ]]; then + analysis="CONSENSUS" + elif [[ "$prompt" =~ (synthesize|combine|integrate|unify|merge|consolidate) ]]; then + analysis="SYNTHESIS" + elif [[ "$prompt" =~ (explore|paths|alternatives|options|compare|strategies|approaches) ]]; then + analysis="EXPLORATION" + elif [[ "$prompt" =~ (analyze|examine|explore|investigate|deep|thorough|comprehensive) ]]; then + analysis="SOCRATIC" + elif [[ "$prompt" =~ (improve|refine|edit|revise|better|enhance|polish|fix) ]]; then + analysis="CRITIQUE" + elif [[ "$prompt" =~ (review|feedback|peer|collaborate|suggest|advice) ]]; then + analysis="PEER_REVIEW" + else + # Default to direct for unclear cases + analysis="DIRECT" + fi + + echo "$analysis" +} + +# --- Mechanism Selection --- +echo "Analyzing prompt and selecting mechanism..." +echo "PROMPT ANALYSIS:" >> "${SESSION_FILE}" + +if [ "$FORCE_DIRECT" = true ]; then + MECHANISM="DIRECT" + REASON="User requested direct response with -d flag" +else + MECHANISM=$(analyze_prompt "$PROMPT") + case "$MECHANISM" in + "DIRECT") + REASON="Simple prompt or direct request" + ;; + "CONSENSUS") + REASON="Multiple perspectives or consensus needed" + ;; + "SYNTHESIS") + REASON="Integration of multiple approaches needed" + ;; + "EXPLORATION") + REASON="Systematic exploration of alternatives needed" + ;; + "SOCRATIC") + REASON="Deep analysis or exploration required" + ;; + "CRITIQUE") + REASON="Improvement or refinement requested" + ;; + "PEER_REVIEW") + REASON="Collaborative review or feedback needed" + ;; + *) + REASON="Default fallback" + MECHANISM="DIRECT" + ;; + esac +fi + +echo "Selected mechanism: ${MECHANISM}" >> "${SESSION_FILE}" +echo "Reason: ${REASON}" >> "${SESSION_FILE}" +echo "" >> "${SESSION_FILE}" + +echo "Selected mechanism: ${MECHANISM}" +echo "Reason: ${REASON}" +echo "---------------------------------" + +# --- Response Execution --- +echo "Executing selected mechanism..." +echo "RESPONSE EXECUTION:" >> "${SESSION_FILE}" + +case "$MECHANISM" in + "DIRECT") + echo "Using direct Ollama response..." + echo "DIRECT OLLAMA RESPONSE:" >> "${SESSION_FILE}" + + DIRECT_PROMPT="You are an expert assistant. You always flag if you don't know something. Please provide a clear, helpful response to the following prompt: ${PROMPT}" + + RESPONSE=$(ollama run "${DEFAULT_MODEL}" "${DIRECT_PROMPT}") + + echo "${RESPONSE}" >> "${SESSION_FILE}" + echo "" >> "${SESSION_FILE}" + + echo "---------------------------------" + echo "Direct response:" + echo "---------------------------------" + echo "${RESPONSE}" + ;; + + "CONSENSUS") + echo "Delegating to consensus mechanism..." + echo "DELEGATING TO CONSENSUS:" >> "${SESSION_FILE}" + + # Execute consensus script and display output directly + "${SCRIPT_DIR}/consensus" "${PROMPT}" "${ROUNDS}" 2>&1 | tee -a "${SESSION_FILE}" + ;; + + "SOCRATIC") + echo "Delegating to Socratic mechanism..." + echo "DELEGATING TO SOCRATIC:" >> "${SESSION_FILE}" + + # Execute Socratic script and display output directly + "${SCRIPT_DIR}/socratic" "${PROMPT}" "${ROUNDS}" 2>&1 | tee -a "${SESSION_FILE}" + ;; + + "CRITIQUE") + echo "Delegating to critique mechanism..." + echo "DELEGATING TO CRITIQUE:" >> "${SESSION_FILE}" + + # Execute critique script and display output directly + "${SCRIPT_DIR}/critique" "${PROMPT}" "${ROUNDS}" 2>&1 | tee -a "${SESSION_FILE}" + ;; + + "PEER_REVIEW") + echo "Delegating to peer-review mechanism..." + echo "DELEGATING TO PEER_REVIEW:" >> "${SESSION_FILE}" + + # Execute peer-review script and display output directly + "${SCRIPT_DIR}/peer-review" "${PROMPT}" "${ROUNDS}" 2>&1 | tee -a "${SESSION_FILE}" + ;; + + "SYNTHESIS") + echo "Delegating to synthesis mechanism..." + echo "DELEGATING TO SYNTHESIS:" >> "${SESSION_FILE}" + + # Execute synthesis script and display output directly + "${SCRIPT_DIR}/synthesis" "${PROMPT}" "${ROUNDS}" 2>&1 | tee -a "${SESSION_FILE}" + ;; + + "EXPLORATION") + echo "Delegating to exploration mechanism..." + echo "DELEGATING TO EXPLORATION:" >> "${SESSION_FILE}" + + # Execute exploration script and display output directly + "${SCRIPT_DIR}/exploration" "${PROMPT}" "${ROUNDS}" 2>&1 | tee -a "${SESSION_FILE}" + ;; +esac + +# --- Final Summary --- +echo "" >> "${SESSION_FILE}" +echo "DISPATCH SUMMARY:" >> "${SESSION_FILE}" +echo "================" >> "${SESSION_FILE}" +echo "Original Prompt: ${PROMPT}" >> "${SESSION_FILE}" +echo "Selected Mechanism: ${MECHANISM}" >> "${SESSION_FILE}" +echo "Reason: ${REASON}" >> "${SESSION_FILE}" +echo "Rounds: ${ROUNDS}" >> "${SESSION_FILE}" + +# End timing +duration=$(end_timer "$SESSION_ID" "computer") + +echo "" +echo "Execution time: ${duration} seconds" +echo "Full dispatch log: ${SESSION_FILE}" \ No newline at end of file diff --git a/bash/exploration b/bash/exploration new file mode 100755 index 0000000..8dc09b7 --- /dev/null +++ b/bash/exploration @@ -0,0 +1,246 @@ +#!/bin/bash + +# Get the directory where this script is located +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" + +# Exploration System +# This script systematically explores multiple solution paths and compares alternatives. +# +# APPLICATION LOGIC: +# The exploration process implements a branching analysis system that systematically +# explores multiple approaches to a problem and compares their merits. The system +# operates through three distinct phases designed to maximize discovery and comparison: +# +# PHASE 1 - PATH GENERATION: +# - Identifies multiple possible approaches to the problem +# - Generates alternative solution paths +# - Ensures comprehensive coverage of the solution space +# - Creates a foundation for systematic comparison +# +# PHASE 2 - PATH EXPLORATION: +# - Explores each identified path in detail +# - Develops the implications and consequences of each approach +# - Identifies strengths, weaknesses, and trade-offs +# - Provides detailed analysis of each alternative +# +# PHASE 3 - COMPARATIVE ANALYSIS: +# - Systematically compares all explored paths +# - Evaluates relative merits and trade-offs +# - Identifies optimal approaches or combinations +# - Provides recommendations based on different criteria +# +# EXPLORATION MODELING: +# The system applies systematic exploration principles to AI response generation: +# - Multiple paths ensure comprehensive problem coverage +# - Systematic comparison reveals optimal approaches +# - Trade-off analysis helps users make informed decisions +# - The process may reveal unexpected insights or approaches +# - Transparency shows how different paths were evaluated +# - The method may identify novel solutions that single-path approaches miss +# +# The exploration process emphasizes systematic analysis and comparison, +# ensuring users understand the full range of possible approaches and their implications. + +# Source the logging system using absolute path +source "${SCRIPT_DIR}/logging.sh" + +# --- Model Configuration --- +EXPLORATION_MODEL="llama3:8b-instruct-q4_K_M" +ANALYSIS_MODEL="phi3:3.8b-mini-4k-instruct-q4_K_M" + +# --- Defaults --- +DEFAULT_PATHS=3 + +# --- Argument Validation --- +if [ "$#" -lt 1 ]; then + echo -e "\n\tExploration" + echo -e "\tThis script systematically explores multiple solution paths and compares alternatives." + echo -e "\n\tUsage: $0 [-f <file_path>] [-p <number_of_paths>] \"<your prompt>\" [number_of_rounds]" + echo -e "\n\tExample: $0 -f ./input.txt -p 4 \"How can we solve this problem?\" 2" + echo -e "\n\tIf number_of_rounds is not provided, the program will default to 2 rounds." + echo -e "\n\t-f <file_path> (optional): Append the contents of the file to the prompt." + echo -e "\n\t-p <paths> (optional): Number of solution paths to explore (default: 3)." + echo -e "\n" + exit 1 +fi + +# --- Argument Parsing --- +FILE_PATH="" +NUM_PATHS=$DEFAULT_PATHS +while getopts "f:p:" opt; do + case $opt in + f) + FILE_PATH="$OPTARG" + ;; + p) + NUM_PATHS="$OPTARG" + ;; + *) + echo "Invalid option: -$OPTARG" >&2 + exit 1 + ;; + esac +done +shift $((OPTIND -1)) + +PROMPT="$1" +if [ -z "$2" ]; then + ROUNDS=2 +else + ROUNDS=$2 +fi + +# If file path is provided, append its contents to the prompt +if [ -n "$FILE_PATH" ]; then + if [ ! -f "$FILE_PATH" ]; then + echo "File not found: $FILE_PATH" >&2 + exit 1 + fi + FILE_CONTENTS=$(cat "$FILE_PATH") + PROMPT="$PROMPT\n[FILE CONTENTS]\n$FILE_CONTENTS\n[END FILE]" +fi + +# --- File Initialization --- +mkdir -p ~/tmp +SESSION_FILE=~/tmp/exploration_$(date +%Y%m%d_%H%M%S).txt + +# Initialize timing +SESSION_ID=$(generate_session_id) +start_timer "$SESSION_ID" "exploration" + +echo "Exploration Session Log: ${SESSION_FILE}" +echo "---------------------------------" + +# Store the initial user prompt in the session file +echo "USER PROMPT: ${PROMPT}" >> "${SESSION_FILE}" +echo "NUMBER OF PATHS: ${NUM_PATHS}" >> "${SESSION_FILE}" +echo "" >> "${SESSION_FILE}" + +# --- Phase 1: Path Generation --- +echo "Phase 1: Generating solution paths..." +echo "PHASE 1 - PATH GENERATION:" >> "${SESSION_FILE}" + +PATH_GENERATION_PROMPT="You are a strategic thinker. Your task is to identify ${NUM_PATHS} distinct, viable approaches to the following problem. Each path should represent a different strategy or methodology. + +PROBLEM: ${PROMPT} + +Please identify ${NUM_PATHS} different solution paths. For each path, provide: +1. A clear name/title for the approach +2. A brief description of the strategy +3. The key principles or methodology it follows + +Format your response as: +PATH 1: [Name] +[Description] + +PATH 2: [Name] +[Description] + +etc. + +Ensure the paths are genuinely different approaches, not just variations of the same idea." + +paths_output=$(ollama run "${EXPLORATION_MODEL}" "${PATH_GENERATION_PROMPT}") + +echo "GENERATED PATHS:" >> "${SESSION_FILE}" +echo "${paths_output}" >> "${SESSION_FILE}" +echo "" >> "${SESSION_FILE}" + +# --- Phase 2: Path Exploration --- +echo "Phase 2: Exploring each path in detail..." +echo "PHASE 2 - PATH EXPLORATION:" >> "${SESSION_FILE}" + +declare -a path_analyses +declare -a path_names + +# Extract path names and explore each one +for i in $(seq 1 "${NUM_PATHS}"); do + echo " Exploring path ${i}..." + + # Extract the path description (simplified approach) + path_section=$(echo "${paths_output}" | sed -n "/PATH ${i}:/,/PATH $((i+1)):/p" | sed '$d') + if [ -z "$path_section" ]; then + path_section=$(echo "${paths_output}" | sed -n "/PATH ${i}:/,\$p") + fi + + # Generate path name from the section + path_name=$(echo "${path_section}" | head -n1 | sed 's/^PATH [0-9]*: //') + + EXPLORATION_PROMPT="You are a detailed analyst. Explore the following solution path in depth, considering its implications, requirements, and potential outcomes. + +ORIGINAL PROBLEM: ${PROMPT} + +PATH TO EXPLORE: ${path_section} + +Please provide a comprehensive analysis of this path including: +1. Detailed implementation approach +2. Potential benefits and advantages +3. Potential challenges and risks +4. Resource requirements and constraints +5. Expected outcomes and timeline +6. Success factors and critical elements +7. Potential variations or adaptations + +Provide a thorough, well-structured analysis." + + path_analysis=$(ollama run "${EXPLORATION_MODEL}" "${EXPLORATION_PROMPT}") + + path_analyses[$((i-1))]="${path_analysis}" + path_names[$((i-1))]="${path_name}" + + echo "PATH ${i} ANALYSIS (${path_name}):" >> "${SESSION_FILE}" + echo "${path_analysis}" >> "${SESSION_FILE}" + echo "" >> "${SESSION_FILE}" +done + +# --- Phase 3: Comparative Analysis --- +echo "Phase 3: Comparing and evaluating paths..." +echo "PHASE 3 - COMPARATIVE ANALYSIS:" >> "${SESSION_FILE}" + +# Create comparison prompt +COMPARISON_PROMPT="You are a strategic analyst. Compare and evaluate the following solution paths for the given problem. + +ORIGINAL PROBLEM: ${PROMPT} + +PATH ANALYSES:" + +for i in $(seq 0 $((NUM_PATHS-1))); do + COMPARISON_PROMPT="${COMPARISON_PROMPT} + +PATH ${i+1}: ${path_names[$i]} +${path_analyses[$i]}" +done + +COMPARISON_PROMPT="${COMPARISON_PROMPT} + +Please provide a comprehensive comparative analysis including: +1. Direct comparison of approaches across key criteria +2. Relative strengths and weaknesses of each path +3. Trade-offs and opportunity costs +4. Risk assessment for each approach +5. Recommendations based on different scenarios +6. Potential for combining elements from multiple paths +7. Final recommendation with justification + +Provide a clear, structured comparison that helps decision-making." + +comparative_analysis=$(ollama run "${ANALYSIS_MODEL}" "${COMPARISON_PROMPT}") + +echo "COMPARATIVE ANALYSIS:" >> "${SESSION_FILE}" +echo "${comparative_analysis}" >> "${SESSION_FILE}" + +# End timing +duration=$(end_timer "$SESSION_ID" "exploration") + +# --- Final Output --- +echo "---------------------------------" +echo "Exploration process complete." +echo "Comparative analysis:" +echo "---------------------------------" + +echo "${comparative_analysis}" +echo "" +echo "Paths explored: ${NUM_PATHS}" +echo "Execution time: ${duration} seconds" +echo "" +echo "Full exploration log: ${SESSION_FILE}" \ No newline at end of file diff --git a/bash/logging.sh b/bash/logging.sh new file mode 100755 index 0000000..c37aaf4 --- /dev/null +++ b/bash/logging.sh @@ -0,0 +1,146 @@ +#!/bin/bash + +# Unified Logging System +# This script provides consistent logging and performance metrics across all thinking mechanisms. + +# --- Logging Configuration --- +LOG_DIR=~/tmp/ai_thinking +METRICS_FILE="${LOG_DIR}/performance_metrics.json" +SESSION_LOG="${LOG_DIR}/session_$(date +%Y%m%d_%H%M%S).json" + +# Create logging directory +mkdir -p "${LOG_DIR}" + +# --- Timing Functions --- +start_timer() { + local session_id="$1" + local mechanism="$2" + local start_time=$(date +%s.%N) + + # Store start time + echo "$start_time" > "/tmp/${session_id}_start" + + # Log session start + log_session_start "$session_id" "$mechanism" "$start_time" +} + +end_timer() { + local session_id="$1" + local mechanism="$2" + local end_time=$(date +%s.%N) + local start_time=$(cat "/tmp/${session_id}_start" 2>/dev/null || echo "$end_time") + + # Calculate duration + local duration=$(echo "$end_time - $start_time" | bc -l 2>/dev/null || echo "0") + + # Log session end + log_session_end "$session_id" "$mechanism" "$end_time" "$duration" + + # Clean up + rm -f "/tmp/${session_id}_start" + + echo "$duration" +} + +# --- Session Logging --- +log_session_start() { + local session_id="$1" + local mechanism="$2" + local start_time="$3" + + cat > "${SESSION_LOG}" << EOF +{ + "session_id": "${session_id}", + "mechanism": "${mechanism}", + "start_time": "${start_time}", + "prompt": "${PROMPT:-""}", + "status": "started" +} +EOF +} + +log_session_end() { + local session_id="$1" + local mechanism="$2" + local end_time="$3" + local duration="$4" + + # Update session log + cat > "${SESSION_LOG}" << EOF +{ + "session_id": "${session_id}", + "mechanism": "${mechanism}", + "start_time": "$(cat "${SESSION_LOG}" | jq -r '.start_time' 2>/dev/null || echo "")", + "end_time": "${end_time}", + "duration": "${duration}", + "prompt": "${PROMPT:-""}", + "status": "completed" +} +EOF + + # Update metrics file + update_metrics "$mechanism" "$duration" +} + +# --- Metrics Management --- +update_metrics() { + local mechanism="$1" + local duration="$2" + + # Create metrics file if it doesn't exist + if [ ! -f "${METRICS_FILE}" ]; then + cat > "${METRICS_FILE}" << EOF +{ + "total_sessions": 0, + "mechanisms": {}, + "average_durations": {} +} +EOF + fi + + # Update metrics using jq (if available) or simple text processing + if command -v jq >/dev/null 2>&1; then + # Use jq for proper JSON handling + local temp_file=$(mktemp) + jq --arg mechanism "$mechanism" --arg duration "$duration" ' + .total_sessions += 1 | + .mechanisms[$mechanism] = (.mechanisms[$mechanism] // 0) + 1 | + .average_durations[$mechanism] = ( + (.average_durations[$mechanism] // 0) * (.mechanisms[$mechanism] - 1) + ($duration | tonumber) + ) / .mechanisms[$mechanism] + ' "${METRICS_FILE}" > "$temp_file" + mv "$temp_file" "${METRICS_FILE}" + else + # Fallback: simple text-based metrics + echo "$(date +%Y%m%d_%H%M%S),${mechanism},${duration}" >> "${LOG_DIR}/simple_metrics.csv" + fi +} + +# --- Utility Functions --- +generate_session_id() { + echo "session_$(date +%Y%m%d_%H%M%S)_$$" +} + +get_metrics_summary() { + if [ -f "${METRICS_FILE}" ]; then + echo "=== Performance Metrics ===" + if command -v jq >/dev/null 2>&1; then + jq -r '.mechanisms | to_entries[] | "\(.key): \(.value) sessions"' "${METRICS_FILE}" + echo "" + jq -r '.average_durations | to_entries[] | "\(.key): \(.value | tonumber | floor)s average"' "${METRICS_FILE}" + else + echo "Metrics available in: ${METRICS_FILE}" + fi + else + echo "No metrics available yet." + fi +} + +# --- Export Functions for Other Scripts --- +export -f start_timer +export -f end_timer +export -f log_session_start +export -f log_session_end +export -f update_metrics +export -f generate_session_id +export -f get_metrics_summary \ No newline at end of file diff --git a/bash/metrics b/bash/metrics new file mode 100755 index 0000000..ad430b5 --- /dev/null +++ b/bash/metrics @@ -0,0 +1,18 @@ +#!/bin/bash + +# Metrics Viewer +# This script displays performance metrics from the unified logging system. + +# Source the logging system +source ./logging.sh + +echo "AI Thinking System - Performance Metrics" +echo "========================================" +echo "" + +# Display metrics summary +get_metrics_summary + +echo "" +echo "Detailed metrics file: ${METRICS_FILE}" +echo "Session logs directory: ${LOG_DIR}" \ No newline at end of file diff --git a/bash/synthesis b/bash/synthesis new file mode 100755 index 0000000..417279e --- /dev/null +++ b/bash/synthesis @@ -0,0 +1,240 @@ +#!/bin/bash + +# Get the directory where this script is located +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" + +# Synthesis System +# This script combines outputs from multiple thinking mechanisms into a coherent final response. +# +# APPLICATION LOGIC: +# The synthesis process implements a multi-mechanism integration system that combines +# outputs from different thinking strategies into a unified, coherent response. The system +# operates through three distinct phases designed to maximize comprehensiveness and clarity: +# +# PHASE 1 - MECHANISM EXECUTION: +# - Executes multiple thinking mechanisms on the same prompt +# - Collects diverse perspectives and approaches +# - Ensures comprehensive coverage of the problem space +# - Creates a foundation for synthesis +# +# PHASE 2 - CONFLICT RESOLUTION: +# - Identifies contradictions and conflicts between mechanism outputs +# - Resolves disagreements through logical analysis +# - Prioritizes information based on confidence and relevance +# - Maintains intellectual honesty about uncertainties +# +# PHASE 3 - SYNTHESIS GENERATION: +# - Combines the best elements from each mechanism +# - Creates a coherent narrative that addresses all aspects +# - Provides a unified response that leverages multiple perspectives +# - Ensures the final output is greater than the sum of its parts +# +# SYNTHESIS MODELING: +# The system applies integrative thinking principles to AI response generation: +# - Multiple mechanisms provide diverse perspectives on the same problem +# - Conflict resolution ensures logical consistency in the final output +# - Synthesis leverages the strengths of each individual mechanism +# - The process may reveal insights that individual mechanisms miss +# - Transparency shows how different perspectives were integrated +# - The method may provide more comprehensive and balanced responses +# +# The synthesis process emphasizes comprehensiveness and coherence, +# ensuring users get the benefits of multiple thinking approaches in a unified response. + +# Source the logging system using absolute path +source "${SCRIPT_DIR}/logging.sh" + +# --- Model Configuration --- +SYNTHESIS_MODEL="llama3:8b-instruct-q4_K_M" + +# --- Defaults --- +DEFAULT_MECHANISMS=("consensus" "critique" "socratic") + +# --- Argument Validation --- +if [ "$#" -lt 1 ]; then + echo -e "\n\tSynthesis" + echo -e "\tThis script combines outputs from multiple thinking mechanisms into a coherent final response." + echo -e "\n\tUsage: $0 [-f <file_path>] [-m <mechanism1,mechanism2,...>] \"<your prompt>\" [number_of_rounds]" + echo -e "\n\tExample: $0 -f ./input.txt -m consensus,critique \"Please analyze this text\" 2" + echo -e "\n\tIf number_of_rounds is not provided, the program will default to 2 rounds." + echo -e "\n\t-f <file_path> (optional): Append the contents of the file to the prompt." + echo -e "\n\t-m <mechanisms> (optional): Comma-separated list of mechanisms to use (default: consensus,critique,socratic)." + echo -e "\n" + exit 1 +fi + +# --- Argument Parsing --- +FILE_PATH="" +MECHANISMS_STR="" +while getopts "f:m:" opt; do + case $opt in + f) + FILE_PATH="$OPTARG" + ;; + m) + MECHANISMS_STR="$OPTARG" + ;; + *) + echo "Invalid option: -$OPTARG" >&2 + exit 1 + ;; + esac +done +shift $((OPTIND -1)) + +PROMPT="$1" +if [ -z "$2" ]; then + ROUNDS=2 +else + ROUNDS=$2 +fi + +# Parse mechanisms +if [ -n "$MECHANISMS_STR" ]; then + IFS=',' read -ra MECHANISMS <<< "$MECHANISMS_STR" +else + MECHANISMS=("${DEFAULT_MECHANISMS[@]}") +fi + +# If file path is provided, append its contents to the prompt +if [ -n "$FILE_PATH" ]; then + if [ ! -f "$FILE_PATH" ]; then + echo "File not found: $FILE_PATH" >&2 + exit 1 + fi + FILE_CONTENTS=$(cat "$FILE_PATH") + PROMPT="$PROMPT\n[FILE CONTENTS]\n$FILE_CONTENTS\n[END FILE]" +fi + +# --- File Initialization --- +mkdir -p ~/tmp +SESSION_FILE=~/tmp/synthesis_$(date +%Y%m%d_%H%M%S).txt + +# Initialize timing +SESSION_ID=$(generate_session_id) +start_timer "$SESSION_ID" "synthesis" + +echo "Synthesis Session Log: ${SESSION_FILE}" +echo "---------------------------------" + +# Store the initial user prompt in the session file +echo "USER PROMPT: ${PROMPT}" >> "${SESSION_FILE}" +echo "MECHANISMS: ${MECHANISMS[*]}" >> "${SESSION_FILE}" +echo "" >> "${SESSION_FILE}" + +# --- Phase 1: Mechanism Execution --- +echo "Phase 1: Executing thinking mechanisms..." +echo "PHASE 1 - MECHANISM EXECUTION:" >> "${SESSION_FILE}" + +declare -a mechanism_outputs +declare -a mechanism_names + +for i in "${!MECHANISMS[@]}"; do + mechanism="${MECHANISMS[$i]}" + echo " Executing ${mechanism} mechanism..." + + # Execute the mechanism using absolute path + if [ -f "${SCRIPT_DIR}/${mechanism}" ]; then + output=$("${SCRIPT_DIR}/${mechanism}" "${PROMPT}" "${ROUNDS}" 2>&1) + mechanism_outputs[$i]="${output}" + mechanism_names[$i]="${mechanism}" + + echo "MECHANISM ${i+1} (${mechanism}):" >> "${SESSION_FILE}" + echo "${output}" >> "${SESSION_FILE}" + echo "" >> "${SESSION_FILE}" + else + echo " WARNING: Mechanism ${mechanism} not found, skipping..." >&2 + fi +done + +# --- Phase 2: Conflict Resolution --- +echo "Phase 2: Analyzing and resolving conflicts..." +echo "PHASE 2 - CONFLICT RESOLUTION:" >> "${SESSION_FILE}" + +# Create conflict analysis prompt +CONFLICT_PROMPT="You are a conflict resolution specialist. Analyze the following outputs from different thinking mechanisms and identify any contradictions, conflicts, or areas of disagreement. + +ORIGINAL PROMPT: ${PROMPT} + +MECHANISM OUTPUTS:" + +for i in "${!MECHANISMS[@]}"; do + if [ -n "${mechanism_outputs[$i]}" ]; then + CONFLICT_PROMPT="${CONFLICT_PROMPT} + +${mechanism_names[$i]} OUTPUT: +${mechanism_outputs[$i]}" + fi +done + +CONFLICT_PROMPT="${CONFLICT_PROMPT} + +Please identify: +1. Any direct contradictions between the outputs +2. Areas where the mechanisms disagree +3. Information that appears to be conflicting +4. How these conflicts might be resolved + +Provide a clear analysis of conflicts and potential resolutions." + +conflict_analysis=$(ollama run "${SYNTHESIS_MODEL}" "${CONFLICT_PROMPT}") + +echo "CONFLICT ANALYSIS:" >> "${SESSION_FILE}" +echo "${conflict_analysis}" >> "${SESSION_FILE}" +echo "" >> "${SESSION_FILE}" + +# --- Phase 3: Synthesis Generation --- +echo "Phase 3: Generating unified synthesis..." +echo "PHASE 3 - SYNTHESIS GENERATION:" >> "${SESSION_FILE}" + +# Create synthesis prompt +SYNTHESIS_PROMPT="You are a synthesis specialist. Your task is to combine the outputs from multiple thinking mechanisms into a coherent, unified response that leverages the strengths of each approach. + +ORIGINAL PROMPT: ${PROMPT} + +MECHANISM OUTPUTS:" + +for i in "${!MECHANISMS[@]}"; do + if [ -n "${mechanism_outputs[$i]}" ]; then + SYNTHESIS_PROMPT="${SYNTHESIS_PROMPT} + +${mechanism_names[$i]} OUTPUT: +${mechanism_outputs[$i]}" + fi +done + +SYNTHESIS_PROMPT="${SYNTHESIS_PROMPT} + +CONFLICT ANALYSIS: +${conflict_analysis} + +Please create a unified synthesis that: +1. Combines the best insights from each mechanism +2. Resolves any identified conflicts logically +3. Provides a comprehensive response that addresses all aspects +4. Maintains intellectual honesty about uncertainties +5. Creates a coherent narrative that flows naturally +6. Leverages the unique strengths of each thinking approach + +Your synthesis should be greater than the sum of its parts - it should provide insights that individual mechanisms might miss." + +final_synthesis=$(ollama run "${SYNTHESIS_MODEL}" "${SYNTHESIS_PROMPT}") + +echo "FINAL SYNTHESIS:" >> "${SESSION_FILE}" +echo "${final_synthesis}" >> "${SESSION_FILE}" + +# End timing +duration=$(end_timer "$SESSION_ID" "synthesis") + +# --- Final Output --- +echo "---------------------------------" +echo "Synthesis process complete." +echo "Final unified response:" +echo "---------------------------------" + +echo "${final_synthesis}" +echo "" +echo "Mechanisms used: ${MECHANISMS[*]}" +echo "Execution time: ${duration} seconds" +echo "" +echo "Full synthesis log: ${SESSION_FILE}" \ No newline at end of file |