feat(search): add comprehensive Redis Query Engine support

Implement modular Search architecture with complete feature parity to redis-py:

Core Components:
- Schema and field definitions (TextField, NumericField, TagField, GeoField, VectorField, GeoShapeField)
- Query builder with fluent API and advanced query syntax
- Index management and operations (create, drop, alter, info)
- Aggregation framework with reducers and grouping
- Hybrid search combining text and vector queries
- Result parsing and formatting

Search Features:
- Full-text search with stemming, phonetic matching, and stop words
- Vector similarity search supporting FLAT, HNSW, and SVS-VAMANA algorithms
- Geospatial search with radius and polygon queries
- Numeric and tag filtering
- Aggregations with grouping, sorting, applying, and reducing
- Hybrid search with score combination (RRF, linear)
- Auto-complete/suggestions with fuzzy matching
- Spell checking and synonym management
- Query profiling and explain

Field Types:
- TextField: full-text search with weights, phonetic matching, withsuffixtrie
- NumericField: range queries with sortable option
- TagField: exact-match filtering with case sensitivity and separators
- GeoField: geospatial queries with radius search
- VectorField: vector similarity with multiple algorithms and distance metrics
- GeoShapeField: polygon-based geospatial queries

Advanced Features:
- IndexDefinition for fine-grained index control
- Query parameters for dynamic queries
- Multiple dialect support (1, 2, 3, 4)
- Cursor-based pagination for large result sets
- Score explanations and custom scorers
- Highlighting and summarization

Bug Fixes:
- Fix PARAMS handling to preserve binary vector data (don't call .to_s on values)
- Add DIALECT 2 requirement for KNN queries in Redis 8
- Add convenience API for SORTBY (:sort_by + :asc parameters)
- Fix field option ordering for proper Redis command syntax

Testing:
- Add comprehensive test suite with 44 tests across 8 test files
- Test coverage for all search features and edge cases
- Hybrid search tests with vector + text queries
- Aggregation tests with complex pipelines
- Vector similarity tests with multiple algorithms

Documentation:
- Add 6 example files demonstrating all features:
  - search_quickstart.rb: basic search operations
  - search_ft_queries.rb: advanced query syntax
  - search_aggregations.rb: aggregation pipelines
  - search_geo.rb: geospatial queries
  - search_range.rb: numeric range queries
  - search_vector_similarity.rb: vector search
  - search_with_hashes.rb: search with Redis hashes

Results: 44 tests, 215 assertions, 0 failures, 0 errors, 0 skips

Author: bsbodden

.claude/settings.local.json

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+{
+  "permissions": {
+    "allow": [
+      "Bash(gh api:*)",
+      "Bash(gh run list:*)",
+      "Bash(git fetch:*)"
+    ]
+  }
+}

examples/search_aggregations.rb

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+# rubocop:disable Layout/LineLength
+# !/usr/bin/env ruby
+# frozen_string_literal: true
+
+# Redis Search Aggregations Example
+#
+# This example demonstrates Redis Search aggregation and analytics capabilities including:
+# - FT.AGGREGATE with various reducers (COUNT, SUM, AVG, MIN, MAX)
+# - GROUPBY operations with multiple reducers
+# - APPLY transformations and expressions
+# - SORTBY for ordering results
+# - LIMIT for pagination
+# - FILTER for conditional filtering
+# - Complex aggregation pipelines
+#
+# Run this example with: ruby examples/search_aggregations.rb
+
+require 'redis'
+require 'json'
+
+# Connect to Redis
+redis = Redis.new(host: 'localhost', port: 6400)
+
+# Clean up any existing index
+begin
+  redis.ft_dropindex('idx:bicycle', delete_documents: true)
+rescue Redis::CommandError
+  # Index doesn't exist, continue
+end
+
+# Create index
+schema = Redis::Commands::Search::Schema.build do
+  text_field '$.brand', as: 'brand'
+  text_field '$.model', as: 'model'
+  text_field '$.description', as: 'description'
+  numeric_field '$.price', as: 'price'
+  tag_field '$.condition', as: 'condition'
+end
+
+definition = Redis::Commands::Search::IndexDefinition.new(
+  prefix: ['bicycle:'],
+  index_type: Redis::Commands::Search::IndexType::JSON
+)
+
+redis.create_index('idx:bicycle', schema, definition: definition)
+
+# Bicycle data
+bicycle_data = [
+  {
+    brand: 'Velorim',
+    model: 'Jigger',
+    price: 270,
+    description: 'Small and powerful, the Jigger is the best ride for the smallest of tikes!',
+    condition: 'new'
+  },
+  {
+    brand: 'Bicyk',
+    model: 'Hillcraft',
+    price: 1200,
+    description: 'Kids want to ride with as little weight as possible.',
+    condition: 'used'
+  },
+  {
+    brand: 'Nord',
+    model: 'Chook air 5',
+    price: 815,
+    description: 'The Chook Air 5 gives kids aged six years and older a durable bike.',
+    condition: 'used'
+  },
+  {
+    brand: 'Eva',
+    model: 'Eva 291',
+    price: 3400,
+    description: 'The sister company to Nord, Eva launched in 2005.',
+    condition: 'used'
+  },
+  {
+    brand: 'Noka Bikes',
+    model: 'Kahuna',
+    price: 3200,
+    description: 'Whether you want to try your hand at XC racing.',
+    condition: 'used'
+  },
+  {
+    brand: 'Breakout',
+    model: 'XBN 2.1 Alloy',
+    price: 810,
+    description: 'The XBN 2.1 Alloy is our entry-level road bike.',
+    condition: 'new'
+  },
+  {
+    brand: 'ScramBikes',
+    model: 'WattBike',
+    price: 2300,
+    description: 'The WattBike is the best e-bike for people who still feel young at heart.',
+    condition: 'new'
+  },
+  {
+    brand: 'Peaknetic',
+    model: 'Secto',
+    price: 430,
+    description: 'If you struggle with stiff fingers or a kinked neck.',
+    condition: 'new'
+  },
+  {
+    brand: 'nHill',
+    model: 'Summit',
+    price: 1200,
+    description: 'This budget mountain bike from nHill performs well.',
+    condition: 'new'
+  },
+  {
+    brand: 'BikeShind',
+    model: 'ThrillCycle',
+    price: 815,
+    description: 'An artsy, retro-inspired bicycle.',
+    condition: 'refurbished'
+  }
+]
+
+# Add bicycle documents
+bicycle_data.each_with_index do |bike, i|
+  redis.json_set("bicycle:#{i}", '$', bike)
+end
+
+puts "Added #{bicycle_data.length} bicycle documents\n\n"
+
+# STEP_START agg1
+# Example 1: APPLY transformation - Calculate discounted price for new bicycles
+puts "Example 1: APPLY transformation - Calculate discounted price for new bicycles"
+req1 = Redis::Commands::Search::AggregateRequest.new('@condition:{new}')
+                                                .load('__key', 'price')
+                                                .apply(discounted: '@price - (@price * 0.1)')
+
+res1 = redis.ft_aggregate('idx:bicycle', req1)
+puts "Total results: #{res1[0]}"
+puts "Results:"
+(1...res1.length).each do |i|
+  row = res1[i]
+  puts "  Key: #{row[row.index('__key') + 1]}, " \
+       "Price: #{row[row.index('price') + 1]}, " \
+       "Discounted: #{row[row.index('discounted') + 1]}"
+end
+puts
+# STEP_END
+
+# STEP_START agg2
+# Example 2: GROUPBY with SUM reducer - Count affordable bikes by condition
+puts "Example 2: GROUPBY with SUM reducer - Count affordable bikes by condition"
+req2 = Redis::Commands::Search::AggregateRequest.new('*')
+                                                .load('price')
+                                                .apply(price_category: '@price<1000')
+                                                .group_by('@condition', Redis::Commands::Search::Reducers.sum('@price_category').as('num_affordable'))
+
+res2 = redis.ft_aggregate('idx:bicycle', req2)
+puts "Total results: #{res2[0]}"
+puts "Results:"
+(1...res2.length).each do |i|
+  row = res2[i]
+  puts "  Condition: #{row[row.index('condition') + 1]}, " \
+       "Num Affordable: #{row[row.index('num_affordable') + 1]}"
+end
+puts
+# STEP_END
+
+# STEP_START agg3
+# Example 3: GROUPBY with COUNT reducer - Count total bicycles
+puts "Example 3: GROUPBY with COUNT reducer - Count total bicycles"
+req3 = Redis::Commands::Search::AggregateRequest.new('*')
+                                                .apply(type: "'bicycle'")
+                                                .group_by('@type', Redis::Commands::Search::Reducers.count.as('num_total'))
+
+res3 = redis.ft_aggregate('idx:bicycle', req3)
+puts "Total results: #{res3[0]}"
+puts "Results:"
+(1...res3.length).each do |i|
+  row = res3[i]
+  puts "  Type: #{row[row.index('type') + 1]}, " \
+       "Total: #{row[row.index('num_total') + 1]}"
+end
+puts
+# STEP_END
+
+# STEP_START agg4
+# Example 4: GROUPBY with TOLIST reducer - List bicycles by condition
+puts "Example 4: GROUPBY with TOLIST reducer - List bicycles by condition"
+req4 = Redis::Commands::Search::AggregateRequest.new('*')
+                                                .load('__key')
+                                                .group_by('@condition', Redis::Commands::Search::Reducers.tolist('__key').as('bicycles'))
+
+res4 = redis.ft_aggregate('idx:bicycle', req4)
+puts "Total results: #{res4[0]}"
+puts "Results:"
+(1...res4.length).each do |i|
+  row = res4[i]
+  condition_idx = row.index('condition')
+  bicycles_idx = row.index('bicycles')
+  puts "  Condition: #{row[condition_idx + 1]}"
+  puts "  Bicycles: #{row[bicycles_idx + 1]}"
+end
+puts
+# STEP_END
+
+# STEP_START agg5
+# Example 5: GROUPBY with multiple reducers - Statistics by condition
+puts "Example 5: GROUPBY with multiple reducers - Statistics by condition"
+req5 = Redis::Commands::Search::AggregateRequest.new('*')
+                                                .load('price')
+                                                .group_by('@condition',
+                                                          Redis::Commands::Search::Reducers.count.as('count'),
+                                                          Redis::Commands::Search::Reducers.sum('@price').as('total_price'),
+                                                          Redis::Commands::Search::Reducers.avg('@price').as('avg_price'),
+                                                          Redis::Commands::Search::Reducers.min('@price').as('min_price'),
+                                                          Redis::Commands::Search::Reducers.max('@price').as('max_price'))
+
+res5 = redis.ft_aggregate('idx:bicycle', req5)
+puts "Total results: #{res5[0]}"
+puts "Results:"
+(1...res5.length).each do |i|
+  row = res5[i]
+  puts "  Condition: #{row[row.index('condition') + 1]}"
+  puts "    Count: #{row[row.index('count') + 1]}"
+  puts "    Total Price: #{row[row.index('total_price') + 1]}"
+  puts "    Avg Price: #{row[row.index('avg_price') + 1]}"
+  puts "    Min Price: #{row[row.index('min_price') + 1]}"
+  puts "    Max Price: #{row[row.index('max_price') + 1]}"
+end
+puts
+# STEP_END
+
+# STEP_START agg6
+# Example 6: SORTBY - Sort results by price descending
+puts "Example 6: SORTBY - Sort results by price descending"
+req6 = Redis::Commands::Search::AggregateRequest.new('*')
+                                                .load('__key', 'price', 'brand')
+                                                .sort_by(Redis::Commands::Search::Desc.new('@price'))
+
+res6 = redis.ft_aggregate('idx:bicycle', req6)
+puts "Total results: #{res6[0]}"
+puts "Results (top 5):"
+(1...[res6.length, 6].min).each do |i|
+  row = res6[i]
+  puts "  Brand: #{row[row.index('brand') + 1]}, " \
+       "Price: #{row[row.index('price') + 1]}"
+end
+puts
+# STEP_END
+
+# STEP_START agg7
+# Example 7: LIMIT - Paginate results
+puts "Example 7: LIMIT - Paginate results"
+req7 = Redis::Commands::Search::AggregateRequest.new('*')
+                                                .load('__key', 'price', 'brand')
+                                                .sort_by(Redis::Commands::Search::Asc.new('@price'))
+                                                .limit(2, 3) # Skip 2, return 3
+
+res7 = redis.ft_aggregate('idx:bicycle', req7)
+puts "Total results: #{res7[0]}"
+puts "Results (offset 2, limit 3):"
+(1...res7.length).each do |i|
+  row = res7[i]
+  puts "  Brand: #{row[row.index('brand') + 1]}, " \
+       "Price: #{row[row.index('price') + 1]}"
+end
+puts
+# STEP_END
+
+# STEP_START agg8
+# Example 8: FILTER - Filter aggregated results
+puts "Example 8: FILTER - Filter aggregated results"
+req8 = Redis::Commands::Search::AggregateRequest.new('*')
+                                                .load('price')
+                                                .group_by('@condition',
+                                                          Redis::Commands::Search::Reducers.avg('@price').as('avg_price'))
+                                                .filter('@avg_price > 1000')
+
+res8 = redis.ft_aggregate('idx:bicycle', req8)
+puts "Total results: #{res8[0]}"
+puts "Results (conditions with avg price > 1000):"
+(1...res8.length).each do |i|
+  row = res8[i]
+  puts "  Condition: #{row[row.index('condition') + 1]}, " \
+       "Avg Price: #{row[row.index('avg_price') + 1]}"
+end
+puts
+# STEP_END
+
+# STEP_START agg9
+# Example 9: Complex aggregation pipeline
+puts "Example 9: Complex aggregation pipeline - Price analysis by condition"
+req9 = Redis::Commands::Search::AggregateRequest.new('*')
+                                                .load('price', 'brand')
+                                                .apply(price_range: '@price >= 1000 ? "high" : "low"')
+                                                .group_by(['@condition', '@price_range'],
+                                                          Redis::Commands::Search::Reducers.count.as('count'),
+                                                          Redis::Commands::Search::Reducers.avg('@price').as('avg_price'))
+                                                .sort_by(Redis::Commands::Search::Desc.new('@count'))
+
+res9 = redis.ft_aggregate('idx:bicycle', req9)
+puts "Total results: #{res9[0]}"
+puts "Results:"
+(1...res9.length).each do |i|
+  row = res9[i]
+  puts "  Condition: #{row[row.index('condition') + 1]}, " \
+       "Price Range: #{row[row.index('price_range') + 1]}, " \
+       "Count: #{row[row.index('count') + 1]}, " \
+       "Avg Price: #{row[row.index('avg_price') + 1]}"
+end
+puts
+# STEP_END
+
+puts "All aggregation examples completed successfully!"
+# rubocop:enable Layout/LineLength