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| 1 | +import { MultiSet } from '../src/multiset' |
| 2 | +import { D2 } from '../src/index.js' |
| 3 | +import { map, reduce, consolidate, output } from '../src/operators/index.js' |
| 4 | +import { v } from '../src/order.js' |
| 5 | +import { MessageType } from '../src/types.js' |
| 6 | + |
| 7 | +type FruitOrder = { |
| 8 | + name: string, |
| 9 | + quantity: number, |
| 10 | + shipping_id: string, |
| 11 | + status: 'packed' | 'shipped' | 'delivered' |
| 12 | +} |
| 13 | + |
| 14 | +const graph = new D2({ initialFrontier: v(0) }) |
| 15 | +const input = graph.newInput<FruitOrder>() |
| 16 | + |
| 17 | +// Track quantities by status |
| 18 | +const materializedStatus = new Map<string, number>(); |
| 19 | +const materializedProcessed = new Map<string, number>(); |
| 20 | + |
| 21 | +function showStatus() { |
| 22 | + const obj = Object.fromEntries(materializedStatus.entries()) |
| 23 | + console.log('Counts by Status:') |
| 24 | + console.log(JSON.stringify(obj, null, 2)) |
| 25 | +} |
| 26 | + |
| 27 | +function showProcessed() { |
| 28 | + const obj = Object.fromEntries(materializedProcessed.entries()) |
| 29 | + console.log('Fruit Processed:') |
| 30 | + console.log(JSON.stringify(obj, null, 2)) |
| 31 | +} |
| 32 | + |
| 33 | +input.pipe( |
| 34 | + // debug('Raw Input'), |
| 35 | + map((order) => [`${order.name}-${order.status}`, order.quantity] as [string, number]), |
| 36 | + // debug('After Map'), |
| 37 | + reduce((values) => { |
| 38 | + // The reduce function receives an array of [quantity, diff] for each key |
| 39 | + // `diff` being the change in number of occurrences of the specific quantity |
| 40 | + // It is not aware of the key, just that everything it is receiving is for the same key |
| 41 | + // Here we want to sum the quantity for each key, so a sum of num * diff |
| 42 | + let count = 0 |
| 43 | + for (const [num, diff] of values) { |
| 44 | + count += num * diff |
| 45 | + } |
| 46 | + return [[count, 1]] |
| 47 | + }), |
| 48 | + // debug('Status Totals'), |
| 49 | + consolidate(), |
| 50 | + output((msg) => { |
| 51 | + if (msg.type === MessageType.DATA) { |
| 52 | + const entries = msg.data.collection.getInner(); |
| 53 | + // The entreis are: |
| 54 | + // key: {fruit-name}-{status} |
| 55 | + // count: number of items in that status |
| 56 | + // diff: 1 if adding a row, -1 if removing a row |
| 57 | + for (const [[key, count], diff] of entries) { |
| 58 | + if (diff > 0) { |
| 59 | + materializedStatus.set(key, count) |
| 60 | + } else if (diff < 0) { |
| 61 | + materializedStatus.delete(key) |
| 62 | + } |
| 63 | + } |
| 64 | + } |
| 65 | + }) |
| 66 | +) |
| 67 | + |
| 68 | +// Track total processed quantities regardless of status |
| 69 | +input.pipe( |
| 70 | + // debug('Raw Input'), |
| 71 | + map((order) => [order.name, order.quantity] as [string, number]), |
| 72 | + // debug('After Map'), |
| 73 | + reduce((values) => { |
| 74 | + // Count the total number of each fruit processed |
| 75 | + let count = 0 |
| 76 | + for (const [num, diff] of values) { |
| 77 | + count += num * diff |
| 78 | + } |
| 79 | + return [[count, 1]] |
| 80 | + }), |
| 81 | + // debug('Total Processed'), |
| 82 | + consolidate(), |
| 83 | + output((msg) => { |
| 84 | + if (msg.type === MessageType.DATA) { |
| 85 | + const entries = msg.data.collection.getInner(); |
| 86 | + for (const [[key, count], diff] of entries) { |
| 87 | + if (diff > 0) { |
| 88 | + materializedProcessed.set(key, count) |
| 89 | + } else if (diff < 0) { |
| 90 | + materializedProcessed.delete(key) |
| 91 | + } |
| 92 | + } |
| 93 | + } |
| 94 | + }) |
| 95 | +) |
| 96 | + |
| 97 | +graph.finalize() |
| 98 | + |
| 99 | +console.log('--------------------------------') |
| 100 | + |
| 101 | +// Initial packing of orders |
| 102 | +console.log('Sending initial orders') |
| 103 | +input.sendData(v(0), new MultiSet([ |
| 104 | + [{ |
| 105 | + name: 'apple', |
| 106 | + quantity: 100, |
| 107 | + shipping_id: 'A001', |
| 108 | + status: 'packed' |
| 109 | + }, 1], |
| 110 | + [{ |
| 111 | + name: 'banana', |
| 112 | + quantity: 150, |
| 113 | + shipping_id: 'B001', |
| 114 | + status: 'packed' |
| 115 | + }, 1] |
| 116 | +])) |
| 117 | + |
| 118 | +input.sendFrontier(v(1)) // Send a frontier to set the new minimum version |
| 119 | +graph.step() // Step the graph to process the data |
| 120 | +// Show the materialized status and processed totals: |
| 121 | +showStatus() |
| 122 | +showProcessed() |
| 123 | + |
| 124 | +console.log('--------------------------------') |
| 125 | + |
| 126 | +// Ship 2 orders |
| 127 | +console.log('Shipping 2 orders') |
| 128 | +input.sendData(v(1), new MultiSet([ |
| 129 | + // Remove from packed status |
| 130 | + [{ |
| 131 | + name: 'apple', |
| 132 | + quantity: 100, |
| 133 | + shipping_id: 'A001', |
| 134 | + status: 'packed' |
| 135 | + }, -1], |
| 136 | + // Add to shipped status |
| 137 | + [{ |
| 138 | + name: 'apple', |
| 139 | + quantity: 100, |
| 140 | + shipping_id: 'A001', |
| 141 | + status: 'shipped' |
| 142 | + }, 1], |
| 143 | + |
| 144 | + [{ |
| 145 | + name: 'banana', |
| 146 | + quantity: 150, |
| 147 | + shipping_id: 'B001', |
| 148 | + status: 'packed' |
| 149 | + }, -1], |
| 150 | + [{ |
| 151 | + name: 'banana', |
| 152 | + quantity: 150, |
| 153 | + shipping_id: 'B001', |
| 154 | + status: 'shipped' |
| 155 | + }, 1] |
| 156 | +])) |
| 157 | + |
| 158 | +input.sendFrontier(v(2)) |
| 159 | +graph.step() |
| 160 | +showStatus() |
| 161 | +showProcessed() |
| 162 | + |
| 163 | +console.log('--------------------------------') |
| 164 | + |
| 165 | +// One order arrives |
| 166 | +console.log('One order arrives') |
| 167 | +input.sendData(v(2), new MultiSet([ |
| 168 | + // Remove from shipped status |
| 169 | + [{ |
| 170 | + name: 'apple', |
| 171 | + quantity: 100, |
| 172 | + shipping_id: 'A001', |
| 173 | + status: 'shipped' |
| 174 | + }, -1], |
| 175 | + // Add to delivered status |
| 176 | + [{ |
| 177 | + name: 'apple', |
| 178 | + quantity: 100, |
| 179 | + shipping_id: 'A001', |
| 180 | + status: 'delivered' |
| 181 | + }, 1] |
| 182 | +])) |
| 183 | + |
| 184 | +input.sendFrontier(v(3)) |
| 185 | +graph.step() |
| 186 | +showStatus() |
| 187 | +showProcessed() |
| 188 | + |
| 189 | +console.log('--------------------------------') |
| 190 | + |
| 191 | +/* |
| 192 | +Output: |
| 193 | +-------------------------------- |
| 194 | +Sending initial orders |
| 195 | +Counts by Status: |
| 196 | +{ |
| 197 | + "apple-packed": 100, |
| 198 | + "banana-packed": 150 |
| 199 | +} |
| 200 | +Fruit Processed: |
| 201 | +{ |
| 202 | + "apple": 100, |
| 203 | + "banana": 150 |
| 204 | +} |
| 205 | +-------------------------------- |
| 206 | +Shipping 2 orders |
| 207 | +Counts by Status: |
| 208 | +{ |
| 209 | + "apple-shipped": 100, |
| 210 | + "banana-shipped": 150 |
| 211 | +} |
| 212 | +Fruit Processed: |
| 213 | +{ |
| 214 | + "apple": 100, |
| 215 | + "banana": 150 |
| 216 | +} |
| 217 | +-------------------------------- |
| 218 | +One order arrives |
| 219 | +Counts by Status: |
| 220 | +{ |
| 221 | + "banana-shipped": 150, |
| 222 | + "apple-delivered": 100 |
| 223 | +} |
| 224 | +Fruit Processed: |
| 225 | +{ |
| 226 | + "apple": 100, |
| 227 | + "banana": 150 |
| 228 | +} |
| 229 | +-------------------------------- |
| 230 | +*/ |
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