Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
12 changes: 9 additions & 3 deletions arguments.go
Original file line number Diff line number Diff line change
Expand Up @@ -65,7 +65,9 @@ func parseArgsOrDie() arguments {
case "--input":
{
if i+1 > len(args) {
fmt.Println("Expected --input to be followed by input CSV path.")
fmt.Println(
"Expected --input to be followed by input CSV path.",
)
os.Exit(-1)
}
result.input = args[i+1]
Expand All @@ -74,7 +76,9 @@ func parseArgsOrDie() arguments {
case "--output":
{
if i+1 > len(args) {
fmt.Println("Expected --output to be followed by output rule path.")
fmt.Println(
"Expected --output to be followed by output rule path.",
)
os.Exit(-1)
}
result.output = args[i+1]
Expand All @@ -83,7 +87,9 @@ func parseArgsOrDie() arguments {
case "--itemsets":
{
if i+1 > len(args) {
fmt.Println("Expected --itemsets to be followed by output itemsets path.")
fmt.Println(
"Expected --itemsets to be followed by output itemsets path.",
)
os.Exit(-1)
}
result.itemsetsPath = args[i+1]
Expand Down
57 changes: 49 additions & 8 deletions arm.go
Original file line number Diff line number Diff line change
Expand Up @@ -36,7 +36,12 @@ func check(e error) {
}
}

func writeItemsets(itemsets []itemsetWithCount, outputPath string, itemizer *Itemizer, numTransactions int) {
func writeItemsets(
itemsets []itemsetWithCount,
outputPath string,
itemizer *Itemizer,
numTransactions int,
) {
output, err := os.Create(outputPath)
check(err)
w := bufio.NewWriter(output)
Expand Down Expand Up @@ -80,7 +85,13 @@ func writeRules(rules [][]Rule, outputPath string, itemizer *Itemizer) {
first = false
fmt.Fprint(w, itemizer.toStr(item))
}
fmt.Fprintf(w, ",%f,%f,%f\n", rule.Confidence, rule.Lift, rule.Support)
fmt.Fprintf(
w,
",%f,%f,%f\n",
rule.Confidence,
rule.Lift,
rule.Support,
)
}
}
w.Flush()
Expand Down Expand Up @@ -116,7 +127,13 @@ func countItems(path string) (*Itemizer, *itemCount, int) {
return &itemizer, &frequency, numTransactions
}

func generateFrequentItemsets(path string, minSupport float64, itemizer *Itemizer, frequency *itemCount, numTransactions int) []itemsetWithCount {
func generateFrequentItemsets(
path string,
minSupport float64,
itemizer *Itemizer,
frequency *itemCount,
numTransactions int,
) []itemsetWithCount {
file, err := os.Open(path)
check(err)
defer file.Close()
Expand Down Expand Up @@ -167,22 +184,46 @@ func main() {
log.Println("Generating frequent itemsets via fpGrowth")
start = time.Now()

itemsWithCount := generateFrequentItemsets(args.input, args.minSupport, itemizer, frequency, numTransactions)
itemsWithCount := generateFrequentItemsets(
args.input,
args.minSupport,
itemizer,
frequency,
numTransactions,
)
log.Printf("fpGrowth generated %d frequent patterns in %s",
len(itemsWithCount), time.Since(start))

if len(args.itemsetsPath) > 0 {
log.Printf("Writing itemsets to '%s'\n", args.itemsetsPath)
start := time.Now()
writeItemsets(itemsWithCount, args.itemsetsPath, itemizer, numTransactions)
log.Printf("Wrote %d itemsets in %s", len(itemsWithCount), time.Since(start))
writeItemsets(
itemsWithCount,
args.itemsetsPath,
itemizer,
numTransactions,
)
log.Printf(
"Wrote %d itemsets in %s",
len(itemsWithCount),
time.Since(start),
)
}

log.Println("Generating association rules...")
start = time.Now()
rules := generateRules(itemsWithCount, numTransactions, args.minConfidence, args.minLift)
rules := generateRules(
itemsWithCount,
numTransactions,
args.minConfidence,
args.minLift,
)
numRules := countRules(rules)
log.Printf("Generated %d association rules in %s", numRules, time.Since(start))
log.Printf(
"Generated %d association rules in %s",
numRules,
time.Since(start),
)

start = time.Now()
log.Printf("Writing rules to '%s'...", args.output)
Expand Down
Loading