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summary.go
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96 lines (80 loc) · 2.5 KB
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package magictext
import (
"fmt"
"log"
"sync"
)
const (
MaxChunksPerGroup = 3 // TODO: this variable should be calculated dynamically
MaxConcurrent = 5
)
func generateSummary(topic string, chunks ChunkSlice) (*Chunk, error) {
return summarizeRecursively(topic, chunks, 0)
}
func summarizeRecursively(topic string, chunks ChunkSlice, height int) (*Chunk, error) {
summarizedChunksMap := make(map[int]*Chunk)
mutex := &sync.Mutex{}
limiter := make(chan struct{}, MaxConcurrent)
var wg sync.WaitGroup
chunkGroups := groupChunks(chunks, height)
for i, chunkGroup := range chunkGroups {
limiter <- struct{}{}
wg.Add(1)
go func(seq int, chunkGroup ChunkSlice) {
defer func() {
<-limiter
wg.Done()
}()
summary, _ := summarizeChunks(topic, chunkGroup)
summarizedChunk := NewChunk(seq, summary)
summarizedChunk.Height = height + 1
summarizedChunk.Children = chunkGroup
mutex.Lock()
summarizedChunksMap[seq] = summarizedChunk
mutex.Unlock()
}(i, chunkGroup)
}
wg.Wait()
summarizedChunks := make(ChunkSlice, 0, len(summarizedChunksMap))
for i := 0; i < len(summarizedChunksMap); i++ {
summarizedChunks = append(summarizedChunks, summarizedChunksMap[i])
}
if len(summarizedChunks) == 1 {
return summarizedChunks[0], nil
}
return summarizeRecursively(topic, summarizedChunks, height+1)
}
func summarizeChunks(topic string, groupChunks ChunkSlice) (string, error) {
log.Printf("Generating text summary by openai, %s\n", groupChunks)
var prompt string
if topic != "" {
prompt = fmt.Sprintf(GenerateSummaryPromptWithTopic, topic, groupChunks.Text())
} else {
prompt = fmt.Sprintf(GenerateSummaryPrompt, groupChunks.Text())
}
summary, err := completionWithRetry(prompt)
if err != nil {
log.Printf("Generating text summary failed, %s, err: %v", groupChunks, err)
return "", err
}
return summary, nil
}
func groupChunks(cs ChunkSlice, height int) []ChunkSlice {
// height 0, max chunks = 1
// height 1, max chunks = 4
// height 2, max chunks = 7
// height 3, max chunks = 10
maxChunksInGroup := MaxChunksPerGroup*height + 1
groups := make([]ChunkSlice, 0, len(cs)/2)
chunkGroup := make(ChunkSlice, 0, maxChunksInGroup)
for _, chunk := range cs {
if chunkGroup.Tokens()+chunk.Tokens > MaxReqTokens2048 || len(chunkGroup) >= maxChunksInGroup {
groups = append(groups, chunkGroup)
// reset chunkGroup to empty
chunkGroup = make(ChunkSlice, 0, maxChunksInGroup)
}
chunkGroup = append(chunkGroup, chunk)
}
groups = append(groups, chunkGroup)
return groups
}