feat(data-process): 增加可配置思维链生成
This commit is contained in:
@@ -9,7 +9,25 @@ import type {
|
||||
} from './types'
|
||||
import { normalizeQaPairsGenerationCount } from './types'
|
||||
|
||||
export const DEFAULT_GENERATION_PROMPT = '你是一名专业的数据生成助手。请根据输入内容生成准确、完整、可直接用于模型训练的问答数据。仅输出符合所选输出类型和目标格式的内容,答案应事实清晰、语言自然,不要添加无关说明。'
|
||||
const LEGACY_DEFAULT_GENERATION_PROMPT = '你是一名专业的数据生成助手。请根据输入内容生成准确、完整、可直接用于模型训练的问答数据。仅输出符合所选输出类型和目标格式的内容,答案应事实清晰、语言自然,不要添加无关说明。'
|
||||
|
||||
export const DEFAULT_STANDARD_GENERATION_PROMPT = '你是一名专业的数据生成助手。请严格依据输入内容生成准确、完整、可直接用于监督微调的问答数据。只生成问题和最终答案,不输出分析、推理过程或来源中不存在的信息;答案应事实清晰、语言自然。'
|
||||
|
||||
export const DEFAULT_REASONING_GENERATION_PROMPT = '你是一名专业的推理数据生成助手。请严格依据输入内容生成问题、可核验的推理过程和最终答案。推理需要说明关键依据与必要步骤,不得引入来源中不存在的事实;最终答案应准确、完整且语言自然。'
|
||||
|
||||
export function defaultGenerationPrompt(outputType: 'standard' | 'reasoning') {
|
||||
return outputType === 'reasoning'
|
||||
? DEFAULT_REASONING_GENERATION_PROMPT
|
||||
: DEFAULT_STANDARD_GENERATION_PROMPT
|
||||
}
|
||||
|
||||
export function isBuiltInGenerationPrompt(value: string) {
|
||||
return [
|
||||
LEGACY_DEFAULT_GENERATION_PROMPT,
|
||||
DEFAULT_STANDARD_GENERATION_PROMPT,
|
||||
DEFAULT_REASONING_GENERATION_PROMPT,
|
||||
].includes(value)
|
||||
}
|
||||
|
||||
export function createDefaultStructuredOptions(): StructuredProcessOptions {
|
||||
return {
|
||||
@@ -18,8 +36,9 @@ export function createDefaultStructuredOptions(): StructuredProcessOptions {
|
||||
qaPairsPerRow: 1,
|
||||
datasetSplit: { train: 80, validation: 10, test: 10 },
|
||||
generationModelId: '',
|
||||
generationPrompt: DEFAULT_GENERATION_PROMPT,
|
||||
generationPrompt: DEFAULT_STANDARD_GENERATION_PROMPT,
|
||||
outputType: 'standard',
|
||||
reasoningDetail: 'normal',
|
||||
temperature: 0.7,
|
||||
maxTokens: 1024,
|
||||
jsonMode: false,
|
||||
@@ -52,8 +71,9 @@ export function createDefaultUnstructuredOptions(): UnstructuredProcessOptions {
|
||||
qaPairsPerChunk: 1,
|
||||
datasetSplit: { train: 80, validation: 10, test: 10 },
|
||||
generationModelId: '',
|
||||
generationPrompt: DEFAULT_GENERATION_PROMPT,
|
||||
generationPrompt: DEFAULT_STANDARD_GENERATION_PROMPT,
|
||||
outputType: 'standard',
|
||||
reasoningDetail: 'normal',
|
||||
temperature: 0.7,
|
||||
maxTokens: 1024,
|
||||
jsonMode: false,
|
||||
@@ -92,12 +112,21 @@ function generationOptionsFromConfig(
|
||||
config: DataProcessConfig,
|
||||
defaults: GenerationControlOptions,
|
||||
): GenerationControlOptions {
|
||||
const outputType = configValue(config, 'output_type', defaults.outputType) === 'reasoning'
|
||||
? 'reasoning'
|
||||
: 'standard'
|
||||
const configuredPrompt = String(
|
||||
configValue(config, 'generation_prompt', defaults.generationPrompt),
|
||||
)
|
||||
return {
|
||||
generationModelId: configValue(config, 'generation_model_id', defaults.generationModelId),
|
||||
generationPrompt: String(configValue(config, 'generation_prompt', defaults.generationPrompt)),
|
||||
outputType: configValue(config, 'output_type', defaults.outputType) === 'reasoning'
|
||||
? 'reasoning'
|
||||
: 'standard',
|
||||
generationPrompt: isBuiltInGenerationPrompt(configuredPrompt)
|
||||
? defaultGenerationPrompt(outputType)
|
||||
: configuredPrompt,
|
||||
outputType,
|
||||
reasoningDetail: configValue(config, 'reasoning_detail', defaults.reasoningDetail) === 'detailed'
|
||||
? 'detailed'
|
||||
: 'normal',
|
||||
temperature: numberValue(config, 'temperature', defaults.temperature),
|
||||
maxTokens: numberValue(config, 'max_tokens', defaults.maxTokens),
|
||||
jsonMode: Boolean(configValue(config, 'json_mode', defaults.jsonMode)),
|
||||
@@ -224,6 +253,7 @@ export function generationAffectingOptionsFor(
|
||||
generationModelId: options.generationModelId,
|
||||
generationPrompt: options.generationPrompt,
|
||||
outputType: options.outputType,
|
||||
reasoningDetail: options.reasoningDetail,
|
||||
temperature: options.temperature,
|
||||
maxTokens: options.maxTokens,
|
||||
jsonMode: options.jsonMode,
|
||||
|
||||
Reference in New Issue
Block a user