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Cot.yml
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app:
description: 通过工作流实现将复杂任务进行拆解成子问题，逐步解答子问题，最后聚合答案得到最终答案
icon: seedling
icon_background: '#D3F8DF'
mode: advanced-chat
name: 任务拆解
use_icon_as_answer_icon: true
kind: app
version: 0.1.2
workflow:
conversation_variables:
- description: 记录迭代过程中的数据，在循环过程中能看见前面的结果
id: d2f1ac13-3c10-44ea-8cf0-dbd752577b6a
name: subtaskRet
value: []
value_type: array[object]
environment_variables: []
features:
file_upload:
allowed_file_extensions:
- .JPG
- .JPEG
- .PNG
- .GIF
- .WEBP
- .SVG
allowed_file_types:
- image
allowed_file_upload_methods:
- local_file
- remote_url
enabled: false
image:
enabled: false
number_limits: 3
transfer_methods:
- local_file
- remote_url
number_limits: 3
opening_statement: ''
retriever_resource:
enabled: true
sensitive_word_avoidance:
enabled: false
speech_to_text:
enabled: false
suggested_questions: []
suggested_questions_after_answer:
enabled: false
text_to_speech:
enabled: false
language: ''
voice: ''
graph:
edges:
- data:
sourceType: start
targetType: llm
id: 1728709838888-llm
selected: false
source: '1728709838888'
sourceHandle: source
target: llm
targetHandle: target
type: custom
- data:
isInIteration: false
sourceType: llm
targetType: parameter-extractor
id: llm-source-1728730008819-target
selected: false
source: llm
sourceHandle: source
target: '1728730008819'
targetHandle: target
type: custom
zIndex: 0
- data:
isInIteration: true
iteration_id: '1728709933523'
sourceType: iteration-start
targetType: code
id: 1728709933523start-source-1728730342984-target
selected: false
source: 1728709933523start
sourceHandle: source
target: '1728730342984'
targetHandle: target
type: custom
zIndex: 1002
- data:
isInIteration: true
iteration_id: '1728709933523'
sourceType: code
targetType: llm
id: 1728730342984-source-1728730552797-target
selected: false
source: '1728730342984'
sourceHandle: source
target: '1728730552797'
targetHandle: target
type: custom
zIndex: 1002
- data:
isInIteration: false
sourceType: llm
targetType: answer
id: 1728731078833-source-answer-target
selected: false
source: '1728731078833'
sourceHandle: source
target: answer
targetHandle: target
type: custom
zIndex: 0
- data:
isInIteration: true
iteration_id: '1728709933523'
sourceType: llm
targetType: code
id: 1728730552797-source-1728905920547-target
selected: false
source: '1728730552797'
sourceHandle: source
target: '1728905920547'
targetHandle: target
type: custom
zIndex: 1002
- data:
isInIteration: true
iteration_id: '1728709933523'
sourceType: code
targetType: assigner
id: 1728905920547-source-1728903932962-target
selected: false
source: '1728905920547'
sourceHandle: source
target: '1728903932962'
targetHandle: target
type: custom
zIndex: 1002
- data:
isInIteration: false
sourceType: iteration
targetType: code
id: 1728709933523-source-1728906342693-target
selected: false
source: '1728709933523'
sourceHandle: source
target: '1728906342693'
targetHandle: target
type: custom
zIndex: 0
- data:
isInIteration: false
sourceType: code
targetType: llm
id: 1728906342693-source-1728731078833-target
selected: false
source: '1728906342693'
sourceHandle: source
target: '1728731078833'
targetHandle: target
type: custom
zIndex: 0
- data:
isInIteration: false
sourceType: parameter-extractor
targetType: assigner
id: 1728730008819-source-1728907440113-target
selected: false
source: '1728730008819'
sourceHandle: source
target: '1728907440113'
targetHandle: target
type: custom
zIndex: 0
- data:
isInIteration: false
sourceType: assigner
targetType: iteration
id: 1728907440113-source-1728709933523-target
selected: false
source: '1728907440113'
sourceHandle: source
target: '1728709933523'
targetHandle: target
type: custom
zIndex: 0
nodes:
- data:
desc: ''
selected: false
title: 开始
type: start
variables: []
height: 54
id: '1728709838888'
position:
x: 30
y: 479
positionAbsolute:
x: 30
y: 479
selected: false
sourcePosition: right
targetPosition: left
type: custom
width: 244
- data:
context:
enabled: false
variable_selector: []
desc: ''
model:
completion_params:
frequency_penalty: 0.3
presence_penalty: 0.2
temperature: 0.5
top_p: 0.85
mode: chat
name: gpt-4o-2024-08-06
provider: openai
prompt_template:
- edition_type: basic
id: e9dc2802-a5f3-4e1c-bae6-92a80e0e3634
role: system
text: '# Role:问题拆解专家
## Goals:
对于用户提出的问题进行拆解，将复杂问题转换为多个字问题或步骤，便于后续解答
## Constrains:
1. 不要直接给出答案
2. 拆解步骤要保证逻辑严谨，逐步推导
3. 拆解完成后即结束对话, 不会询问是否有其它问题
4. 如果是简单问题，不要硬拆，按1个步骤处理
## Skills:
1. 具有强大的问题分析能力
2. 擅长将复杂问题拆解为简单子问题或步骤
## Workflows:
1. 分析问题，提取问题的最终目的
2. 分解问题为简单子问题或步骤。为每一个解题步骤提供简单清晰的名称，帮助理解解题过程的结构。对每个步骤的任务进行简洁描述，确保问题解决的路径逐步清晰。
3. 按照格式输出
## OutputFormat
"""
[{"step":"步骤名称","desc":"任务描述"}]
"""
## Example1
### input
2020年诺贝尔奖获得者的年龄
### output
"""
[{"step":"确定2020年诺贝尔奖的获奖者","desc":"我们需要查找2020年获得诺贝尔奖的所有获奖者的名单"},{"step":"收集获奖者的出生年份","desc":"从确定的获奖者名单中，收集每位获奖者的出生年份，以便后续计算他们的年龄。"},{"step":"计算每位获奖者的年龄","desc":"根据当前年份减去每位获奖者的出生年份，计算出他们各自的年龄。"}]
"""
## Example2
### input
9.11和9.8 这两个数字谁更大？
### output
"""
[{"step":"获得整数和小数部分","desc":"分别获取数字的整数部分和小数部分"},{"step":"比较整数部分","desc":"按整数比较大小"},{"step":"比较小数部分","desc":"按小数比较大小"}]
"""
'
- id: 4483f953-2d33-49e4-9bf5-14de82b86d71
role: user
text: '{{#sys.query#}}'
selected: false
title: 问题拆解
type: llm
variables: []
vision:
configs:
detail: high
enabled: false
height: 98
id: llm
position:
x: 334
y: 479
positionAbsolute:
x: 334
y: 479
selected: false
sourcePosition: right
targetPosition: left
type: custom
width: 244
- data:
answer: '------
## 最终结论
{{#1728731078833.text#}}'
desc: ''
selected: false
title: 直接回复
type: answer
variables: []
height: 119
id: answer
position:
x: 765.5049840078232
y: 1260.9163854849558
positionAbsolute:
x: 765.5049840078232
y: 1260.9163854849558
selected: false
sourcePosition: right
targetPosition: left
type: custom
width: 244
- data:
desc: ''
height: 558
iterator_selector:
- '1728730008819'
- step_array
output_selector:
- '1728730552797'
- text
output_type: array[string]
selected: false
start_node_id: 1728709933523start
title: 迭代
type: iteration
width: 1359
height: 558
id: '1728709933523'
position:
x: -24.890530274573962
y: 653.6339946135099
positionAbsolute:
x: -24.890530274573962
y: 653.6339946135099
selected: false
sourcePosition: right
targetPosition: left
type: custom
width: 1359
zIndex: 1
- data:
desc: ''
isInIteration: true
selected: false
title: ''
type: iteration-start
draggable: false
height: 48
id: 1728709933523start
parentId: '1728709933523'
position:
x: 24
y: 68
positionAbsolute:
x: -0.8905302745739618
y: 721.6339946135099
selectable: false
sourcePosition: right
targetPosition: left
type: custom-iteration-start
width: 44
zIndex: 1002
- data:
desc: ''
instruction: '提取内容中的步骤数组，按如下格式输出：
[ { "step":"步骤名称", "desc":"任务描述" }, { "step":"步骤名称", "desc":"任务描述" }, ...
]'
model:
completion_params:
temperature: 0.7
mode: chat
name: gpt-4o-mini
provider: openai
parameters:
- description: 提取内容中的步骤数组
name: step_array
required: true
type: array[object]
query:
- llm
- text
reasoning_mode: prompt
selected: false
title: 问题拆解后参数提取
type: parameter-extractor
variables: []
vision:
configs:
detail: high
variable_selector:
- sys
- files
enabled: false
height: 98
id: '1728730008819'
position:
x: 638
y: 479
positionAbsolute:
x: 638
y: 479
selected: false
sourcePosition: right
targetPosition: left
type: custom
width: 244
- data:
code: "\ndef main(step_obj: dict, subtaskRet: list, index: int) -> dict:\n\
\ step = step_obj[\"step\"]\n desc = step_obj[\"desc\"]\n subtaskStr\
\ = json.dumps(subtaskRet)\n return {\n \"step\": step,\n \
\ \"desc\": desc,\n \"subtaskStr\": subtaskStr,\n \"idx\"\
: index+1\n }\n"
code_language: python3
desc: ''
isInIteration: true
iteration_id: '1728709933523'
outputs:
desc:
children: null
type: string
idx:
children: null
type: number
step:
children: null
type: string
subtaskStr:
children: null
type: string
selected: false
title: 解析对象
type: code
variables:
- value_selector:
- '1728709933523'
- item
variable: step_obj
- value_selector:
- conversation
- subtaskRet
variable: subtaskRet
- value_selector:
- '1728709933523'
- index
variable: index
height: 54
id: '1728730342984'
parentId: '1728709933523'
position:
x: 128
y: 68
positionAbsolute:
x: 103.10946972542604
y: 721.6339946135099
selected: false
sourcePosition: right
targetPosition: left
type: custom
width: 244
zIndex: 1002
- data:
context:
enabled: true
variable_selector:
- '1728709933523'
- item
desc: ''
isInIteration: true
iteration_id: '1728709933523'
model:
completion_params:
frequency_penalty: 0.3
presence_penalty: 0.2
temperature: 0.5
top_p: 0.85
mode: chat
name: gpt-4o-mini
provider: openai
prompt_template:
- id: fbd3a380-635b-4076-ae77-d4f1aed749bd
role: system
text: '## 问题
{{#sys.query#}}
## 任务背景
问题已在前置流程中拆分为多个字问题或步骤
### 步骤
{{#llm.text#}}
### 已完成步骤的结果
{{#1728730342984.subtaskStr#}}
## 任务说明
根据已拆分的步骤，解答当前步骤的任务。
本次任务的名称是:{{#1728730342984.step#}}
任务描述为: {{#1728730342984.desc#}}
## 注意事项
- 你只需要分析并回答当前步骤的问题，而非整个问题。
- 当前步骤根据需要参考前面已完成步骤的结果。
## 输出要求
- 可以用markdown格式，但是不要使用标题格式，其他格式可以用
'
selected: false
title: 子任务处理
type: llm
variables: []
vision:
configs:
detail: high
enabled: false
height: 98
id: '1728730552797'
parentId: '1728709933523'
position:
x: 432
y: 68
positionAbsolute:
x: 407.10946972542604
y: 721.6339946135099
selected: false
sourcePosition: right
targetPosition: left
type: custom
width: 244
zIndex: 1002
- data:
context:
enabled: false
variable_selector: []
desc: ''
model:
completion_params:
frequency_penalty: 0.3
presence_penalty: 0.2
temperature: 0.5
top_p: 0.85
mode: chat
name: gpt-4o-2024-08-06
provider: openai
prompt_template:
- id: 6685b05c-5b71-4cfa-bfc3-1f9bfa8e86d2
role: system
text: '## 问题
{{#sys.query#}}
## 任务
查看原问题，并综合下面的分析，给出问题的最终正确答案。
分析过程
{{#1728906342693.result#}}
'
selected: false
title: 聚合回答
type: llm
variables: []
vision:
configs:
detail: high
enabled: false
height: 98
id: '1728731078833'
position:
x: 352.0842544601609
y: 1260.9163854849558
positionAbsolute:
x: 352.0842544601609
y: 1260.9163854849558
selected: false
sourcePosition: right
targetPosition: left
type: custom
width: 244
- data:
assigned_variable_selector:
- conversation
- subtaskRet
desc: ''
input_variable_selector:
- '1728905920547'
- result
isInIteration: true
iteration_id: '1728709933523'
selected: false
title: 变量赋值
type: assigner
write_mode: append
height: 132
id: '1728903932962'
parentId: '1728709933523'
position:
x: 1099
y: 164.68675776816406
positionAbsolute:
x: 1074.1094697254262
y: 818.320752381674
selected: false
sourcePosition: right
targetPosition: left
type: custom
width: 244
zIndex: 1002
- data:
code: "\ndef main(step: str, desc: str, ret: str) -> dict:\n return {\n\
\ \"result\": {\n 'step': step,\n 'desc': desc,\n\
\ 'ret': ret\n }\n }\n"
code_language: python3
desc: ''
isInIteration: true
iteration_id: '1728709933523'
outputs:
result:
children: null
type: object
selected: false
title: 聚合结果
type: code
variables:
- value_selector:
- '1728730342984'
- step
variable: step
- value_selector:
- '1728730342984'
- desc
variable: desc
- value_selector:
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code: "\ndef main(subtaskRet: list) -> dict:\n ret = json.dumps(subtaskRet,\
\ ensure_ascii=False)\n result = \"\"\n idx = 1\n for item in subtaskRet:\n\
\ result += \"步骤\" + str(idx) + \":\" + item['desc'] + \"\\n结果\"\
\ + str(idx) + \":\" + item['ret'] + \"\\n\\n\"\n idx += 1\n return\
\ {\n \"result\": result,\n }\n"
code_language: python3
desc: ''
outputs:
result:
children: null
type: string
selected: false
title: 分析结果
type: code
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desc: ''
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title: 子任务结果清空
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- data:
author: pipi
desc: ''
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text: '{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"font-size:
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desc: ''
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text: '{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"font-size:
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- data:
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desc: ''
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selected: false
showAuthor: true
text: '{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"font-size:
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theme: blue
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