├── .env.example ├── .gitignore ├── LICENSE ├── README.md ├── app.py ├── poetry.lock ├── pyproject.toml ├── static └── index.html └── tools ├── llm.py └── notion.py /.env.example: -------------------------------------------------------------------------------- 1 | LLM_API_KEY= 2 | LLM_MODEL="llama3-70b-8192" 3 | API_BASE_URL="https://api.groq.com/openai/v1" 4 | NOTION_TOKEN= 5 | NOTION_DB_ID= -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | share/python-wheels/ 24 | *.egg-info/ 25 | .installed.cfg 26 | *.egg 27 | MANIFEST 28 | 29 | # PyInstaller 30 | # Usually these files are written by a python script from a template 31 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 32 | *.manifest 33 | *.spec 34 | 35 | # Installer logs 36 | pip-log.txt 37 | pip-delete-this-directory.txt 38 | 39 | # Unit test / coverage reports 40 | htmlcov/ 41 | .tox/ 42 | .nox/ 43 | .coverage 44 | .coverage.* 45 | .cache 46 | nosetests.xml 47 | coverage.xml 48 | *.cover 49 | *.py,cover 50 | .hypothesis/ 51 | .pytest_cache/ 52 | cover/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | .pybuilder/ 76 | target/ 77 | 78 | # Jupyter Notebook 79 | .ipynb_checkpoints 80 | 81 | # IPython 82 | profile_default/ 83 | ipython_config.py 84 | 85 | # pyenv 86 | # For a library or package, you might want to ignore these files since the code is 87 | # intended to run in multiple environments; otherwise, check them in: 88 | # .python-version 89 | 90 | # pipenv 91 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 92 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 93 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 94 | # install all needed dependencies. 95 | #Pipfile.lock 96 | 97 | # poetry 98 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. 99 | # This is especially recommended for binary packages to ensure reproducibility, and is more 100 | # commonly ignored for libraries. 101 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control 102 | #poetry.lock 103 | 104 | # pdm 105 | # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. 106 | #pdm.lock 107 | # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it 108 | # in version control. 109 | # https://pdm.fming.dev/latest/usage/project/#working-with-version-control 110 | .pdm.toml 111 | .pdm-python 112 | .pdm-build/ 113 | 114 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm 115 | __pypackages__/ 116 | 117 | # Celery stuff 118 | celerybeat-schedule 119 | celerybeat.pid 120 | 121 | # SageMath parsed files 122 | *.sage.py 123 | 124 | # Environments 125 | .env 126 | .venv 127 | env/ 128 | venv/ 129 | ENV/ 130 | env.bak/ 131 | venv.bak/ 132 | 133 | # Spyder project settings 134 | .spyderproject 135 | .spyproject 136 | 137 | # Rope project settings 138 | .ropeproject 139 | 140 | # mkdocs documentation 141 | /site 142 | 143 | # mypy 144 | .mypy_cache/ 145 | .dmypy.json 146 | dmypy.json 147 | 148 | # Pyre type checker 149 | .pyre/ 150 | 151 | # pytype static type analyzer 152 | .pytype/ 153 | 154 | # Cython debug symbols 155 | cython_debug/ 156 | 157 | # PyCharm 158 | # JetBrains specific template is maintained in a separate JetBrains.gitignore that can 159 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore 160 | # and can be added to the global gitignore or merged into this file. For a more nuclear 161 | # option (not recommended) you can uncomment the following to ignore the entire idea folder. 162 | .idea/ 163 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2024 Frank Lin 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Flowchart2Agent 2 | This is an example of creating an AI agent with flowchart 3 | 4 | 5 | 6 | https://github.com/user-attachments/assets/6625fb85-9953-4283-aefd-e2bf804633fc 7 | 8 | 9 | 10 | ## Installation 11 | 1. make a .env file from .env.example with your credentials: 12 | ``` 13 | LLM API KEY="YOUR LLM API KEY" 14 | LLM MODEL="llama3-70b-8192" 15 | API BASE URL="https://api.groq.com/openai/v1" 16 | NOTION TOKEN="NOTION INTEGRATION TOKEN" 17 | NOTION DB ID="YOUR NOTION DATABASE ID" 18 | ``` 19 | 2. install poetry from https://python-poetry.org/ 20 | 3. run poetry install to install the dependencies 21 | ## Usage 22 | poetry run python app.py 23 | 24 | ## Support 25 | 26 | If you find this project useful, please consider supporting me: 27 | If you like my work, you can support me by [buying me a coffee]() ☕. 28 | 29 | 30 | Buy Me a Coffee 31 | 32 | -------------------------------------------------------------------------------- /app.py: -------------------------------------------------------------------------------- 1 | from fastapi import FastAPI, BackgroundTasks, HTTPException 2 | from fastapi.staticfiles import StaticFiles 3 | from fastapi.responses import HTMLResponse, JSONResponse 4 | from pydantic import BaseModel 5 | from tools.llm import * 6 | from tools.notion import * 7 | from dotenv import load_dotenv, find_dotenv 8 | import os 9 | import logging 10 | 11 | load_dotenv(find_dotenv()) 12 | 13 | # Configure logging 14 | logging.basicConfig(level=logging.INFO) 15 | logger = logging.getLogger(__name__) 16 | 17 | app = FastAPI() 18 | app.mount("/static", StaticFiles(directory="static"), name="static") 19 | current_node = None 20 | log_messages = [] 21 | base_mermaid_chart = """ 22 | flowchart TD 23 | A[init] --> B{judge} 24 | B -->|1| C[search] 25 | B -->|2| D[makeMarkdownArtile] 26 | C -->|back| B 27 | D --> E[update_notion_by_id] 28 | {highlighted_node} 29 | """ 30 | 31 | def run_background_task(prompt: str, page_id: str = None): 32 | global log_messages, current_node 33 | log_messages = [] 34 | 35 | def log(message): 36 | log_messages.append(message) 37 | logger.info(message) 38 | 39 | try: 40 | update_chart("A") 41 | log("Task started") 42 | notion_manager = NotionMarkdownManager(os.environ["NOTION_TOKEN"], os.environ["NOTION_DB_ID"]) 43 | if page_id is None: 44 | page_id = notion_manager.insert_markdown_to_notion(prompt.replace('\n', '')[:100]) 45 | log(f"Page ID: {page_id}") 46 | prevArticle = notion_manager.read_article_markdown_by_id(page_id) 47 | result = 'data:\n```' + prevArticle + '```\n\ntopic:\n' + prompt 48 | 49 | needSearch = 'Y' 50 | while needSearch == 'Y': 51 | update_chart("B") 52 | judgeResult = judge(result) 53 | log(f"Judge result: {judgeResult}") 54 | needSearch = judgeResult['needSearch'] 55 | if needSearch == 'Y': 56 | update_chart("C") 57 | searchResult = search(' '.join(judgeResult['keywords'])) 58 | result = 'data:\n```' + searchResult + '```\n\ntopic:\n' + prompt 59 | log(f"Search results count: {len(result)}") 60 | 61 | update_chart("D") 62 | final = makeMarkdownArtile(result) 63 | log(f"Final markdown: {final}") 64 | update_chart("E") 65 | notion_manager.update_notion_by_id(page_id, final) 66 | log("Task completed") 67 | finally: 68 | update_chart(None) 69 | 70 | def update_chart(node): 71 | global current_node 72 | current_node = node 73 | 74 | class PromptRequest(BaseModel): 75 | prompt: str 76 | page_id: str = None 77 | 78 | @app.post("/start") 79 | async def start(prompt_request: PromptRequest, background_tasks: BackgroundTasks): 80 | if current_node is not None: 81 | raise HTTPException(status_code=400, detail="A task is already in progress. Please wait until it completes.") 82 | background_tasks.add_task(run_background_task, prompt_request.prompt, prompt_request.page_id) 83 | return {"message": "Background task started"} 84 | 85 | @app.get("/chart") 86 | async def get_chart(): 87 | if current_node is None: 88 | highlighted_node = "" 89 | else: 90 | highlighted_node = f"style {current_node} stroke:#23b883,stroke-width:8px" 91 | chart_data = base_mermaid_chart.replace("{highlighted_node}", highlighted_node) 92 | return JSONResponse(content={"chart": chart_data, "logs": log_messages}) 93 | 94 | @app.get("/", response_class=HTMLResponse) 95 | async def read_index(): 96 | with open("static/index.html", "r") as f: 97 | return f.read() 98 | 99 | # Mount the static files directory 100 | if __name__ == "__main__": 101 | import uvicorn 102 | uvicorn.run(app, host="0.0.0.0", port=8000) 103 | -------------------------------------------------------------------------------- /poetry.lock: -------------------------------------------------------------------------------- 1 | # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. 2 | 3 | [[package]] 4 | name = "anyio" 5 | version = "4.4.0" 6 | description = "High level compatibility layer for multiple asynchronous event loop implementations" 7 | optional = false 8 | python-versions = ">=3.8" 9 | files = [ 10 | {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"}, 11 | {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"}, 12 | ] 13 | 14 | [package.dependencies] 15 | idna = ">=2.8" 16 | sniffio = ">=1.1" 17 | 18 | [package.extras] 19 | doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"] 20 | test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"] 21 | trio = ["trio (>=0.23)"] 22 | 23 | [[package]] 24 | name = "beautifulsoup4" 25 | version = "4.12.3" 26 | description = "Screen-scraping library" 27 | optional = false 28 | python-versions = ">=3.6.0" 29 | files = [ 30 | {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"}, 31 | {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"}, 32 | ] 33 | 34 | [package.dependencies] 35 | soupsieve = ">1.2" 36 | 37 | [package.extras] 38 | cchardet = ["cchardet"] 39 | chardet = ["chardet"] 40 | charset-normalizer = ["charset-normalizer"] 41 | html5lib = ["html5lib"] 42 | lxml = ["lxml"] 43 | 44 | [[package]] 45 | name = "bs4" 46 | version = "0.0.2" 47 | description = "Dummy package for Beautiful Soup (beautifulsoup4)" 48 | optional = false 49 | python-versions = "*" 50 | files = [ 51 | {file = "bs4-0.0.2-py2.py3-none-any.whl", hash = "sha256:abf8742c0805ef7f662dce4b51cca104cffe52b835238afc169142ab9b3fbccc"}, 52 | {file = "bs4-0.0.2.tar.gz", hash = "sha256:a48685c58f50fe127722417bae83fe6badf500d54b55f7e39ffe43b798653925"}, 53 | ] 54 | 55 | [package.dependencies] 56 | beautifulsoup4 = "*" 57 | 58 | [[package]] 59 | name = "certifi" 60 | version = "2024.7.4" 61 | description = "Python package for providing Mozilla's CA Bundle." 62 | optional = false 63 | python-versions = ">=3.6" 64 | files = [ 65 | {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"}, 66 | {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"}, 67 | ] 68 | 69 | [[package]] 70 | name = "charset-normalizer" 71 | version = "3.3.2" 72 | description = "The Real First Universal Charset Detector. 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notional = "^0.8.2" 20 | jinja2 = "^3.1.4" 21 | 22 | 23 | [build-system] 24 | requires = ["poetry-core"] 25 | build-backend = "poetry.core.masonry.api" 26 | -------------------------------------------------------------------------------- /static/index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | Dynamic Mermaid Chart 7 | 8 | 9 | 72 | 73 | 74 |
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From FlowChart to Agent

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90 | 91 | -------------------------------------------------------------------------------- /tools/llm.py: -------------------------------------------------------------------------------- 1 | import os,json 2 | import random 3 | import re 4 | from urllib.parse import quote 5 | import requests 6 | 7 | def extractJson(text:str): 8 | match = re.search(r'\{.*\}', text, re.DOTALL) 9 | json_str = re.sub(r',\s*}', '}', match.group(0)) 10 | return json.loads(json_str) 11 | def getLLMKey(): 12 | keys = os.getenv("LLM_API_KEY").split(",") 13 | return random.choice(keys) 14 | 15 | def search(prompt:str): 16 | print('https://s.jina.ai/'+quote(prompt)) 17 | # headers = { 18 | # "Authorization": f"Bearer {os.environ['JINA_API_KEY']}" 19 | # } 20 | markdownResult = requests.get('https://s.jina.ai/'+quote(prompt)).text 21 | # 使用正则表达式分割文本 22 | result = re.split('] title:', markdownResult) 23 | 24 | longText='' 25 | for r in result: 26 | longText+=llm(r+'summary to keypoints and list ref with links like [ref title](link)') 27 | 28 | return longText 29 | 30 | def llm(prompt:str): 31 | print(f'llm:{prompt}') 32 | llmkey = getLLMKey() 33 | url = f'{os.getenv("API_BASE_URL")}/chat/completions' 34 | payload = { 35 | "model":os.getenv("LLM_MODEL"), 36 | "messages": [ 37 | { 38 | "role": "user", 39 | "content": prompt[-min(len(prompt),16000):] 40 | } 41 | ] 42 | } 43 | headers = { 44 | "accept": "application/json", 45 | "content-type": "application/json", 46 | "authorization": f"Bearer {llmkey}" 47 | } 48 | 49 | response = requests.post(url, json=payload, headers=headers) 50 | resultJson = response.json() 51 | return resultJson['choices'][0]['message']['content'] 52 | 53 | def judge(text): 54 | judgePrompt = text+''' 55 | read the text above and think,do you need to search for references before answering the last question? output search neccessary analysis in json format: 56 | { 57 | "analyis":ANALYSIS, 58 | "needSearch":"Y"/"N", 59 | "keywords":KEYWORDS_ARRAY 60 | } 61 | must output in English. 62 | ''' 63 | needSearch = llm(judgePrompt) 64 | result = extractJson(needSearch) 65 | return result 66 | 67 | def makeMarkdownArtile(data:str): 68 | instruct = f'\n\n instruct:base on the data above make an English articles for the topic ,every part should ends with links like [ref title](link)' 69 | return llm(data+instruct) 70 | -------------------------------------------------------------------------------- /tools/notion.py: -------------------------------------------------------------------------------- 1 | from notion_client import Client 2 | import re 3 | class NotionMarkdownManager: 4 | def __init__(self, api_key, database_id): 5 | self.notion = Client(auth=api_key) 6 | self.database_id = database_id 7 | 8 | def markdown_to_notion_blocks(self, md_text): 9 | def create_heading_1(text): 10 | return { 11 | "object": "block", 12 | "type": "heading_1", 13 | "heading_1": { 14 | "rich_text": [{"type": "text", "text": {"content": text}}] 15 | } 16 | } 17 | 18 | def create_heading_2(text): 19 | return { 20 | "object": "block", 21 | "type": "heading_2", 22 | "heading_2": { 23 | "rich_text": [{"type": "text", "text": {"content": text}}] 24 | } 25 | } 26 | 27 | def create_heading_3(text): 28 | return { 29 | "object": "block", 30 | "type": "heading_3", 31 | "heading_3": { 32 | "rich_text": [{"type": "text", "text": {"content": text}}] 33 | } 34 | } 35 | 36 | def create_bulleted_list_item(text): 37 | return { 38 | "object": "block", 39 | "type": "bulleted_list_item", 40 | "bulleted_list_item": { 41 | "rich_text": [{"type": "text", "text": {"content": text}}] 42 | } 43 | } 44 | 45 | def create_numbered_list_item(text): 46 | return { 47 | "object": "block", 48 | "type": "numbered_list_item", 49 | "numbered_list_item": { 50 | "rich_text": [{"type": "text", "text": {"content": text}}] 51 | } 52 | } 53 | 54 | def create_quote(text): 55 | return { 56 | "object": "block", 57 | "type": "quote", 58 | "quote": { 59 | "rich_text": [{"type": "text", "text": {"content": text}}] 60 | } 61 | } 62 | 63 | def create_paragraph(text): 64 | return { 65 | "object": "block", 66 | "type": "paragraph", 67 | "paragraph": { 68 | "rich_text": [{"type": "text", "text": {"content": text}}] 69 | } 70 | } 71 | 72 | def create_link(text, href): 73 | return { 74 | "type": "text", 75 | "text": { 76 | "content": text, 77 | "link": {"url": href} 78 | } 79 | } 80 | 81 | def parse_paragraph(text): 82 | # 使用正则表达式查找所有的 [text](url) 形式的字符串 83 | pattern = re.compile(r'\[([^\]]+)\]\((http[^\)]+)\)') 84 | 85 | rich_text = [] 86 | last_end = 0 87 | 88 | for match in pattern.finditer(text): 89 | start, end = match.span() 90 | if start > last_end: 91 | # 处理普通文本部分 92 | rich_text.append({"type": "text", "text": {"content": text[last_end:start]}}) 93 | # 处理超链接部分 94 | link_text, link_url = match.groups() 95 | rich_text.append(create_link(link_text, link_url)) 96 | last_end = end 97 | 98 | if last_end < len(text): 99 | # 处理剩余的普通文本部分 100 | rich_text.append({"type": "text", "text": {"content": text[last_end:]}}) 101 | 102 | return {"object": "block", "type": "paragraph", "paragraph": {"rich_text": rich_text}} 103 | 104 | blocks = [] 105 | lines = md_text.split("\n") 106 | 107 | for line in lines: 108 | if len(line) == 0: 109 | continue 110 | if line.startswith("# "): 111 | blocks.append(create_heading_1(line[2:])) 112 | elif line.startswith("## "): 113 | blocks.append(create_heading_2(line[3:])) 114 | elif line.startswith("### "): 115 | blocks.append(create_heading_3(line[4:])) 116 | elif line.startswith("- "): 117 | blocks.append(create_bulleted_list_item(line[2:])) 118 | elif line.startswith("1. "): 119 | blocks.append(create_numbered_list_item(line[3:])) 120 | elif line.startswith("> "): 121 | blocks.append(create_quote(line[2:])) 122 | else: 123 | blocks.append(parse_paragraph(line)) 124 | return blocks 125 | 126 | def insert_markdown_to_notion(self, md_text): 127 | blocks = [] 128 | title = md_text[:60] 129 | if len(md_text) > 100: 130 | blocks = self.markdown_to_notion_blocks(md_text) 131 | if len(blocks) > 0: 132 | title = blocks[0]['heading_1']['rich_text'][0]['text']['content'] 133 | response = self.notion.pages.create( 134 | parent={"database_id": self.database_id}, 135 | properties={ 136 | "Name": { 137 | "title": [ 138 | { 139 | "text": { 140 | "content": title 141 | } 142 | } 143 | ] 144 | } 145 | }, 146 | children=blocks 147 | ) 148 | return response['id'] 149 | 150 | def update_notion_by_id(self, page_id, md_text): 151 | page = self.notion.pages.retrieve(page_id=page_id) 152 | blocks = self.markdown_to_notion_blocks(md_text) 153 | print(blocks) 154 | response = self.notion.pages.update( 155 | page_id=page_id, 156 | properties={ 157 | "Name": { 158 | "title": [ 159 | { 160 | "text": { 161 | "content": page['properties']['Name']['title'][0]['text']['content'] 162 | } 163 | } 164 | ] 165 | } 166 | } 167 | ) 168 | self.notion.blocks.children.append(block_id=page_id, children=blocks) 169 | return response 170 | 171 | def read_article_markdown_by_id(self, page_id): 172 | blocks = [] 173 | block_children = self.notion.blocks.children.list(block_id=page_id) 174 | blocks.extend(block_children['results']) 175 | 176 | content = [] 177 | 178 | for block in blocks: 179 | block_type = block['type'] 180 | if 'rich_text' in block[block_type]: 181 | for text in block[block_type]['rich_text']: 182 | content.append(text['text']['content']) 183 | 184 | combined_content = ' '.join(content) 185 | 186 | return combined_content 187 | 188 | 189 | --------------------------------------------------------------------------------