diff --git a/LowCodeLLM/Dockerfile b/LowCodeLLM/Dockerfile new file mode 100644 index 00000000..6633a00a --- /dev/null +++ b/LowCodeLLM/Dockerfile @@ -0,0 +1,15 @@ +FROM ubuntu:22.04 + +RUN apt-get -y update +RUN apt-get install -y git python3.11 python3-pip supervisor +RUN pip3 install --upgrade pip +RUN pip3 install --upgrade setuptools +RUN ln -s /usr/bin/python3 /usr/bin/python +COPY src/requirements.txt requirements.txt +RUN pip3 install -r requirements.txt + +COPY src /app/src + +WORKDIR /app/src +ENV WORKERS 2 +CMD supervisord -c supervisord.conf diff --git a/LowCodeLLM/src/app.py b/LowCodeLLM/src/app.py new file mode 100644 index 00000000..bfba4675 --- /dev/null +++ b/LowCodeLLM/src/app.py @@ -0,0 +1,59 @@ +import os +from flask import Flask, request +from flask_cors import CORS, cross_origin +from lowCodeLLM import lowCodeLLM +from flask.logging import default_handler +import logging + +app = Flask('lowcode-llm', static_url_path='', template_folder='') +app.debug = True +llm = lowCodeLLM() +gunicorn_logger = logging.getLogger('gunicorn.error') +app.logger = gunicorn_logger +logging_format = logging.Formatter( + '%(asctime)s - %(levelname)s - %(filename)s - %(funcName)s - %(lineno)s - %(message)s') +default_handler.setFormatter(logging_format) + +@app.route('/api/get_workflow', methods=['POST']) +@cross_origin() +def get_workflow(): + try: + request_content = request.get_json() + task_prompt = request_content['task_prompt'] + workflow = llm.get_workflow(task_prompt) + return workflow, 200 + except Exception as e: + app.logger.error( + 'failed to get_workflow, msg:%s, request data:%s' % (str(e), request.json)) + return {'errmsg': str(e)}, 500 + +@app.route('/api/extend_workflow', methods=['POST']) +@cross_origin() +def extend_workflow(): + try: + request_content = request.get_json() + task_prompt = request_content['task_prompt'] + current_workflow = request_content['current_workflow'] + step = request_content['step'] + sub_workflow = llm.extend_workflow(task_prompt, current_workflow, step) + return sub_workflow, 200 + except Exception as e: + app.logger.error( + 'failed to extend_workflow, msg:%s, request data:%s' % (str(e), request.json)) + return {'errmsg': str(e)}, 500 + +@app.route('/api/execute', methods=['POST']) +@cross_origin() +def execute(): + try: + request_content = request.get_json() + task_prompt = request_content['task_prompt'] + confirmed_workflow = request_content['confirmed_workflow'] + curr_input = request_content['curr_input'] + history = request_content['history'] + response = llm.execute(task_prompt,confirmed_workflow, history, curr_input) + return response, 200 + except Exception as e: + app.logger.error( + 'failed to execute, msg:%s, request data:%s' % (str(e), request.json)) + return {'errmsg': str(e)}, 500 \ No newline at end of file diff --git a/LowCodeLLM/src/executingLLM.py b/LowCodeLLM/src/executingLLM.py new file mode 100644 index 00000000..2fa11d15 --- /dev/null +++ b/LowCodeLLM/src/executingLLM.py @@ -0,0 +1,41 @@ +from openAIWrapper import OpenAIWrapper + +EXECUTING_LLM_PREFIX = """Executing LLM is designed to provide outstanding responses. +Executing LLM will be given a overall task as the background of the conversation between the Executing LLM and human. +When providing response, Executing LLM MUST STICTLY follow the provided standard operating procedure (SOP). +the SOP is formatted as: +''' +STEP 1: [step name][step descriptions][[[if 'condition1'][Jump to STEP]], [[if 'condition2'][Jump to STEP]], ...] +STEP 2: [step name][step descriptions][[[if 'condition1'][Jump to STEP]], [[if 'condition2'][Jump to STEP]], ...] +''' +here "[[[if 'condition1'][Jump to STEP n]], [[if 'condition2'][Jump to STEP m]], ...]" is judgmental logic. It means when you're performing this step, +and if 'condition1' is satisfied, you will perform STEP n next. If 'condition2' is satisfied, you will perform STEP m next. + +Remember: +Executing LLM is facing a real human, who does not know what SOP is. +So, Do not show him/her the SOP steps you are following, or the process and middle results of performing the SOP. It will make him/her confused. Just response the answer. +""" + +EXECUTING_LLM_SUFFIX = """ +Remember: +Executing LLM is facing a real human, who does not know what SOP is. +So, Do not show him/her the SOP steps you are following, or the process and middle results of performing the SOP. It will make him/her confused. Just response the answer. +""" + +class executingLLM: + def __init__(self, temperature) -> None: + self.prefix = EXECUTING_LLM_PREFIX + self.suffix = EXECUTING_LLM_SUFFIX + self.LLM = OpenAIWrapper(temperature) + self.messages = [{"role": "system", "content": "You are a helpful assistant."}, + {"role": "system", "content": self.prefix}] + + def execute(self, current_prompt, history): + ''' provide LLM the dialogue history and the current prompt to get response ''' + messages = self.messages + history + messages.append({'role': 'user', "content": current_prompt + self.suffix}) + response, status = self.LLM.run(messages) + if status: + return response + else: + return "OpenAI API error." \ No newline at end of file diff --git a/LowCodeLLM/src/index.html b/LowCodeLLM/src/index.html new file mode 100644 index 00000000..0f869cb4 --- /dev/null +++ b/LowCodeLLM/src/index.html @@ -0,0 +1,529 @@ + + + + + Tutorial Demo + + + +

Low Code Demo

+
+
+
+ Task: +
+ + +
+
+ + +
+ +
+ + + + + + + \ No newline at end of file diff --git a/LowCodeLLM/src/lowCodeLLM.py b/LowCodeLLM/src/lowCodeLLM.py new file mode 100644 index 00000000..4466fd46 --- /dev/null +++ b/LowCodeLLM/src/lowCodeLLM.py @@ -0,0 +1,44 @@ +from planningLLM import planningLLM +from executingLLM import executingLLM +import json + +class lowCodeLLM: + def __init__(self, PLLM_temperature=0.4, ELLM_temperature=0): + self.PLLM = planningLLM(PLLM_temperature) + self.ELLM = executingLLM(ELLM_temperature) + + def get_workflow(self, task_prompt): + return self.PLLM.get_workflow(task_prompt) + + def extend_workflow(self, task_prompt, current_workflow, step=''): + ''' generate a sub-workflow for one of steps + - input: the current workflow, the step needs to extend + - output: sub-workflow ''' + workflow = self._json2txt(current_workflow) + return self.PLLM.extend_workflow(task_prompt, workflow, step) + + def execute(self, task_prompt,confirmed_workflow, history, curr_input): + ''' chat with the workflow-equipped low-code LLM ''' + prompt = [{'role': 'system', "content": 'The overall task you are facing is: '+task_prompt+ + '\nThe standard operating procedure(SOP) is:\n'+self._json2txt(confirmed_workflow)}] + history = prompt + history + response = self.ELLM.execute(curr_input, history) + return response + + def _json2txt(self, workflow_json): + ''' convert the json workflow to text''' + def json2text_step(step): + step_res = "" + step_res += step["stepId"] + ": [" + step["stepName"] + "]" + step_res += "[" + step["stepDescription"] + "][" + for jump in step["jumpLogic"]: + step_res += "[[" + jump["Condition"] + "][" + jump["Target"] + "]]," + step_res += "]\n" + return step_res + + workflow_txt = "" + for step in json.loads(workflow_json): + workflow_txt += json2text_step(step) + for substep in step['extension']: + workflow_txt += json2text_step(substep) + return workflow_txt \ No newline at end of file diff --git a/LowCodeLLM/src/openAIWrapper.py b/LowCodeLLM/src/openAIWrapper.py new file mode 100644 index 00000000..298cfe4e --- /dev/null +++ b/LowCodeLLM/src/openAIWrapper.py @@ -0,0 +1,30 @@ +import os +import openai + +class OpenAIWrapper: + def __init__(self, temperature): + self.key = os.environ.get("OPENAIKEY") + self.chat_model_id = "gpt-3.5-turbo" + self.temperature = temperature + self.max_tokens = 2048 + self.top_p = 1 + self.time_out = 7 + + def run(self, prompt): + return self._post_request_chat(prompt) + + def _post_request_chat(self, messages): + try: + openai.api_key = self.key + response = openai.ChatCompletion.create( + model=self.chat_model_id, + messages=messages, + temperature=self.temperature, + max_tokens=self.max_tokens, + frequency_penalty=0, + presence_penalty=0 + ) + res = response['choices'][0]['message']['content'] + return res, True + except Exception as e: + return "", False diff --git a/LowCodeLLM/src/planningLLM.py b/LowCodeLLM/src/planningLLM.py new file mode 100644 index 00000000..7c5f7865 --- /dev/null +++ b/LowCodeLLM/src/planningLLM.py @@ -0,0 +1,109 @@ +import re +import json +from openAIWrapper import OpenAIWrapper + +PLANNING_LLM_PREFIX = """Planning LLM is designed to provide a standard operating procedure so that an abstract and difficult task will be broken down into several steps, and the task will be easily solved by following these steps. +Planning LLM is a powerful problem-solving assistant, so it only needs to analyze the task and provide standard operating procedure as guidance, but does not need actually to solve the problem. +Sometimes there exists some unknown or undetermined situation, thus judgmental logic is needed: some "conditions" are listed, and the next step that should be carried out if a "condition" is satisfied is also listed. The judgmental logics are not necessary, so the jump actions are provided only when needed. +Planning LLM MUST only provide standard operating procedure in the following format without any other words: +''' +STEP 1: [step name][step descriptions][[[if 'condition1'][Jump to STEP]], [[[if 'condition1'][Jump to STEP]], [[if 'condition2'][Jump to STEP]], ...] +STEP 2: [step name][step descriptions][[[if 'condition1'][Jump to STEP]], [[[if 'condition1'][Jump to STEP]], [[if 'condition2'][Jump to STEP]], ...] +... +''' + +For example: +''' +STEP 1: [Brainstorming][Choose a topic or prompt, and generate ideas and organize them into an outline][] +STEP 2: [Research][Gather information, take notes and organize them into the outline][[[lack of ideas][Jump to STEP 1]]] +... +''' +""" + +EXTEND_PREFIX = """ +\nsome steps of the SOP provided by Planning LLM are too rough, so Planning LLM can also provide a detailed sub-SOP for the given step. +Remember, Planning LLM take the overall SOP into consideration, and the sub-SOP MUST be consistent with the rest of the steps, and there MUST be no duplication in content between the extension and the original SOP. +Besides, the extension MUST be logically consistent with the given step. + +For example: +If the overall SOP is: +''' +STEP 1: [Brainstorming][Choose a topic or prompt, and generate ideas and organize them into an outline][] +STEP 2: [Research][Gather information from credible sources, and take notes and organize them into the outline][[[if lack of ideas][Jump to STEP 1]]] +STEP 3: [Write][write the text][] +''' +If the STEP 3: "write the text" is too rough and needs to be extended, then the response could be: +''' +STEP 3.1: [Write the title][write the title of the essay][] +STEP 3.2: [Write the body][write the body of the essay][[[if lack of materials][Jump to STEP 2]]] +STEP 3.3: [Write the conclusion][write the conclusion of the essay][] +''' + +Remember: +1. Extension is focused on the step descriptions, but not on the judgmental logic; +2. Planning LLM ONLY needs to response the extension. +""" + +PLANNING_LLM_SUFFIX = """\nRemember: Planning LLM is very strict to the format and NEVER reply any word other than the standard operating procedure. The reply MUST start with "STEP". +""" + +class planningLLM: + def __init__(self, temperature) -> None: + self.prefix = PLANNING_LLM_PREFIX + self.suffix = PLANNING_LLM_SUFFIX + self.LLM = OpenAIWrapper(temperature) + self.messages = [{"role": "system", "content": "You are a helpful assistant."}] + + def get_workflow(self, task_prompt): + ''' + - input: task_prompt + - output: workflow (json) + ''' + messages = self.messages + [{'role': 'user', "content": PLANNING_LLM_PREFIX+'\nThe task is:\n'+task_prompt+PLANNING_LLM_SUFFIX}] + response, status = self.LLM.run(messages) + if status: + return self._txt2json(response) + else: + return "OpenAI API error." + + def extend_workflow(self, task_prompt, current_workflow, step): + messages = self.messages + [{'role': 'user', "content": PLANNING_LLM_PREFIX+'\nThe task is:\n'+task_prompt+PLANNING_LLM_SUFFIX}] + messages.append({'role': 'user', "content": EXTEND_PREFIX+ + 'The current SOP is:\n'+current_workflow+ + '\nThe step needs to be extended is:\n'+step+ + PLANNING_LLM_SUFFIX}) + response, status = self.LLM.run(messages) + if status: + return self._txt2json(response) + else: + return "OpenAI API error." + + def _txt2json(self, workflow_txt): + ''' convert the workflow in natural language to json format ''' + workflow = [] + try: + steps = workflow_txt.split('\n') + for step in steps: + if step[0:4] != "STEP": + continue + left_indices = [_.start() for _ in re.finditer("\[", step)] + right_indices = [_.start() for _ in re.finditer("\]", step)] + step_id = step[: left_indices[0]-2] + step_name = step[left_indices[0]+1: right_indices[0]] + step_description = step[left_indices[1]+1: right_indices[1]] + jump_str = step[left_indices[2]+1: right_indices[-1]] + if re.findall(re.compile(r'[A-Za-z]',re.S), jump_str) == []: + workflow.append({"stepId": step_id, "stepName": step_name, "stepDescription": step_description, "jumpLogic": [], "extension": []}) + continue + jump_logic = [] + left_indices = [_.start() for _ in re.finditer('\[', jump_str)] + right_indices = [_.start() for _ in re.finditer('\]', jump_str)] + i = 1 + while i < len(left_indices): + jump = {"Condition": jump_str[left_indices[i]+1: right_indices[i-1]], "Target": re.search(r'STEP\s\d', jump_str[left_indices[i+1]+1: right_indices[i]]).group(0)} + jump_logic.append(jump) + i += 3 + workflow.append({"stepId": step_id, "stepName": step_name, "stepDescription": step_description, "jumpLogic": jump_logic, "extension": []}) + return json.dumps(workflow) + except: + print("Format error, please try again.") \ No newline at end of file diff --git a/LowCodeLLM/src/requirements.txt b/LowCodeLLM/src/requirements.txt new file mode 100644 index 00000000..055892d5 --- /dev/null +++ b/LowCodeLLM/src/requirements.txt @@ -0,0 +1,5 @@ +Flask==2.2.3 +Flask_Cors==3.0.10 +openai==0.27.2 +gunicorn==20.1.0 +gevent==21.8.0 \ No newline at end of file diff --git a/LowCodeLLM/src/supervisord.conf b/LowCodeLLM/src/supervisord.conf new file mode 100644 index 00000000..6c2e6ad8 --- /dev/null +++ b/LowCodeLLM/src/supervisord.conf @@ -0,0 +1,12 @@ +[supervisord] +nodaemon=true +loglevel=info + +[program:flask] +command=gunicorn --timeout 300 --bind "0.0.0.0:8888" "app:app" --log-level debug --capture-output --worker-class gevent +priority=999 +stdout_logfile=/dev/stdout +stdout_logfile_maxbytes=0 +stderr_logfile=/dev/stdout +stderr_logfile_maxbytes=0 +autorestart=true \ No newline at end of file diff --git a/LowCodeLLM/src/test/test_execute.py b/LowCodeLLM/src/test/test_execute.py new file mode 100644 index 00000000..affa3dad --- /dev/null +++ b/LowCodeLLM/src/test/test_execute.py @@ -0,0 +1,19 @@ +import json +import sys +import os +import time +sys.path.append(os.getcwd()) + +def test_extend_workflow(): + from lowCodeLLM import lowCodeLLM + cases = json.load(open("./test/testcases/execute_test_cases.json", "r")) + llm = lowCodeLLM(0.5, 0) + for c in cases: + task_prompt = c["task_prompt"] + confirmed_workflow = c["confirmed_workflow"] + history = c["history"] + curr_input = c["curr_input"] + result = llm.execute(task_prompt, confirmed_workflow, history, curr_input) + time.sleep(5) + assert type(result) == str + assert len(result) > 0 \ No newline at end of file diff --git a/LowCodeLLM/src/test/test_extend_workflow.py b/LowCodeLLM/src/test/test_extend_workflow.py new file mode 100644 index 00000000..8f9a9a38 --- /dev/null +++ b/LowCodeLLM/src/test/test_extend_workflow.py @@ -0,0 +1,17 @@ +import json +import sys +import os +import time +sys.path.append(os.getcwd()) + +def test_extend_workflow(): + from lowCodeLLM import lowCodeLLM + cases = json.load(open("./test/testcases/extend_workflow_test_cases.json", "r")) + llm = lowCodeLLM(0.5, 0) + for c in cases: + task_prompt = c["task_prompt"] + current_workflow = c["current_workflow"] + step = c["step"] + result = llm.extend_workflow(task_prompt, current_workflow, step) + time.sleep(5) + assert len(json.loads(result)) >= 1 \ No newline at end of file diff --git a/LowCodeLLM/src/test/test_get_workflow.py b/LowCodeLLM/src/test/test_get_workflow.py new file mode 100644 index 00000000..5d029a45 --- /dev/null +++ b/LowCodeLLM/src/test/test_get_workflow.py @@ -0,0 +1,13 @@ +import json +import sys +import os +sys.path.append(os.getcwd()) + +def test_get_workflow(): + from lowCodeLLM import lowCodeLLM + cases = json.load(open("./test/testcases/get_workflow_test_cases.json", "r")) + llm = lowCodeLLM(0.5, 0) + for c in cases: + task_prompt = c["task_prompt"] + result = llm.get_workflow(task_prompt) + assert len(json.loads(result)) >= 1 \ No newline at end of file diff --git a/LowCodeLLM/src/test/testcases/execute_test_cases.json b/LowCodeLLM/src/test/testcases/execute_test_cases.json new file mode 100644 index 00000000..a2d62b8e --- /dev/null +++ b/LowCodeLLM/src/test/testcases/execute_test_cases.json @@ -0,0 +1,20 @@ +[ + { + "task_prompt": "Write an essay about drunk driving issue.", + "confirmed_workflow": "[{\"stepId\": \"STEP 1\", \"stepName\": \"Research\", \"stepDescription\": \"Gather statistics and information about drunk driving issue\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 2\", \"stepName\": \"Identify the causes\", \"stepDescription\": \"Analyze the reasons behind drunk driving\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 3\", \"stepName\": \"Examine the consequences\", \"stepDescription\": \"Investigate the outcomes of drunk driving\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 4\", \"stepName\": \"Develop a prevention plan\", \"stepDescription\": \"Create a plan to prevent drunk driving\", \"jumpLogic\": [{\"Condition\": \"if 'lack of information'\", \"Target\": \"STEP 1\"}, {\"Condition\": \"if 'unclear causes'\", \"Target\": \"STEP 2\"}, {\"Condition\": \"if 'incomplete analysis'\", \"Target\": \"STEP 2\"}, {\"Condition\": \"if 'unrealistic plan'\", \"Target\": \"STEP 4\"}], \"extension\": []}]", + "history": [], + "curr_input": "write the essay and show me." + }, + { + "task_prompt": "Write an bolg about Microsoft.", + "confirmed_workflow": "[{\"stepId\": \"STEP 1\", \"stepName\": \"Research\", \"stepDescription\": \"Gather information about Microsoft's history, products, and services\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 2\", \"stepName\": \"Analyze\", \"stepDescription\": \"Organize the gathered information into categories and identify key points\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 3\", \"stepName\": \"Outline\", \"stepDescription\": \"Create an outline based on the key points and categories\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 4\", \"stepName\": \"Write\", \"stepDescription\": \"Write a draft of the blog post using the outline as a guide\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 5\", \"stepName\": \"Edit\", \"stepDescription\": \"Review and revise the draft for clarity and accuracy\", \"jumpLogic\": [{\"Condition\": \"need for further editing\", \"Target\": \"STEP 4\"}], \"extension\": []}, {\"stepId\": \"STEP 6\", \"stepName\": \"Publish\", \"stepDescription\": \"Post the final version of the blog post on a suitable platform\", \"jumpLogic\": [], \"extension\": []}]", + "history": [], + "curr_input": "write the blog and show me." + }, + { + "task_prompt": "I want to write a two-player battle game.", + "confirmed_workflow": "[{\"stepId\": \"STEP 1\", \"stepName\": \"Game Concept\", \"stepDescription\": \"Decide on the game concept and mechanics\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 2\", \"stepName\": \"Game Design\", \"stepDescription\": \"Create a rough sketch of the game, including the game board, characters, and rules\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 3\", \"stepName\": \"Programming\", \"stepDescription\": \"Write the code for the game\", \"jumpLogic\": [{\"Condition\": \"if 'game mechanics are too complex'\", \"Target\": \"STEP 1\"}], \"extension\": []}, {\"stepId\": \"STEP 4\", \"stepName\": \"Testing\", \"stepDescription\": \"Test the game for bugs and glitches\", \"jumpLogic\": [{\"Condition\": \"if 'gameplay is not balanced'\", \"Target\": \"STEP 2\"}], \"extension\": []}, {\"stepId\": \"STEP 5\", \"stepName\": \"Polishing\", \"stepDescription\": \"Add finishing touches to the game, including graphics and sound effects\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 6\", \"stepName\": \"Release\", \"stepDescription\": \"Publish the game for players to enjoy\", \"jumpLogic\": [], \"extension\": []}]", + "history": [{"role": "asistant", "content": "sure, I can write it for you, do you want me show you the code?"}], + "curr_input": "Sure." + } +] \ No newline at end of file diff --git a/LowCodeLLM/src/test/testcases/extend_workflow_test_cases.json b/LowCodeLLM/src/test/testcases/extend_workflow_test_cases.json new file mode 100644 index 00000000..57aad472 --- /dev/null +++ b/LowCodeLLM/src/test/testcases/extend_workflow_test_cases.json @@ -0,0 +1,17 @@ +[ + { + "task_prompt": "Write an essay about drunk driving issue.", + "current_workflow": "[{\"stepId\": \"STEP 1\", \"stepName\": \"Research\", \"stepDescription\": \"Gather statistics and information about drunk driving issue\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 2\", \"stepName\": \"Identify the causes\", \"stepDescription\": \"Analyze the reasons behind drunk driving\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 3\", \"stepName\": \"Examine the consequences\", \"stepDescription\": \"Investigate the outcomes of drunk driving\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 4\", \"stepName\": \"Develop a prevention plan\", \"stepDescription\": \"Create a plan to prevent drunk driving\", \"jumpLogic\": [{\"Condition\": \"if 'lack of information'\", \"Target\": \"STEP 1\"}, {\"Condition\": \"if 'unclear causes'\", \"Target\": \"STEP 2\"}, {\"Condition\": \"if 'incomplete analysis'\", \"Target\": \"STEP 2\"}, {\"Condition\": \"if 'unrealistic plan'\", \"Target\": \"STEP 4\"}], \"extension\": []}]", + "step": "STEP 1" + }, + { + "task_prompt": "Write an bolg about Microsoft.", + "current_workflow": "[{\"stepId\": \"STEP 1\", \"stepName\": \"Research\", \"stepDescription\": \"Gather information about Microsoft's history, products, and services\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 2\", \"stepName\": \"Analyze\", \"stepDescription\": \"Organize the gathered information into categories and identify key points\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 3\", \"stepName\": \"Outline\", \"stepDescription\": \"Create an outline based on the key points and categories\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 4\", \"stepName\": \"Write\", \"stepDescription\": \"Write a draft of the blog post using the outline as a guide\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 5\", \"stepName\": \"Edit\", \"stepDescription\": \"Review and revise the draft for clarity and accuracy\", \"jumpLogic\": [{\"Condition\": \"need for further editing\", \"Target\": \"STEP 4\"}], \"extension\": []}, {\"stepId\": \"STEP 6\", \"stepName\": \"Publish\", \"stepDescription\": \"Post the final version of the blog post on a suitable platform\", \"jumpLogic\": [], \"extension\": []}]", + "step": "STEP 2" + }, + { + "task_prompt": "I want to write a two-player battle game.", + "current_workflow": "[{\"stepId\": \"STEP 1\", \"stepName\": \"Game Concept\", \"stepDescription\": \"Decide on the game concept and mechanics\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 2\", \"stepName\": \"Game Design\", \"stepDescription\": \"Create a rough sketch of the game, including the game board, characters, and rules\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 3\", \"stepName\": \"Programming\", \"stepDescription\": \"Write the code for the game\", \"jumpLogic\": [{\"Condition\": \"if 'game mechanics are too complex'\", \"Target\": \"STEP 1\"}], \"extension\": []}, {\"stepId\": \"STEP 4\", \"stepName\": \"Testing\", \"stepDescription\": \"Test the game for bugs and glitches\", \"jumpLogic\": [{\"Condition\": \"if 'gameplay is not balanced'\", \"Target\": \"STEP 2\"}], \"extension\": []}, {\"stepId\": \"STEP 5\", \"stepName\": \"Polishing\", \"stepDescription\": \"Add finishing touches to the game, including graphics and sound effects\", \"jumpLogic\": [], \"extension\": []}, {\"stepId\": \"STEP 6\", \"stepName\": \"Release\", \"stepDescription\": \"Publish the game for players to enjoy\", \"jumpLogic\": [], \"extension\": []}]", + "step": "STEP 3" + } +] \ No newline at end of file diff --git a/LowCodeLLM/src/test/testcases/get_workflow_test_cases.json b/LowCodeLLM/src/test/testcases/get_workflow_test_cases.json new file mode 100644 index 00000000..eac7cb3e --- /dev/null +++ b/LowCodeLLM/src/test/testcases/get_workflow_test_cases.json @@ -0,0 +1,11 @@ +[ + { + "task_prompt": "Write an essay about drunk driving issue." + }, + { + "task_prompt": "Write an bolg about Microsoft." + }, + { + "task_prompt": "I want to write a two-player battle game." + } +] \ No newline at end of file