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https://github.com/aljazceru/dev-gpt.git
synced 2025-12-23 16:44:20 +01:00
refactor: merge main
This commit is contained in:
@@ -4,6 +4,7 @@ from time import sleep
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from typing import List, Any
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import openai
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from langchain import PromptTemplate
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from langchain.callbacks import CallbackManager
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from langchain.chat_models import ChatOpenAI
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from openai.error import RateLimitError
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@@ -88,12 +89,14 @@ class _GPTConversation:
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@staticmethod
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def _create_system_message(task_description, test_description, system_definition_examples: List[str] = []) -> SystemMessage:
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system_message = system_message_base
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system_message = PromptTemplate.from_template(system_message_base).format(
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task_description=task_description,
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test_description=test_description,
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)
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if 'executor' in system_definition_examples:
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system_message += f'\n{executor_example}'
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if 'docarray' in system_definition_examples:
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system_message += f'\n{docarray_example}'
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if 'client' in system_definition_examples:
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system_message += f'\n{client_example}'
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# create from template
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return SystemMessage(content=system_message)
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@@ -11,7 +11,7 @@ from src.options.generate.templates import template_generate_microservice_name,
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template_solve_code_issue, \
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template_solve_dependency_issue, template_is_dependency_issue, template_generate_playground, \
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template_generate_executor, template_generate_test, template_generate_requirements, template_generate_dockerfile, \
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template_chain_of_thought
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template_chain_of_thought, template_summarize_error
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from src.utils.io import persist_file, get_all_microservice_files_with_content, get_microservice_path
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from src.utils.string_tools import print_colored
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@@ -55,8 +55,6 @@ metas:
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def generate_microservice(
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self,
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description,
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test,
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path,
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microservice_name,
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packages,
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@@ -70,9 +68,9 @@ metas:
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microservice_content_raw = conversation.chat(
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template_generate_executor.format(
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microservice_name=microservice_name,
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microservice_description=description,
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test=test,
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package=package,
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microservice_description=self.task_description,
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test=self.test_description,
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packages=packages,
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file_name_purpose=EXECUTOR_FILE_NAME,
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tag_name=EXECUTOR_FILE_TAG,
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file_name=EXECUTOR_FILE_NAME,
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@@ -168,7 +166,7 @@ metas:
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playground_content = self.extract_content_from_result(playground_content_raw, 'app.py', match_single_block=True)
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persist_file(playground_content, os.path.join(microservice_path, 'app.py'))
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def debug_microservice(self, path, microservice_name, num_approach, packages, description, test):
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def debug_microservice(self, path, microservice_name, num_approach, packages):
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for i in range(1, MAX_DEBUGGING_ITERATIONS):
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print('Debugging iteration', i)
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print('Trying to build the microservice. Might take a while...')
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@@ -178,8 +176,7 @@ metas:
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error = process_error_message(log_hubble)
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if error:
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print('An error occurred during the build process. Feeding the error back to the assistent...')
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self.do_debug_iteration(description, error, next_microservice_path,
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previous_microservice_path, test)
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self.do_debug_iteration(error, next_microservice_path, previous_microservice_path)
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if i == MAX_DEBUGGING_ITERATIONS - 1:
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raise self.MaxDebugTimeReachedException('Could not debug the microservice.')
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else:
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@@ -188,8 +185,7 @@ metas:
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return get_microservice_path(path, microservice_name, packages, num_approach, i)
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def do_debug_iteration(self, description, error, next_microservice_path, previous_microservice_path,
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test):
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def do_debug_iteration(self, error, next_microservice_path, previous_microservice_path):
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os.makedirs(next_microservice_path)
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file_name_to_content = get_all_microservice_files_with_content(previous_microservice_path)
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@@ -201,11 +197,11 @@ metas:
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key in ['requirements.txt', 'Dockerfile']
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})
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user_query = template_solve_dependency_issue.format(
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description=description, summarized_error=summarized_error, all_files_string=all_files_string,
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description=self.task_description, summarized_error=summarized_error, all_files_string=all_files_string,
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)
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else:
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user_query = template_solve_code_issue.format(
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description=description, summarized_error=summarized_error, all_files_string=self.files_to_string(file_name_to_content),
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description=self.task_description, summarized_error=summarized_error, all_files_string=self.files_to_string(file_name_to_content),
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)
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conversation = self.gpt_session.get_conversation()
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returned_files_raw = conversation.chat(user_query)
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@@ -236,11 +232,11 @@ metas:
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name = self.extract_content_from_result(name_raw, 'name.txt')
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return name
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def get_possible_packages(self, description):
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def get_possible_packages(self):
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print_colored('', '############# What packages to use? #############', 'blue')
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conversation = self.gpt_session.get_conversation()
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packages_raw = conversation.chat(
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template_generate_possible_packages.format(description=description)
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template_generate_possible_packages.format(description=self.task_description)
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)
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packages_csv_string = self.extract_content_from_result(packages_raw, 'packages.csv')
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packages_list = [[pkg.strip() for pkg in packages_string.split(',')] for packages_string in packages_csv_string.split('\n')]
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@@ -250,17 +246,15 @@ metas:
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def generate(self, microservice_path):
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generated_name = self.generate_microservice_name(self.task_description)
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microservice_name = f'{generated_name}{random.randint(0, 10_000_000)}'
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packages_list = self.get_possible_packages(description)
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packages_list = self.get_possible_packages()
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packages_list = [
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packages for packages in packages_list if len(set(packages).intersection(set(PROBLEMATIC_PACKAGES))) == 0
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]
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for num_approach, packages in enumerate(packages_list):
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try:
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self.generate_microservice(
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self.task_description, self.test_description, microservice_path, microservice_name, packages, num_approach
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)
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self.generate_microservice(microservice_path, microservice_name, packages, num_approach)
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final_version_path = self.debug_microservice(
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microservice_path, microservice_name, num_approach, packages, description, test
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microservice_path, microservice_name, num_approach, packages
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)
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self.generate_playground(microservice_name, final_version_path)
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except self.MaxDebugTimeReachedException:
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@@ -280,11 +274,5 @@ gptdeploy deploy --path {microservice_path}
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def summarize_error(self, error):
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conversation = self.gpt_session.get_conversation([])
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user_query = f'''
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Here is an error message I encountered during the docker build process:
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"{error}"
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Your task is to summarize the error message as compact and informative as possible while maintaining all information necessary to debug the core issue.
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Warnings are not worth mentioning.
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'''
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error_summary = conversation.query(user_query)
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error_summary = conversation.chat(template_summarize_error.format(error=error))
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return error_summary
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@@ -1,4 +1,5 @@
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from src.constants import FLOW_URL_PLACEHOLDER
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from src.options.generate.templates import not_allowed_docker_string, not_allowed_executor_string
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executor_example = '''Using the Jina framework, users can define executors.
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Here is an example of how an executor can be defined. It always starts with a comment:
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@@ -83,4 +84,4 @@ and the following test scenario:
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{test_description}
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```
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You must obey the following rules:''' + f'\n{not_allowed_executor}\n{not_allowed_docker}'
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You must obey the following rules:''' + f'\n{not_allowed_executor_string}\n{not_allowed_docker_string}'
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@@ -57,7 +57,8 @@ b) has a stable api among different versions
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c) does not have system requirements
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d) can solve the task when running in a docker container
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e) the implementation of the core problem using the package would obey the following rules:
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''' + not_allowed_executor_string() + '''
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''' + not_allowed_executor_string + '''
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When answering, just write "yes" or "no".
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5. Output the most suitable 5 python packages starting with the best one.
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@@ -66,11 +67,11 @@ If the package is mentioned in the description, then it is automatically the bes
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The output must be a list of lists wrapped into ``` and starting with **packages.csv** like this:
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**packages.csv**
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```
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package1
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package2
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package3
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package4
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package5
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package1a, package1b ...
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package2a, package2b, package2c
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package3a ...
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package4a ...
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package5a ...
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...
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```
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''')
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@@ -90,7 +91,7 @@ template_generate_executor = PromptTemplate.from_template(
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Write the executor called '{microservice_name}'. The name is very important to keep.
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It matches the following description: '{microservice_description}'.
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It will be tested with the following scenario: '{test}'.
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For the implementation use the following package: '{package}'.
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For the implementation use the following package: '{packages}'.
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Obey the following rules:
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Have in mind that d.uri is never a path to a local file. It is always a url.
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@@ -156,6 +157,14 @@ The Dockerfile runs the test during the build process.
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)
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template_summarize_error = PromptTemplate.from_template(
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'''Here is an error message I encountered during the docker build process:
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"{error}"
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Your task is to summarize the error message as compact and informative as possible while maintaining all information necessary to debug the core issue.
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Warnings are not worth mentioning.'''
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)
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template_is_dependency_issue = PromptTemplate.from_template(
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'''Your task is to assist in identifying the root cause of a Docker build error for a python application.
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The error message is as follows:
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@@ -172,15 +181,13 @@ Is this a dependency installation failure? Answer with "yes" or "no".'''
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template_solve_dependency_issue = PromptTemplate.from_template(
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'''Your task is to provide guidance on how to solve an error that occurred during the Docker build process.
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The error message is:
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**microservice.log**
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```
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{error}
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```
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Here is the summary of the error that occurred:
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{summarized_error}
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To solve this error, you should:
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1. Identify the type of error by examining the stack trace.
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2. Suggest how to solve it.
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3. Your suggestion must include the files that need to be changed, but not files that don't need to be changed.
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1. Suggest 3 to 5 possible solutions on how to solve it. You have no access to the documentation of the package.
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2. Decide for the best solution and explain it in detail.
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3. Write down the files that need to be changed, but not files that don't need to be changed.
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For files that need to be changed, you must provide the complete file with the exact same syntax to wrap the code.
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Obey the following rules:
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''' + not_allowed_docker_string() + '''
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@@ -188,6 +195,22 @@ Obey the following rules:
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You are given the following files:
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{all_files_string}
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Output all the files that need change.
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Don't output files that don't need change. If you output a file, then write the
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complete file. Use the exact following syntax to wrap the code:
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**...**
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```
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...code...
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```
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Example:
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**requirements.txt**
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```
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jina==2.0.0
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```
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'''
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)
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@@ -205,19 +228,31 @@ Here are all the files I use:
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{all_files_string}
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This is the error I encounter currently during the docker build process:
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{error}
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Here is the summary of the error that occurred:
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{summarized_error}
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Look at the stack trace of the current error. First, think about what kind of error is this?
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Then think about possible reasons which might have caused it. Then suggest how to
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solve it. Output all the files that need change.
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To solve this error, you should:
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1. Suggest 3 to 5 possible solutions on how to solve it. You have no access to the documentation of the package.
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2. Decide for the best solution and explain it in detail.
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3. Write down the files that need to be changed, but not files that don't need to be changed.
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Obey the following rules:
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''' + f'{not_allowed_executor_string}\n{not_allowed_docker_string}' + '''
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Output all the files that need change.
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Don't output files that don't need change. If you output a file, then write the
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complete file. Use the exact same syntax to wrap the code:
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complete file. Use the exact following syntax to wrap the code:
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**...**
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```...
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...code...
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```
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'''
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Example:
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**microservice.py**
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```python
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print('hello world')
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```'''
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)
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@@ -237,7 +272,7 @@ response = client.post('/', inputs=DocumentArray([d])) # always use '/'
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print(response[0].text) # can also be blob in case of image/audio..., this should be visualized in the streamlit app
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```
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Note that the response will always be in response[0].text
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You must provide the complete file with the exact same syntax to wrap the code.
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You must provide the complete app.py file with the exact same syntax to wrap the code.
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The playground (app.py) must read the host from sys.argv because it will be started with a custom host: streamlit run app.py -- --host grpc://...
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The playground (app.py) must not let the user configure the host on the ui.
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'''
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