diff --git a/.gitignore b/.gitignore index fbcc60d1172d..92da35232764 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,5 @@ .docusaurus/ +.notebook/ node_modules/ # Project /.vs diff --git a/autogen/code_utils.py b/autogen/code_utils.py index 00fe01589d8a..763df376e5e6 100644 --- a/autogen/code_utils.py +++ b/autogen/code_utils.py @@ -138,84 +138,6 @@ def extract_code( return extracted -def generate_code(pattern: str = CODE_BLOCK_PATTERN, **config) -> Tuple[str, float]: - """(openai<1) Generate code. - - Args: - pattern (Optional, str): The regular expression pattern for finding the code block. - The default pattern is for finding a code block in a markdown file. - config (Optional, dict): The configuration for the API call. - - Returns: - str: The generated code. - float: The cost of the generation. - """ - response = oai.Completion.create(**config) - return extract_code(oai.Completion.extract_text(response)[0], pattern), response["cost"] - - -_IMPROVE_FUNCTION_CONFIG = { - "prompt": """Improve the function '{func_name}' to achieve the objective '{objective}'. -The current implementation of the function is as follows: -{file_string}""", - "model": DEFAULT_MODEL, - "request_timeout": 600, -} - - -def improve_function(file_name, func_name, objective, **config): - """(openai<1) Improve the function to achieve the objective.""" - params = {**_IMPROVE_FUNCTION_CONFIG, **config} - # read the entire file into a str - with open(file_name, "r") as f: - file_string = f.read() - response = oai.Completion.create( - {"func_name": func_name, "objective": objective, "file_string": file_string}, **params - ) - return oai.Completion.extract_text(response)[0], response["cost"] - - -_IMPROVE_CODE_CONFIG = { - "prompt": """Analyze the code in the following files and return a list of suggestions for improvement{followup}, to achieve the objective of '{objective}'. -{code} -""", - "model": DEFAULT_MODEL, - "request_timeout": 900, -} - - -def improve_code(files, objective, suggest_only=True, **config): - """(openai<1) Improve the code to achieve a given objective. - - Args: - files (list): A list of file names containing the source code. - objective (str): The objective to achieve. - suggest_only (bool): Whether to return only the suggestions or the improved code. - config (Optional, dict): The configuration for the API call. - - Returns: - str: The improved code if suggest_only=False; a list of suggestions if suggest_only=True (default). - float: The cost of the generation. - """ - code = "" - for file_name in files: - # read the entire file into a string - with open(file_name, "r") as f: - file_string = f.read() - code += f"""{file_name}: -{file_string} - -""" - params = {**_IMPROVE_CODE_CONFIG, **config} - followup = "" if suggest_only else " followed by the improved code" - response = oai.Completion.create({"objective": objective, "code": code, "followup": followup}, **params) - return oai.Completion.extract_text(response)[0], response["cost"] - - -def timeout_handler(signum, frame): - raise TimeoutError("Timed out!") - - def _cmd(lang): if lang.startswith("python") or lang in ["bash", "sh", "powershell"]: return lang @@ -232,6 +154,7 @@ def is_docker_running(): Returns: bool: True if docker is running; False otherwise. """ + # Docker is None if the docker package is not installed if docker is None: return False try: @@ -367,7 +290,7 @@ def execute_code( # SENTINEL is used to indicate that the user did not explicitly set the argument if use_docker is SENTINEL: use_docker = decide_use_docker(use_docker=None) - check_can_use_docker_or_throw(use_docker) + check_can_use_docker_or_throw(use_docker) # If it wants to use docker and it cannot, it will throw an error timeout = timeout or DEFAULT_TIMEOUT original_filename = filename @@ -382,7 +305,7 @@ def execute_code( filepath = os.path.join(work_dir, filename) file_dir = os.path.dirname(filepath) - os.makedirs(file_dir, exist_ok=True) + os.makedirs(file_dir, exist_ok=True) # Create the folder if code is not None: with open(filepath, "w", encoding="utf-8") as fout: @@ -509,192 +432,3 @@ def execute_code( logs = logs.replace(f"/workspace/{filename if original_filename is None else ''}", "") # return the exit code, logs and image return exit_code, logs, f"python:{tag}" - - -_GENERATE_ASSERTIONS_CONFIG = { - "prompt": """Given the signature and docstring, write the exactly same number of assertion(s) for the provided example(s) in the docstring, without assertion messages. - -func signature: -{definition} -assertions:""", - "model": FAST_MODEL, - "max_tokens": 256, - "stop": "\n\n", -} - - -def generate_assertions(definition: str, **config) -> Tuple[str, float]: - """(openai<1) Generate assertions for a function. - - Args: - definition (str): The function definition, including the signature and docstr. - config (Optional, dict): The configuration for the API call. - - Returns: - str: The generated assertions. - float: The cost of the generation. - """ - params = {**_GENERATE_ASSERTIONS_CONFIG, **config} - response = oai.Completion.create( - {"definition": definition}, - **params, - ) - assertions = oai.Completion.extract_text(response)[0] - return assertions, response["cost"] - - -def _remove_check(response): - """Remove the check function from the response.""" - # find the position of the check function - pos = response.find("def check(") - if pos == -1: - return response - return response[:pos] - - -def eval_function_completions( - responses: List[str], - definition: str, - test: Optional[str] = None, - entry_point: Optional[str] = None, - assertions: Optional[Union[str, Callable[[str], Tuple[str, float]]]] = None, - timeout: Optional[float] = 3, - use_docker: Optional[bool] = True, -) -> Dict: - """(openai<1) Select a response from a list of responses for the function completion task (using generated assertions), and/or evaluate if the task is successful using a gold test. - - Args: - responses (list): The list of responses. - definition (str): The input definition. - test (Optional, str): The test code. - entry_point (Optional, str): The name of the function. - assertions (Optional, str or Callable): The assertion code which serves as a filter of the responses, or an assertion generator. - When provided, only the responses that pass the assertions will be considered for the actual test (if provided). - timeout (Optional, float): The timeout for executing the code. - - Returns: - dict: The success metrics. - """ - n = len(responses) - if assertions is None: - # no assertion filter - success_list = [] - for i in range(n): - response = _remove_check(responses[i]) - code = ( - f"{response}\n{test}\ncheck({entry_point})" - if response.startswith("def") - else f"{definition}{response}\n{test}\ncheck({entry_point})" - ) - success = execute_code(code, timeout=timeout, use_docker=use_docker)[0] == 0 - success_list.append(success) - return { - "expected_success": 1 - pow(1 - sum(success_list) / n, n), - "success": any(s for s in success_list), - } - if callable(assertions) and n > 1: - # assertion generator - assertions, gen_cost = assertions(definition) - else: - assertions, gen_cost = None, 0 - if n > 1 or test is None: - for i in range(n): - response = responses[i] = _remove_check(responses[i]) - code = ( - f"{response}\n{assertions}" if response.startswith("def") else f"{definition}{response}\n{assertions}" - ) - succeed_assertions = execute_code(code, timeout=timeout, use_docker=use_docker)[0] == 0 - if succeed_assertions: - break - else: - # just test, no need to check assertions - succeed_assertions = False - i, response = 0, responses[0] - if test is None: - # no test code - return { - "index_selected": i, - "succeed_assertions": succeed_assertions, - "gen_cost": gen_cost, - "assertions": assertions, - } - code_test = ( - f"{response}\n{test}\ncheck({entry_point})" - if response.startswith("def") - else f"{definition}{response}\n{test}\ncheck({entry_point})" - ) - success = execute_code(code_test, timeout=timeout, use_docker=use_docker)[0] == 0 - return { - "index_selected": i, - "succeed_assertions": succeed_assertions, - "success": success, - "gen_cost": gen_cost, - "assertions": assertions, - } - - -_FUNC_COMPLETION_PROMPT = "# Python 3{definition}" -_FUNC_COMPLETION_STOP = ["\nclass", "\ndef", "\nif", "\nprint"] -_IMPLEMENT_CONFIGS = [ - {"model": FAST_MODEL, "prompt": _FUNC_COMPLETION_PROMPT, "temperature": 0, "cache_seed": 0}, - {"model": FAST_MODEL, "prompt": _FUNC_COMPLETION_PROMPT, "stop": _FUNC_COMPLETION_STOP, "n": 7, "cache_seed": 0}, - {"model": DEFAULT_MODEL, "prompt": _FUNC_COMPLETION_PROMPT, "temperature": 0, "cache_seed": 1}, - {"model": DEFAULT_MODEL, "prompt": _FUNC_COMPLETION_PROMPT, "stop": _FUNC_COMPLETION_STOP, "n": 2, "cache_seed": 2}, - {"model": DEFAULT_MODEL, "prompt": _FUNC_COMPLETION_PROMPT, "stop": _FUNC_COMPLETION_STOP, "n": 1, "cache_seed": 2}, -] - - -class PassAssertionFilter: - def __init__(self, assertions): - self._assertions = assertions - self.cost = 0 - self.metrics = self.responses = None - - def pass_assertions(self, context, response, **_): - """(openai<1) Check if the response passes the assertions.""" - responses = oai.Completion.extract_text(response) - metrics = eval_function_completions(responses, context["definition"], assertions=self._assertions) - self._assertions = metrics["assertions"] - self.cost += metrics["gen_cost"] - self.metrics = metrics - self.responses = responses - return metrics["succeed_assertions"] - - -def implement( - definition: str, - configs: Optional[List[Dict]] = None, - assertions: Optional[Union[str, Callable[[str], Tuple[str, float]]]] = generate_assertions, -) -> Tuple[str, float]: - """(openai<1) Implement a function from a definition. - - Args: - definition (str): The function definition, including the signature and docstr. - configs (list): The list of configurations for completion. - assertions (Optional, str or Callable): The assertion code which serves as a filter of the responses, or an assertion generator. - - Returns: - str: The implementation. - float: The cost of the implementation. - int: The index of the configuration which generates the implementation. - """ - cost = 0 - configs = configs or _IMPLEMENT_CONFIGS - if len(configs) > 1 and callable(assertions): - assertions, cost = assertions(definition) - assertion_filter = PassAssertionFilter(assertions) - response = oai.Completion.create( - {"definition": definition}, config_list=configs, filter_func=assertion_filter.pass_assertions - ) - cost += assertion_filter.cost + response["cost"] - return assertion_filter.responses[assertion_filter.metrics["index_selected"]], cost, response["config_id"] - - # for i, config in enumerate(configs): - # response = oai.Completion.create({"definition": definition}, **config) - # cost += oai.Completion.cost(response) - # responses = oai.Completion.extract_text(response) - # metrics = eval_function_completions(responses, definition, assertions=assertions) - # assertions = metrics["assertions"] - # cost += metrics["gen_cost"] - # if metrics["succeed_assertions"] or i == len(configs) - 1: - # return responses[metrics["index_selected"]], cost, i diff --git a/notebook/agentchat_auto_feedback_from_code_execution.ipynb b/notebook/agentchat_auto_feedback_from_code_execution.ipynb index 061078afda2d..dd5b1942fa23 100644 --- a/notebook/agentchat_auto_feedback_from_code_execution.ipynb +++ b/notebook/agentchat_auto_feedback_from_code_execution.ipynb @@ -67,7 +67,7 @@ "from typing import Dict, Union\n", "\n", "from IPython import get_ipython\n", - "from IPython.display import Image\n", + "from IPython.display import display, Image\n", "\n", "import autogen\n", "\n", @@ -498,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -515,7 +515,8 @@ ], "source": [ "try:\n", - " Image(filename=\"coding/stock_price_ytd.png\")\n", + " image = Image(filename=\"coding/stock_price_ytd.png\")\n", + " display(image)\n", "except FileNotFoundError:\n", " print(\"Image not found. Please check the file name and modify if necessary.\")" ] @@ -813,7 +814,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.10.13" }, "vscode": { "interpreter": { diff --git a/notebook/api/input_weather_api.yaml b/notebook/api/input_weather_api.yaml new file mode 100644 index 000000000000..d10754784e43 --- /dev/null +++ b/notebook/api/input_weather_api.yaml @@ -0,0 +1,76 @@ +openapi: 3.0.1 +info: + title: TheCodeBuzz-Service + version: v1 +paths: + /weather/{country}/{post_code}/{city}: + get: + tags: + - WeatherForecast + parameters: + - in: path + name: country + required: true + schema: + type: string + description: The country in which the city is + - in: path + name: post_code + required: true + schema: + type: integer + description: The post-code of the city + - in: path + name: city + required: true + schema: + type: string + description: The city for which the forecast is needed + responses: + '200': + description: Success + content: + text/plain: + schema: + type: array + items: + $ref: '#/components/schemas/WeatherForecast' + application/json: + schema: + type: array + items: + $ref: '#/components/schemas/WeatherForecast' +components: + schemas: + WeatherForecast: + type: object + properties: + date: + type: string + format: date-time + description: Date-time in ANSI INCITS 30-1997 format + temperatureC: + type: integer + format: int32 + summary: + type: string + nullable: true + city: + type: string + nullable: false + post_code: + type: integer + nullable: false + country: + type: string + nullable: false + description: The full name of the country + additionalProperties: false + securitySchemes: + bearerAuth: + type: http + description: JWT Authorization header using the Bearer scheme + scheme: bearer + bearerFormat: JWT +security: + - bearerAuth: [] diff --git a/notebook/api/output_weather_api.yaml b/notebook/api/output_weather_api.yaml new file mode 100644 index 000000000000..fdb4510cd165 --- /dev/null +++ b/notebook/api/output_weather_api.yaml @@ -0,0 +1,70 @@ +openapi: 3.0.1 +info: + title: TheCodeBuzz-Service + version: v1 +paths: + /weather: + get: + tags: + - WeatherForecast + parameters: + - in: query + name: longitude + required: true + schema: + type: number + description: The longitude for which you need the forecast + - in: query + name: latitude + required: true + schema: + type: number + description: The longitude for which you need the forecast + responses: + '200': + description: Success + content: + text/plain: + schema: + type: array + items: + $ref: '#/components/schemas/WeatherForecast' + application/json: + schema: + type: array + items: + $ref: '#/components/schemas/WeatherForecast' +components: + schemas: + WeatherForecast: + type: object + properties: + date: + type: string + format: date-time + description: Date time in ISO 8601 format + temperatureF: + type: number + summary: + type: string + nullable: true + longitude: + type: number + nullable: false + latitude: + type: number + nullable: false + countryISO: + type: string + nullable: false + additionalProperties: false + securitySchemes: + bearerAuth: + type: oauth2 + flows: + implicit: + authorizationUrl: https://login.mydomain.com/oauth2/v2.0/authorize + scopes: {} + description: JWT Authorization header using the Bearer scheme +security: + - bearerAuth: [] diff --git a/notebook/coding/convert_country_to_iso.py b/notebook/coding/convert_country_to_iso.py new file mode 100644 index 000000000000..db6096d0e5be --- /dev/null +++ b/notebook/coding/convert_country_to_iso.py @@ -0,0 +1,42 @@ +# filename: convert_country_to_iso.py +import pymysql + + +# Function to establish a connection to the database +def get_db_connection(): + connection = pymysql.connect( + host="your_host", + user="your_username", + password="your_password", + database="your_database", + charset="utf8mb4", + cursorclass=pymysql.cursors.DictCursor, + ) + return connection + + +# Function to convert country name to ISO code +def country_to_iso(country_name): + # Establish a connection to the database + connection = get_db_connection() + + try: + with connection.cursor() as cursor: + # SQL query to find the ISO code for the given country name + sql = "SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s" + cursor.execute(sql, (country_name,)) + result = cursor.fetchone() + + # Check if a result was found + if result: + return result["ISOCode"] + else: + return None + finally: + connection.close() + + +# Example usage +country_name = "United States" +iso_code = country_to_iso(country_name) +print(f"The ISO code for {country_name} is {iso_code}") diff --git a/notebook/coding/transform_api.py b/notebook/coding/transform_api.py new file mode 100644 index 000000000000..468ff1602e34 --- /dev/null +++ b/notebook/coding/transform_api.py @@ -0,0 +1,70 @@ +# filename: transform_api.py +import requests + + +# Placeholder function for geocoding +def geocode(city, post_code, country): + # This function should call a geocoding API to get the latitude and longitude + # For now, it returns dummy coordinates + return 40.712776, -74.005974 # Example coordinates for New York City + + +# Placeholder function for converting country to ISO code +def country_to_iso(country): + # This function should convert the country name to its ISO code + # For now, it returns a dummy ISO code + return "US" # Example ISO code for the United States + + +# Function to convert temperature from Celsius to Fahrenheit +def celsius_to_fahrenheit(celsius): + return (celsius * 9 / 5) + 32 + + +# Function to transform the weather forecast data +def transform_weather_data(input_data): + output_data = [] + for record in input_data: + # Convert temperature from Celsius to Fahrenheit + temperature_f = celsius_to_fahrenheit(record["temperatureC"]) + + # Convert date format to ISO 8601 (assuming input date is in the correct format) + date_iso = record["date"] # This may require actual conversion depending on the input format + + # Convert country to countryISO + country_iso = country_to_iso(record["country"]) + + # Geocode the location to get latitude and longitude + latitude, longitude = geocode(record["city"], record["post_code"], record["country"]) + + # Create the transformed record + transformed_record = { + "date": date_iso, + "temperatureF": temperature_f, + "summary": record.get("summary"), + "longitude": longitude, + "latitude": latitude, + "countryISO": country_iso, + } + output_data.append(transformed_record) + return output_data + + +# Example input data (this would come from the input API) +input_weather_data = [ + { + "date": "2023-04-01T14:00:00Z", + "temperatureC": 22, + "summary": "Sunny", + "city": "New York", + "post_code": 10001, + "country": "United States", + } + # ... more records +] + +# Transform the input data to the output API format +output_weather_data = transform_weather_data(input_weather_data) + +# Print the transformed data +print(output_weather_data) diff --git a/notebook/coding/transform_api_with_country_conversion.py b/notebook/coding/transform_api_with_country_conversion.py new file mode 100644 index 000000000000..446335739495 --- /dev/null +++ b/notebook/coding/transform_api_with_country_conversion.py @@ -0,0 +1,97 @@ +# filename: transform_api_with_country_conversion.py +import pymysql + + +# Function to establish a connection to the database +def get_db_connection(): + connection = pymysql.connect( + host="your_host", + user="your_username", + password="your_password", + database="your_database", + charset="utf8mb4", + cursorclass=pymysql.cursors.DictCursor, + ) + return connection + + +# Function to convert country name to ISO code +def country_to_iso(country_name): + # Establish a connection to the database + connection = get_db_connection() + + try: + with connection.cursor() as cursor: + # SQL query to find the ISO code for the given country name + sql = "SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s" + cursor.execute(sql, (country_name,)) + result = cursor.fetchone() + + # Check if a result was found + if result: + return result["ISOCode"] + else: + return None + finally: + connection.close() + + +# Function to convert temperature from Celsius to Fahrenheit +def celsius_to_fahrenheit(celsius): + return (celsius * 9 / 5) + 32 + + +# Placeholder function for geocoding +def geocode(city, post_code, country): + # This function should call a geocoding API to get the latitude and longitude + # For now, it returns dummy coordinates + return 40.712776, -74.005974 # Example coordinates for New York City + + +# Function to transform the weather forecast data +def transform_weather_data(input_data): + output_data = [] + for record in input_data: + # Convert temperature from Celsius to Fahrenheit + temperature_f = celsius_to_fahrenheit(record["temperatureC"]) + + # Convert date format to ISO 8601 (assuming input date is in the correct format) + date_iso = record["date"] # This may require actual conversion depending on the input format + + # Convert country to countryISO + country_iso = country_to_iso(record["country"]) + + # Geocode the location to get latitude and longitude + latitude, longitude = geocode(record["city"], record["post_code"], record["country"]) + + # Create the transformed record + transformed_record = { + "date": date_iso, + "temperatureF": temperature_f, + "summary": record.get("summary"), + "longitude": longitude, + "latitude": latitude, + "countryISO": country_iso, + } + output_data.append(transformed_record) + return output_data + + +# Example input data (this would come from the input API) +input_weather_data = [ + { + "date": "2023-04-01T14:00:00Z", + "temperatureC": 22, + "summary": "Sunny", + "city": "New York", + "post_code": 10001, + "country": "United States", + } + # ... more records +] + +# Transform the input data to the output API format +output_weather_data = transform_weather_data(input_weather_data) + +# Print the transformed data +print(output_weather_data) diff --git a/notebook/coding/transform_api_with_country_conversion_handling.py b/notebook/coding/transform_api_with_country_conversion_handling.py new file mode 100644 index 000000000000..a9edfb51afc9 --- /dev/null +++ b/notebook/coding/transform_api_with_country_conversion_handling.py @@ -0,0 +1,100 @@ +# filename: transform_api_with_country_conversion_handling.py +import pymysql + + +# Function to establish a connection to the database +def get_db_connection(): + connection = pymysql.connect( + host="your_actual_host", + user="your_actual_username", + password="your_actual_password", + database="your_actual_database", + charset="utf8mb4", + cursorclass=pymysql.cursors.DictCursor, + ) + return connection + + +# Function to convert country name to ISO code +def country_to_iso(country_name): + try: + # Establish a connection to the database + connection = get_db_connection() + try: + with connection.cursor() as cursor: + # SQL query to find the ISO code for the given country name + sql = "SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s" + cursor.execute(sql, (country_name,)) + result = cursor.fetchone() + + # Check if a result was found + if result: + return result["ISOCode"] + else: + return "UNKNOWN" + finally: + connection.close() + except Exception as e: + print(f"An error occurred while connecting to the database or executing the query: {e}") + return "UNKNOWN" + + +# Function to convert temperature from Celsius to Fahrenheit +def celsius_to_fahrenheit(celsius): + return (celsius * 9 / 5) + 32 + + +# Placeholder function for geocoding +def geocode(city, post_code, country): + # This function should call a geocoding API to get the latitude and longitude + # For now, it returns dummy coordinates + return 40.712776, -74.005974 # Example coordinates for New York City + + +# Function to transform the weather forecast data +def transform_weather_data(input_data): + output_data = [] + for record in input_data: + # Convert temperature from Celsius to Fahrenheit + temperature_f = celsius_to_fahrenheit(record["temperatureC"]) + + # Convert date format to ISO 8601 (assuming input date is in the correct format) + date_iso = record["date"] # This may require actual conversion depending on the input format + + # Convert country to countryISO + country_iso = country_to_iso(record["country"]) + + # Geocode the location to get latitude and longitude + latitude, longitude = geocode(record["city"], record["post_code"], record["country"]) + + # Create the transformed record + transformed_record = { + "date": date_iso, + "temperatureF": temperature_f, + "summary": record.get("summary"), + "longitude": longitude, + "latitude": latitude, + "countryISO": country_iso, + } + output_data.append(transformed_record) + return output_data + + +# Example input data (this would come from the input API) +input_weather_data = [ + { + "date": "2023-04-01T14:00:00Z", + "temperatureC": 22, + "summary": "Sunny", + "city": "New York", + "post_code": 10001, + "country": "United States", + } + # ... more records +] + +# Transform the input data to the output API format +output_weather_data = transform_weather_data(input_weather_data) + +# Print the transformed data +print(output_weather_data) diff --git a/notebook/coding/transform_api_with_geocoding.py b/notebook/coding/transform_api_with_geocoding.py new file mode 100644 index 000000000000..bd0d114ff846 --- /dev/null +++ b/notebook/coding/transform_api_with_geocoding.py @@ -0,0 +1,115 @@ +# filename: transform_api_with_geocoding.py +import requests +import pymysql + + +# Function to establish a connection to the database +def get_db_connection(): + connection = pymysql.connect( + host="your_actual_host", + user="your_actual_username", + password="your_actual_password", + database="your_actual_database", + charset="utf8mb4", + cursorclass=pymysql.cursors.DictCursor, + ) + return connection + + +# Function to convert country name to ISO code +def country_to_iso(country_name): + try: + # Establish a connection to the database + connection = get_db_connection() + try: + with connection.cursor() as cursor: + # SQL query to find the ISO code for the given country name + sql = "SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s" + cursor.execute(sql, (country_name,)) + result = cursor.fetchone() + + # Check if a result was found + if result: + return result["ISOCode"] + else: + return "UNKNOWN" + finally: + connection.close() + except Exception as e: + print(f"An error occurred while connecting to the database or executing the query: {e}") + return "UNKNOWN" + + +# Function to convert temperature from Celsius to Fahrenheit +def celsius_to_fahrenheit(celsius): + return (celsius * 9 / 5) + 32 + + +# Function to geocode the location using the provided API +def geocode(country, post_code): + # Construct the API URL with the country and postal code + api_url = f"https://mycoordinate.com/?country={country}&postal_code={post_code}" + + try: + # Make the GET request to the API + response = requests.get(api_url) + response.raise_for_status() # Raise an exception for HTTP errors + + # Parse the JSON response + data = response.json() + longitude = data.get("longitude") + latitude = data.get("latitude") + + return latitude, longitude + except Exception as e: + print(f"An error occurred while fetching geocoding data: {e}") + return None, None # Return None if there was an error + + +# Function to transform the weather forecast data +def transform_weather_data(input_data): + output_data = [] + for record in input_data: + # Convert temperature from Celsius to Fahrenheit + temperature_f = celsius_to_fahrenheit(record["temperatureC"]) + + # Convert date format to ISO 8601 (assuming input date is in the correct format) + date_iso = record["date"] # This may require actual conversion depending on the input format + + # Convert country to countryISO + country_iso = country_to_iso(record["country"]) + + # Geocode the location to get latitude and longitude + latitude, longitude = geocode(record["country"], record["post_code"]) + + # Create the transformed record + transformed_record = { + "date": date_iso, + "temperatureF": temperature_f, + "summary": record.get("summary"), + "longitude": longitude, + "latitude": latitude, + "countryISO": country_iso, + } + output_data.append(transformed_record) + return output_data + + +# Example input data (this would come from the input API) +input_weather_data = [ + { + "date": "2023-04-01T14:00:00Z", + "temperatureC": 22, + "summary": "Sunny", + "city": "New York", + "post_code": 10001, + "country": "United States", + } + # ... more records +] + +# Transform the input data to the output API format +output_weather_data = transform_weather_data(input_weather_data) + +# Print the transformed data +print(output_weather_data) diff --git a/notebook/test_generate_mapping_json.ipynb b/notebook/test_generate_mapping_json.ipynb new file mode 100644 index 000000000000..db19a427c5ab --- /dev/null +++ b/notebook/test_generate_mapping_json.ipynb @@ -0,0 +1,1854 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Auto Generated Agent Chat: Solving mapping between 2 data schema, execution and debugging\n", + "\n", + "AutoGen offers conversable LLM agents, which can be used to solved various taks with human or automatic feedback, including tasks that require using tools via code. Please find documentation about this feature [here](https://microsoft.github.io/autogen/docs/Use-Cases/agent_chat). \n", + "\n", + "In this notebook, we demonstrate how to use `AssistantAgent` and `UserProxyAgent` to write code and execute the code. He `AssistantAgent` is a LLM-base agent that can write Python code for a user to excute for a given task. `UsderProxyAgent` is an agent which serves as a proxy for the human user to execute the code written by the `AssistantAgent`. Depending on the setting of `human_input_mode` and `max_consecutive_auto_reply`, the `UserProxyAgent` either solicits feedback from the human user or returns auto-feedback based on the result of code execution (success or failure and corresponding outputs) to `AssistantAgent`. `AssistantAgent` will debug the code and suggest new code if the result contains error. The two agents keep communicating to each other until the task is done.\n", + "\n", + "## Requirements\n", + "\n", + "AutoGen requires `Python>=3.8`. To run this notebook example, please install:\n", + "```bash\n", + "pip install pyautogen\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# %pip install pyautogen>=0.2.3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set your API Endpoint\n", + "\n", + "The [`config_list_from_json`](https://microsoft.github.io/autogen/docs/reference/oai/openai_utils#config_list_from_json) function loads a list of configurations from an environment variable or a json file. Ensure to provide GPT-4 model. If the name of the model is not in the list to filter the dict, please add it.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import Dict, Union\n", + "\n", + "from IPython import get_ipython\n", + "from IPython.display import Image\n", + "\n", + "import autogen\n", + "\n", + "config_list = autogen.config_list_from_json(\n", + " \"OAI_CONFIG_LIST\",\n", + " filter_dict={\n", + " \"model\": [\"gpt-4\", \"gpt-4-0314\", \"gpt4\", \"gpt-4-32k\", \"gpt-4-32k-0314\", \"gpt-4-32k-v0314\", \"gpt4-turbo\"],\n", + " },\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It first looks for environment variable \"OAI_CONFIG_LIST\" which needs to be a valid json string. If that variable is not found, it then looks for a json file named \"OAI_CONFIG_LIST\". It filters the configs by models (you can filter by other keys as well). Only the gpt-4 models are kept in the list based on the filter condition.\n", + "\n", + "The config list looks like the following:\n", + "```python\n", + "config_list = [\n", + " {\n", + " 'model': 'gpt-4',\n", + " 'api_key': '',\n", + " },\n", + " {\n", + " 'model': 'gpt-4',\n", + " 'api_key': '',\n", + " 'base_url': '',\n", + " 'api_type': 'azure',\n", + " 'api_version': '2023-06-01-preview',\n", + " },\n", + " {\n", + " 'model': 'gpt-4-32k',\n", + " 'api_key': '',\n", + " 'base_url': '',\n", + " 'api_type': 'azure',\n", + " 'api_version': '2023-06-01-preview',\n", + " },\n", + "]\n", + "```\n", + "\n", + "You can set the value of config_list in any way you prefer. Please refer to this [notebook](https://github.com/microsoft/autogen/blob/main/notebook/oai_openai_utils.ipynb) for full code examples of the different methods." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example: Create the code to generate the mapping between two JSON \"schema\" (object).\n", + "\n", + "In the example below, let's say we have two JSON objects, `input_schema` and `output_schema`, and we want to generate a mapping between them. This mapping can be useful for data transformation between two REST API for example. We can use AutoGen to generate the code to do the mapping. We are going to see how we can use the agents in AutoGen to write a python script to do the mapping and execute the script.\n", + "\n", + "This process involves:\n", + "* Creating a `AssistantAgent` to serve as the assistant to write the code.\n", + "* Creating a `UserProxyAgent` to serve as the proxy for the human user to execute the code and to provide feedback to the `AssistantAgent`.\n", + "\n", + "When creating the `UserProxyAgent`, we set `human_input_mode` to `\"NEVER\"`, which means the `UserProxyAgent` will never solicit feedback from the human user. Instead, it will return auto-feedback based on the result of code execution (success or failure and corresponding outputs) to `AssistantAgent`. We also set `max_consecutive_auto_reply` to `10`, which means the `UserProxyAgent` will stop replying after 10 consecutive auto-feedback or when `is_termination_msg()` returns `True` for the for the received message." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "Can you provide a transformation from input schema to output schema?\n", + " ### START: INPUT SCHEMA\n", + " {\n", + " \"user\": {\n", + " \"firstName\": string,\n", + " \"lastName\": string,\n", + " \"birthdate\": date\n", + " }\n", + " }\n", + " ### END: INPUT SCHEMA\n", + "\n", + " ### START: OUTPUT SCHEMA\n", + " {\n", + " \"fullName\": string,\n", + " \"age\": integer\n", + " }\n", + " ### END: OUTPUT SCHEMA\n", + " \n", + "\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "To transform the input schema to the output schema, we need to perform two main tasks:\n", + "\n", + "1. Concatenate the `firstName` and `lastName` fields to create the `fullName`.\n", + "2. Calculate the `age` from the `birthdate`.\n", + "\n", + "Here's a Python function that performs this transformation. The function will take a dictionary matching the input schema and return a dictionary matching the output schema.\n", + "\n", + "```python\n", + "# filename: transform_schema.py\n", + "from datetime import datetime\n", + "\n", + "def calculate_age(birthdate):\n", + " today = datetime.today()\n", + " age = today.year - birthdate.year - ((today.month, today.day) < (birthdate.month, birthdate.day))\n", + " return age\n", + "\n", + "def transform(input_data):\n", + " user = input_data['user']\n", + " full_name = f\"{user['firstName']} {user['lastName']}\"\n", + " birthdate = datetime.strptime(user['birthdate'], '%Y-%m-%d')\n", + " age = calculate_age(birthdate)\n", + " \n", + " output_data = {\n", + " \"fullName\": full_name,\n", + " \"age\": age\n", + " }\n", + " return output_data\n", + "\n", + "# Example usage:\n", + "input_schema = {\n", + " \"user\": {\n", + " \"firstName\": \"John\",\n", + " \"lastName\": \"Doe\",\n", + " \"birthdate\": \"1990-01-01\"\n", + " }\n", + "}\n", + "\n", + "output_schema = transform(input_schema)\n", + "print(output_schema)\n", + "```\n", + "\n", + "To use this code, save it to a file named `transform_schema.py` and run it with Python. The example usage in the code demonstrates how to call the `transform` function with a sample input dictionary. The `print` statement will output the transformed schema according to the output schema specified.\n", + "\n", + "Please execute the code to see the result. If there are any issues, let me know, and I will provide the necessary corrections.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 0 (execution succeeded)\n", + "Code output: \n", + "{'fullName': 'John Doe', 'age': 34}\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "The code executed successfully and transformed the input schema into the output schema as expected. The output indicates that a user with the first name \"John\" and the last name \"Doe\", born on January 1st, 1990, has a full name \"John Doe\" and is 34 years old.\n", + "\n", + "Please note that the age calculation is based on the current date at the time of execution, and the result may vary depending on when the code is run.\n", + "\n", + "If you have any more tasks or need further assistance, feel free to ask. Otherwise, we can consider this task complete.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "# create an AssistantAgent named \"assistant\"\n", + "assistant = autogen.AssistantAgent(\n", + " name=\"assistant\",\n", + " llm_config={\n", + " \"cache_seed\": 42, # seed for caching and reproducibility\n", + " \"config_list\": config_list, # a list of OpenAI API configurations\n", + " \"temperature\": 0, # temperature for sampling\n", + " }, # configuration for autogen's enhanced inference API which is compatible with OpenAI API\n", + ")\n", + "# create a UserProxyAgent instance named \"user_proxy\"\n", + "user_proxy = autogen.UserProxyAgent(\n", + " name=\"user_proxy\",\n", + " human_input_mode=\"NEVER\",\n", + " max_consecutive_auto_reply=20,\n", + " is_termination_msg=lambda x: x.get(\"content\", \"\").rstrip().endswith(\"TERMINATE\"),\n", + " code_execution_config={\n", + " \"work_dir\": \"coding\",\n", + " \"use_docker\": False, # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n", + " },\n", + ")\n", + "# the assistant receives a message from the user_proxy, which contains the task description\n", + "user_proxy.initiate_chat(\n", + " assistant,\n", + " message=\"\"\"Can you provide a transformation from input schema to output schema?\n", + " ### START: INPUT SCHEMA\n", + " {\n", + " \"user\": {\n", + " \"firstName\": string,\n", + " \"lastName\": string,\n", + " \"birthdate\": date\n", + " }\n", + " }\n", + " ### END: INPUT SCHEMA\n", + "\n", + " ### START: OUTPUT SCHEMA\n", + " {\n", + " \"fullName\": string,\n", + " \"age\": integer\n", + " }\n", + " ### END: OUTPUT SCHEMA\n", + " \"\"\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "Can you provide a transformation from input API to output API using their OpenAPI definition?\n", + " ### START: INPUT API OPENAPI DEFINITION\n", + " openapi: 3.0.1\n", + " info:\n", + " title: TheCodeBuzz-Service\n", + " version: v1\n", + " paths:\n", + " /weather/{country}/{post_code}/{city}:\n", + " get:\n", + " tags:\n", + " - WeatherForecast\n", + " parameters:\n", + " - in: path\n", + " name: country\n", + " required: true\n", + " schema:\n", + " type: string\n", + " description: The country in which the city is\n", + " - in: path\n", + " name: post_code\n", + " required: true\n", + " schema:\n", + " type: integer\n", + " description: The post-code of the city\n", + " - in: path\n", + " name: city\n", + " required: true\n", + " schema:\n", + " type: string\n", + " description: The city for which the forecast is needed\n", + " responses:\n", + " '200':\n", + " description: Success\n", + " content:\n", + " text/plain:\n", + " schema:\n", + " type: array\n", + " items:\n", + " $ref: '#/components/schemas/WeatherForecast'\n", + " application/json:\n", + " schema:\n", + " type: array\n", + " items:\n", + " $ref: '#/components/schemas/WeatherForecast'\n", + " components:\n", + " schemas:\n", + " WeatherForecast:\n", + " type: object\n", + " properties:\n", + " date:\n", + " type: string\n", + " format: date-time\n", + " description: Date-time in ANSI INCITS 30-1997 format\n", + " temperatureC:\n", + " type: integer\n", + " format: int32\n", + " summary:\n", + " type: string\n", + " nullable: true\n", + " city:\n", + " type: string\n", + " nullable: false\n", + " post_code:\n", + " type: integer\n", + " nullable: false\n", + " country:\n", + " type: string\n", + " nullable: false\n", + " description: The full name of the country\n", + " additionalProperties: false\n", + " securitySchemes:\n", + " bearerAuth:\n", + " type: http\n", + " description: JWT Authorization header using the Bearer scheme\n", + " scheme: bearer\n", + " bearerFormat: JWT\n", + " security:\n", + " - bearerAuth: []\n", + " ### END: INPUT API OPENAPI DEFINITION\n", + "\n", + " ### START: OUTPUT API OPENAPI DEFINITION\n", + " openapi: 3.0.1\n", + " info:\n", + " title: TheCodeBuzz-Service\n", + " version: v1\n", + " paths:\n", + " /weather:\n", + " get:\n", + " tags:\n", + " - WeatherForecast\n", + " parameters:\n", + " - in: query\n", + " name: longitude\n", + " required: true\n", + " schema:\n", + " type: number\n", + " description: The longitude for which you need the forecast\n", + " - in: query\n", + " name: latitude\n", + " required: true\n", + " schema:\n", + " type: number\n", + " description: The longitude for which you need the forecast\n", + " responses:\n", + " '200':\n", + " description: Success\n", + " content:\n", + " text/plain:\n", + " schema:\n", + " type: array\n", + " items:\n", + " $ref: '#/components/schemas/WeatherForecast'\n", + " application/json:\n", + " schema:\n", + " type: array\n", + " items:\n", + " $ref: '#/components/schemas/WeatherForecast'\n", + " components:\n", + " schemas:\n", + " WeatherForecast:\n", + " type: object\n", + " properties:\n", + " date:\n", + " type: string\n", + " format: date-time\n", + " description: Date time in ISO 8601 format\n", + " temperatureF:\n", + " type: number\n", + " summary:\n", + " type: string\n", + " nullable: true\n", + " longitude:\n", + " type: number\n", + " nullable: false\n", + " latitude:\n", + " type: number\n", + " nullable: false\n", + " countryISO:\n", + " type: string\n", + " nullable: false\n", + " additionalProperties: false\n", + " securitySchemes:\n", + " bearerAuth:\n", + " type: oauth2\n", + " flows:\n", + " implicit:\n", + " authorizationUrl: https://login.mydomain.com/oauth2/v2.0/authorize\n", + " scopes: {}\n", + " description: JWT Authorization header using the Bearer scheme\n", + " security:\n", + " - bearerAuth: []\n", + " ### END: OUTPUT API OPENAPI DEFINITION\n", + " \n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "To transform from the input API to the output API using their OpenAPI definitions, we need to perform the following steps:\n", + "\n", + "1. Map the input parameters (country, post_code, city) to the output parameters (longitude, latitude). This typically requires a geocoding service to convert the city name and post code to geographical coordinates.\n", + "2. Convert the temperature from Celsius to Fahrenheit, as the output API uses temperatureF instead of temperatureC.\n", + "3. Change the date format from ANSI INCITS 30-1997 to ISO 8601.\n", + "4. Map the country to countryISO, which may involve converting full country names to their ISO country codes.\n", + "5. Adjust the security scheme from bearer token to OAuth2.\n", + "\n", + "Since we cannot perform geocoding or access external services to convert country names to ISO codes without actual API calls, I will provide a Python code template that outlines the transformation process. This code will include placeholders for the geocoding and country conversion, which you would need to replace with actual calls to a geocoding service and a country code conversion service.\n", + "\n", + "```python\n", + "# filename: transform_api.py\n", + "import requests\n", + "\n", + "# Placeholder function for geocoding\n", + "def geocode(city, post_code, country):\n", + " # This function should call a geocoding API to get the latitude and longitude\n", + " # For now, it returns dummy coordinates\n", + " return 40.712776, -74.005974 # Example coordinates for New York City\n", + "\n", + "# Placeholder function for converting country to ISO code\n", + "def country_to_iso(country):\n", + " # This function should convert the country name to its ISO code\n", + " # For now, it returns a dummy ISO code\n", + " return \"US\" # Example ISO code for the United States\n", + "\n", + "# Function to convert temperature from Celsius to Fahrenheit\n", + "def celsius_to_fahrenheit(celsius):\n", + " return (celsius * 9/5) + 32\n", + "\n", + "# Function to transform the weather forecast data\n", + "def transform_weather_data(input_data):\n", + " output_data = []\n", + " for record in input_data:\n", + " # Convert temperature from Celsius to Fahrenheit\n", + " temperature_f = celsius_to_fahrenheit(record['temperatureC'])\n", + " \n", + " # Convert date format to ISO 8601 (assuming input date is in the correct format)\n", + " date_iso = record['date'] # This may require actual conversion depending on the input format\n", + " \n", + " # Convert country to countryISO\n", + " country_iso = country_to_iso(record['country'])\n", + " \n", + " # Geocode the location to get latitude and longitude\n", + " latitude, longitude = geocode(record['city'], record['post_code'], record['country'])\n", + " \n", + " # Create the transformed record\n", + " transformed_record = {\n", + " 'date': date_iso,\n", + " 'temperatureF': temperature_f,\n", + " 'summary': record.get('summary'),\n", + " 'longitude': longitude,\n", + " 'latitude': latitude,\n", + " 'countryISO': country_iso\n", + " }\n", + " output_data.append(transformed_record)\n", + " return output_data\n", + "\n", + "# Example input data (this would come from the input API)\n", + "input_weather_data = [\n", + " {\n", + " 'date': '2023-04-01T14:00:00Z',\n", + " 'temperatureC': 22,\n", + " 'summary': 'Sunny',\n", + " 'city': 'New York',\n", + " 'post_code': 10001,\n", + " 'country': 'United States'\n", + " }\n", + " # ... more records\n", + "]\n", + "\n", + "# Transform the input data to the output API format\n", + "output_weather_data = transform_weather_data(input_weather_data)\n", + "\n", + "# Print the transformed data\n", + "print(output_weather_data)\n", + "```\n", + "\n", + "Please note that the above code is a template and does not perform actual geocoding or country code conversion. You would need to integrate it with real services for those functionalities. The temperature conversion and date format conversion are also based on the assumption that the input data is in the correct format as per the input API definition.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 0 (execution succeeded)\n", + "Code output: \n", + "[{'date': '2023-04-01T14:00:00Z', 'temperatureF': 71.6, 'summary': 'Sunny', 'longitude': -74.005974, 'latitude': 40.712776, 'countryISO': 'US'}]\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "The code executed successfully and transformed the input API data to the output API format based on the provided OpenAPI definitions. The transformation included:\n", + "\n", + "- Converting the temperature from Celsius to Fahrenheit.\n", + "- Preserving the date format (since the input was already in ISO 8601 format).\n", + "- Using placeholder values for longitude and latitude (since actual geocoding was not performed).\n", + "- Using a placeholder value for the countryISO code (since actual country name to ISO code conversion was not performed).\n", + "\n", + "For a real-world application, you would need to replace the placeholder functions `geocode` and `country_to_iso` with actual implementations that call a geocoding service and a service to convert country names to ISO codes, respectively.\n", + "\n", + "The output shows a single transformed record with the following data:\n", + "- Date: '2023-04-01T14:00:00Z'\n", + "- Temperature in Fahrenheit: 71.6\n", + "- Summary: 'Sunny'\n", + "- Longitude: -74.005974 (placeholder value)\n", + "- Latitude: 40.712776 (placeholder value)\n", + "- Country ISO code: 'US' (placeholder value)\n", + "\n", + "This output matches the expected structure of the output API, and with the integration of actual services for geocoding and country code conversion, it would be ready for use in a system that requires data in the format of the output API.\n", + "\n", + "If you have any further requests or need additional assistance, please let me know. Otherwise, this concludes the task.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "Can you provide the conversion of full name country to iso code. You can use a mapping table in SQL with as key the ISOCode and as value, the full name of the country\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "Certainly! To convert the full name of a country to its ISO code using a mapping table in SQL, you would first need to create a table that contains this mapping. Below is an example of how you could create such a table and a Python function that queries this table to perform the conversion.\n", + "\n", + "First, let's create the SQL table with the mapping. You would execute the following SQL commands in your database to create the table and insert some example data:\n", + "\n", + "```sql\n", + "CREATE TABLE country_iso_mapping (\n", + " ISOCode CHAR(2) PRIMARY KEY,\n", + " CountryName VARCHAR(255) NOT NULL\n", + ");\n", + "\n", + "INSERT INTO country_iso_mapping (ISOCode, CountryName) VALUES\n", + "('US', 'United States'),\n", + "('GB', 'United Kingdom'),\n", + "('DE', 'Germany'),\n", + "('FR', 'France'),\n", + "-- Add more mappings as needed\n", + ";\n", + "```\n", + "\n", + "Now, let's write a Python function that uses this table to convert a country's full name to its ISO code. This function will require a connection to the SQL database where the mapping table is stored.\n", + "\n", + "```python\n", + "# filename: convert_country_to_iso.py\n", + "import pymysql\n", + "\n", + "# Function to establish a connection to the database\n", + "def get_db_connection():\n", + " connection = pymysql.connect(host='your_host',\n", + " user='your_username',\n", + " password='your_password',\n", + " database='your_database',\n", + " charset='utf8mb4',\n", + " cursorclass=pymysql.cursors.DictCursor)\n", + " return connection\n", + "\n", + "# Function to convert country name to ISO code\n", + "def country_to_iso(country_name):\n", + " # Establish a connection to the database\n", + " connection = get_db_connection()\n", + " \n", + " try:\n", + " with connection.cursor() as cursor:\n", + " # SQL query to find the ISO code for the given country name\n", + " sql = \"SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s\"\n", + " cursor.execute(sql, (country_name,))\n", + " result = cursor.fetchone()\n", + " \n", + " # Check if a result was found\n", + " if result:\n", + " return result['ISOCode']\n", + " else:\n", + " return None\n", + " finally:\n", + " connection.close()\n", + "\n", + "# Example usage\n", + "country_name = 'United States'\n", + "iso_code = country_to_iso(country_name)\n", + "print(f\"The ISO code for {country_name} is {iso_code}\")\n", + "```\n", + "\n", + "Please replace `'your_host'`, `'your_username'`, `'your_password'`, and `'your_database'` with your actual database host, username, password, and database name.\n", + "\n", + "This Python script uses the `pymysql` library to connect to a MySQL database. If you are using a different SQL database, you may need to use a different library and adjust the connection settings accordingly.\n", + "\n", + "When you run this script, it will print the ISO code for the given country name. If the country name is not found in the mapping table, it will return `None`.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is sql)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 1 (execution failed)\n", + "Code output: \n", + "unknown language sql\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "It seems there was a misunderstanding. The SQL code provided was meant to be executed in your SQL database management system to create the necessary table and insert the mapping data. It is not intended to be run in the same environment as the Python code.\n", + "\n", + "To proceed, you would need to execute the SQL commands in your database to create the `country_iso_mapping` table and populate it with the country name to ISO code mappings. Once the table is set up, you can use the Python code provided to query this table and perform the conversion from country name to ISO code.\n", + "\n", + "Here is the Python code again, which you should save to a file and execute in your Python environment after setting up the SQL table:\n", + "\n", + "```python\n", + "# filename: convert_country_to_iso.py\n", + "import pymysql\n", + "\n", + "# Function to establish a connection to the database\n", + "def get_db_connection():\n", + " connection = pymysql.connect(host='your_host',\n", + " user='your_username',\n", + " password='your_password',\n", + " database='your_database',\n", + " charset='utf8mb4',\n", + " cursorclass=pymysql.cursors.DictCursor)\n", + " return connection\n", + "\n", + "# Function to convert country name to ISO code\n", + "def country_to_iso(country_name):\n", + " # Establish a connection to the database\n", + " connection = get_db_connection()\n", + " \n", + " try:\n", + " with connection.cursor() as cursor:\n", + " # SQL query to find the ISO code for the given country name\n", + " sql = \"SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s\"\n", + " cursor.execute(sql, (country_name,))\n", + " result = cursor.fetchone()\n", + " \n", + " # Check if a result was found\n", + " if result:\n", + " return result['ISOCode']\n", + " else:\n", + " return None\n", + " finally:\n", + " connection.close()\n", + "\n", + "# Example usage\n", + "country_name = 'United States'\n", + "iso_code = country_to_iso(country_name)\n", + "print(f\"The ISO code for {country_name} is {iso_code}\")\n", + "```\n", + "\n", + "Please ensure that you have the `pymysql` library installed in your Python environment. If it's not installed, you can install it using pip:\n", + "\n", + "```sh\n", + "pip install pymysql\n", + "```\n", + "\n", + "After setting up the SQL table and ensuring `pymysql` is installed, you can run the Python script to perform the conversion. Remember to replace the placeholder values for the database connection with your actual database credentials.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 1 (execution failed)\n", + "Code output: \n", + "Traceback (most recent call last):\n", + " File \"convert_country_to_iso.py\", line 2, in \n", + " import pymysql\n", + "ModuleNotFoundError: No module named 'pymysql'\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "The error indicates that the `pymysql` module is not installed in your Python environment. To resolve this, you need to install the `pymysql` package using pip. Please execute the following command in your shell to install the `pymysql` package:\n", + "\n", + "```sh\n", + "pip install pymysql\n", + "```\n", + "\n", + "After installing the `pymysql` package, you can run the Python script again. Make sure to have the database credentials and connection details correctly set up in the script before executing it. If you encounter any further issues, please let me know.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is sh)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 0 (execution succeeded)\n", + "Code output: \n", + "Defaulting to user installation because normal site-packages is not writeable\n", + "Collecting pymysql\n", + " Downloading PyMySQL-1.1.0-py3-none-any.whl (44 kB)\n", + "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/44.8 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.8/44.8 kB\u001b[0m \u001b[31m1.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: pymysql\n", + "Successfully installed pymysql-1.1.0\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "Great! The `pymysql` package has been successfully installed in your Python environment. You can now run the Python script `convert_country_to_iso.py` again. This script should connect to your database, query the `country_iso_mapping` table, and return the ISO code for the provided country name.\n", + "\n", + "Make sure that the database credentials in the script are correctly set to match your database configuration. Once you have verified the credentials, you can execute the script to perform the country name to ISO code conversion.\n", + "\n", + "If you have any further questions or need additional assistance, please let me know.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "It seems there might have been a misunderstanding or an incomplete message. If you have any further questions, need additional assistance, or if you would like to proceed with running the Python script, please provide the necessary details or let me know how I can assist you further.\n", + "\n", + "If everything is clear and you do not require any more help, then we can consider this task complete.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "Can you run the code proposed by the assistant?\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "As an AI developed by OpenAI, I don't have the capability to execute code in a real environment or interact with external systems such as databases. My role is to assist you by providing code examples, explanations, and guidance that you can use in your own environment.\n", + "\n", + "To run the Python script `convert_country_to_iso.py` that I provided earlier, you would need to execute it in your local Python environment or on a server where you have Python installed. Before running the script, ensure that:\n", + "\n", + "1. You have created the `country_iso_mapping` table in your SQL database and populated it with the necessary country name to ISO code mappings.\n", + "2. You have updated the database connection details in the script with your actual database host, username, password, and database name.\n", + "3. You have installed the `pymysql` package, which you have already done.\n", + "\n", + "Once you have verified these steps, you can run the script using your Python interpreter. If you encounter any errors or need further assistance, please let me know the details, and I'll be happy to help you troubleshoot the issue.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "It appears that your message may have been sent accidentally without any content. If you have any further questions or need assistance with a specific task, please feel free to provide the details, and I'll be glad to help you.\n", + "\n", + "If you do not have any more questions and everything is clear, then we can consider this session complete.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "Can you use the code to get the country iso code in the code of the transformation from one API to the other one?\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "Certainly! I will integrate the country name to ISO code conversion function into the transformation code from the previous API conversion task. This will allow us to convert the full country name to its ISO code as part of the transformation process.\n", + "\n", + "Here is the updated Python code that includes the country name to ISO code conversion within the transformation function:\n", + "\n", + "```python\n", + "# filename: transform_api_with_country_conversion.py\n", + "import pymysql\n", + "\n", + "# Function to establish a connection to the database\n", + "def get_db_connection():\n", + " connection = pymysql.connect(host='your_host',\n", + " user='your_username',\n", + " password='your_password',\n", + " database='your_database',\n", + " charset='utf8mb4',\n", + " cursorclass=pymysql.cursors.DictCursor)\n", + " return connection\n", + "\n", + "# Function to convert country name to ISO code\n", + "def country_to_iso(country_name):\n", + " # Establish a connection to the database\n", + " connection = get_db_connection()\n", + " \n", + " try:\n", + " with connection.cursor() as cursor:\n", + " # SQL query to find the ISO code for the given country name\n", + " sql = \"SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s\"\n", + " cursor.execute(sql, (country_name,))\n", + " result = cursor.fetchone()\n", + " \n", + " # Check if a result was found\n", + " if result:\n", + " return result['ISOCode']\n", + " else:\n", + " return None\n", + " finally:\n", + " connection.close()\n", + "\n", + "# Function to convert temperature from Celsius to Fahrenheit\n", + "def celsius_to_fahrenheit(celsius):\n", + " return (celsius * 9/5) + 32\n", + "\n", + "# Placeholder function for geocoding\n", + "def geocode(city, post_code, country):\n", + " # This function should call a geocoding API to get the latitude and longitude\n", + " # For now, it returns dummy coordinates\n", + " return 40.712776, -74.005974 # Example coordinates for New York City\n", + "\n", + "# Function to transform the weather forecast data\n", + "def transform_weather_data(input_data):\n", + " output_data = []\n", + " for record in input_data:\n", + " # Convert temperature from Celsius to Fahrenheit\n", + " temperature_f = celsius_to_fahrenheit(record['temperatureC'])\n", + " \n", + " # Convert date format to ISO 8601 (assuming input date is in the correct format)\n", + " date_iso = record['date'] # This may require actual conversion depending on the input format\n", + " \n", + " # Convert country to countryISO\n", + " country_iso = country_to_iso(record['country'])\n", + " \n", + " # Geocode the location to get latitude and longitude\n", + " latitude, longitude = geocode(record['city'], record['post_code'], record['country'])\n", + " \n", + " # Create the transformed record\n", + " transformed_record = {\n", + " 'date': date_iso,\n", + " 'temperatureF': temperature_f,\n", + " 'summary': record.get('summary'),\n", + " 'longitude': longitude,\n", + " 'latitude': latitude,\n", + " 'countryISO': country_iso\n", + " }\n", + " output_data.append(transformed_record)\n", + " return output_data\n", + "\n", + "# Example input data (this would come from the input API)\n", + "input_weather_data = [\n", + " {\n", + " 'date': '2023-04-01T14:00:00Z',\n", + " 'temperatureC': 22,\n", + " 'summary': 'Sunny',\n", + " 'city': 'New York',\n", + " 'post_code': 10001,\n", + " 'country': 'United States'\n", + " }\n", + " # ... more records\n", + "]\n", + "\n", + "# Transform the input data to the output API format\n", + "output_weather_data = transform_weather_data(input_weather_data)\n", + "\n", + "# Print the transformed data\n", + "print(output_weather_data)\n", + "```\n", + "\n", + "Please replace `'your_host'`, `'your_username'`, `'your_password'`, and `'your_database'` with your actual database host, username, password, and database name. Also, ensure that the `country_iso_mapping` table is created and populated in your database as described earlier.\n", + "\n", + "This code now includes the conversion of the country name to its ISO code as part of the transformation process. Remember that the `geocode` function is still a placeholder and should be replaced with an actual geocoding implementation.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 1 (execution failed)\n", + "Code output: \n", + "Traceback (most recent call last):\n", + " File \"/home/vscode/.local/lib/python3.10/site-packages/pymysql/connections.py\", line 644, in connect\n", + " sock = socket.create_connection(\n", + " File \"/usr/local/lib/python3.10/socket.py\", line 824, in create_connection\n", + " for res in getaddrinfo(host, port, 0, SOCK_STREAM):\n", + " File \"/usr/local/lib/python3.10/socket.py\", line 955, in getaddrinfo\n", + " for res in _socket.getaddrinfo(host, port, family, type, proto, flags):\n", + "socket.gaierror: [Errno -2] Name or service not known\n", + "\n", + "During handling of the above exception, another exception occurred:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"transform_api_with_country_conversion.py\", line 86, in \n", + " output_weather_data = transform_weather_data(input_weather_data)\n", + " File \"transform_api_with_country_conversion.py\", line 55, in transform_weather_data\n", + " country_iso = country_to_iso(record['country'])\n", + " File \"transform_api_with_country_conversion.py\", line 17, in country_to_iso\n", + " connection = get_db_connection()\n", + " File \"transform_api_with_country_conversion.py\", line 6, in get_db_connection\n", + " connection = pymysql.connect(host='your_host',\n", + " File \"/home/vscode/.local/lib/python3.10/site-packages/pymysql/connections.py\", line 358, in __init__\n", + " self.connect()\n", + " File \"/home/vscode/.local/lib/python3.10/site-packages/pymysql/connections.py\", line 711, in connect\n", + " raise exc\n", + "pymysql.err.OperationalError: (2003, \"Can't connect to MySQL server on 'your_host' ([Errno -2] Name or service not known)\")\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "The error message indicates that the Python script is unable to connect to the MySQL server because the hostname 'your_host' is not known. This typically happens when the database connection details in the script are placeholders and have not been replaced with actual valid credentials.\n", + "\n", + "To fix this error, you need to replace `'your_host'`, `'your_username'`, `'your_password'`, and `'your_database'` in the `get_db_connection` function with the actual host, username, password, and database name of your MySQL server.\n", + "\n", + "Here's the part of the code that you need to update with your actual database connection details:\n", + "\n", + "```python\n", + "def get_db_connection():\n", + " connection = pymysql.connect(host='your_actual_host',\n", + " user='your_actual_username',\n", + " password='your_actual_password',\n", + " database='your_actual_database',\n", + " charset='utf8mb4',\n", + " cursorclass=pymysql.cursors.DictCursor)\n", + " return connection\n", + "```\n", + "\n", + "Please ensure that:\n", + "\n", + "- The MySQL server is running and accessible from the environment where you are executing the script.\n", + "- The credentials (host, username, password, and database name) are correct and have the necessary permissions.\n", + "- The `country_iso_mapping` table exists in the specified database and is populated with the country name to ISO code mappings.\n", + "\n", + "After updating the connection details, try running the script again. If you encounter any further issues, please let me know, and I'll be happy to assist you.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 0 (execution succeeded)\n", + "Code output: \n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "It seems that the script executed without any output or errors. If the script executed successfully and there was no output, it could mean that the input data did not trigger any output or that there might be an issue with the script logic.\n", + "\n", + "To ensure that the script is functioning correctly, you can add a print statement to confirm that the script is being executed and to display the transformed data. If you have already done this and still see no output, please double-check the following:\n", + "\n", + "1. Ensure that the input data is correctly formatted and contains the expected fields.\n", + "2. Verify that the database connection details are correct and that the `country_iso_mapping` table contains the mapping data.\n", + "3. Confirm that the `country_to_iso` function is returning the correct ISO code for the provided country name.\n", + "4. Check that the `geocode` function (which is currently a placeholder) is intended to be replaced with an actual geocoding service call.\n", + "\n", + "If you need further assistance with debugging or if you have specific questions about the script, please provide more details, and I'll be glad to help you resolve any issues.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "It appears that your message may have been sent accidentally without any content. If you have any further questions, need additional assistance, or if you would like to proceed with any other tasks, please provide the details, and I'll be glad to help you.\n", + "\n", + "If you do not have any more questions and everything is clear, then we can consider this session complete.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "In the transformation, if the country ISO code cannot be found (e.g. there is an exception when connection to the database), add a UNKNOWN value to the return message\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "To handle cases where the country ISO code cannot be found or there is an exception when connecting to the database, we can modify the `country_to_iso` function to return \"UNKNOWN\" in such scenarios. Here's the updated Python code with the necessary changes:\n", + "\n", + "```python\n", + "# filename: transform_api_with_country_conversion_handling.py\n", + "import pymysql\n", + "\n", + "# Function to establish a connection to the database\n", + "def get_db_connection():\n", + " connection = pymysql.connect(host='your_actual_host',\n", + " user='your_actual_username',\n", + " password='your_actual_password',\n", + " database='your_actual_database',\n", + " charset='utf8mb4',\n", + " cursorclass=pymysql.cursors.DictCursor)\n", + " return connection\n", + "\n", + "# Function to convert country name to ISO code\n", + "def country_to_iso(country_name):\n", + " try:\n", + " # Establish a connection to the database\n", + " connection = get_db_connection()\n", + " try:\n", + " with connection.cursor() as cursor:\n", + " # SQL query to find the ISO code for the given country name\n", + " sql = \"SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s\"\n", + " cursor.execute(sql, (country_name,))\n", + " result = cursor.fetchone()\n", + " \n", + " # Check if a result was found\n", + " if result:\n", + " return result['ISOCode']\n", + " else:\n", + " return \"UNKNOWN\"\n", + " finally:\n", + " connection.close()\n", + " except Exception as e:\n", + " print(f\"An error occurred while connecting to the database or executing the query: {e}\")\n", + " return \"UNKNOWN\"\n", + "\n", + "# Function to convert temperature from Celsius to Fahrenheit\n", + "def celsius_to_fahrenheit(celsius):\n", + " return (celsius * 9/5) + 32\n", + "\n", + "# Placeholder function for geocoding\n", + "def geocode(city, post_code, country):\n", + " # This function should call a geocoding API to get the latitude and longitude\n", + " # For now, it returns dummy coordinates\n", + " return 40.712776, -74.005974 # Example coordinates for New York City\n", + "\n", + "# Function to transform the weather forecast data\n", + "def transform_weather_data(input_data):\n", + " output_data = []\n", + " for record in input_data:\n", + " # Convert temperature from Celsius to Fahrenheit\n", + " temperature_f = celsius_to_fahrenheit(record['temperatureC'])\n", + " \n", + " # Convert date format to ISO 8601 (assuming input date is in the correct format)\n", + " date_iso = record['date'] # This may require actual conversion depending on the input format\n", + " \n", + " # Convert country to countryISO\n", + " country_iso = country_to_iso(record['country'])\n", + " \n", + " # Geocode the location to get latitude and longitude\n", + " latitude, longitude = geocode(record['city'], record['post_code'], record['country'])\n", + " \n", + " # Create the transformed record\n", + " transformed_record = {\n", + " 'date': date_iso,\n", + " 'temperatureF': temperature_f,\n", + " 'summary': record.get('summary'),\n", + " 'longitude': longitude,\n", + " 'latitude': latitude,\n", + " 'countryISO': country_iso\n", + " }\n", + " output_data.append(transformed_record)\n", + " return output_data\n", + "\n", + "# Example input data (this would come from the input API)\n", + "input_weather_data = [\n", + " {\n", + " 'date': '2023-04-01T14:00:00Z',\n", + " 'temperatureC': 22,\n", + " 'summary': 'Sunny',\n", + " 'city': 'New York',\n", + " 'post_code': 10001,\n", + " 'country': 'United States'\n", + " }\n", + " # ... more records\n", + "]\n", + "\n", + "# Transform the input data to the output API format\n", + "output_weather_data = transform_weather_data(input_weather_data)\n", + "\n", + "# Print the transformed data\n", + "print(output_weather_data)\n", + "```\n", + "\n", + "Please replace `'your_actual_host'`, `'your_actual_username'`, `'your_actual_password'`, and `'your_actual_database'` with your actual database host, username, password, and database name.\n", + "\n", + "With this update, if the country ISO code cannot be found or if there is an exception during the database connection or query execution, the function will return \"UNKNOWN\" for the country ISO code. This will ensure that the transformation process can continue even if the ISO code is not available.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 0 (execution succeeded)\n", + "Code output: \n", + "An error occurred while connecting to the database or executing the query: (2003, \"Can't connect to MySQL server on 'your_actual_host' ([Errno -2] Name or service not known)\")\n", + "[{'date': '2023-04-01T14:00:00Z', 'temperatureF': 71.6, 'summary': 'Sunny', 'longitude': -74.005974, 'latitude': 40.712776, 'countryISO': 'UNKNOWN'}]\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "The updated code executed successfully and handled the exception as expected. Since the script could not connect to the MySQL server (due to placeholder values for the host and other credentials), it printed an error message and continued the transformation process by assigning \"UNKNOWN\" to the `countryISO` field in the output.\n", + "\n", + "The output now includes a transformed record with the following data:\n", + "- Date: '2023-04-01T14:00:00Z'\n", + "- Temperature in Fahrenheit: 71.6\n", + "- Summary: 'Sunny'\n", + "- Longitude: -74.005974 (placeholder value)\n", + "- Latitude: 40.712776 (placeholder value)\n", + "- Country ISO code: 'UNKNOWN' (due to the database connection error)\n", + "\n", + "This ensures that the transformation process is robust and can handle cases where the country ISO code cannot be retrieved. In a production environment, you would replace the placeholder database connection details with actual credentials to ensure the `country_to_iso` function can retrieve the correct ISO code from the database.\n", + "\n", + "If you have any further questions or need additional assistance, please let me know. Otherwise, this concludes the task.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "Can you use the following API to get the longitude and latitude of a City: https://mycoordinate.com/?country=...&postal_code=... that return a json with the longitude and the latitude\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "Certainly! To use the provided API to get the longitude and latitude of a city, we need to modify the `geocode` function in the transformation code to make an HTTP GET request to the API endpoint and parse the JSON response to extract the longitude and latitude.\n", + "\n", + "Here's the updated Python code with the `geocode` function that uses the `requests` library to call the API:\n", + "\n", + "```python\n", + "# filename: transform_api_with_geocoding.py\n", + "import requests\n", + "import pymysql\n", + "\n", + "# Function to establish a connection to the database\n", + "def get_db_connection():\n", + " connection = pymysql.connect(host='your_actual_host',\n", + " user='your_actual_username',\n", + " password='your_actual_password',\n", + " database='your_actual_database',\n", + " charset='utf8mb4',\n", + " cursorclass=pymysql.cursors.DictCursor)\n", + " return connection\n", + "\n", + "# Function to convert country name to ISO code\n", + "def country_to_iso(country_name):\n", + " # ... (same as before)\n", + "\n", + "# Function to convert temperature from Celsius to Fahrenheit\n", + "def celsius_to_fahrenheit(celsius):\n", + " # ... (same as before)\n", + "\n", + "# Function to geocode the location using the provided API\n", + "def geocode(country, post_code):\n", + " # Construct the API URL with the country and postal code\n", + " api_url = f\"https://mycoordinate.com/?country={country}&postal_code={post_code}\"\n", + " \n", + " try:\n", + " # Make the GET request to the API\n", + " response = requests.get(api_url)\n", + " response.raise_for_status() # Raise an exception for HTTP errors\n", + " \n", + " # Parse the JSON response\n", + " data = response.json()\n", + " longitude = data.get('longitude')\n", + " latitude = data.get('latitude')\n", + " \n", + " return latitude, longitude\n", + " except Exception as e:\n", + " print(f\"An error occurred while fetching geocoding data: {e}\")\n", + " return None, None # Return None if there was an error\n", + "\n", + "# Function to transform the weather forecast data\n", + "def transform_weather_data(input_data):\n", + " # ... (same as before)\n", + "\n", + "# Example input data (this would come from the input API)\n", + "input_weather_data = [\n", + " # ... (same as before)\n", + "]\n", + "\n", + "# Transform the input data to the output API format\n", + "output_weather_data = transform_weather_data(input_weather_data)\n", + "\n", + "# Print the transformed data\n", + "print(output_weather_data)\n", + "```\n", + "\n", + "Please ensure that you have the `requests` library installed in your Python environment. If it's not installed, you can install it using pip:\n", + "\n", + "```sh\n", + "pip install requests\n", + "```\n", + "\n", + "This updated code now includes a `geocode` function that calls the provided API to get the longitude and latitude based on the country and postal code. The function handles any exceptions that may occur during the API call and returns `None` for both longitude and latitude if an error occurs.\n", + "\n", + "Remember to replace the placeholder database connection details with your actual credentials, and ensure that the `country_iso_mapping` table is set up in your database.\n", + "\n", + "After making these changes, you can run the script to perform the full transformation, including geocoding and country ISO code conversion. If you encounter any issues or have further questions, please let me know.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 1 (execution failed)\n", + "Code output: \n", + " File \"transform_api_with_geocoding.py\", line 20\n", + " def celsius_to_fahrenheit(celsius):\n", + " ^\n", + "IndentationError: expected an indented block after function definition on line 16\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "The error message indicates that there is an indentation issue in the Python script. This is likely due to the placeholder comment `# ... (same as before)` which should be replaced with the actual code from the previous version or properly indented if the code is meant to be omitted. Let's correct the indentation and provide the full function definitions for `country_to_iso` and `celsius_to_fahrenheit`.\n", + "\n", + "Here's the corrected Python code:\n", + "\n", + "```python\n", + "# filename: transform_api_with_geocoding.py\n", + "import requests\n", + "import pymysql\n", + "\n", + "# Function to establish a connection to the database\n", + "def get_db_connection():\n", + " connection = pymysql.connect(host='your_actual_host',\n", + " user='your_actual_username',\n", + " password='your_actual_password',\n", + " database='your_actual_database',\n", + " charset='utf8mb4',\n", + " cursorclass=pymysql.cursors.DictCursor)\n", + " return connection\n", + "\n", + "# Function to convert country name to ISO code\n", + "def country_to_iso(country_name):\n", + " try:\n", + " # Establish a connection to the database\n", + " connection = get_db_connection()\n", + " try:\n", + " with connection.cursor() as cursor:\n", + " # SQL query to find the ISO code for the given country name\n", + " sql = \"SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s\"\n", + " cursor.execute(sql, (country_name,))\n", + " result = cursor.fetchone()\n", + " \n", + " # Check if a result was found\n", + " if result:\n", + " return result['ISOCode']\n", + " else:\n", + " return \"UNKNOWN\"\n", + " finally:\n", + " connection.close()\n", + " except Exception as e:\n", + " print(f\"An error occurred while connecting to the database or executing the query: {e}\")\n", + " return \"UNKNOWN\"\n", + "\n", + "# Function to convert temperature from Celsius to Fahrenheit\n", + "def celsius_to_fahrenheit(celsius):\n", + " return (celsius * 9/5) + 32\n", + "\n", + "# Function to geocode the location using the provided API\n", + "def geocode(country, post_code):\n", + " # Construct the API URL with the country and postal code\n", + " api_url = f\"https://mycoordinate.com/?country={country}&postal_code={post_code}\"\n", + " \n", + " try:\n", + " # Make the GET request to the API\n", + " response = requests.get(api_url)\n", + " response.raise_for_status() # Raise an exception for HTTP errors\n", + " \n", + " # Parse the JSON response\n", + " data = response.json()\n", + " longitude = data.get('longitude')\n", + " latitude = data.get('latitude')\n", + " \n", + " return latitude, longitude\n", + " except Exception as e:\n", + " print(f\"An error occurred while fetching geocoding data: {e}\")\n", + " return None, None # Return None if there was an error\n", + "\n", + "# Function to transform the weather forecast data\n", + "def transform_weather_data(input_data):\n", + " # ... (rest of the transform_weather_data function)\n", + "\n", + "# Example input data (this would come from the input API)\n", + "input_weather_data = [\n", + " # ... (example input data)\n", + "]\n", + "\n", + "# Transform the input data to the output API format\n", + "output_weather_data = transform_weather_data(input_weather_data)\n", + "\n", + "# Print the transformed data\n", + "print(output_weather_data)\n", + "```\n", + "\n", + "Please replace the placeholder comments `# ... (rest of the transform_weather_data function)` and `# ... (example input data)` with the actual code from the previous versions. Also, replace `'your_actual_host'`, `'your_actual_username'`, `'your_actual_password'`, and `'your_actual_database'` with your actual database connection details.\n", + "\n", + "After making these corrections, you can run the script again. If you encounter any further issues, please let me know.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 1 (execution failed)\n", + "Code output: \n", + " File \"transform_api_with_geocoding.py\", line 67\n", + " input_weather_data = [\n", + " ^\n", + "IndentationError: expected an indented block after function definition on line 63\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "The error message indicates another indentation issue, this time after the `transform_weather_data` function definition. It seems that the placeholder comment `# ... (rest of the transform_weather_data function)` was not replaced with the actual code. Let's correct this by providing the full `transform_weather_data` function code.\n", + "\n", + "Here's the corrected Python code with the complete `transform_weather_data` function:\n", + "\n", + "```python\n", + "# filename: transform_api_with_geocoding.py\n", + "import requests\n", + "import pymysql\n", + "\n", + "# Function to establish a connection to the database\n", + "def get_db_connection():\n", + " connection = pymysql.connect(host='your_actual_host',\n", + " user='your_actual_username',\n", + " password='your_actual_password',\n", + " database='your_actual_database',\n", + " charset='utf8mb4',\n", + " cursorclass=pymysql.cursors.DictCursor)\n", + " return connection\n", + "\n", + "# Function to convert country name to ISO code\n", + "def country_to_iso(country_name):\n", + " # ... (same as before)\n", + "\n", + "# Function to convert temperature from Celsius to Fahrenheit\n", + "def celsius_to_fahrenheit(celsius):\n", + " # ... (same as before)\n", + "\n", + "# Function to geocode the location using the provided API\n", + "def geocode(country, post_code):\n", + " # ... (same as before)\n", + "\n", + "# Function to transform the weather forecast data\n", + "def transform_weather_data(input_data):\n", + " output_data = []\n", + " for record in input_data:\n", + " # Convert temperature from Celsius to Fahrenheit\n", + " temperature_f = celsius_to_fahrenheit(record['temperatureC'])\n", + " \n", + " # Convert date format to ISO 8601 (assuming input date is in the correct format)\n", + " date_iso = record['date'] # This may require actual conversion depending on the input format\n", + " \n", + " # Convert country to countryISO\n", + " country_iso = country_to_iso(record['country'])\n", + " \n", + " # Geocode the location to get latitude and longitude\n", + " latitude, longitude = geocode(record['country'], record['post_code'])\n", + " \n", + " # Create the transformed record\n", + " transformed_record = {\n", + " 'date': date_iso,\n", + " 'temperatureF': temperature_f,\n", + " 'summary': record.get('summary'),\n", + " 'longitude': longitude,\n", + " 'latitude': latitude,\n", + " 'countryISO': country_iso\n", + " }\n", + " output_data.append(transformed_record)\n", + " return output_data\n", + "\n", + "# Example input data (this would come from the input API)\n", + "input_weather_data = [\n", + " {\n", + " 'date': '2023-04-01T14:00:00Z',\n", + " 'temperatureC': 22,\n", + " 'summary': 'Sunny',\n", + " 'city': 'New York',\n", + " 'post_code': 10001,\n", + " 'country': 'United States'\n", + " }\n", + " # ... more records\n", + "]\n", + "\n", + "# Transform the input data to the output API format\n", + "output_weather_data = transform_weather_data(input_weather_data)\n", + "\n", + "# Print the transformed data\n", + "print(output_weather_data)\n", + "```\n", + "\n", + "Please replace `'your_actual_host'`, `'your_actual_username'`, `'your_actual_password'`, and `'your_actual_database'` with your actual database connection details.\n", + "\n", + "After making these corrections, you can run the script again. If you encounter any further issues, please let me know.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 1 (execution failed)\n", + "Code output: \n", + " File \"transform_api_with_geocoding.py\", line 20\n", + " def celsius_to_fahrenheit(celsius):\n", + " ^\n", + "IndentationError: expected an indented block after function definition on line 16\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "I apologize for the confusion. It seems there was a misunderstanding regarding the placeholder comments. Let's ensure that the entire `country_to_iso` function is correctly defined with proper indentation and no placeholder comments. Here is the corrected code:\n", + "\n", + "```python\n", + "# filename: transform_api_with_geocoding.py\n", + "import requests\n", + "import pymysql\n", + "\n", + "# Function to establish a connection to the database\n", + "def get_db_connection():\n", + " connection = pymysql.connect(host='your_actual_host',\n", + " user='your_actual_username',\n", + " password='your_actual_password',\n", + " database='your_actual_database',\n", + " charset='utf8mb4',\n", + " cursorclass=pymysql.cursors.DictCursor)\n", + " return connection\n", + "\n", + "# Function to convert country name to ISO code\n", + "def country_to_iso(country_name):\n", + " try:\n", + " # Establish a connection to the database\n", + " connection = get_db_connection()\n", + " try:\n", + " with connection.cursor() as cursor:\n", + " # SQL query to find the ISO code for the given country name\n", + " sql = \"SELECT ISOCode FROM country_iso_mapping WHERE CountryName = %s\"\n", + " cursor.execute(sql, (country_name,))\n", + " result = cursor.fetchone()\n", + " \n", + " # Check if a result was found\n", + " if result:\n", + " return result['ISOCode']\n", + " else:\n", + " return \"UNKNOWN\"\n", + " finally:\n", + " connection.close()\n", + " except Exception as e:\n", + " print(f\"An error occurred while connecting to the database or executing the query: {e}\")\n", + " return \"UNKNOWN\"\n", + "\n", + "# Function to convert temperature from Celsius to Fahrenheit\n", + "def celsius_to_fahrenheit(celsius):\n", + " return (celsius * 9/5) + 32\n", + "\n", + "# Function to geocode the location using the provided API\n", + "def geocode(country, post_code):\n", + " # Construct the API URL with the country and postal code\n", + " api_url = f\"https://mycoordinate.com/?country={country}&postal_code={post_code}\"\n", + " \n", + " try:\n", + " # Make the GET request to the API\n", + " response = requests.get(api_url)\n", + " response.raise_for_status() # Raise an exception for HTTP errors\n", + " \n", + " # Parse the JSON response\n", + " data = response.json()\n", + " longitude = data.get('longitude')\n", + " latitude = data.get('latitude')\n", + " \n", + " return latitude, longitude\n", + " except Exception as e:\n", + " print(f\"An error occurred while fetching geocoding data: {e}\")\n", + " return None, None # Return None if there was an error\n", + "\n", + "# Function to transform the weather forecast data\n", + "def transform_weather_data(input_data):\n", + " output_data = []\n", + " for record in input_data:\n", + " # Convert temperature from Celsius to Fahrenheit\n", + " temperature_f = celsius_to_fahrenheit(record['temperatureC'])\n", + " \n", + " # Convert date format to ISO 8601 (assuming input date is in the correct format)\n", + " date_iso = record['date'] # This may require actual conversion depending on the input format\n", + " \n", + " # Convert country to countryISO\n", + " country_iso = country_to_iso(record['country'])\n", + " \n", + " # Geocode the location to get latitude and longitude\n", + " latitude, longitude = geocode(record['country'], record['post_code'])\n", + " \n", + " # Create the transformed record\n", + " transformed_record = {\n", + " 'date': date_iso,\n", + " 'temperatureF': temperature_f,\n", + " 'summary': record.get('summary'),\n", + " 'longitude': longitude,\n", + " 'latitude': latitude,\n", + " 'countryISO': country_iso\n", + " }\n", + " output_data.append(transformed_record)\n", + " return output_data\n", + "\n", + "# Example input data (this would come from the input API)\n", + "input_weather_data = [\n", + " {\n", + " 'date': '2023-04-01T14:00:00Z',\n", + " 'temperatureC': 22,\n", + " 'summary': 'Sunny',\n", + " 'city': 'New York',\n", + " 'post_code': 10001,\n", + " 'country': 'United States'\n", + " }\n", + " # ... more records\n", + "]\n", + "\n", + "# Transform the input data to the output API format\n", + "output_weather_data = transform_weather_data(input_weather_data)\n", + "\n", + "# Print the transformed data\n", + "print(output_weather_data)\n", + "```\n", + "\n", + "Please ensure that the `country_to_iso` function is fully included as shown above, with no placeholder comments. Replace the database connection details with your actual credentials.\n", + "\n", + "After making these corrections, you can run the script again. If you encounter any further issues, please let me know.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "exitcode: 0 (execution succeeded)\n", + "Code output: \n", + "An error occurred while connecting to the database or executing the query: (2003, \"Can't connect to MySQL server on 'your_actual_host' ([Errno -2] Name or service not known)\")\n", + "An error occurred while fetching geocoding data: HTTPSConnectionPool(host='mycoordinate.com', port=443): Max retries exceeded with url: /?country=United%20States&postal_code=10001 (Caused by ConnectTimeoutError(, 'Connection to mycoordinate.com timed out. (connect timeout=None)'))\n", + "[{'date': '2023-04-01T14:00:00Z', 'temperatureF': 71.6, 'summary': 'Sunny', 'longitude': None, 'latitude': None, 'countryISO': 'UNKNOWN'}]\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "The script executed successfully, but it encountered two errors:\n", + "\n", + "1. It could not connect to the MySQL server because the database host 'your_actual_host' is not known. This indicates that the placeholder for the database host in the `get_db_connection` function needs to be replaced with the actual host address of your MySQL server.\n", + "\n", + "2. It could not fetch geocoding data from `mycoordinate.com` due to a timeout error. This could be due to several reasons, such as the API endpoint being incorrect, the service being down, or network issues.\n", + "\n", + "As a result of these errors, the script used default error handling to set the `countryISO` to 'UNKNOWN' and both `longitude` and `latitude` to `None`.\n", + "\n", + "To resolve these issues:\n", + "\n", + "- Ensure that the database connection details (`host`, `user`, `password`, and `database`) are correctly set to your actual MySQL server details.\n", + "- Verify that the API endpoint `https://mycoordinate.com/` is correct, the service is operational, and that your server can establish an outbound HTTPS connection to this API. If the API endpoint is incorrect or the service requires an API key, you will need to update the `geocode` function accordingly.\n", + "\n", + "Once you have addressed these issues, you can run the script again to perform the transformation with actual geocoding and country ISO code conversion.\n", + "\n", + "If you need further assistance with fixing these issues or have any other questions, please let me know.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33massistant\u001b[0m (to user_proxy):\n", + "\n", + "It seems that your message may have been sent accidentally without any content. If you have any further questions, need additional assistance, or if you would like to proceed with any other tasks, please provide the details, and I'll be glad to help you.\n", + "\n", + "If you do not have any more questions and everything is clear, then we can consider this session complete.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33muser_proxy\u001b[0m (to assistant):\n", + "\n", + "Thank you. I do not need more assistance\n", + "\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "ename": "AttributeError", + "evalue": "'NoneType' object has no attribute 'model_dump'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[4], line 22\u001b[0m\n\u001b[1;32m 11\u001b[0m user_proxy \u001b[38;5;241m=\u001b[39m autogen\u001b[38;5;241m.\u001b[39mUserProxyAgent(\n\u001b[1;32m 12\u001b[0m name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muser_proxy\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 13\u001b[0m human_input_mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTERMINATE\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 19\u001b[0m },\n\u001b[1;32m 20\u001b[0m )\n\u001b[1;32m 21\u001b[0m \u001b[38;5;66;03m# the assistant receives a message from the user_proxy, which contains the task description\u001b[39;00m\n\u001b[0;32m---> 22\u001b[0m \u001b[43muser_proxy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minitiate_chat\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 23\u001b[0m \u001b[43m \u001b[49m\u001b[43massistant\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 24\u001b[0m \u001b[43m \u001b[49m\u001b[43mmessage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\"\"\u001b[39;49m\u001b[38;5;124;43mCan you provide a transformation from input API to output API using their OpenAPI definition?\u001b[39;49m\n\u001b[1;32m 25\u001b[0m \u001b[38;5;124;43m ### START: INPUT API OPENAPI DEFINITION\u001b[39;49m\n\u001b[1;32m 26\u001b[0m \u001b[38;5;124;43m openapi: 3.0.1\u001b[39;49m\n\u001b[1;32m 27\u001b[0m \u001b[38;5;124;43m info:\u001b[39;49m\n\u001b[1;32m 28\u001b[0m \u001b[38;5;124;43m title: TheCodeBuzz-Service\u001b[39;49m\n\u001b[1;32m 29\u001b[0m \u001b[38;5;124;43m version: v1\u001b[39;49m\n\u001b[1;32m 30\u001b[0m \u001b[38;5;124;43m paths:\u001b[39;49m\n\u001b[1;32m 31\u001b[0m \u001b[38;5;124;43m /weather/\u001b[39;49m\u001b[38;5;132;43;01m{country}\u001b[39;49;00m\u001b[38;5;124;43m/\u001b[39;49m\u001b[38;5;132;43;01m{post_code}\u001b[39;49;00m\u001b[38;5;124;43m/\u001b[39;49m\u001b[38;5;132;43;01m{city}\u001b[39;49;00m\u001b[38;5;124;43m:\u001b[39;49m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;124;43m get:\u001b[39;49m\n\u001b[1;32m 33\u001b[0m \u001b[38;5;124;43m tags:\u001b[39;49m\n\u001b[1;32m 34\u001b[0m \u001b[38;5;124;43m - WeatherForecast\u001b[39;49m\n\u001b[1;32m 35\u001b[0m \u001b[38;5;124;43m parameters:\u001b[39;49m\n\u001b[1;32m 36\u001b[0m \u001b[38;5;124;43m - in: path\u001b[39;49m\n\u001b[1;32m 37\u001b[0m \u001b[38;5;124;43m name: country\u001b[39;49m\n\u001b[1;32m 38\u001b[0m \u001b[38;5;124;43m required: true\u001b[39;49m\n\u001b[1;32m 39\u001b[0m \u001b[38;5;124;43m schema:\u001b[39;49m\n\u001b[1;32m 40\u001b[0m \u001b[38;5;124;43m type: string\u001b[39;49m\n\u001b[1;32m 41\u001b[0m \u001b[38;5;124;43m description: The country in which the city is\u001b[39;49m\n\u001b[1;32m 42\u001b[0m \u001b[38;5;124;43m - in: path\u001b[39;49m\n\u001b[1;32m 43\u001b[0m \u001b[38;5;124;43m name: post_code\u001b[39;49m\n\u001b[1;32m 44\u001b[0m \u001b[38;5;124;43m required: true\u001b[39;49m\n\u001b[1;32m 45\u001b[0m \u001b[38;5;124;43m schema:\u001b[39;49m\n\u001b[1;32m 46\u001b[0m \u001b[38;5;124;43m type: integer\u001b[39;49m\n\u001b[1;32m 47\u001b[0m \u001b[38;5;124;43m description: The post-code of the city\u001b[39;49m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;124;43m - in: path\u001b[39;49m\n\u001b[1;32m 49\u001b[0m \u001b[38;5;124;43m name: city\u001b[39;49m\n\u001b[1;32m 50\u001b[0m \u001b[38;5;124;43m required: true\u001b[39;49m\n\u001b[1;32m 51\u001b[0m \u001b[38;5;124;43m schema:\u001b[39;49m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;124;43m type: string\u001b[39;49m\n\u001b[1;32m 53\u001b[0m \u001b[38;5;124;43m description: The city for which the forecast is needed\u001b[39;49m\n\u001b[1;32m 54\u001b[0m \u001b[38;5;124;43m responses:\u001b[39;49m\n\u001b[1;32m 55\u001b[0m \u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m200\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m:\u001b[39;49m\n\u001b[1;32m 56\u001b[0m \u001b[38;5;124;43m description: Success\u001b[39;49m\n\u001b[1;32m 57\u001b[0m \u001b[38;5;124;43m content:\u001b[39;49m\n\u001b[1;32m 58\u001b[0m \u001b[38;5;124;43m text/plain:\u001b[39;49m\n\u001b[1;32m 59\u001b[0m \u001b[38;5;124;43m schema:\u001b[39;49m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;124;43m type: array\u001b[39;49m\n\u001b[1;32m 61\u001b[0m \u001b[38;5;124;43m items:\u001b[39;49m\n\u001b[1;32m 62\u001b[0m \u001b[38;5;124;43m $ref: \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m#/components/schemas/WeatherForecast\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 63\u001b[0m \u001b[38;5;124;43m application/json:\u001b[39;49m\n\u001b[1;32m 64\u001b[0m \u001b[38;5;124;43m schema:\u001b[39;49m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;124;43m type: array\u001b[39;49m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;124;43m items:\u001b[39;49m\n\u001b[1;32m 67\u001b[0m \u001b[38;5;124;43m $ref: \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m#/components/schemas/WeatherForecast\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 68\u001b[0m \u001b[38;5;124;43m components:\u001b[39;49m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;124;43m schemas:\u001b[39;49m\n\u001b[1;32m 70\u001b[0m \u001b[38;5;124;43m WeatherForecast:\u001b[39;49m\n\u001b[1;32m 71\u001b[0m \u001b[38;5;124;43m type: object\u001b[39;49m\n\u001b[1;32m 72\u001b[0m \u001b[38;5;124;43m properties:\u001b[39;49m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;124;43m date:\u001b[39;49m\n\u001b[1;32m 74\u001b[0m \u001b[38;5;124;43m type: string\u001b[39;49m\n\u001b[1;32m 75\u001b[0m \u001b[38;5;124;43m format: date-time\u001b[39;49m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;124;43m description: Date-time in ANSI INCITS 30-1997 format\u001b[39;49m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;124;43m temperatureC:\u001b[39;49m\n\u001b[1;32m 78\u001b[0m \u001b[38;5;124;43m type: integer\u001b[39;49m\n\u001b[1;32m 79\u001b[0m \u001b[38;5;124;43m format: int32\u001b[39;49m\n\u001b[1;32m 80\u001b[0m \u001b[38;5;124;43m summary:\u001b[39;49m\n\u001b[1;32m 81\u001b[0m \u001b[38;5;124;43m type: string\u001b[39;49m\n\u001b[1;32m 82\u001b[0m \u001b[38;5;124;43m nullable: true\u001b[39;49m\n\u001b[1;32m 83\u001b[0m \u001b[38;5;124;43m city:\u001b[39;49m\n\u001b[1;32m 84\u001b[0m \u001b[38;5;124;43m type: string\u001b[39;49m\n\u001b[1;32m 85\u001b[0m \u001b[38;5;124;43m nullable: false\u001b[39;49m\n\u001b[1;32m 86\u001b[0m \u001b[38;5;124;43m post_code:\u001b[39;49m\n\u001b[1;32m 87\u001b[0m \u001b[38;5;124;43m type: integer\u001b[39;49m\n\u001b[1;32m 88\u001b[0m \u001b[38;5;124;43m nullable: false\u001b[39;49m\n\u001b[1;32m 89\u001b[0m \u001b[38;5;124;43m country:\u001b[39;49m\n\u001b[1;32m 90\u001b[0m \u001b[38;5;124;43m type: string\u001b[39;49m\n\u001b[1;32m 91\u001b[0m \u001b[38;5;124;43m nullable: false\u001b[39;49m\n\u001b[1;32m 92\u001b[0m \u001b[38;5;124;43m description: The full name of the country\u001b[39;49m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;124;43m additionalProperties: false\u001b[39;49m\n\u001b[1;32m 94\u001b[0m \u001b[38;5;124;43m securitySchemes:\u001b[39;49m\n\u001b[1;32m 95\u001b[0m \u001b[38;5;124;43m bearerAuth:\u001b[39;49m\n\u001b[1;32m 96\u001b[0m \u001b[38;5;124;43m type: http\u001b[39;49m\n\u001b[1;32m 97\u001b[0m \u001b[38;5;124;43m description: JWT Authorization header using the Bearer scheme\u001b[39;49m\n\u001b[1;32m 98\u001b[0m \u001b[38;5;124;43m scheme: bearer\u001b[39;49m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;124;43m bearerFormat: JWT\u001b[39;49m\n\u001b[1;32m 100\u001b[0m \u001b[38;5;124;43m security:\u001b[39;49m\n\u001b[1;32m 101\u001b[0m \u001b[38;5;124;43m - bearerAuth: []\u001b[39;49m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;124;43m ### END: INPUT API OPENAPI DEFINITION\u001b[39;49m\n\u001b[1;32m 103\u001b[0m \n\u001b[1;32m 104\u001b[0m \u001b[38;5;124;43m ### START: OUTPUT API OPENAPI DEFINITION\u001b[39;49m\n\u001b[1;32m 105\u001b[0m \u001b[38;5;124;43m openapi: 3.0.1\u001b[39;49m\n\u001b[1;32m 106\u001b[0m \u001b[38;5;124;43m info:\u001b[39;49m\n\u001b[1;32m 107\u001b[0m \u001b[38;5;124;43m title: TheCodeBuzz-Service\u001b[39;49m\n\u001b[1;32m 108\u001b[0m \u001b[38;5;124;43m version: v1\u001b[39;49m\n\u001b[1;32m 109\u001b[0m \u001b[38;5;124;43m paths:\u001b[39;49m\n\u001b[1;32m 110\u001b[0m \u001b[38;5;124;43m /weather:\u001b[39;49m\n\u001b[1;32m 111\u001b[0m \u001b[38;5;124;43m get:\u001b[39;49m\n\u001b[1;32m 112\u001b[0m \u001b[38;5;124;43m tags:\u001b[39;49m\n\u001b[1;32m 113\u001b[0m \u001b[38;5;124;43m - WeatherForecast\u001b[39;49m\n\u001b[1;32m 114\u001b[0m \u001b[38;5;124;43m parameters:\u001b[39;49m\n\u001b[1;32m 115\u001b[0m \u001b[38;5;124;43m - in: query\u001b[39;49m\n\u001b[1;32m 116\u001b[0m \u001b[38;5;124;43m name: longitude\u001b[39;49m\n\u001b[1;32m 117\u001b[0m \u001b[38;5;124;43m required: true\u001b[39;49m\n\u001b[1;32m 118\u001b[0m \u001b[38;5;124;43m schema:\u001b[39;49m\n\u001b[1;32m 119\u001b[0m \u001b[38;5;124;43m type: number\u001b[39;49m\n\u001b[1;32m 120\u001b[0m \u001b[38;5;124;43m description: The longitude for which you need the forecast\u001b[39;49m\n\u001b[1;32m 121\u001b[0m \u001b[38;5;124;43m - in: query\u001b[39;49m\n\u001b[1;32m 122\u001b[0m \u001b[38;5;124;43m name: latitude\u001b[39;49m\n\u001b[1;32m 123\u001b[0m \u001b[38;5;124;43m required: true\u001b[39;49m\n\u001b[1;32m 124\u001b[0m \u001b[38;5;124;43m schema:\u001b[39;49m\n\u001b[1;32m 125\u001b[0m \u001b[38;5;124;43m type: number\u001b[39;49m\n\u001b[1;32m 126\u001b[0m \u001b[38;5;124;43m description: The longitude for which you need the forecast\u001b[39;49m\n\u001b[1;32m 127\u001b[0m \u001b[38;5;124;43m responses:\u001b[39;49m\n\u001b[1;32m 128\u001b[0m \u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m200\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m:\u001b[39;49m\n\u001b[1;32m 129\u001b[0m \u001b[38;5;124;43m description: Success\u001b[39;49m\n\u001b[1;32m 130\u001b[0m \u001b[38;5;124;43m content:\u001b[39;49m\n\u001b[1;32m 131\u001b[0m \u001b[38;5;124;43m text/plain:\u001b[39;49m\n\u001b[1;32m 132\u001b[0m \u001b[38;5;124;43m schema:\u001b[39;49m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;124;43m type: array\u001b[39;49m\n\u001b[1;32m 134\u001b[0m \u001b[38;5;124;43m items:\u001b[39;49m\n\u001b[1;32m 135\u001b[0m \u001b[38;5;124;43m $ref: \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m#/components/schemas/WeatherForecast\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 136\u001b[0m \u001b[38;5;124;43m application/json:\u001b[39;49m\n\u001b[1;32m 137\u001b[0m \u001b[38;5;124;43m schema:\u001b[39;49m\n\u001b[1;32m 138\u001b[0m \u001b[38;5;124;43m type: array\u001b[39;49m\n\u001b[1;32m 139\u001b[0m \u001b[38;5;124;43m items:\u001b[39;49m\n\u001b[1;32m 140\u001b[0m \u001b[38;5;124;43m $ref: \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m#/components/schemas/WeatherForecast\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 141\u001b[0m \u001b[38;5;124;43m components:\u001b[39;49m\n\u001b[1;32m 142\u001b[0m \u001b[38;5;124;43m schemas:\u001b[39;49m\n\u001b[1;32m 143\u001b[0m \u001b[38;5;124;43m WeatherForecast:\u001b[39;49m\n\u001b[1;32m 144\u001b[0m \u001b[38;5;124;43m type: object\u001b[39;49m\n\u001b[1;32m 145\u001b[0m \u001b[38;5;124;43m properties:\u001b[39;49m\n\u001b[1;32m 146\u001b[0m \u001b[38;5;124;43m date:\u001b[39;49m\n\u001b[1;32m 147\u001b[0m \u001b[38;5;124;43m type: string\u001b[39;49m\n\u001b[1;32m 148\u001b[0m \u001b[38;5;124;43m format: date-time\u001b[39;49m\n\u001b[1;32m 149\u001b[0m \u001b[38;5;124;43m description: Date time in ISO 8601 format\u001b[39;49m\n\u001b[1;32m 150\u001b[0m \u001b[38;5;124;43m temperatureF:\u001b[39;49m\n\u001b[1;32m 151\u001b[0m \u001b[38;5;124;43m type: number\u001b[39;49m\n\u001b[1;32m 152\u001b[0m \u001b[38;5;124;43m summary:\u001b[39;49m\n\u001b[1;32m 153\u001b[0m \u001b[38;5;124;43m type: string\u001b[39;49m\n\u001b[1;32m 154\u001b[0m \u001b[38;5;124;43m nullable: true\u001b[39;49m\n\u001b[1;32m 155\u001b[0m \u001b[38;5;124;43m longitude:\u001b[39;49m\n\u001b[1;32m 156\u001b[0m \u001b[38;5;124;43m type: number\u001b[39;49m\n\u001b[1;32m 157\u001b[0m \u001b[38;5;124;43m nullable: false\u001b[39;49m\n\u001b[1;32m 158\u001b[0m \u001b[38;5;124;43m latitude:\u001b[39;49m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;124;43m type: number\u001b[39;49m\n\u001b[1;32m 160\u001b[0m \u001b[38;5;124;43m nullable: false\u001b[39;49m\n\u001b[1;32m 161\u001b[0m \u001b[38;5;124;43m countryISO:\u001b[39;49m\n\u001b[1;32m 162\u001b[0m \u001b[38;5;124;43m type: string\u001b[39;49m\n\u001b[1;32m 163\u001b[0m \u001b[38;5;124;43m nullable: false\u001b[39;49m\n\u001b[1;32m 164\u001b[0m \u001b[38;5;124;43m additionalProperties: false\u001b[39;49m\n\u001b[1;32m 165\u001b[0m \u001b[38;5;124;43m securitySchemes:\u001b[39;49m\n\u001b[1;32m 166\u001b[0m \u001b[38;5;124;43m bearerAuth:\u001b[39;49m\n\u001b[1;32m 167\u001b[0m \u001b[38;5;124;43m type: oauth2\u001b[39;49m\n\u001b[1;32m 168\u001b[0m \u001b[38;5;124;43m flows:\u001b[39;49m\n\u001b[1;32m 169\u001b[0m \u001b[38;5;124;43m implicit:\u001b[39;49m\n\u001b[1;32m 170\u001b[0m \u001b[38;5;124;43m authorizationUrl: https://login.mydomain.com/oauth2/v2.0/authorize\u001b[39;49m\n\u001b[1;32m 171\u001b[0m \u001b[38;5;124;43m scopes: \u001b[39;49m\u001b[38;5;132;43;01m{}\u001b[39;49;00m\n\u001b[1;32m 172\u001b[0m \u001b[38;5;124;43m description: JWT Authorization header using the Bearer scheme\u001b[39;49m\n\u001b[1;32m 173\u001b[0m \u001b[38;5;124;43m security:\u001b[39;49m\n\u001b[1;32m 174\u001b[0m \u001b[38;5;124;43m - bearerAuth: []\u001b[39;49m\n\u001b[1;32m 175\u001b[0m \u001b[38;5;124;43m ### END: OUTPUT API OPENAPI DEFINITION\u001b[39;49m\n\u001b[1;32m 176\u001b[0m \u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;124;43m\"\"\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 177\u001b[0m \u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:698\u001b[0m, in \u001b[0;36mConversableAgent.initiate_chat\u001b[0;34m(self, recipient, clear_history, silent, cache, **context)\u001b[0m\n\u001b[1;32m 696\u001b[0m agent\u001b[38;5;241m.\u001b[39mclient_cache \u001b[38;5;241m=\u001b[39m cache\n\u001b[1;32m 697\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prepare_chat(recipient, clear_history)\n\u001b[0;32m--> 698\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate_init_message\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcontext\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrecipient\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msilent\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msilent\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 699\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m agent \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;28mself\u001b[39m, recipient]:\n\u001b[1;32m 700\u001b[0m agent\u001b[38;5;241m.\u001b[39mclient_cache \u001b[38;5;241m=\u001b[39m agent\u001b[38;5;241m.\u001b[39mprevious_cache\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:441\u001b[0m, in \u001b[0;36mConversableAgent.send\u001b[0;34m(self, message, recipient, request_reply, silent)\u001b[0m\n\u001b[1;32m 439\u001b[0m valid \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_append_oai_message(message, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124massistant\u001b[39m\u001b[38;5;124m\"\u001b[39m, recipient)\n\u001b[1;32m 440\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m valid:\n\u001b[0;32m--> 441\u001b[0m \u001b[43mrecipient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreceive\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrequest_reply\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msilent\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 442\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 443\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 444\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMessage can\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt be converted into a valid ChatCompletion message. Either content or function_call must be provided.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 445\u001b[0m )\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:601\u001b[0m, in \u001b[0;36mConversableAgent.receive\u001b[0;34m(self, message, sender, request_reply, silent)\u001b[0m\n\u001b[1;32m 599\u001b[0m reply \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgenerate_reply(messages\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchat_messages[sender], sender\u001b[38;5;241m=\u001b[39msender)\n\u001b[1;32m 600\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m reply \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 601\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreply\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msender\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msilent\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msilent\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:441\u001b[0m, in \u001b[0;36mConversableAgent.send\u001b[0;34m(self, message, recipient, request_reply, silent)\u001b[0m\n\u001b[1;32m 439\u001b[0m valid \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_append_oai_message(message, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124massistant\u001b[39m\u001b[38;5;124m\"\u001b[39m, recipient)\n\u001b[1;32m 440\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m valid:\n\u001b[0;32m--> 441\u001b[0m \u001b[43mrecipient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreceive\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrequest_reply\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msilent\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 442\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 443\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 444\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMessage can\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt be converted into a valid ChatCompletion message. Either content or function_call must be provided.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 445\u001b[0m )\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:601\u001b[0m, in \u001b[0;36mConversableAgent.receive\u001b[0;34m(self, message, sender, request_reply, silent)\u001b[0m\n\u001b[1;32m 599\u001b[0m reply \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgenerate_reply(messages\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchat_messages[sender], sender\u001b[38;5;241m=\u001b[39msender)\n\u001b[1;32m 600\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m reply \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 601\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreply\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msender\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msilent\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msilent\u001b[49m\u001b[43m)\u001b[49m\n", + " \u001b[0;31m[... skipping similar frames: ConversableAgent.send at line 441 (40 times), ConversableAgent.receive at line 601 (39 times)]\u001b[0m\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:601\u001b[0m, in \u001b[0;36mConversableAgent.receive\u001b[0;34m(self, message, sender, request_reply, silent)\u001b[0m\n\u001b[1;32m 599\u001b[0m reply \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgenerate_reply(messages\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchat_messages[sender], sender\u001b[38;5;241m=\u001b[39msender)\n\u001b[1;32m 600\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m reply \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 601\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreply\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msender\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msilent\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msilent\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:441\u001b[0m, in \u001b[0;36mConversableAgent.send\u001b[0;34m(self, message, recipient, request_reply, silent)\u001b[0m\n\u001b[1;32m 439\u001b[0m valid \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_append_oai_message(message, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124massistant\u001b[39m\u001b[38;5;124m\"\u001b[39m, recipient)\n\u001b[1;32m 440\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m valid:\n\u001b[0;32m--> 441\u001b[0m \u001b[43mrecipient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreceive\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrequest_reply\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msilent\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 442\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 443\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 444\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMessage can\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt be converted into a valid ChatCompletion message. Either content or function_call must be provided.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 445\u001b[0m )\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:599\u001b[0m, in \u001b[0;36mConversableAgent.receive\u001b[0;34m(self, message, sender, request_reply, silent)\u001b[0m\n\u001b[1;32m 597\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m request_reply \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m request_reply \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mreply_at_receive[sender] \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m:\n\u001b[1;32m 598\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[0;32m--> 599\u001b[0m reply \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate_reply\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat_messages\u001b[49m\u001b[43m[\u001b[49m\u001b[43msender\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msender\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msender\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 600\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m reply \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 601\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msend(reply, sender, silent\u001b[38;5;241m=\u001b[39msilent)\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:1284\u001b[0m, in \u001b[0;36mConversableAgent.generate_reply\u001b[0;34m(self, messages, sender, exclude)\u001b[0m\n\u001b[1;32m 1282\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[1;32m 1283\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_match_trigger(reply_func_tuple[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrigger\u001b[39m\u001b[38;5;124m\"\u001b[39m], sender):\n\u001b[0;32m-> 1284\u001b[0m final, reply \u001b[38;5;241m=\u001b[39m \u001b[43mreply_func\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msender\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msender\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreply_func_tuple\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mconfig\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1285\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m final:\n\u001b[1;32m 1286\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m reply\n", + "File \u001b[0;32m/workspaces/autogen/autogen/agentchat/conversable_agent.py:809\u001b[0m, in \u001b[0;36mConversableAgent.generate_oai_reply\u001b[0;34m(self, messages, sender, config)\u001b[0m\n\u001b[1;32m 807\u001b[0m \u001b[38;5;66;03m# ensure function and tool calls will be accepted when sent back to the LLM\u001b[39;00m\n\u001b[1;32m 808\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(extracted_response, \u001b[38;5;28mstr\u001b[39m):\n\u001b[0;32m--> 809\u001b[0m extracted_response \u001b[38;5;241m=\u001b[39m \u001b[43mmodel_dump\u001b[49m\u001b[43m(\u001b[49m\u001b[43mextracted_response\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 810\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(extracted_response, \u001b[38;5;28mdict\u001b[39m):\n\u001b[1;32m 811\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m extracted_response\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfunction_call\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", + "File \u001b[0;32m/workspaces/autogen/autogen/_pydantic.py:37\u001b[0m, in \u001b[0;36mmodel_dump\u001b[0;34m(model)\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmodel_dump\u001b[39m(model: BaseModel) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Dict[\u001b[38;5;28mstr\u001b[39m, Any]:\n\u001b[1;32m 28\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Convert a pydantic model to a dict\u001b[39;00m\n\u001b[1;32m 29\u001b[0m \n\u001b[1;32m 30\u001b[0m \u001b[38;5;124;03m Args:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 35\u001b[0m \n\u001b[1;32m 36\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 37\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel_dump\u001b[49m()\n", + "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'model_dump'" + ] + } + ], + "source": [ + "# create an AssistantAgent named \"assistant\"\n", + "assistant = autogen.AssistantAgent(\n", + " name=\"assistant\",\n", + " llm_config={\n", + " \"cache_seed\": 42, # seed for caching and reproducibility\n", + " \"config_list\": config_list, # a list of OpenAI API configurations\n", + " \"temperature\": 0, # temperature for sampling\n", + " }, # configuration for autogen's enhanced inference API which is compatible with OpenAI API\n", + ")\n", + "# create a UserProxyAgent instance named \"user_proxy\"\n", + "user_proxy = autogen.UserProxyAgent(\n", + " name=\"user_proxy\",\n", + " human_input_mode=\"TERMINATE\",\n", + " max_consecutive_auto_reply=20,\n", + " is_termination_msg=lambda x: x.get(\"content\", \"\").rstrip().endswith(\"TERMINATE\"),\n", + " code_execution_config={\n", + " \"work_dir\": \"coding\",\n", + " \"use_docker\": False, # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n", + " },\n", + ")\n", + "# the assistant receives a message from the user_proxy, which contains the task description\n", + "user_proxy.initiate_chat(\n", + " assistant,\n", + " message=\"\"\"Can you provide a transformation from input API to output API using their OpenAPI definition?\n", + " ### START: INPUT API OPENAPI DEFINITION\n", + " openapi: 3.0.1\n", + " info:\n", + " title: TheCodeBuzz-Service\n", + " version: v1\n", + " paths:\n", + " /weather/{country}/{post_code}/{city}:\n", + " get:\n", + " tags:\n", + " - WeatherForecast\n", + " parameters:\n", + " - in: path\n", + " name: country\n", + " required: true\n", + " schema:\n", + " type: string\n", + " description: The country in which the city is\n", + " - in: path\n", + " name: post_code\n", + " required: true\n", + " schema:\n", + " type: integer\n", + " description: The post-code of the city\n", + " - in: path\n", + " name: city\n", + " required: true\n", + " schema:\n", + " type: string\n", + " description: The city for which the forecast is needed\n", + " responses:\n", + " '200':\n", + " description: Success\n", + " content:\n", + " text/plain:\n", + " schema:\n", + " type: array\n", + " items:\n", + " $ref: '#/components/schemas/WeatherForecast'\n", + " application/json:\n", + " schema:\n", + " type: array\n", + " items:\n", + " $ref: '#/components/schemas/WeatherForecast'\n", + " components:\n", + " schemas:\n", + " WeatherForecast:\n", + " type: object\n", + " properties:\n", + " date:\n", + " type: string\n", + " format: date-time\n", + " description: Date-time in ANSI INCITS 30-1997 format\n", + " temperatureC:\n", + " type: integer\n", + " format: int32\n", + " summary:\n", + " type: string\n", + " nullable: true\n", + " city:\n", + " type: string\n", + " nullable: false\n", + " post_code:\n", + " type: integer\n", + " nullable: false\n", + " country:\n", + " type: string\n", + " nullable: false\n", + " description: The full name of the country\n", + " additionalProperties: false\n", + " securitySchemes:\n", + " bearerAuth:\n", + " type: http\n", + " description: JWT Authorization header using the Bearer scheme\n", + " scheme: bearer\n", + " bearerFormat: JWT\n", + " security:\n", + " - bearerAuth: []\n", + " ### END: INPUT API OPENAPI DEFINITION\n", + "\n", + " ### START: OUTPUT API OPENAPI DEFINITION\n", + " openapi: 3.0.1\n", + " info:\n", + " title: TheCodeBuzz-Service\n", + " version: v1\n", + " paths:\n", + " /weather:\n", + " get:\n", + " tags:\n", + " - WeatherForecast\n", + " parameters:\n", + " - in: query\n", + " name: longitude\n", + " required: true\n", + " schema:\n", + " type: number\n", + " description: The longitude for which you need the forecast\n", + " - in: query\n", + " name: latitude\n", + " required: true\n", + " schema:\n", + " type: number\n", + " description: The longitude for which you need the forecast\n", + " responses:\n", + " '200':\n", + " description: Success\n", + " content:\n", + " text/plain:\n", + " schema:\n", + " type: array\n", + " items:\n", + " $ref: '#/components/schemas/WeatherForecast'\n", + " application/json:\n", + " schema:\n", + " type: array\n", + " items:\n", + " $ref: '#/components/schemas/WeatherForecast'\n", + " components:\n", + " schemas:\n", + " WeatherForecast:\n", + " type: object\n", + " properties:\n", + " date:\n", + " type: string\n", + " format: date-time\n", + " description: Date time in ISO 8601 format\n", + " temperatureF:\n", + " type: number\n", + " summary:\n", + " type: string\n", + " nullable: true\n", + " longitude:\n", + " type: number\n", + " nullable: false\n", + " latitude:\n", + " type: number\n", + " nullable: false\n", + " countryISO:\n", + " type: string\n", + " nullable: false\n", + " additionalProperties: false\n", + " securitySchemes:\n", + " bearerAuth:\n", + " type: oauth2\n", + " flows:\n", + " implicit:\n", + " authorizationUrl: https://login.mydomain.com/oauth2/v2.0/authorize\n", + " scopes: {}\n", + " description: JWT Authorization header using the Bearer scheme\n", + " security:\n", + " - bearerAuth: []\n", + " ### END: OUTPUT API OPENAPI DEFINITION\n", + " \"\"\",\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/test/test_code.py b/test/test_code.py index 7455bae9e80e..c16c3b3f6464 100644 --- a/test/test_code.py +++ b/test/test_code.py @@ -13,8 +13,8 @@ content_str, execute_code, extract_code, - improve_code, - improve_function, + # improve_code, + # improve_function, infer_lang, is_docker_running, in_docker_container, @@ -479,35 +479,35 @@ def test_can_use_docker_or_throw(): check_can_use_docker_or_throw(True) -def _test_improve(): - try: - import openai - except ImportError: - return - config_list = autogen.config_list_openai_aoai(KEY_LOC) - improved, _ = improve_function( - "autogen/math_utils.py", - "solve_problem", - "Solve math problems accurately, by avoiding calculation errors and reduce reasoning errors.", - config_list=config_list, - ) - with open(f"{here}/math_utils.py.improved", "w") as f: - f.write(improved) - suggestion, _ = improve_code( - ["autogen/code_utils.py", "autogen/math_utils.py"], - "leverage generative AI smartly and cost-effectively", - config_list=config_list, - ) - print(suggestion) - improvement, cost = improve_code( - ["autogen/code_utils.py", "autogen/math_utils.py"], - "leverage generative AI smartly and cost-effectively", - suggest_only=False, - config_list=config_list, - ) - print(cost) - with open(f"{here}/suggested_improvement.txt", "w") as f: - f.write(improvement) +# def _test_improve(): +# try: +# import openai +# except ImportError: +# return +# config_list = autogen.config_list_openai_aoai(KEY_LOC) +# improved, _ = improve_function( +# "autogen/math_utils.py", +# "solve_problem", +# "Solve math problems accurately, by avoiding calculation errors and reduce reasoning errors.", +# config_list=config_list, +# ) +# with open(f"{here}/math_utils.py.improved", "w") as f: +# f.write(improved) +# suggestion, _ = improve_code( +# ["autogen/code_utils.py", "autogen/math_utils.py"], +# "leverage generative AI smartly and cost-effectively", +# config_list=config_list, +# ) +# print(suggestion) +# improvement, cost = improve_code( +# ["autogen/code_utils.py", "autogen/math_utils.py"], +# "leverage generative AI smartly and cost-effectively", +# suggest_only=False, +# config_list=config_list, +# ) +# print(cost) +# with open(f"{here}/suggested_improvement.txt", "w") as f: +# f.write(improvement) class TestContentStr(unittest.TestCase):